From ad5cc5bbbad3ee038ed2702d69d83791ccd35735 Mon Sep 17 00:00:00 2001 From: Utsav Singhal Date: Wed, 2 Oct 2024 12:26:04 +0530 Subject: [PATCH] Deep Learning --- Deep_Learning/.gitkeep | 0 .../Face Mask Detection/Dataset/Readme.md | 1 + .../Images/Distribution of classes.jpg | Bin 0 -> 37251 bytes .../Face Mask Detection/Images/Evaluation.jpg | Bin 0 -> 95793 bytes .../Face Mask Detection/Images/Readme.md | 1 + .../Images/Sample Images.jpg | Bin 0 -> 90590 bytes .../Face Mask Detection/Model/Readme.md | 37 + .../detecting-face-masks-with-5-models.ipynb | 1043 +++ .../Face Mask Detection/requirements.txt | 8 + .../README.md | 51 + .../bar graph.png | Bin 0 -> 39556 bytes .../dataset/readme.md | 3 + .../histogram.png | Bin 0 -> 63808 bytes .../images/bar graph.png | Bin 0 -> 39556 bytes .../images/confusion matrix.png | Bin 0 -> 95211 bytes .../images/histogram.png | Bin 0 -> 63808 bytes .../images/input visualisation.png | Bin 0 -> 39844 bytes .../images/pie chart.png | Bin 0 -> 60503 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mode 100644 Deep_Learning/Face Mask Detection/Images/Distribution of classes.jpg create mode 100644 Deep_Learning/Face Mask Detection/Images/Evaluation.jpg create mode 100644 Deep_Learning/Face Mask Detection/Images/Readme.md create mode 100644 Deep_Learning/Face Mask Detection/Images/Sample Images.jpg create mode 100644 Deep_Learning/Face Mask Detection/Model/Readme.md create mode 100644 Deep_Learning/Face Mask Detection/Model/detecting-face-masks-with-5-models.ipynb create mode 100644 Deep_Learning/Face Mask Detection/requirements.txt create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/README.md create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/bar graph.png create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/dataset/readme.md create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/histogram.png create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/images/bar graph.png create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/images/confusion matrix.png create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/images/histogram.png create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/images/input visualisation.png create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/images/pie chart.png create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/images/training loss.png create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/input visualisation.png create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/model/ANN_Handwritten_Digit_Classification.ipynb create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/model/CNN_handwritten_digit_recogniser.ipynb create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/pie chart.png create mode 100644 Deep_Learning/MNIST Digit Classification using Neural Networks/requirement.txt create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Dataset/newData.csv create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Dataset/spam-vs-ham-dataset.csv create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Image/PairPlot_withHue.png create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Image/Spam-vs-ham-piechart.jpg create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Image/spam-ham-num_chr.jpg create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Image/spam-ham-num_sent.jpg create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Image/spam-ham-num_word.jpg create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/README.md create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/app1.py create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/app2.py create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/model1.ipynb create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/model2.ipynb create mode 100644 Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/requirements.txt diff --git a/Deep_Learning/.gitkeep b/Deep_Learning/.gitkeep deleted file mode 100644 index e69de29bb2..0000000000 diff --git a/Deep_Learning/Face Mask Detection/Dataset/Readme.md b/Deep_Learning/Face Mask Detection/Dataset/Readme.md new file mode 100644 index 0000000000..5b3edd1f3e --- /dev/null +++ b/Deep_Learning/Face Mask Detection/Dataset/Readme.md @@ -0,0 +1 @@ +Dataset : https://www.kaggle.com/datasets/shiekhburhan/face-mask-dataset diff --git 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100644 index 0000000000..00e07aaec6 --- /dev/null +++ b/Deep_Learning/Face Mask Detection/Model/Readme.md @@ -0,0 +1,37 @@ +# Face mask detection using ConvNet, InceptionV3, MobileNet, DenseNet and VGG19 + +COVID-19 has been an inspiration for many software and data engineers during the last months. +This project demonstrates how a Depp learming models can detect if a person in a picture is wearing a face mask or not. +As you can easily understand the applications of this method may be very helpful for the prevention and the control of COVID-19 as it could be used in public places like airports, shopping malls etc. + +## Defining the problem +Detecting if an image contains a person wearing a mask or not is a simple **classification problem**. +We have to classify the images between **2 discrete classes**: The ones that contain a face mask and the ones that do not. + +## The dataset +https://www.kaggle.com/datasets/shiekhburhan/face-mask-dataset + +![image](https://github.com/ranodeepbanerjee/DL-Simplified/assets/63450189/c0322919-0452-412a-9216-fbc75de3c17a) + + + +## Models used + +* Covnet - ConvNet, short for Convolutional Neural Network, is a type of deep learning model commonly used in image classification and object recognition tasks. It consists of multiple layers of convolutional and pooling operations that extract features from the input image. + +* InceptionV3 - InceptionV3 is an advanced version of the Inception architecture, which is designed to improve the accuracy and efficiency of image classification models. It uses a combination of convolutions with different kernel sizes and pooling operations to capture multi-scale features. + +* MobileNet - MobileNet is a lightweight neural network designed for mobile and embedded devices with limited computational resources. It uses depthwise separable convolutions to significantly reduce the number of parameters and computation required while maintaining high accuracy. + +* DenseNet - DenseNet is a densely connected neural network that allows each layer to have direct access to the feature maps of all preceding layers. This results in better feature reuse and gradient flow, leading to improved accuracy and reduced overfitting. + +* VGG19 - VGG19 is a deep neural network with 19 layers specifically designed for image recognition tasks. It uses small convolutional filters with a fixed size of 3x3 across all layers and max-pooling operations to extract and learn hierarchical features from images. + +## Distribution of classes + +![image](https://github.com/ranodeepbanerjee/DL-Simplified/assets/63450189/4392ebd7-5aa2-4fd3-88e3-d90c17dfee14) + + +## Evaluation + +![image](https://github.com/ranodeepbanerjee/DL-Simplified/assets/63450189/eef19273-71e7-4284-8156-3db09f7051c1) diff --git a/Deep_Learning/Face Mask Detection/Model/detecting-face-masks-with-5-models.ipynb b/Deep_Learning/Face Mask Detection/Model/detecting-face-masks-with-5-models.ipynb new file mode 100644 index 0000000000..6bd941f6d2 --- /dev/null +++ b/Deep_Learning/Face Mask Detection/Model/detecting-face-masks-with-5-models.ipynb @@ -0,0 +1,1043 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.011878, + "end_time": "2021-03-14T14:26:54.081673", + "exception": false, + "start_time": "2021-03-14T14:26:54.069795", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Face Mask Image Detection" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2021-03-14T14:26:54.111862Z", + "iopub.status.busy": "2021-03-14T14:26:54.110964Z", + "iopub.status.idle": "2021-03-14T14:27:02.723725Z", + "shell.execute_reply": "2021-03-14T14:27:02.722955Z" + }, + "papermill": { + "duration": 8.631753, + "end_time": "2021-03-14T14:27:02.723940", + "exception": false, + "start_time": "2021-03-14T14:26:54.092187", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# This Python 3 environment comes with many helpful analytics libraries installed\n", + "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", + "# For example, here's several helpful packages to load\n", + "\n", + "import os\n", + "import cv2\n", + "import glob\n", + "import torch\n", + "import shutil\n", + "import itertools\n", + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from torch import nn\n", + "from torch import optim\n", + "from torchvision import transforms, datasets, models\n", + "from keras.models import Sequential\n", + "from keras.applications.vgg19 import preprocess_input\n", + "from keras.preprocessing.image import ImageDataGenerator\n", + "from keras.layers import Flatten, Dense, Conv2D, BatchNormalization, MaxPooling2D, Dropout\n", + "from tensorflow.keras.applications import EfficientNetB1, VGG19, ResNet50, InceptionV3, MobileNet, DenseNet201\n", + "\n", + "# Input data files are available in the read-only \"../input/\" directory\n", + "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", + "\n", + "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", + "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.009854, + "end_time": "2021-03-14T14:27:02.744650", + "exception": false, + "start_time": "2021-03-14T14:27:02.734796", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Displaying sample images" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2021-03-14T14:27:02.793812Z", + "iopub.status.busy": "2021-03-14T14:27:02.790714Z", + "iopub.status.idle": "2021-03-14T14:27:04.544758Z", + "shell.execute_reply": "2021-03-14T14:27:04.545300Z" + }, + "papermill": { + "duration": 1.790682, + "end_time": "2021-03-14T14:27:04.545540", + "exception": false, + "start_time": "2021-03-14T14:27:02.754858", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "i = 0\n", + "fig, axes = plt.subplots(3, 3, figsize=(10, 10))\n", + "for dirname, _, filenames in os.walk('/kaggle/input/face-mask-detection'):\n", + " for filename in filenames[:9]:\n", + " img = cv2.imread(os.path.join(dirname, filename))\n", + " if img is not None:\n", + " img = cv2.cvtColor(img, cv2.IMREAD_GRAYSCALE)\n", + " img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n", + " ax = list(axes.flatten())[i]\n", + " ax.imshow(img)\n", + " ax.set_title('Image ' + str(i+1))\n", + " ax.axis('off')\n", + " i += 1\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2021-03-14T14:27:04.598722Z", + "iopub.status.busy": "2021-03-14T14:27:04.597970Z", + "iopub.status.idle": "2021-03-14T14:27:05.798953Z", + "shell.execute_reply": "2021-03-14T14:27:05.798307Z" + }, + "papermill": { + "duration": 1.231118, + "end_time": "2021-03-14T14:27:05.799111", + "exception": false, + "start_time": "2021-03-14T14:27:04.567993", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "images = []\n", + "augmented = []\n", + "path = '../input/face-mask-12k-images-dataset/Face Mask Dataset'\n", + "\n", + "for set_ in os.listdir(path):\n", + " i, j = 4, 4\n", + " \n", + " for img in os.listdir(path+'/'+set_+'/WithMask'):\n", + " if img[0] != 'A':\n", + " if i > 0:\n", + " images.append(path+'/'+set_+'/WithMask/'+img)\n", + " i -= 1\n", + " else:\n", + " if j > 0:\n", + " augmented.append(path+'/'+set_+'/WithMask/'+img)\n", + " j -= 1" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2021-03-14T14:27:05.872942Z", + "iopub.status.busy": "2021-03-14T14:27:05.869590Z", + "iopub.status.idle": "2021-03-14T14:27:07.069947Z", + "shell.execute_reply": "2021-03-14T14:27:07.070459Z" + }, + "papermill": { + "duration": 1.249978, + "end_time": "2021-03-14T14:27:07.070634", + "exception": false, + "start_time": "2021-03-14T14:27:05.820656", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(3, 4, figsize=(15, 15))\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(hspace=-0.5)\n", + "\n", + "for ax in axes.flatten():\n", + " ax = axes.flatten()[list(axes.flatten()).index(ax)]\n", + " img = cv2.imread(images[list(axes.flatten()).index(ax)])\n", + " img = cv2.cvtColor(img, cv2.IMREAD_GRAYSCALE)\n", + " img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n", + " ax.imshow(img)\n", + " ax.axis('off')\n", + "\n", + "plt.suptitle('Original Images', size=30)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2021-03-14T14:27:07.159409Z", + "iopub.status.busy": "2021-03-14T14:27:07.158236Z", + "iopub.status.idle": "2021-03-14T14:27:08.594494Z", + "shell.execute_reply": "2021-03-14T14:27:08.595028Z" + }, + "papermill": { + "duration": 1.485609, + "end_time": "2021-03-14T14:27:08.595217", + "exception": false, + "start_time": "2021-03-14T14:27:07.109608", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(3, 4, figsize=(15, 15))\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(hspace=-0.5)\n", + "\n", + "for ax in axes.flatten():\n", + " ax = axes.flatten()[list(axes.flatten()).index(ax)]\n", + " img = cv2.imread(augmented[list(axes.flatten()).index(ax)])\n", + " img = cv2.cvtColor(img, cv2.IMREAD_GRAYSCALE)\n", + " img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n", + " ax.imshow(img)\n", + " ax.axis('off')\n", + "\n", + "plt.suptitle('Augmented Images', size=30)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2021-03-14T14:27:08.727703Z", + "iopub.status.busy": "2021-03-14T14:27:08.726921Z", + "iopub.status.idle": "2021-03-14T14:27:09.056446Z", + "shell.execute_reply": "2021-03-14T14:27:09.055712Z" + }, + "papermill": { + "duration": 0.39966, + "end_time": "2021-03-14T14:27:09.056604", + "exception": false, + "start_time": "2021-03-14T14:27:08.656944", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 616 images belonging to 2 classes.\n", + "Found 198 images belonging to 2 classes.\n" + ] + } + ], + "source": [ + "path, batch_size = '../input/withwithout-mask/maskdata/maskdata', 16\n", + "\n", + "train_datagen = ImageDataGenerator(rescale=1.0/255, horizontal_flip=True, zoom_range=0.2,\n", + " shear_range=0.2)\n", + "test_datagen = ImageDataGenerator(rescale=1.0/255)\n", + "\n", + "train_generator = train_datagen.flow_from_directory(path+'/train', target_size=(128, 128), \n", + " batch_size=batch_size, class_mode='categorical')\n", + "test_generator = test_datagen.flow_from_directory(path+'/test', target_size=(128, 128), \n", + " batch_size=batch_size, class_mode='categorical')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.06206, + "end_time": "2021-03-14T14:27:09.180390", + "exception": false, + "start_time": "2021-03-14T14:27:09.118330", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Distribution of classes" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2021-03-14T14:27:09.353850Z", + "iopub.status.busy": "2021-03-14T14:27:09.353121Z", + "iopub.status.idle": "2021-03-14T14:27:09.568271Z", + "shell.execute_reply": "2021-03-14T14:27:09.567612Z" + }, + "papermill": { + "duration": 0.325712, + "end_time": "2021-03-14T14:27:09.568453", + "exception": false, + "start_time": "2021-03-14T14:27:09.242741", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "path = '../input/withwithout-mask/maskdata/maskdata'\n", + "fig, axes = plt.subplots(1, 2, figsize=(15, 9))\n", + "\n", + "for set_ in os.listdir(path):\n", + " counts = []\n", + " ax = axes[os.listdir(path).index(set_)]\n", + " for class_ in os.listdir(path+'/'+set_):\n", + " count=len(os.listdir(path+'/'+set_+'/'+class_))\n", + " counts.append(count)\n", + " ax.bar(['With Mask', 'Without Mask'], counts, color='skyblue')\n", + " ax.set_title(set_)\n", + " ax.set_xlabel('Classes')\n", + " ax.set_ylabel('Number of samples')\n", + "\n", + "plt.suptitle('Distribution of classes', size=25)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.064546, + "end_time": "2021-03-14T14:27:09.698566", + "exception": false, + "start_time": "2021-03-14T14:27:09.634020", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Testing layers with ConvNet" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "_kg_hide-output": true, + "execution": { + "iopub.execute_input": "2021-03-14T14:27:09.845584Z", + "iopub.status.busy": "2021-03-14T14:27:09.844843Z", + "iopub.status.idle": "2021-03-14T14:29:38.529581Z", + "shell.execute_reply": "2021-03-14T14:29:38.530177Z" + }, + "papermill": { + "duration": 148.763816, + "end_time": "2021-03-14T14:29:38.530416", + "exception": false, + "start_time": "2021-03-14T14:27:09.766600", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d (Conv2D) (None, 126, 126, 32) 896 \n", + "_________________________________________________________________\n", + "batch_normalization (BatchNo (None, 126, 126, 32) 128 \n", + "_________________________________________________________________\n", + "max_pooling2d (MaxPooling2D) (None, 63, 63, 32) 0 \n", + "_________________________________________________________________\n", + "dropout (Dropout) (None, 63, 63, 32) 0 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 127008) 0 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 2) 254018 \n", + "=================================================================\n", + "Total params: 255,042\n", + "Trainable params: 254,978\n", + "Non-trainable params: 64\n", + "_________________________________________________________________\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py:1844: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n", + " warnings.warn('`Model.fit_generator` is deprecated and '\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "13/13 [==============================] - 6s 380ms/step - loss: 0.9958 - accuracy: 0.7008 - val_loss: 0.4990 - val_accuracy: 0.7656\n", + "Epoch 2/10\n", + "13/13 [==============================] - 4s 294ms/step - loss: 0.6509 - accuracy: 0.9103 - val_loss: 0.4890 - val_accuracy: 0.8438\n", + "Epoch 3/10\n", + "13/13 [==============================] - 4s 270ms/step - loss: 0.7048 - accuracy: 0.9012 - val_loss: 0.7023 - val_accuracy: 0.6562\n", + "Epoch 4/10\n", + "13/13 [==============================] - 4s 266ms/step - loss: 0.4502 - accuracy: 0.9144 - val_loss: 1.2697 - val_accuracy: 0.4844\n", + "Epoch 5/10\n", + "13/13 [==============================] - 3s 259ms/step - loss: 0.6916 - accuracy: 0.9450 - val_loss: 1.0055 - val_accuracy: 0.5625\n", + "Epoch 6/10\n", + "13/13 [==============================] - 3s 244ms/step - loss: 0.5638 - accuracy: 0.9383 - val_loss: 0.3948 - val_accuracy: 0.8125\n", + "Epoch 7/10\n", + "13/13 [==============================] - 3s 233ms/step - loss: 0.3948 - accuracy: 0.9473 - val_loss: 0.7688 - val_accuracy: 0.6875\n", + "Epoch 8/10\n", + "13/13 [==============================] - 3s 244ms/step - loss: 0.1894 - accuracy: 0.9678 - val_loss: 0.6100 - val_accuracy: 0.7188\n", + "Epoch 9/10\n", + "13/13 [==============================] - 3s 240ms/step - loss: 0.2895 - accuracy: 0.9420 - val_loss: 0.7875 - val_accuracy: 0.6406\n", + "Epoch 10/10\n", + "13/13 [==============================] - 3s 234ms/step - loss: 0.2137 - accuracy: 0.9635 - val_loss: 0.5203 - val_accuracy: 0.7344\n", + "Model: \"sequential_1\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d_1 (Conv2D) (None, 126, 126, 32) 896 \n", + "_________________________________________________________________\n", + "batch_normalization_1 (Batch (None, 126, 126, 32) 128 \n", + "_________________________________________________________________\n", + "max_pooling2d_1 (MaxPooling2 (None, 63, 63, 32) 0 \n", + "_________________________________________________________________\n", + "dropout_1 (Dropout) (None, 63, 63, 32) 0 \n", + "_________________________________________________________________\n", + "conv2d_2 (Conv2D) (None, 61, 61, 64) 18496 \n", + "_________________________________________________________________\n", + "batch_normalization_2 (Batch (None, 61, 61, 64) 256 \n", + "_________________________________________________________________\n", + "max_pooling2d_2 (MaxPooling2 (None, 30, 30, 64) 0 \n", + "_________________________________________________________________\n", + "dropout_2 (Dropout) (None, 30, 30, 64) 0 \n", + "_________________________________________________________________\n", + "flatten_1 (Flatten) (None, 57600) 0 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 2) 115202 \n", + "=================================================================\n", + "Total params: 134,978\n", + "Trainable params: 134,786\n", + "Non-trainable params: 192\n", + "_________________________________________________________________\n", + "Epoch 1/10\n", + "13/13 [==============================] - 6s 393ms/step - loss: 1.7188 - accuracy: 0.6845 - val_loss: 1.3399 - val_accuracy: 0.4688\n", + "Epoch 2/10\n", + "13/13 [==============================] - 5s 367ms/step - loss: 0.7865 - accuracy: 0.9551 - val_loss: 1.8067 - val_accuracy: 0.4219\n", + "Epoch 3/10\n", + "13/13 [==============================] - 5s 393ms/step - loss: 0.5492 - accuracy: 0.9561 - val_loss: 1.3153 - val_accuracy: 0.6094\n", + "Epoch 4/10\n", + "13/13 [==============================] - 5s 370ms/step - loss: 0.3685 - accuracy: 0.9757 - val_loss: 0.8006 - val_accuracy: 0.7812\n", + "Epoch 5/10\n", + "13/13 [==============================] - 5s 369ms/step - loss: 0.1824 - accuracy: 0.9822 - val_loss: 0.2532 - val_accuracy: 0.9219\n", + "Epoch 6/10\n", + "13/13 [==============================] - 5s 372ms/step - loss: 0.2128 - accuracy: 0.9753 - val_loss: 0.3059 - val_accuracy: 0.8750\n", + "Epoch 7/10\n", + "13/13 [==============================] - 5s 366ms/step - loss: 0.7766 - accuracy: 0.9485 - val_loss: 0.4420 - val_accuracy: 0.8125\n", + "Epoch 8/10\n", + "13/13 [==============================] - 5s 373ms/step - loss: 0.3447 - accuracy: 0.9574 - val_loss: 0.2119 - val_accuracy: 0.9375\n", + "Epoch 9/10\n", + "13/13 [==============================] - 5s 356ms/step - loss: 0.1124 - accuracy: 0.9857 - val_loss: 0.3695 - val_accuracy: 0.8125\n", + "Epoch 10/10\n", + "13/13 [==============================] - 5s 389ms/step - loss: 0.3949 - accuracy: 0.9592 - val_loss: 0.8556 - val_accuracy: 0.7656\n", + "Model: \"sequential_2\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d_3 (Conv2D) (None, 126, 126, 32) 896 \n", + "_________________________________________________________________\n", + "batch_normalization_3 (Batch (None, 126, 126, 32) 128 \n", + "_________________________________________________________________\n", + "max_pooling2d_3 (MaxPooling2 (None, 63, 63, 32) 0 \n", + "_________________________________________________________________\n", + "dropout_3 (Dropout) (None, 63, 63, 32) 0 \n", + "_________________________________________________________________\n", + "conv2d_4 (Conv2D) (None, 61, 61, 64) 18496 \n", + "_________________________________________________________________\n", + "batch_normalization_4 (Batch (None, 61, 61, 64) 256 \n", + "_________________________________________________________________\n", + "max_pooling2d_4 (MaxPooling2 (None, 30, 30, 64) 0 \n", + "_________________________________________________________________\n", + "dropout_4 (Dropout) (None, 30, 30, 64) 0 \n", + "_________________________________________________________________\n", + "conv2d_5 (Conv2D) (None, 28, 28, 128) 73856 \n", + "_________________________________________________________________\n", + "batch_normalization_5 (Batch (None, 28, 28, 128) 512 \n", + "_________________________________________________________________\n", + "max_pooling2d_5 (MaxPooling2 (None, 14, 14, 128) 0 \n", + "_________________________________________________________________\n", + "dropout_5 (Dropout) (None, 14, 14, 128) 0 \n", + "_________________________________________________________________\n", + "flatten_2 (Flatten) (None, 25088) 0 \n", + "_________________________________________________________________\n", + "dense_2 (Dense) (None, 2) 50178 \n", + "=================================================================\n", + "Total params: 144,322\n", + "Trainable params: 143,874\n", + "Non-trainable params: 448\n", + "_________________________________________________________________\n", + "Epoch 1/10\n", + "13/13 [==============================] - 7s 487ms/step - loss: 1.5822 - accuracy: 0.6943 - val_loss: 0.5194 - val_accuracy: 0.8438\n", + "Epoch 2/10\n", + "13/13 [==============================] - 6s 437ms/step - loss: 0.4751 - accuracy: 0.9336 - val_loss: 0.4370 - val_accuracy: 0.7812\n", + "Epoch 3/10\n", + "13/13 [==============================] - 6s 455ms/step - loss: 0.0923 - accuracy: 0.9735 - val_loss: 0.2640 - val_accuracy: 0.9062\n", + "Epoch 4/10\n", + "13/13 [==============================] - 6s 456ms/step - loss: 0.1672 - accuracy: 0.9683 - val_loss: 0.3550 - val_accuracy: 0.8594\n", + "Epoch 5/10\n", + "13/13 [==============================] - 6s 470ms/step - loss: 0.1313 - accuracy: 0.9820 - val_loss: 0.2215 - val_accuracy: 0.8906\n", + "Epoch 6/10\n", + "13/13 [==============================] - 6s 447ms/step - loss: 0.2265 - accuracy: 0.9418 - val_loss: 0.3404 - val_accuracy: 0.9062\n", + "Epoch 7/10\n", + "13/13 [==============================] - 6s 458ms/step - loss: 0.1608 - accuracy: 0.9845 - val_loss: 1.0831 - val_accuracy: 0.6562\n", + "Epoch 8/10\n", + "13/13 [==============================] - 6s 451ms/step - loss: 0.3052 - accuracy: 0.9729 - val_loss: 0.6544 - val_accuracy: 0.7344\n", + "Epoch 9/10\n", + "13/13 [==============================] - 6s 456ms/step - loss: 0.2538 - accuracy: 0.9650 - val_loss: 1.9916 - val_accuracy: 0.7031\n", + "Epoch 10/10\n", + "13/13 [==============================] - 6s 468ms/step - loss: 0.0966 - accuracy: 0.9695 - val_loss: 2.0040 - val_accuracy: 0.7656\n" + ] + } + ], + "source": [ + "histories = []\n", + "for i in range(3):\n", + " model = Sequential()\n", + " model.add(Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=(128, 128, 3)))\n", + " model.add(BatchNormalization())\n", + " model.add(MaxPooling2D(pool_size=(2, 2)))\n", + " model.add(Dropout(0.2))\n", + " \n", + " if i > 0: \n", + " model.add(Conv2D(64, kernel_size=(3, 3), activation='relu', input_shape=(128, 128, 3)))\n", + " model.add(BatchNormalization())\n", + " model.add(MaxPooling2D(pool_size=(2, 2)))\n", + " model.add(Dropout(0.2))\n", + " \n", + " if i > 1: \n", + " model.add(Conv2D(128, kernel_size=(3, 3), activation='relu', input_shape=(128, 128, 3)))\n", + " model.add(BatchNormalization())\n", + " model.add(MaxPooling2D(pool_size=(2, 2)))\n", + " model.add(Dropout(0.2))\n", + " \n", + " model.add(Flatten())\n", + " model.add(Dense(2, activation='sigmoid'))\n", + " model.summary()\n", + "\n", + " model.compile(optimizer='adam', loss='binary_crossentropy', metrics='accuracy')\n", + " histories.append(model.fit_generator(generator=train_generator, \n", + " validation_data=test_generator, \n", + " steps_per_epoch=len(train_generator)//3, \n", + " validation_steps=len(test_generator)//3, \n", + " epochs=10))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "_kg_hide-output": false, + "execution": { + "iopub.execute_input": "2021-03-14T14:29:38.942744Z", + "iopub.status.busy": "2021-03-14T14:29:38.942019Z", + "iopub.status.idle": "2021-03-14T14:29:39.622231Z", + "shell.execute_reply": "2021-03-14T14:29:39.622824Z" + }, + "papermill": { + "duration": 0.894645, + "end_time": "2021-03-14T14:29:39.623047", + "exception": false, + "start_time": "2021-03-14T14:29:38.728402", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n", + "for metric in histories[0].history:\n", + " index = list(histories[0].history).index(metric)\n", + " ax = axes.flatten()[index]\n", + " layer_num = 0\n", + " for history in histories:\n", + " layer_num += 1\n", + " ax.plot(history.history[metric], label=str(layer_num)+' layer(s)')\n", + " ax.set_title(metric)\n", + " ax.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.207007, + "end_time": "2021-03-14T14:29:40.038889", + "exception": false, + "start_time": "2021-03-14T14:29:39.831882", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Comparing model performance" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "_kg_hide-output": true, + "execution": { + "iopub.execute_input": "2021-03-14T14:29:40.469875Z", + "iopub.status.busy": "2021-03-14T14:29:40.464225Z", + "iopub.status.idle": "2021-03-14T14:39:25.972185Z", + "shell.execute_reply": "2021-03-14T14:39:25.973129Z" + }, + "papermill": { + "duration": 585.725279, + "end_time": "2021-03-14T14:39:25.973361", + "exception": false, + "start_time": "2021-03-14T14:29:40.248082", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_v3/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n", + "87916544/87910968 [==============================] - 1s 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet/mobilenet_1_0_128_tf_no_top.h5\n", + "17227776/17225924 [==============================] - 0s 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet201_weights_tf_dim_ordering_tf_kernels_notop.h5\n", + "74842112/74836368 [==============================] - 1s 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg19/vgg19_weights_tf_dim_ordering_tf_kernels_notop.h5\n", + "80142336/80134624 [==============================] - 1s 0us/step\n", + "Model: \"sequential_3\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d_100 (Conv2D) (None, 126, 126, 32) 896 \n", + "_________________________________________________________________\n", + "batch_normalization_100 (Bat (None, 126, 126, 32) 128 \n", + "_________________________________________________________________\n", + "max_pooling2d_10 (MaxPooling (None, 63, 63, 32) 0 \n", + "_________________________________________________________________\n", + "dropout_6 (Dropout) (None, 63, 63, 32) 0 \n", + "_________________________________________________________________\n", + "flatten_3 (Flatten) (None, 127008) 0 \n", + "_________________________________________________________________\n", + "dense_3 (Dense) (None, 2) 254018 \n", + "=================================================================\n", + "Total params: 255,042\n", + "Trainable params: 254,978\n", + "Non-trainable params: 64\n", + "_________________________________________________________________\n", + "Epoch 1/10\n", + "13/13 [==============================] - 4s 248ms/step - loss: 2.3450 - accuracy: 0.6985 - val_loss: 0.8362 - val_accuracy: 0.7031\n", + "Epoch 2/10\n", + "13/13 [==============================] - 3s 232ms/step - loss: 1.2280 - accuracy: 0.8536 - val_loss: 2.0393 - val_accuracy: 0.3750\n", + "Epoch 3/10\n", + "13/13 [==============================] - 3s 227ms/step - loss: 0.3827 - accuracy: 0.9508 - val_loss: 0.5280 - val_accuracy: 0.7188\n", + "Epoch 4/10\n", + "13/13 [==============================] - 3s 240ms/step - loss: 1.0123 - accuracy: 0.9358 - val_loss: 0.5061 - val_accuracy: 0.8438\n", + "Epoch 5/10\n", + "13/13 [==============================] - 3s 246ms/step - loss: 0.6280 - accuracy: 0.9349 - val_loss: 0.2991 - val_accuracy: 0.9219\n", + "Epoch 6/10\n", + "13/13 [==============================] - 3s 246ms/step - loss: 0.3178 - accuracy: 0.9517 - val_loss: 0.7153 - val_accuracy: 0.7031\n", + "Epoch 7/10\n", + "13/13 [==============================] - 3s 245ms/step - loss: 0.5046 - accuracy: 0.9677 - val_loss: 0.4957 - val_accuracy: 0.7812\n", + "Epoch 8/10\n", + "13/13 [==============================] - 3s 246ms/step - loss: 0.3514 - accuracy: 0.9437 - val_loss: 0.2452 - val_accuracy: 0.9375\n", + "Epoch 9/10\n", + "13/13 [==============================] - 3s 231ms/step - loss: 0.2918 - accuracy: 0.9360 - val_loss: 0.2670 - val_accuracy: 0.8906\n", + "Epoch 10/10\n", + "13/13 [==============================] - 3s 248ms/step - loss: 0.0972 - accuracy: 0.9581 - val_loss: 0.2969 - val_accuracy: 0.9062\n", + "Model: \"sequential_4\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "inception_v3 (Functional) (None, 2, 2, 2048) 21802784 \n", + "_________________________________________________________________\n", + "flatten_4 (Flatten) (None, 8192) 0 \n", + "_________________________________________________________________\n", + "dense_4 (Dense) (None, 2) 16386 \n", + "=================================================================\n", + "Total params: 21,819,170\n", + "Trainable params: 16,386\n", + "Non-trainable params: 21,802,784\n", + "_________________________________________________________________\n", + "Epoch 1/10\n", + "13/13 [==============================] - 11s 511ms/step - loss: 0.7380 - accuracy: 0.6429 - val_loss: 0.1399 - val_accuracy: 0.9531\n", + "Epoch 2/10\n", + "13/13 [==============================] - 5s 403ms/step - loss: 0.0626 - accuracy: 0.9922 - val_loss: 0.1462 - val_accuracy: 0.9688\n", + "Epoch 3/10\n", + "13/13 [==============================] - 5s 385ms/step - loss: 0.0491 - accuracy: 0.9801 - val_loss: 0.0723 - val_accuracy: 0.9688\n", + "Epoch 4/10\n", + "13/13 [==============================] - 5s 380ms/step - loss: 0.0520 - accuracy: 0.9922 - val_loss: 0.1237 - val_accuracy: 0.9688\n", + "Epoch 5/10\n", + "13/13 [==============================] - 5s 374ms/step - loss: 0.0240 - accuracy: 0.9921 - val_loss: 0.0805 - val_accuracy: 0.9844\n", + "Epoch 6/10\n", + "13/13 [==============================] - 5s 385ms/step - loss: 0.0420 - accuracy: 0.9806 - val_loss: 0.0196 - val_accuracy: 1.0000\n", + "Epoch 7/10\n", + "13/13 [==============================] - 5s 371ms/step - loss: 0.0219 - accuracy: 0.9828 - val_loss: 0.0311 - val_accuracy: 1.0000\n", + "Epoch 8/10\n", + "13/13 [==============================] - 5s 377ms/step - loss: 0.0398 - accuracy: 0.9898 - val_loss: 0.2654 - val_accuracy: 0.9219\n", + "Epoch 9/10\n", + "13/13 [==============================] - 5s 406ms/step - loss: 0.0317 - accuracy: 0.9875 - val_loss: 0.0317 - val_accuracy: 0.9844\n", + "Epoch 10/10\n", + "13/13 [==============================] - 5s 387ms/step - loss: 0.0200 - accuracy: 0.9937 - val_loss: 0.0182 - val_accuracy: 1.0000\n", + "Model: \"sequential_5\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "mobilenet_1.00_128 (Function (None, 4, 4, 1024) 3228864 \n", + "_________________________________________________________________\n", + "flatten_5 (Flatten) (None, 16384) 0 \n", + "_________________________________________________________________\n", + "dense_5 (Dense) (None, 2) 32770 \n", + "=================================================================\n", + "Total params: 3,261,634\n", + "Trainable params: 32,770\n", + "Non-trainable params: 3,228,864\n", + "_________________________________________________________________\n", + "Epoch 1/10\n", + "13/13 [==============================] - 5s 272ms/step - loss: 0.5985 - accuracy: 0.7529 - val_loss: 0.0873 - val_accuracy: 0.9844\n", + "Epoch 2/10\n", + "13/13 [==============================] - 3s 228ms/step - loss: 0.0057 - accuracy: 0.9966 - val_loss: 0.1948 - val_accuracy: 0.9688\n", + "Epoch 3/10\n", + "13/13 [==============================] - 3s 230ms/step - loss: 0.0205 - accuracy: 0.9913 - val_loss: 0.0376 - val_accuracy: 0.9844\n", + "Epoch 4/10\n", + "13/13 [==============================] - 3s 230ms/step - loss: 0.0026 - accuracy: 1.0000 - val_loss: 0.0962 - val_accuracy: 0.9844\n", + "Epoch 5/10\n", + "13/13 [==============================] - 3s 232ms/step - loss: 9.9907e-04 - accuracy: 1.0000 - val_loss: 0.0852 - val_accuracy: 0.9688\n", + "Epoch 6/10\n", + "13/13 [==============================] - 3s 233ms/step - loss: 0.0017 - accuracy: 1.0000 - val_loss: 0.0019 - val_accuracy: 1.0000\n", + "Epoch 7/10\n", + "13/13 [==============================] - 3s 241ms/step - loss: 0.0748 - accuracy: 0.9855 - val_loss: 0.0596 - val_accuracy: 0.9844\n", + "Epoch 8/10\n", + "13/13 [==============================] - 3s 234ms/step - loss: 0.0015 - accuracy: 1.0000 - val_loss: 0.0023 - val_accuracy: 1.0000\n", + "Epoch 9/10\n", + "13/13 [==============================] - 3s 233ms/step - loss: 4.1789e-05 - accuracy: 1.0000 - val_loss: 0.0033 - val_accuracy: 1.0000\n", + "Epoch 10/10\n", + "13/13 [==============================] - 3s 238ms/step - loss: 0.0072 - accuracy: 1.0000 - val_loss: 1.4625e-04 - val_accuracy: 1.0000\n", + "Model: \"sequential_6\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "densenet201 (Functional) (None, 4, 4, 1920) 18321984 \n", + "_________________________________________________________________\n", + "flatten_6 (Flatten) (None, 30720) 0 \n", + "_________________________________________________________________\n", + "dense_6 (Dense) (None, 2) 61442 \n", + "=================================================================\n", + "Total params: 18,383,426\n", + "Trainable params: 61,442\n", + "Non-trainable params: 18,321,984\n", + "_________________________________________________________________\n", + "Epoch 1/10\n", + "13/13 [==============================] - 27s 1s/step - loss: 0.7106 - accuracy: 0.6963 - val_loss: 0.1133 - val_accuracy: 0.9844\n", + "Epoch 2/10\n", + "13/13 [==============================] - 13s 994ms/step - loss: 0.0203 - accuracy: 0.9928 - val_loss: 0.0432 - val_accuracy: 1.0000\n", + "Epoch 3/10\n", + "13/13 [==============================] - 13s 1s/step - loss: 0.0290 - accuracy: 0.9942 - val_loss: 0.0318 - val_accuracy: 0.9844\n", + "Epoch 4/10\n", + "13/13 [==============================] - 13s 972ms/step - loss: 0.0570 - accuracy: 0.9812 - val_loss: 0.0843 - val_accuracy: 0.9844\n", + "Epoch 5/10\n", + "13/13 [==============================] - 13s 999ms/step - loss: 0.0127 - accuracy: 1.0000 - val_loss: 0.0439 - val_accuracy: 0.9844\n", + "Epoch 6/10\n", + "13/13 [==============================] - 13s 1s/step - loss: 0.0138 - accuracy: 1.0000 - val_loss: 0.0668 - val_accuracy: 1.0000\n", + "Epoch 7/10\n", + "13/13 [==============================] - 13s 972ms/step - loss: 0.0293 - accuracy: 1.0000 - val_loss: 0.0334 - val_accuracy: 0.9844\n", + "Epoch 8/10\n", + "13/13 [==============================] - 13s 1s/step - loss: 0.0523 - accuracy: 0.9835 - val_loss: 0.0630 - val_accuracy: 0.9844\n", + "Epoch 9/10\n", + "13/13 [==============================] - 13s 1s/step - loss: 0.0089 - accuracy: 1.0000 - val_loss: 0.0018 - val_accuracy: 1.0000\n", + "Epoch 10/10\n", + "13/13 [==============================] - 13s 998ms/step - loss: 4.0385e-04 - accuracy: 1.0000 - val_loss: 0.0183 - val_accuracy: 1.0000\n", + "Model: \"sequential_7\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "vgg19 (Functional) (None, 4, 4, 512) 20024384 \n", + "_________________________________________________________________\n", + "flatten_7 (Flatten) (None, 8192) 0 \n", + "_________________________________________________________________\n", + "dense_7 (Dense) (None, 2) 16386 \n", + "=================================================================\n", + "Total params: 20,040,770\n", + "Trainable params: 16,386\n", + "Non-trainable params: 20,024,384\n", + "_________________________________________________________________\n", + "Epoch 1/10\n", + "13/13 [==============================] - 31s 2s/step - loss: 0.7242 - accuracy: 0.5843 - val_loss: 0.3719 - val_accuracy: 0.9062\n", + "Epoch 2/10\n", + "13/13 [==============================] - 30s 2s/step - loss: 0.3082 - accuracy: 0.9259 - val_loss: 0.2483 - val_accuracy: 0.9219\n", + "Epoch 3/10\n", + "13/13 [==============================] - 31s 2s/step - loss: 0.1597 - accuracy: 0.9824 - val_loss: 0.1500 - val_accuracy: 0.9531\n", + "Epoch 4/10\n", + "13/13 [==============================] - 30s 2s/step - loss: 0.1244 - accuracy: 0.9750 - val_loss: 0.1227 - val_accuracy: 0.9688\n", + "Epoch 5/10\n", + "13/13 [==============================] - 30s 2s/step - loss: 0.0852 - accuracy: 0.9820 - val_loss: 0.1370 - val_accuracy: 0.9375\n", + "Epoch 6/10\n", + "13/13 [==============================] - 31s 2s/step - loss: 0.1114 - accuracy: 0.9857 - val_loss: 0.0854 - val_accuracy: 1.0000\n", + "Epoch 7/10\n", + "13/13 [==============================] - 30s 2s/step - loss: 0.1002 - accuracy: 0.9811 - val_loss: 0.1473 - val_accuracy: 0.9531\n", + "Epoch 8/10\n", + "13/13 [==============================] - 31s 2s/step - loss: 0.0592 - accuracy: 0.9868 - val_loss: 0.1018 - val_accuracy: 0.9844\n", + "Epoch 9/10\n", + "13/13 [==============================] - 31s 2s/step - loss: 0.0501 - accuracy: 0.9861 - val_loss: 0.0987 - val_accuracy: 0.9844\n", + "Epoch 10/10\n", + "13/13 [==============================] - 31s 2s/step - loss: 0.0526 - accuracy: 0.9865 - val_loss: 0.0872 - val_accuracy: 0.9688\n" + ] + } + ], + "source": [ + "model_histories = []\n", + "models = [InceptionV3(include_top=False, input_shape=(128, 128, 3)), \n", + " MobileNet(include_top=False, input_shape=(128, 128, 3)), \n", + " DenseNet201(include_top=False, input_shape=(128, 128, 3)),\n", + " VGG19(include_top=False, input_shape=(128, 128, 3))]\n", + "names = ['ConvNet', 'InceptionV3', 'MobileNet', 'DenseNet', 'VGG19']\n", + "\n", + "for layer in [Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=(128, 128, 3))]:\n", + " model = Sequential()\n", + " model.add(layer)\n", + " model.add(BatchNormalization())\n", + " model.add(MaxPooling2D(pool_size=(2, 2)))\n", + " model.add(Dropout(0.2))\n", + " \n", + " model.add(Flatten())\n", + " model.add(Dense(2, activation='sigmoid'))\n", + " model.summary()\n", + "\n", + " model.compile(optimizer='adam', loss='binary_crossentropy', metrics='accuracy')\n", + " model_histories.append(model.fit_generator(generator=train_generator, \n", + " validation_data=test_generator, \n", + " steps_per_epoch=len(train_generator)//3, \n", + " validation_steps=len(test_generator)//3, \n", + " epochs=10))\n", + "\n", + "for functional in models:\n", + " \n", + " for layer in functional.layers:\n", + " layer.trainable = False\n", + "\n", + " model = Sequential()\n", + " model.add(functional)\n", + " model.add(Flatten())\n", + " model.add(Dense(2, activation='sigmoid'))\n", + " model.summary()\n", + "\n", + " model.compile(optimizer='adam', loss='binary_crossentropy', metrics='accuracy')\n", + " model_histories.append(model.fit_generator(generator=train_generator, \n", + " validation_data=test_generator, \n", + " steps_per_epoch=len(train_generator)//3, \n", + " validation_steps=len(test_generator)//3, epochs=10))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2021-03-14T14:39:26.886727Z", + "iopub.status.busy": "2021-03-14T14:39:26.881169Z", + "iopub.status.idle": "2021-03-14T14:39:27.605623Z", + "shell.execute_reply": "2021-03-14T14:39:27.606375Z" + }, + "papermill": { + "duration": 1.18797, + "end_time": "2021-03-14T14:39:27.606637", + "exception": false, + "start_time": "2021-03-14T14:39:26.418667", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n", + "fig.subplots_adjust(hspace=0.3)\n", + "for metric in model_histories[0].history:\n", + " index = list(model_histories[0].history).index(metric)\n", + " ax = axes.flatten()[index]\n", + " name_index = 0\n", + " for history in model_histories:\n", + " ax.plot(history.history[metric], label=names[name_index])\n", + " name_index += 1\n", + " ax.set_title(metric+' over epochs', size=15)\n", + " ax.set_xlabel('epochs')\n", + " ax.set_ylabel(metric)\n", + " ax.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.454443, + "end_time": "2021-03-14T14:39:28.521270", + "exception": false, + "start_time": "2021-03-14T14:39:28.066827", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## Thank you for reading my notebook.\n", + "## If you enjoyed this notebook and found it helpful, please give it an upvote and provide feedback as it would help me make more of these." + ] + } + ], + "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": "3.7.9" + }, + "papermill": { + "default_parameters": {}, + "duration": 763.673859, + "end_time": "2021-03-14T14:39:31.384610", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2021-03-14T14:26:47.710751", + "version": "2.2.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Deep_Learning/Face Mask Detection/requirements.txt b/Deep_Learning/Face Mask Detection/requirements.txt new file mode 100644 index 0000000000..00c9963b6e --- /dev/null +++ b/Deep_Learning/Face Mask Detection/requirements.txt @@ -0,0 +1,8 @@ +torch==1.9.0 +numpy==1.19.5 +pandas==1.3.0 +opencv-python-headless==4.5.3.56 +seaborn==0.11.1 +matplotlib==3.4.2 +keras==2.6.0 +tensorflow==2.6.0 diff --git a/Deep_Learning/MNIST Digit Classification using Neural Networks/README.md b/Deep_Learning/MNIST Digit Classification using Neural Networks/README.md new file mode 100644 index 0000000000..12f758c440 --- /dev/null +++ b/Deep_Learning/MNIST Digit Classification using Neural Networks/README.md @@ -0,0 +1,51 @@ +# MNIST Digit Classification using Neural Networks + +# GOAL +This project aims to create neural networks to successfully classify images provided by the MNIST dataset into 10 predefined classes. + +# DATASET +https://www.kaggle.com/c/digit-recognizer + +# DESCRIPTION + +The project focuses on leveraging neural networks to achieve accurate image classification using the MNIST dataset. The dataset comprises handwritten digits, and the objective is to develop a robust model capable of categorizing these digits into ten predefined classes. By harnessing advanced deep learning techniques, the neural networks will learn intricate patterns and features within the images, facilitating precise classification. This endeavor not only emphasizes the application of cutting-edge technology but also contributes to the broader field of machine learning, with potential implications for diverse domains, including pattern recognition, digitization, and artificial intelligence. + +# WHAT I HAD DONE + +I have created 2 different nueral network models to correctly classify digits into 10 classes. One model is built using artificial neural networks and the other is built using convolutional neural networks. In both the models EDA has been done along with hyperparameter tuning to achieve high accuracy + +# MODELS USED + +
    +
  • Artificial neural networks
  • +
  • Convolutional neural networks
  • +
+Neural networks have been used to solve the problem at hand as they tend to perform better than regular machine learning algorithms as they can capture more information and non-linear features. Convolutional neural network is a special type of neural network that is made to perfrom better on images and videos + +# LIBRARIES NEEDED + +
    +
  • tensorflow
  • +
  • matplotlib
  • +
  • seaborn
  • +
  • numpy
  • +
  • pandas
  • +
  • keras
  • +
+ +# VISUALIZATION +![bar graph to visualize class imbalance]() +![pie chart to visualize class imbalance]() +![histogram plot to visualize frequency distribution in each class](histogram.png) +![input visualization]() + +# ACCURACIES + +
    +
  • Artifical Neural Network - Accuracy: 97.7699%
  • +
  • Convolutional Neural Network - Accuracy: 99.1199%
  • +
+ +# CONCLUSION + +Convolutional Neural Networks (CNNs) demonstrate superiority over traditional Artificial Neural Networks (ANNs) in image-related tasks due to their specialized architecture. CNNs excel in capturing spatial hierarchies and local patterns within images through convolutional layers, which employ filters to detect features like edges and textures. This enables CNNs to preserve spatial relationships, making them highly effective for tasks like image classification and object recognition. In contrast, ANNs lack the inherent capacity to recognize spatial patterns efficiently, making them less adept at handling image data. The hierarchical and localized learning of CNNs makes them particularly well-suited for computer vision applications, outperforming ANNs in tasks that demand nuanced understanding of visual content. 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"execution_count": 1, + "metadata": { + "id": "6W1Cd-uPXzQ5" + }, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "source": [ + "(x_train, y_train), (x_test, y_test) = keras.datasets.mnist.load_data()" + ], + "metadata": { + "id": "H-tTUWDtgw1y", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "6805cb97-7fbc-4a42-ff44-be88b322bb12" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", + "11490434/11490434 [==============================] - 0s 0us/step\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "x_train.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SQnGHo84QpKQ", + "outputId": "3d67c757-53f9-4127-8912-615836faf549" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(60000, 28, 28)" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "code", + "source": [ + "x1, y1 = np.unique(y_train, return_counts=True)" + ], + "metadata": { + "id": "vHL7sAz08Qrp" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# labels\n", + "x1" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rTjDh3CM8Tiq", + "outputId": "f5788740-36ce-415c-ffa5-fd67c0948dda" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=uint8)" + ] + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# frequency distribution\n", + "y1" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gMm7eFgj8WPy", + "outputId": "5beeed96-bae5-444d-8242-407a29165588" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([5923, 6742, 5958, 6131, 5842, 5421, 5918, 6265, 5851, 5949])" + ] + }, + "metadata": {}, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.hexbin(x1, y1, gridsize=30, cmap='Blues')\n", + "\n", + "# Adding labels and title\n", + "plt.xlabel('Labels')\n", + "plt.ylabel('Frequency')\n", + "plt.title('2D Histogram (Hexbin Plot)')\n", + "\n", + "# Adding colorbar\n", + "plt.colorbar()\n", + "\n", + "# Display the plot\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "EqnuClUn8bmw", + "outputId": "9bf164d5-0826-4ea7-af09-4c5febaed367" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "

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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.pie(y1, labels = x1)\n", + "plt.title(\"Pie chart to show variation in classes\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 428 + }, + "id": "grzl7zkj8ddJ", + "outputId": "57470236-79fa-4c00-ce6b-ca90e1fb0f1e" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.bar(x1, y1, width = .5);\n", + "plt.title(\"Number of Images by Class\");\n", + "plt.xlabel('Class Name');\n", + "plt.ylabel('# Images');" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "pPQbslhQ8hfh", + "outputId": "acaf0fef-9032-4016-ba05-907ff6c4b2c9" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.matshow(x_train[2])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 454 + }, + "id": "vwgOLwRzQtKg", + "outputId": "677af12a-1a12-4c12-98b2-815e84e0ca55" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 10 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Scaling\n", + "x_train = x_train / 255\n", + "x_test = x_test / 255" + ], + "metadata": { + "id": "wRl3zPJGQ0Kj" + }, + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# flattening the data\n", + "x_train_flattened = x_train.reshape(len(x_train),28*28)\n", + "x_test_flattened = x_test.reshape(len(x_test),28*28)" + ], + "metadata": { + "id": "d5hv8ntnQ59F" + }, + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "x_train_flattened.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HThYyyiVRB7U", + "outputId": "218a4b1d-6f4e-4886-866a-7b90a3a74cf9" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(60000, 784)" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ] + }, + { + "cell_type": "code", + "source": [ + "model = keras.Sequential([\n", + " keras.layers.Dense(100, input_shape = (784,), activation = 'relu'),\n", + " keras.layers.Dense(10,activation = 'sigmoid')\n", + "])\n", + "model.compile(optimizer = 'adam',\n", + " loss = 'sparse_categorical_crossentropy',\n", + " metrics = ['accuracy']\n", + ")\n", + "history = model.fit(x_train_flattened, y_train, epochs=10, validation_split=0.05)\n", + "\n", + "test_loss, test_acc = model.evaluate(x_test_flattened, y_test)\n", + "print(f\"Test accuracy: {test_acc}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Yw6kkZnIRGrF", + "outputId": "f3182268-d394-426d-b53a-e2cca0a10f9a" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/10\n", + "1782/1782 [==============================] - 15s 6ms/step - loss: 0.2787 - accuracy: 0.9213 - val_loss: 0.1180 - val_accuracy: 0.9690\n", + "Epoch 2/10\n", + "1782/1782 [==============================] - 9s 5ms/step - loss: 0.1239 - accuracy: 0.9633 - val_loss: 0.0883 - val_accuracy: 0.9777\n", + "Epoch 3/10\n", + "1782/1782 [==============================] - 6s 3ms/step - loss: 0.0868 - accuracy: 0.9737 - val_loss: 0.0808 - val_accuracy: 0.9817\n", + "Epoch 4/10\n", + "1782/1782 [==============================] - 5s 3ms/step - loss: 0.0663 - accuracy: 0.9794 - val_loss: 0.0747 - val_accuracy: 0.9797\n", + "Epoch 5/10\n", + "1782/1782 [==============================] - 5s 3ms/step - loss: 0.0508 - accuracy: 0.9845 - val_loss: 0.0715 - val_accuracy: 0.9817\n", + "Epoch 6/10\n", + "1782/1782 [==============================] - 5s 3ms/step - loss: 0.0424 - accuracy: 0.9869 - val_loss: 0.0886 - val_accuracy: 0.9777\n", + "Epoch 7/10\n", + "1782/1782 [==============================] - 5s 3ms/step - loss: 0.0340 - accuracy: 0.9896 - val_loss: 0.0738 - val_accuracy: 0.9800\n", + "Epoch 8/10\n", + "1782/1782 [==============================] - 5s 3ms/step - loss: 0.0276 - accuracy: 0.9918 - val_loss: 0.0721 - val_accuracy: 0.9813\n", + "Epoch 9/10\n", + "1782/1782 [==============================] - 5s 3ms/step - loss: 0.0239 - accuracy: 0.9929 - val_loss: 0.0827 - val_accuracy: 0.9803\n", + "Epoch 10/10\n", + "1782/1782 [==============================] - 5s 3ms/step - loss: 0.0190 - accuracy: 0.9944 - val_loss: 0.0844 - val_accuracy: 0.9810\n", + "313/313 [==============================] - 1s 2ms/step - loss: 0.0730 - accuracy: 0.9777\n", + "Test accuracy: 0.9776999950408936\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "test_loss, test_acc = model.evaluate(x_test_flattened, y_test)\n", + "print(f\"Test accuracy: {test_acc}\")\n", + "\n", + "train_loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "train_acc = history.history['accuracy']\n", + "val_acc = history.history['val_accuracy']\n", + "\n", + "epochs = range(1, len(train_loss) + 1)\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "plt.plot(epochs, train_loss, 'g', label='Training loss')\n", + "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 539 + }, + "id": "H7HUar9I9PVI", + "outputId": "881f2ddd-f555-487f-edc5-440b74759c81" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "313/313 [==============================] - 1s 3ms/step - loss: 0.0730 - accuracy: 0.9777\n", + "Test accuracy: 0.9776999950408936\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 15 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot(history.history['accuracy'])\n", + "plt.plot(history.history['val_accuracy'])\n", + "plt.title('model accuracy')\n", + "plt.ylabel('accuracy')\n", + "plt.xlabel('epoch')\n", + "plt.legend(['train', 'test'], loc='upper left')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "v8jrfjXqM0DJ", + "outputId": "dea784ec-3c0e-4dbd-b185-15d0b63432bb" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.title('model loss')\n", + "plt.ylabel('loss')\n", + "plt.xlabel('epoch')\n", + "plt.legend(['train', 'test'], loc='upper left')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "n0xgybqaM4xb", + "outputId": "a9fe4ae1-e19c-4be2-de19-03f1e6cb4e7c" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "model.evaluate(x_test_flattened, y_test)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3ZICfMu3RL1r", + "outputId": "081fd9f9-e0b0-4ccc-b31f-f869297b2e08" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "313/313 [==============================] - 1s 2ms/step - loss: 0.0730 - accuracy: 0.9777\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[0.07300636917352676, 0.9776999950408936]" + ] + }, + "metadata": {}, + "execution_count": 18 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.matshow(x_test[7])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 454 + }, + "id": "HVp5EHJcRgM2", + "outputId": "a985785d-1ddb-42db-d06b-196956821e85" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 19 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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a09bWpnA4HLUBAHqXuIZRU1OTJCk7Oztqf3Z2duS5zysvL1cgEIhseXl58WwJANADmN9NV1ZWplAoFNmOHTtm3RIAoIvFNYyCwaAkqbm5OWp/c3Nz5LnP8/v9Sk9Pj9oAAL1LXMMoPz9fwWBQFRUVkX3hcFh79+5VYWFhPA8FAEginu+mO3PmjOrq6iKPGxoadPDgQWVkZGjo0KFavny5fvSjH+mOO+5Qfn6+XnjhBeXm5mrOnDnx7BsAkEQ8h9G+ffv0wAMPRB6XlpZKkhYuXKgNGzbo2WefVWtrq5YuXarTp0/r3nvv1Y4dO3TTTTfFr2sAQFLxOeecdRN/KRwOKxAIaKpmq58vxbodXMefF8X21mv133X+C9PXs/TYFM81x+8+47mmz803e66RpD89NsFzzdNL3vJc80jaSc81ktTX5/0d+Weavua55qNvZ9940OdcaOz8Tlv0fBdcuyq1TaFQ6Ib3A5jfTQcAAGEEADBHGAEAzBFGAABzhBEAwBxhBAAwRxgBAMwRRgAAc4QRAMAcYQQAMEcYAQDMEUYAAHOeV+0GLrvoj62uQ97X5j30D+M812So2nNNR2ur5xpJyvn79z3XvDVrkueah9K2e66RJLkOzyXNbWneD3OuzXMNIHFlBADoBggjAIA5wggAYI4wAgCYI4wAAOYIIwCAOcIIAGCOMAIAmCOMAADmCCMAgDnCCABgjjACAJgjjAAA5li1GzFLm9fYZccKzfC+mnbG+gQ0Ekcrhv1zDFVd9+/H/3lgtOeakX/+IAGdoDfgyggAYI4wAgCYI4wAAOYIIwCAOcIIAGCOMAIAmCOMAADmCCMAgDnCCABgjjACAJgjjAAA5ggjAIA5FkpFzFr+KSe2wjHeSxbdtddzze5Jkz3XfPK1WzzXSJL7j//uuWZsivdFRT9ub/dcI0ljUlI912wp/pnnmufuXuK5RjWHvNcg6XBlBAAwRxgBAMwRRgAAc4QRAMAcYQQAMEcYAQDMEUYAAHOEEQDAHGEEADBHGAEAzBFGAABzhBEAwBwLpSJmwX9uiKnu38rOe655ZtBHnmue2/qx55oOOc81sZpf/23PNZ/9zeCYjvXgpkrPNY+mH/NcU/833v99O6LGcwmSEFdGAABzhBEAwJznMNq9e7dmzZql3Nxc+Xw+bd26Ner5RYsWyefzRW0zZ86MV78AgCTkOYxaW1s1YcIErV279ppjZs6cqcbGxsi2adOmL9UkACC5eb6Bobi4WMXFxdcd4/f7FQwGY24KANC7JOQzo8rKSmVlZWnUqFF6/PHHderUqWuObWtrUzgcjtoAAL1L3MNo5syZeu2111RRUaGXX35ZVVVVKi4u1sWLFzsdX15erkAgENny8vLi3RIAoJuL++8ZLViwIPLzuHHjNH78eI0YMUKVlZWaNm3aVePLyspUWloaeRwOhwkkAOhlEn5r9/Dhw5WZmam6urpOn/f7/UpPT4/aAAC9S8LD6Pjx4zp16pRycnISfSgAQA/l+W26M2fORF3lNDQ06ODBg8rIyFBGRoZeeuklzZs3T8FgUPX19Xr22Wd1++23a8aMGXFtHACQPDyH0b59+/TAAw9EHl/+vGfhwoVat26dDh06pF//+tc6ffq0cnNzNX36dP3whz+U3++PX9cAgKTiOYymTp0q5669mORvf/vbL9UQAKD38bnrJYuBcDisQCCgqZqtfr4U63aQAGe+U+C5Zv1/W+25ZmTKzZ5rLroOzzWSdPu/LvFcM3rZ7z3XdLS2eq6RpCNrvc/5kTnrPNdsbR3oueYX3/G+erkkdfwv76uyo2tdcO2q1DaFQqEb3pzGQqkAAHOEEQDAHGEEADBHGAEAzBFGAABzhBEAwBxhBAAwRxgBAMwRRgAAc4QRAMAcYQQAMEcYAQDMxf1rx4EbuWXzXs81j6r0xoM+59//01nPNedCsX3VyZ3P1HuuuRjjoqexGPW3H3mumXbHXM81O8f8k+ealStj+zfxV7y3h26MKyMAgDnCCABgjjACAJgjjAAA5ggjAIA5wggAYI4wAgCYI4wAAOYIIwCAOcIIAGCOMAIAmCOMAADmWCgVPUIsi6vesjkBjVzDxa47VEw6Wlo814S3jPV+oDHeS14e731xVUn6ec5UzzUXGptiOhYSjysjAIA5wggAYI4wAgCYI4wAAOYIIwCAOcIIAGCOMAIAmCOMAADmCCMAgDnCCABgjjACAJgjjAAA5lgoFUCnBv/DB55rCoof9lyzd+JGzzWS9OTTt3muGfE9FkrtrrgyAgCYI4wAAOYIIwCAOcIIAGCOMAIAmCOMAADmCCMAgDnCCABgjjACAJgjjAAA5ggjAIA5wggAYI4wAgCYY9VuAJ3ruOi5ZNDfD/Bc8+lvPvNcI0kfL1jruWbWxv/iucbt/z+ea+AdV0YAAHOEEQDAnKcwKi8v16RJk5SWlqasrCzNmTNHtbW1UWPOnTunkpISDRo0SLfccovmzZun5ubmuDYNAEgunsKoqqpKJSUlqqmp0c6dO9Xe3q7p06ertbU1Muapp57SO++8o82bN6uqqkonTpzQ3Llz4944ACB5eLqBYceOHVGPN2zYoKysLO3fv19TpkxRKBTSL3/5S23cuFHf/OY3JUnr16/XnXfeqZqaGt19991XvWZbW5va2toij8PhcCx/DgBAD/alPjMKhUKSpIyMDEnS/v371d7erqKiosiY0aNHa+jQoaquru70NcrLyxUIBCJbXl7el2kJANADxRxGHR0dWr58ue655x6NHTtWktTU1KTU1FQNHDgwamx2draampo6fZ2ysjKFQqHIduzYsVhbAgD0UDH/nlFJSYkOHz6sPXv2fKkG/H6//H7/l3oNAEDPFtOV0bJly7R9+3a99957GjJkSGR/MBjU+fPndfr06ajxzc3NCgaDX6pRAEDy8hRGzjktW7ZMW7Zs0bvvvqv8/Pyo5ydOnKiUlBRVVFRE9tXW1uro0aMqLCyMT8cAgKTj6W26kpISbdy4Udu2bVNaWlrkc6BAIKD+/fsrEAho8eLFKi0tVUZGhtLT0/XEE0+osLCw0zvpAACQPIbRunXrJElTp06N2r9+/XotWrRIkvTTn/5Uffr00bx589TW1qYZM2bo5z//eVyaBQAkJ59zzlk38ZfC4bACgYCmarb6+VKs2wGQYH/4YWxv4X/0194XSp3yv//Kc036dz7xXCNJHS0tMdUlkwuuXZXaplAopPT09OuOZW06AIA5wggAYI4wAgCYI4wAAOYIIwCAOcIIAGCOMAIAmCOMAADmCCMAgDnCCABgjjACAJgjjAAA5mL+plcAiIfb//uxmOp+8x3vX9i5e9w/eq6ZOeGvPddIUp89B2Oq6624MgIAmCOMAADmCCMAgDnCCABgjjACAJgjjAAA5ggjAIA5wggAYI4wAgCYI4wAAOYIIwCAOcIIAGCOMAIAmGPVbgCmLhw7HlPdWw/e77nmP+9603PNp8+c81wjSVl7YirrtbgyAgCYI4wAAOYIIwCAOcIIAGCOMAIAmCOMAADmCCMAgDnCCABgjjACAJgjjAAA5ggjAIA5wggAYI6FUgH0SBc/PuK5Zv7/ne655p2v/cJzjSQtvvu73otqDsV0rGTAlREAwBxhBAAwRxgBAMwRRgAAc4QRAMAcYQQAMEcYAQDMEUYAAHOEEQDAHGEEADBHGAEAzBFGAABzLJQKoNc4+6DzXLP3/dyYjvXnUTd7rrm1JqZDJQWujAAA5ggjAIA5T2FUXl6uSZMmKS0tTVlZWZozZ45qa2ujxkydOlU+ny9qe+yxx+LaNAAguXgKo6qqKpWUlKimpkY7d+5Ue3u7pk+frtbW1qhxS5YsUWNjY2RbtWpVXJsGACQXTzcw7NixI+rxhg0blJWVpf3792vKlCmR/QMGDFAwGIxPhwCApPelPjMKhUKSpIyMjKj9r7/+ujIzMzV27FiVlZXp7Nmz13yNtrY2hcPhqA0A0LvEfGt3R0eHli9frnvuuUdjx46N7H/44Yc1bNgw5ebm6tChQ3ruuedUW1urt99+u9PXKS8v10svvRRrGwCAJBBzGJWUlOjw4cPas2dP1P6lS5dGfh43bpxycnI0bdo01dfXa8SIEVe9TllZmUpLSyOPw+Gw8vLyYm0LANADxRRGy5Yt0/bt27V7924NGTLkumMLCgokSXV1dZ2Gkd/vl9/vj6UNAECS8BRGzjk98cQT2rJliyorK5Wfn3/DmoMHD0qScnJyYmoQAJD8PIVRSUmJNm7cqG3btiktLU1NTU2SpEAgoP79+6u+vl4bN27Ut771LQ0aNEiHDh3SU089pSlTpmj8+PEJ+QMAAHo+T2G0bt06SZd+sfUvrV+/XosWLVJqaqp27dqlNWvWqLW1VXl5eZo3b56ef/75uDUMAEg+Puec95UDEygcDisQCGiqZqufL8W6HQBAjC64dlVqm0KhkNLT0687lrXpAADmCCMAgDnCCABgjjACAJgjjAAA5ggjAIA5wggAYI4wAgCYI4wAAOYIIwCAOcIIAGCOMAIAmCOMAADmCCMAgDnCCABgjjACAJgjjAAA5ggjAIA5wggAYI4wAgCYI4wAAOYIIwCAOcIIAGCOMAIAmCOMAADm+lk38HnOOUnSBbVLzrgZAEDMLqhd0pW/16+n24VRS0uLJGmP/sW4EwBAPLS0tCgQCFx3jM99kcjqQh0dHTpx4oTS0tLk8/minguHw8rLy9OxY8eUnp5u1KE95uEK5uIS5uEK5uKS7jAPzjm1tLQoNzdXffpc/1Ohbndl1KdPHw0ZMuS6Y9LT03v1SXYZ83AFc3EJ83AFc3GJ9Tzc6IroMm5gAACYI4wAAOZ6VBj5/X6tXLlSfr/fuhVTzMMVzMUlzMMVzMUlPW0eut0NDACA3qdHXRkBAJITYQQAMEcYAQDMEUYAAHOEEQDAHGEEADBHGAEAzBFGAABz/w9ScGBBP9WWTQAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "y_predicted = model.predict(x_test_flattened)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BP4ZozlZScHv", + "outputId": "200c6191-8a35-4492-8c7d-528077bcc0fd" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "313/313 [==============================] - 1s 2ms/step\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "y_predicted[7]" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "iSLBFJa1S0Y4", + "outputId": "4d3212f7-aea9-4da7-a087-055e0ee0a2d8" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([3.1245953e-08, 8.3574455e-04, 3.2783881e-02, 1.5158567e-01,\n", + " 5.0740737e-02, 7.3153269e-04, 4.5679545e-08, 4.2568255e-02,\n", + " 3.3906912e-05, 9.9995720e-01], dtype=float32)" + ] + }, + "metadata": {}, + "execution_count": 21 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "An output in the form of probabilities for each class is obtained. We take the class with the highest probability to be our answer" + ], + "metadata": { + "id": "eHY6de0cJ0XJ" + } + }, + { + "cell_type": "code", + "source": [ + "np.argmax(y_predicted[7])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0NY-mr4cTOjC", + "outputId": "bbe500ec-3fb6-47f8-b882-257fc376deda" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "9" + ] + }, + "metadata": {}, + "execution_count": 22 + } + ] + }, + { + "cell_type": "code", + "source": [ + "model.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VvIvDSoMUE_g", + "outputId": "f503f7bf-ad36-46d6-d2dc-1f96f497754c" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " dense (Dense) (None, 100) 78500 \n", + " \n", + " dense_1 (Dense) (None, 10) 1010 \n", + " \n", + "=================================================================\n", + "Total params: 79510 (310.59 KB)\n", + "Trainable params: 79510 (310.59 KB)\n", + "Non-trainable params: 0 (0.00 Byte)\n", + "_________________________________________________________________\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "y_predicted_labels = [np.argmax(i) for i in y_predicted]" + ], + "metadata": { + "id": "MnoQ7nmlL52_" + }, + "execution_count": 24, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "cm = tf.math.confusion_matrix(labels=y_test,predictions=y_predicted_labels)\n", + "cm" + ], + "metadata": { + "id": "V_n1JJYhL6Cr", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "87091b38-fb20-4249-d0c9-9aa9b6847fe0" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 25 + } + ] + }, + { + "cell_type": "code", + "source": [ + "import seaborn as sn\n", + "plt.figure(figsize = (10,7))\n", + "sn.heatmap(cm, annot=True, fmt='d')\n", + "plt.xlabel('Predicted')\n", + "plt.ylabel('Truth')" + ], + "metadata": { + "id": "2WEchvf0JuVU", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 636 + }, + "outputId": "758be335-fa16-48e2-c7a5-13a7db742d7e" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(95.72222222222221, 0.5, 'Truth')" + ] + }, + "metadata": {}, + "execution_count": 26 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "IP0dkW5XJ0pK" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "b5v4CywsKO74" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "8dAtDBDTL4kW" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/Deep_Learning/MNIST Digit Classification using Neural Networks/model/CNN_handwritten_digit_recogniser.ipynb b/Deep_Learning/MNIST Digit Classification using Neural Networks/model/CNN_handwritten_digit_recogniser.ipynb new file mode 100644 index 0000000000..e2516d84c7 --- /dev/null +++ b/Deep_Learning/MNIST Digit Classification using Neural Networks/model/CNN_handwritten_digit_recogniser.ipynb @@ -0,0 +1,660 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "qvDmBGGHeH8Z" + }, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sn\n", + "import numpy as np\n", + "import pandas as pd\n", + "from tensorflow import keras" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-z7bqNudeTkV", + "outputId": "99e12825-10bb-4c9b-f4b4-584a7d9209bf" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", + "11490434/11490434 [==============================] - 0s 0us/step\n" + ] + } + ], + "source": [ + "(X_train, y_train) , (X_test, y_test) = keras.datasets.mnist.load_data()" + ] + }, + { + "cell_type": "code", + "source": [ + "x1, y1 = np.unique(y_train, return_counts=True)" + ], + "metadata": { + "id": "oXrufuC3xzr_" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# labels\n", + "x1" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Yoz5hc1AyS1p", + "outputId": "cfbb9302-6886-4dec-93bb-1e8bcac69bc1" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=uint8)" + ] + }, + "metadata": {}, + "execution_count": 4 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# frequency of each label\n", + "y1" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "haYJ7DvbyrAG", + "outputId": "8ee2530e-89c6-46d0-8bc7-e257058b1b2f" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([5923, 6742, 5958, 6131, 5842, 5421, 5918, 6265, 5851, 5949])" + ] + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.hexbin(x1, y1, gridsize=30, cmap='Blues')\n", + "\n", + "# Adding labels and title\n", + "plt.xlabel('Labels')\n", + "plt.ylabel('Frequency')\n", + "plt.title('2D Histogram (Hexbin Plot)')\n", + "\n", + "# Adding colorbar\n", + "plt.colorbar()\n", + "\n", + "# Display the plot\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "n8D1VP_pzVPg", + "outputId": "cbf20e0b-21dc-4e45-8c56-2d81bd829600" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.pie(y1, labels = x1)\n", + "plt.title(\"Pie chart to show variation in classes\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 428 + }, + "id": "umb9zabDz5CO", + "outputId": "d041e166-13c7-474d-a1ba-6222d8be17b0" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.bar(x1, y1, width = .5);\n", + "plt.title(\"Number of Images by Class\");\n", + "plt.xlabel('Class Name');\n", + "plt.ylabel('# Images');" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "0qZqpLFZ0Eo8", + "outputId": "ba8c420d-16dd-4e27-c872-8411f8eb90bc" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "_5FAE612eYDx" + }, + "outputs": [], + "source": [ + "X_train = X_train / 255\n", + "X_test = X_test / 255" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "lJGPmDHje52-" + }, + "outputs": [], + "source": [ + "X_train = X_train.reshape(-1,28,28,1) #training set\n", + "X_test = X_test.reshape(-1,28,28,1) #test set" + ] + }, + { + "cell_type": "code", + "source": [ + "num_digits_to_plot = 10\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "for i in range(num_digits_to_plot):\n", + " plt.subplot(2, 5, i + 1)\n", + " plt.imshow(X_train[i][:,:,0])\n", + " plt.axis('off')\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 512 + }, + "id": "sSfQTfHHw06j", + "outputId": "85f5c132-c218-4a13-ad01-ec93c873edbb" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "WFt3cco1e9HD" + }, + "outputs": [], + "source": [ + "model = tf.keras.models.Sequential()\n", + "\n", + "model.add(tf.keras.layers.Convolution2D(\n", + " input_shape=(28, 28,1),\n", + " kernel_size=5,\n", + " filters=8,\n", + " strides=1,\n", + " activation=tf.keras.activations.relu,\n", + " kernel_initializer=tf.keras.initializers.VarianceScaling()\n", + "))\n", + "\n", + "model.add(tf.keras.layers.MaxPooling2D(\n", + " pool_size=(2, 2),\n", + " strides=(2, 2)\n", + "))\n", + "\n", + "model.add(tf.keras.layers.Convolution2D(\n", + " kernel_size=5,\n", + " filters=16,\n", + " strides=1,\n", + " activation=tf.keras.activations.relu,\n", + " kernel_initializer=tf.keras.initializers.VarianceScaling()\n", + "))\n", + "\n", + "model.add(tf.keras.layers.MaxPooling2D(\n", + " pool_size=(2, 2),\n", + " strides=(2, 2)\n", + "))\n", + "\n", + "model.add(tf.keras.layers.Flatten())\n", + "\n", + "model.add(tf.keras.layers.Dense(\n", + " units=128,\n", + " activation=tf.keras.activations.relu\n", + "));\n", + "\n", + "model.add(tf.keras.layers.Dropout(0.2))\n", + "\n", + "model.add(tf.keras.layers.Dense(\n", + " units=10,\n", + " activation=tf.keras.activations.softmax,\n", + " kernel_initializer=tf.keras.initializers.VarianceScaling()\n", + "))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Je87os4IfAe_", + "outputId": "cf07ed2b-71d9-4ced-9e55-6cdcd0075fbd" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/10\n", + "1782/1782 [==============================] - 21s 5ms/step - loss: 0.2135 - accuracy: 0.9343 - val_loss: 0.0617 - val_accuracy: 0.9843\n", + "Epoch 2/10\n", + "1782/1782 [==============================] - 7s 4ms/step - loss: 0.0764 - accuracy: 0.9766 - val_loss: 0.0513 - val_accuracy: 0.9860\n", + "Epoch 3/10\n", + "1782/1782 [==============================] - 7s 4ms/step - loss: 0.0552 - accuracy: 0.9829 - val_loss: 0.0502 - val_accuracy: 0.9853\n", + "Epoch 4/10\n", + "1782/1782 [==============================] - 7s 4ms/step - loss: 0.0452 - accuracy: 0.9855 - val_loss: 0.0335 - val_accuracy: 0.9917\n", + "Epoch 5/10\n", + "1782/1782 [==============================] - 7s 4ms/step - loss: 0.0360 - accuracy: 0.9885 - val_loss: 0.0392 - val_accuracy: 0.9900\n", + "Epoch 6/10\n", + "1782/1782 [==============================] - 8s 4ms/step - loss: 0.0308 - accuracy: 0.9904 - val_loss: 0.0357 - val_accuracy: 0.9897\n", + "Epoch 7/10\n", + "1782/1782 [==============================] - 8s 4ms/step - loss: 0.0277 - accuracy: 0.9911 - val_loss: 0.0314 - val_accuracy: 0.9910\n", + "Epoch 8/10\n", + "1782/1782 [==============================] - 8s 4ms/step - loss: 0.0246 - accuracy: 0.9926 - val_loss: 0.0335 - val_accuracy: 0.9910\n", + "Epoch 9/10\n", + "1782/1782 [==============================] - 6s 4ms/step - loss: 0.0222 - accuracy: 0.9924 - val_loss: 0.0367 - val_accuracy: 0.9907\n", + "Epoch 10/10\n", + "1782/1782 [==============================] - 7s 4ms/step - loss: 0.0194 - accuracy: 0.9933 - val_loss: 0.0417 - val_accuracy: 0.9903\n", + "313/313 [==============================] - 1s 2ms/step - loss: 0.0304 - accuracy: 0.9912\n", + "Test accuracy: 0.9911999702453613\n" + ] + } + ], + "source": [ + "model.compile(optimizer = 'adam',\n", + " loss = 'sparse_categorical_crossentropy',\n", + " metrics = ['accuracy']\n", + ")\n", + "history = model.fit(X_train, y_train, epochs=10, validation_split=0.05)\n", + "\n", + "test_loss, test_acc = model.evaluate(X_test, y_test)\n", + "print(f\"Test accuracy: {test_acc}\")" + ] + }, + { + "cell_type": "code", + "source": [ + "test_loss, test_acc = model.evaluate(X_test, y_test)\n", + "print(f\"Test accuracy: {test_acc}\")\n", + "\n", + "train_loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "train_acc = history.history['accuracy']\n", + "val_acc = history.history['val_accuracy']\n", + "\n", + "epochs = range(1, len(train_loss) + 1)\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "plt.plot(epochs, train_loss, 'g', label='Training loss')\n", + "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 539 + }, + "id": "ibfUM_Sgxncx", + "outputId": "44100f34-1877-4cd2-9801-56ba262b8e97" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "313/313 [==============================] - 1s 2ms/step - loss: 0.0304 - accuracy: 0.9912\n", + "Test accuracy: 0.9911999702453613\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 14 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# list all data in history\n", + "print(history.history.keys())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ScaNPRgUNY3R", + "outputId": "b57d73b9-71e3-4c90-de97-c563208ff65d" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# summarize history for accuracy\n", + "plt.plot(history.history['accuracy'])\n", + "plt.plot(history.history['val_accuracy'])\n", + "plt.title('model accuracy')\n", + "plt.ylabel('accuracy')\n", + "plt.xlabel('epoch')\n", + "plt.legend(['train', 'test'], loc='upper left')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "V8Xeu-qrNYqD", + "outputId": "954dd18c-f57d-4f3d-e96a-61eb3cd2e6db" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.title('model loss')\n", + "plt.ylabel('loss')\n", + "plt.xlabel('epoch')\n", + "plt.legend(['train', 'test'], loc='upper left')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "n0-bqCbwNzio", + "outputId": "b7ba7c83-4b6c-483c-d3c2-5eb8810da8be" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "id": "fnNKk7xNfs7M", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "d7b29324-70bf-406f-f9b5-a0cb2ec8edd4" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "313/313 [==============================] - 1s 2ms/step\n" + ] + } + ], + "source": [ + "y_predicted = model.predict(X_test)" + ] + }, + { + "cell_type": "code", + "source": [ + "y_predicted_labels = [np.argmax(i) for i in y_predicted]" + ], + "metadata": { + "id": "IXZarYAJ0vBg" + }, + "execution_count": 19, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "cm = tf.math.confusion_matrix(labels=y_test,predictions=y_predicted_labels)\n", + "cm" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bVc6cSIs01VY", + "outputId": "685e5e9b-c6c2-4142-8d77-6140eceb04bb" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 20 + } + ] + }, + { + "cell_type": "code", + "source": [ + "import seaborn as sn\n", + "plt.figure(figsize = (10,7))\n", + "sn.heatmap(cm, annot=True, fmt='d')\n", + "plt.xlabel('Predicted')\n", + "plt.ylabel('Truth')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 636 + }, + "id": "8Wxt-A2f03wd", + "outputId": "a2666851-f57e-4580-a658-fe0ea0c08729" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(95.72222222222221, 0.5, 'Truth')" + ] + }, + "metadata": {}, + "execution_count": 21 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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z&hfTQrtXo1+Daq@A#kT13>}R?2HMw>@*IX#(M&vL3lZ0q(=Qrk*KtqLs4Q;|UHqdc zZPO55AlOGSdG6r5vf&1R#eMCu^4^LqaeqO@D->bTxewYZn?OJoGw2& z>Ze8k&4%Gv3b|~>DnCW#a5Uk`2!OM+Xzy z>Ag9AvSA1LwEWo5WQuyKv>$hjTV8(bFge^Uximt^-dextv*a18aiJYBL`P&mk>Bdg zUsIR%WNP5LEPdz{somcETaq!a0-cQ*ruE=U)G`G+vY3}cZp4iC&!^?aOZxwLvn|*r z##noAVUmN5qmASlIgw}z>)AQ~$t6(VdN~cL9-*6MOri^Rd_bcR?0DTRRppJgk8CXU zE5gf-Z;T&hy_BT9=}C#V6L?o#X_R-6TRd&esuwPna^=#IASwkpMtWc~za93!XUVfd z0jwz)Y7*j}t-t9De^U!^t`?uxXl0A{egp)I8nJLlyyOB)szR*dR`}lf#sXkQRM)9+uhyYeid4dJ zl@qzjy6m_SL|ZJ<8^5wTr~s7Dnvh&7X+Lw<1wVZSjRTM!klo8AnnW%vGMc@J^IP62 zm$GOgr?O}j=VRUhw(?q(m~tph_t$>w&zplo$%SUV?t^kK5O9)6C}M)wR(*L*^)9NKz2aI9yIQjI@!0( zB1kJ83@)byGznoGxMI+jM*+1g0Cp7&MuZob-%AA}K+xh)i}3&1|B5aUl)nRL-P=ps z^}AjBlycdvw(M+@or+{@tn6kOB{Kq;75*X-j3{OXBm~vH-$t!DS8}ycBJ}uite@R_e)SF-=GE&fyr+@mRzbD0?PmyMX3`L8ygz~1H;cv zU_rKjB%KH}E($$d?O&vCJ|Qk2=let;%!l20eMuBt6vf#hf$1dOLg&fKt@>D49k4bGv3X z#vMNGoeV}e-}^^r)mK2Sd$DEn_*W>#qWFu;tZduj{`Y#|G>iWU2%T_e@($2a|5}Yn zcxS4X8iyiEvU=zr`2U{ohP~?2$dHX*%?NllO0qpsrAqiQrlSa$4 zIna4;TZsaV(@5qef(Oe{kpS0UoB-3hBY+v#cjDvY9rGUqJ4ynl1;p; CSH11 and send to 87575. Cost 150p/day, 6days, 16+ TsandCs apply Reply HL 4 info",1,136,31,3,six chance win cash 100 pound txt csh11 send cost 6days tsandcs apply reply hl 4 info +12,"URGENT! You have won a 1 week FREE membership in our £100,000 Prize Jackpot! Txt the word: CLAIM to No: 81010 T&C www.dbuk.net LCCLTD POBOX 4403LDNW1A7RW18",1,156,32,3,urgent 1 week free membership prize jackpot txt word claim 81010 c lccltd pobox 4403ldnw1a7rw18 +13,I've been searching for the right words to thank you for this breather. I promise i wont take your help for granted and will fulfil my promise. You have been wonderful and a blessing at all times.,0,196,41,3,searching right word thank breather promise wont take help granted fulfil promise wonderful blessing time +14,I HAVE A DATE ON SUNDAY WITH WILL!!,0,35,10,2,date sunday +15,"XXXMobileMovieClub: To use your credit, click the WAP link in the next txt message or click here>> http://wap. xxxmobilemovieclub.com?n=QJKGIGHJJGCBL",1,149,28,2,xxxmobilemovieclub use credit click wap link next txt message click http +16,Oh k...i'm watching here:),0,26,9,1,oh k watching +17,Eh u remember how 2 spell his name... Yes i did. He v naughty make until i v wet.,0,81,22,3,eh u remember 2 spell name yes v naughty make v wet +18,Fine if that’s the way u feel. That’s the way its gota b,0,58,14,2,fine way u feel way gota b +19,"England v Macedonia - dont miss the goals/team news. Txt ur national team to 87077 eg ENGLAND to 87077 Try:WALES, SCOTLAND 4txt/ú1.20 POBOXox36504W45WQ 16+",1,156,28,2,england v macedonia dont miss news txt ur national team 87077 eg england 87077 try wale scotland poboxox36504w45wq +20,Is that seriously how you spell his name?,0,41,9,1,seriously spell name +21,I‘m going to try for 2 months ha ha only joking,0,49,11,1,going try 2 month ha ha joking +22,So ü pay first lar... Then when is da stock comin...,0,53,13,1,ã¼ pay first lar da stock comin +23,Aft i finish my lunch then i go str down lor. Ard 3 smth lor. U finish ur lunch already?,0,88,23,3,aft finish lunch go str lor ard 3 smth lor u finish ur lunch already +24,Ffffffffff. Alright no way I can meet up with you sooner?,0,57,13,2,ffffffffff alright way meet sooner +25,Just forced myself to eat a slice. I'm really not hungry tho. This sucks. Mark is getting worried. He knows I'm sick when I turn down pizza. Lol,0,144,35,6,forced eat slice really hungry tho suck mark getting worried know sick turn pizza lol +26,Lol your always so convincing.,0,30,6,1,lol always convincing +27,Did you catch the bus ? Are you frying an egg ? Did you make a tea? Are you eating your mom's left over dinner ? Do you feel my Love ?,0,134,34,5,catch bus frying egg make tea eating mom left dinner feel love +28,"I'm back & we're packing the car now, I'll let you know if there's room",0,75,22,1,back amp packing car let know room +29,Ahhh. Work. I vaguely remember that! What does it feel like? Lol,0,64,16,5,ahhh work vaguely remember feel like lol +30,"Wait that's still not all that clear, were you not sure about me being sarcastic or that that's why x doesn't want to live with us",0,130,30,1,wait still clear sure sarcastic x want live u +31,Yeah he got in at 2 and was v apologetic. n had fallen out and she was actin like spoilt child and he got caught up in that. Till 2! But we won't go there! Not doing too badly cheers. You? ,0,189,48,6,yeah got 2 v apologetic n fallen actin like spoilt child got caught till 2 wo go badly cheer +32,K tell me anything about you.,0,29,7,1,k tell anything +33,For fear of fainting with the of all that housework you just did? Quick have a cuppa,0,84,18,2,fear fainting housework quick cuppa +34,Thanks for your subscription to Ringtone UK your mobile will be charged £5/month Please confirm by replying YES or NO. If you reply NO you will not be charged,1,159,30,2,thanks subscription ringtone uk mobile charged please confirm replying yes reply charged +35,Yup... Ok i go home look at the timings then i msg ü again... Xuhui going to learn on 2nd may too but her lesson is at 8am,0,123,30,1,yup ok go home look timing msg ã¼ xuhui going learn 2nd may lesson 8am +36,"Oops, I'll let you know when my roommate's done",0,47,12,1,oops let know roommate done +37,I see the letter B on my car,0,28,8,1,see letter b car +38,Anything lor... U decide...,0,27,6,1,anything lor u decide +39,Hello! How's you and how did saturday go? I was just texting to see if you'd decided to do anything tomo. Not that i'm trying to invite myself or anything!,0,155,37,4,hello saturday go texting see decided anything tomo trying invite anything +40,Pls go ahead with watts. I just wanted to be sure. Do have a great weekend. Abiola,0,82,20,4,pls go ahead watt wanted sure great weekend abiola +41,"Did I forget to tell you ? I want you , I need you, I crave you ... But most of all ... I love you my sweet Arabian steed ... Mmmmmm ... Yummy",0,142,35,4,forget tell want need crave love sweet arabian steed mmmmmm yummy +42,07732584351 - Rodger Burns - MSG = We tried to call you re your reply to our sms for a free nokia mobile + free camcorder. Please call now 08000930705 for delivery tomorrow,1,172,34,2,07732584351 rodger burn msg tried call reply sm free nokia mobile free camcorder please call 08000930705 delivery tomorrow +43,WHO ARE YOU SEEING?,0,19,5,1,seeing +44,Great! I hope you like your man well endowed. I am <#> inches...,0,72,22,3,great hope like man well endowed lt gt inch +45,No calls..messages..missed calls,0,32,7,1,call message missed call +46,Didn't you get hep b immunisation in nigeria.,0,45,10,1,get hep b immunisation nigeria +47,"Fair enough, anything going on?",0,31,7,1,fair enough anything going +48,"Yeah hopefully, if tyler can't do it I could maybe ask around a bit",0,67,16,1,yeah hopefully tyler ca could maybe ask around bit +49,U don't know how stubborn I am. I didn't even want to go to the hospital. I kept telling Mark I'm not a weak sucker. Hospitals are for weak suckers.,0,148,37,4,u know stubborn even want go hospital kept telling mark weak sucker hospital weak sucker +50,What you thinked about me. First time you saw me in class.,0,58,14,2,thinked first time saw class +51,"A gram usually runs like <#> , a half eighth is smarter though and gets you almost a whole second gram for <#>",0,124,35,1,gram usually run like lt gt half eighth smarter though get almost whole second gram lt gt +52,K fyi x has a ride early tomorrow morning but he's crashing at our place tonight,0,80,17,1,k fyi x ride early tomorrow morning crashing place tonight +53,"Wow. I never realized that you were so embarassed by your accomodations. I thought you liked it, since i was doing the best i could and you always seemed so happy about ""the cave"". I'm sorry I didn't and don't have more to give. I'm sorry i offered. I'm sorry your room was so embarassing.",0,289,69,6,wow never realized embarassed accomodations thought liked since best could always seemed happy cave sorry give sorry offered sorry room embarassing +54,SMS. ac Sptv: The New Jersey Devils and the Detroit Red Wings play Ice Hockey. Correct or Incorrect? End? Reply END SPTV,1,120,27,5,sm ac sptv new jersey devil detroit red wing play ice hockey correct incorrect end reply end sptv +55,Do you know what Mallika Sherawat did yesterday? Find out now @ <URL>,0,76,20,2,know mallika sherawat yesterday find lt url gt +56,"Congrats! 1 year special cinema pass for 2 is yours. call 09061209465 now! C Suprman V, Matrix3, StarWars3, etc all 4 FREE! bx420-ip4-5we. 150pm. Dont miss out! ",1,161,37,7,congrats 1 year special cinema pas 2 call 09061209465 c suprman v matrix3 starwars3 etc 4 free 150pm dont miss +57,"Sorry, I'll call later in meeting.",0,34,9,1,sorry call later meeting +58,Tell where you reached,0,22,4,1,tell reached +59,Yes..gauti and sehwag out of odi series.,0,40,10,1,yes gauti sehwag odi series +60,Your gonna have to pick up a $1 burger for yourself on your way home. I can't even move. Pain is killing me.,0,108,29,3,gon na pick 1 burger way home ca even move pain killing +61,Ha ha ha good joke. Girls are situation seekers.,0,48,11,2,ha ha ha good joke girl situation seeker +62,Its a part of checking IQ,0,25,6,1,part checking iq +63,"Sorry my roommates took forever, it ok if I come by now?",0,56,14,1,sorry roommate took forever ok come +64,Ok lar i double check wif da hair dresser already he said wun cut v short. He said will cut until i look nice.,0,110,26,2,ok lar double check wif da hair dresser already said wun cut v short said cut look nice +65,"As a valued customer, I am pleased to advise you that following recent review of your Mob No. you are awarded with a £1500 Bonus Prize, call 09066364589",1,153,31,2,valued customer pleased advise following recent review mob awarded bonus prize call 09066364589 +66,"Today is ""song dedicated day.."" Which song will u dedicate for me? Send this to all ur valuable frnds but first rply me...",0,122,28,2,today song dedicated day song u dedicate send ur valuable frnds first rply +67,"Urgent UR awarded a complimentary trip to EuroDisinc Trav, Aco&Entry41 Or £1000. To claim txt DIS to 87121 18+6*£1.50(moreFrmMob. ShrAcomOrSglSuplt)10, LS1 3AJ",1,161,34,3,urgent ur awarded complimentary trip eurodisinc trav aco entry41 claim txt dis 87121 morefrmmob shracomorsglsuplt 10 ls1 3aj +68,"Did you hear about the new ""Divorce Barbie""? It comes with all of Ken's stuff!",1,78,20,2,hear new divorce barbie come ken stuff +69,I plane to give on this month end.,0,34,9,1,plane give month end +70,Wah lucky man... Then can save money... Hee...,0,46,11,1,wah lucky man save money hee +71,Finished class where are you.,0,29,6,1,finished class +72,HI BABE IM AT HOME NOW WANNA DO SOMETHING? XX,0,45,12,2,hi babe im home wan na something xx +73,K..k:)where are you?how did you performed?,0,42,14,1,k k performed +74,U can call me now...,0,20,6,1,u call +75,I am waiting machan. Call me once you free.,0,43,11,2,waiting machan call free +76,Thats cool. i am a gentleman and will treat you with dignity and respect.,0,73,16,2,thats cool gentleman treat dignity respect +77,I like you peoples very much:) but am very shy pa.,0,50,14,1,like people much shy pa +78,Does not operate after <#> or what,0,42,13,1,operate lt gt +79,Its not the same here. Still looking for a job. How much do Ta's earn there.,0,76,20,3,still looking job much ta earn +80,"Sorry, I'll call later",0,22,6,1,sorry call later +81,K. Did you call me just now ah? ,0,32,9,1,call ah +82,Ok i am on the way to home hi hi,0,32,10,1,ok way home hi hi +83,You will be in the place of that man,0,36,9,1,place man +84,Yup next stop.,0,14,4,1,yup next stop +85,"I call you later, don't have network. If urgnt, sms me.",0,55,16,2,call later network urgnt sm +86,For real when u getting on yo? I only need 2 more tickets and one more jacket and I'm done. I already used all my multis.,0,121,30,3,real u getting yo need 2 ticket one jacket done already used multis +87,Yes I started to send requests to make it but pain came back so I'm back in bed. Double coins at the factory too. I gotta cash in all my nitros.,0,144,36,3,yes started send request make pain came back back bed double coin factory got ta cash nitros +88,I'm really not up to it still tonight babe,0,42,10,1,really still tonight babe +89,"Ela kano.,il download, come wen ur free..",0,41,11,1,ela il download come wen ur free +90,Yeah do! Don‘t stand to close tho- you‘ll catch something!,0,62,12,2,yeah stand close catch something +91,Sorry to be a pain. Is it ok if we meet another night? I spent late afternoon in casualty and that means i haven't done any of y stuff42moro and that includes all my time sheets and that. Sorry. ,0,195,44,4,sorry pain ok meet another night spent late afternoon casualty mean done stuff42moro includes time sheet sorry +92,Smile in Pleasure Smile in Pain Smile when trouble pours like Rain Smile when sum1 Hurts U Smile becoz SOMEONE still Loves to see u Smiling!!,0,141,28,2,smile pleasure smile pain smile trouble pours like rain smile sum1 hurt u smile becoz someone still love see u smiling +93,Please call our customer service representative on 0800 169 6031 between 10am-9pm as you have WON a guaranteed £1000 cash or £5000 prize!,1,139,24,1,please call customer service representative 0800 169 6031 guaranteed cash prize +94,Havent planning to buy later. I check already lido only got 530 show in e afternoon. U finish work already?,0,107,23,3,havent planning buy later check already lido got 530 show e afternoon u finish work already +95,"Your free ringtone is waiting to be collected. Simply text the password ""MIX"" to 85069 to verify. Get Usher and Britney. FML, PO Box 5249, MK17 92H. 450Ppw 16",1,158,37,5,free ringtone waiting collected simply text password mix 85069 verify get usher britney fml po box 5249 mk17 92h 450ppw 16 +96,Watching telugu movie..wat abt u?,0,33,8,1,watching telugu movie wat abt u +97,i see. When we finish we have loads of loans to pay,0,51,13,2,see finish load loan pay +98,"Hi. Wk been ok - on hols now! Yes on for a bit of a run. Forgot that i have hairdressers appointment at four so need to get home n shower beforehand. Does that cause prob for u?""",0,178,44,5,hi wk ok hols yes bit run forgot hairdresser appointment four need get home n shower beforehand cause prob u +99,I see a cup of coffee animation,0,31,7,1,see cup coffee animation +100,Please don't text me anymore. I have nothing else to say.,0,57,14,2,please text anymore nothing else say +101,Okay name ur price as long as its legal! Wen can I pick them up? Y u ave x ams xx,0,81,23,3,okay name ur price long legal wen pick u ave x am xx +102,I'm still looking for a car to buy. And have not gone 4the driving test yet.,0,76,19,2,still looking car buy gone 4the driving test yet +104,"wow. You're right! I didn't mean to do that. I guess once i gave up on boston men and changed my search location to nyc, something changed. Cuz on my signin page it still says boston.",0,183,44,5,wow right mean guess gave boston men changed search location nyc something changed cuz signin page still say boston +105,Umma my life and vava umma love you lot dear,0,44,10,1,umma life vava umma love lot dear +106,Thanks a lot for your wishes on my birthday. Thanks you for making my birthday truly memorable.,0,95,19,2,thanks lot wish birthday thanks making birthday truly memorable +107,"Aight, I'll hit you up when I get some cash",0,43,12,1,aight hit get cash +108,How would my ip address test that considering my computer isn't a minecraft server,0,82,15,1,would ip address test considering computer minecraft server +109,I know! Grumpy old people. My mom was like you better not be lying. Then again I am always the one to play jokes...,0,115,28,4,know grumpy old people mom like better lying always one play joke +110,Dont worry. I guess he's busy.,0,30,9,2,dont worry guess busy +111,What is the plural of the noun research?,0,40,9,1,plural noun research +112,Going for dinner.msg you after.,0,31,6,1,going +113,I'm ok wif it cos i like 2 try new things. But i scared u dun like mah. Cos u said not too loud.,0,96,28,3,ok wif co like 2 try new thing scared u dun like mah co u said loud +114,GENT! We are trying to contact you. Last weekends draw shows that you won a £1000 prize GUARANTEED. Call 09064012160. Claim Code K52. Valid 12hrs only. 150ppm,1,159,33,7,gent trying contact last weekend draw show prize guaranteed call claim code k52 valid 12hrs 150ppm +115,"Wa, ur openin sentence very formal... Anyway, i'm fine too, juz tt i'm eatin too much n puttin on weight...Haha... So anythin special happened?",0,143,34,3,wa ur openin sentence formal anyway fine juz tt eatin much n puttin weight haha anythin special happened +116,"As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch. After lunch she invited me to her apartment. We went there.",0,156,40,6,entered cabin pa said happy bos felt special askd 4 lunch lunch invited apartment went +117,You are a winner U have been specially selected 2 receive £1000 or a 4* holiday (flights inc) speak to a live operator 2 claim 0871277810910p/min (18+) ,1,153,32,1,winner u specially selected 2 receive 4 holiday flight inc speak live operator 2 claim +118,Goodo! Yes we must speak friday - egg-potato ratio for tortilla needed! ,0,72,14,2,goodo yes must speak friday ratio tortilla needed +119,Hmm...my uncle just informed me that he's paying the school directly. So pls buy food.,0,86,20,2,hmm uncle informed paying school directly pls buy food +120,PRIVATE! Your 2004 Account Statement for 07742676969 shows 786 unredeemed Bonus Points. To claim call 08719180248 Identifier Code: 45239 Expires,1,144,23,3,private 2004 account statement 07742676969 show 786 unredeemed bonus point claim call 08719180248 identifier code 45239 expires +121,"URGENT! Your Mobile No. was awarded £2000 Bonus Caller Prize on 5/9/03 This is our final try to contact U! Call from Landline 09064019788 BOX42WR29C, 150PPM",1,157,30,4,urgent mobile awarded bonus caller prize final try contact u call landline 09064019788 box42wr29c 150ppm +122,here is my new address -apples&pairs&all that malarky,0,53,12,1,new address pair malarky +123,Todays Voda numbers ending 7548 are selected to receive a $350 award. If you have a match please call 08712300220 quoting claim code 4041 standard rates app,1,156,29,2,today voda number ending 7548 selected receive 350 award match please call 08712300220 quoting claim code 4041 standard rate app +124,I am going to sao mu today. Will be done only at 12 ,0,52,14,2,going sao mu today done 12 +125,Ü predict wat time ü'll finish buying?,0,40,9,1,predict wat time ã¼ finish buying +126,"Good stuff, will do.",0,20,6,1,good stuff +127,"Just so that you know,yetunde hasn't sent money yet. I just sent her a text not to bother sending. So its over, you dont have to involve yourself in anything. I shouldn't have imposed anything on you in the first place so for that, i apologise.",0,244,56,4,know yetunde sent money yet sent text bother sending dont involve anything imposed anything first place apologise +128,Are you there in room.,0,22,6,1,room +129,HEY GIRL. HOW R U? HOPE U R WELL ME AN DEL R BAK! AGAIN LONG TIME NO C! GIVE ME A CALL SUM TIME FROM LUCYxx,0,107,31,5,hey girl r u hope u r well del r bak long time c give call sum time lucyxx +130,K..k:)how much does it cost?,0,28,11,1,k k much cost +131,I'm home.,0,9,4,1,home +132,"Dear, will call Tmorrow.pls accomodate.",0,39,7,1,dear call accomodate +133,First answer my question.,0,25,5,1,first answer question +134,Sunshine Quiz Wkly Q! Win a top Sony DVD player if u know which country the Algarve is in? Txt ansr to 82277. £1.50 SP:Tyrone,1,126,30,4,sunshine quiz wkly q win top sony dvd player u know country algarve txt ansr sp tyrone +135,Want 2 get laid tonight? Want real Dogging locations sent direct 2 ur mob? Join the UK's largest Dogging Network bt Txting GRAVEL to 69888! Nt. ec2a. 31p.msg@150p,1,162,36,6,want 2 get laid tonight want real dogging location sent direct 2 ur mob join uk largest dogging network bt txting gravel 69888 nt ec2a 150p +136,I only haf msn. It's yijue@hotmail.com,0,38,10,2,haf msn yijue +137,He is there. You call and meet him,0,34,9,2,call meet +138,No no. I will check all rooms befor activities,0,46,10,2,check room befor activity +139,You'll not rcv any more msgs from the chat svc. For FREE Hardcore services text GO to: 69988 If u get nothing u must Age Verify with yr network & try again,1,155,35,2,rcv msg chat svc free hardcore service text go 69988 u get nothing u must age verify yr network try +140,Got c... I lazy to type... I forgot ü in lect... I saw a pouch but like not v nice...,0,86,24,4,got c lazy type forgot ã¼ lect saw pouch like v nice +141,"K, text me when you're on the way",0,33,10,1,k text way +142,"Sir, Waiting for your mail.",0,27,7,1,sir waiting mail +143,"A swt thought: ""Nver get tired of doing little things 4 lovable persons.."" Coz..somtimes those little things occupy d biggest part in their Hearts.. Gud ni8",0,156,33,1,swt thought nver get tired little thing 4 lovable person coz somtimes little thing occupy biggest part heart gud ni8 +144,I know you are. Can you pls open the back?,0,42,12,2,know pls open back +145,Yes see ya not on the dot,0,25,7,1,yes see ya dot +146,Whats the staff name who is taking class for us?,0,48,11,1,whats staff name taking class u +147,"FreeMsg Why haven't you replied to my text? I'm Randy, sexy, female and live local. Luv to hear from u. Netcollex Ltd 08700621170150p per msg reply Stop to end",1,159,35,3,freemsg replied text randy sexy female live local luv hear netcollex ltd 08700621170150p per msg reply stop end +148,Ummma.will call after check in.our life will begin from qatar so pls pray very hard.,0,84,16,1,call check life begin qatar pls pray hard +149,K..i deleted my contact that why?,0,33,9,1,k deleted contact +150,Sindu got job in birla soft ..,0,30,7,1,sindu got job birla soft +151,The wine is flowing and i'm i have nevering..,0,45,11,1,wine flowing nevering +152,Yup i thk cine is better cos no need 2 go down 2 plaza mah.,0,59,16,1,yup thk cine better co need 2 go 2 plaza mah +153,Ok... Ur typical reply...,0,25,6,1,ok ur typical reply +155,"You are everywhere dirt, on the floor, the windows, even on my shirt. And sometimes when i open my mouth, you are all that comes flowing out. I dream of my world without you, then half my chores are out too. A time of joy for me, lots of tv shows i.ll see. But i guess like all things you just must exist, like rain, hail and mist, and when my time here is done, you and i become one.",0,384,95,5,everywhere dirt floor window even shirt sometimes open mouth come flowing dream world without half chore time joy lot tv show see guess like thing must exist like rain hail mist time done become one +156,Aaooooright are you at work?,0,28,6,1,aaooooright work +157,I'm leaving my house now...,0,27,7,1,leaving house +158,"Hello, my love. What are you doing? Did you get to that interview today? Are you you happy? Are you being a good boy? Do you think of me?Are you missing me ?",0,157,41,6,hello love get interview today happy good boy think missing +159,Customer service annoncement. You have a New Years delivery waiting for you. Please call 07046744435 now to arrange delivery,1,124,21,3,customer service annoncement new year delivery waiting please call 07046744435 arrange delivery +160,You are a winner U have been specially selected 2 receive £1000 cash or a 4* holiday (flights inc) speak to a live operator 2 claim 0871277810810,1,146,30,1,winner u specially selected 2 receive cash 4 holiday flight inc speak live operator 2 claim 0871277810810 +161,Keep yourself safe for me because I need you and I miss you already and I envy everyone that see's you in real life,0,115,25,1,keep safe need miss already envy everyone see real life +162,New car and house for my parents.:)i have only new job in hand:),0,64,19,2,new car house parent new job hand +163,I'm so in love with you. I'm excited each day i spend with you. You make me so happy.,0,85,24,3,love excited day spend make happy +164,-PLS STOP bootydelious (32/F) is inviting you to be her friend. Reply YES-434 or NO-434 See her: www.SMS.ac/u/bootydelious STOP? Send STOP FRND to 62468,1,152,29,3,stop bootydelious inviting friend reply see stop send stop frnd 62468 +165,"BangBabes Ur order is on the way. U SHOULD receive a Service Msg 2 download UR content. If U do not, GoTo wap. bangb. tv on UR mobile internet/service menu",1,155,35,5,bangbabes ur order way u receive service msg 2 download ur content u goto wap bangb tv ur mobile menu +166,I place all ur points on e cultures module already.,0,51,11,1,place ur point e culture module already +167,URGENT! We are trying to contact you. Last weekends draw shows that you have won a £900 prize GUARANTEED. Call 09061701939. Claim code S89. Valid 12hrs only,1,157,32,6,urgent trying contact last weekend draw show prize guaranteed call claim code s89 valid 12hrs +168,"Hi frnd, which is best way to avoid missunderstding wit our beloved one's?",0,74,16,1,hi frnd best way avoid missunderstding wit beloved one +169,Great escape. I fancy the bridge but needs her lager. See you tomo ,0,67,15,3,great escape fancy bridge need lager see tomo +170,Yes :)it completely in out of form:)clark also utter waste.,0,59,16,1,yes completely form clark also utter waste +171,"Sir, I need AXIS BANK account no and bank address.",0,50,12,1,sir need axis bank account bank address +172,"Hmmm.. Thk sure got time to hop ard... Ya, can go 4 free abt... Muz call u to discuss liao... ",0,94,25,2,hmmm thk sure got time hop ard ya go 4 free abt muz call u discus liao +173,What time you coming down later? ,0,33,7,1,time coming later +174,"Bloody hell, cant believe you forgot my surname Mr . Ill give u a clue, its spanish and begins with m... ",0,105,24,2,bloody hell cant believe forgot surname mr ill give u clue spanish begin +175,"Well, i'm gonna finish my bath now. Have a good...fine night.",0,61,18,2,well gon na finish bath good fine night +176,Let me know when you've got the money so carlos can make the call,0,65,15,1,let know got money carlos make call +177,U still going to the mall?,0,26,7,1,u still going mall +178,"Turns out my friends are staying for the whole show and won't be back til ~ <#> , so feel free to go ahead and smoke that $ <#> worth",0,146,43,1,turn friend staying whole show wo back til lt gt feel free go ahead smoke lt gt worth +179,Text her. If she doesnt reply let me know so i can have her log in,0,66,17,2,text doesnt reply let know log +180,Hi! You just spoke to MANEESHA V. We'd like to know if you were satisfied with the experience. Reply Toll Free with Yes or No.,0,126,29,3,hi spoke maneesha like know satisfied experience reply toll free yes +181,You lifted my hopes with the offer of money. I am in need. Especially when the end of the month approaches and it hurts my studying. Anyways have a gr8 weekend,0,159,34,4,lifted hope offer money need especially end month approach hurt studying anyways gr8 weekend +182,Lol no. U can trust me.,0,23,8,2,lol u trust +183,ok. I am a gentleman and will treat you with dignity and respect.,0,65,15,2,gentleman treat dignity respect +184,"He will, you guys close?",0,24,7,1,guy close +185,Going on nothing great.bye,0,26,4,1,going nothing +186,Hello handsome ! Are you finding that job ? Not being lazy ? Working towards getting back that net for mummy ? Where's my boytoy now ? Does he miss me ?,0,152,33,6,hello handsome finding job lazy working towards getting back net mummy boytoy miss +187,"Haha awesome, be there in a minute",0,34,8,1,haha awesome minute +188,Please call our customer service representative on FREEPHONE 0808 145 4742 between 9am-11pm as you have WON a guaranteed £1000 cash or £5000 prize!,1,149,25,1,please call customer service representative freephone 0808 145 4742 guaranteed cash prize +189,Have you got Xmas radio times. If not i will get it now,0,55,14,2,got xmas radio time get +190,I jus reached home. I go bathe first. But my sis using net tell u when she finishes k...,0,88,22,3,jus reached home go bathe first si using net tell u finish k +191,Are you unique enough? Find out from 30th August. www.areyouunique.co.uk,1,72,12,3,unique enough find 30th august +192,I'm sorry. I've joined the league of people that dont keep in touch. You mean a great deal to me. You have been a friend at all times even at great personal cost. Do have a great week.|,0,185,44,5,sorry joined league people dont keep touch mean great deal friend time even great personal cost great +193,Hi :)finally i completed the course:),0,37,10,1,hi finally completed course +194,It will stop on itself. I however suggest she stays with someone that will be able to give ors for every stool.,0,111,24,2,stop however suggest stay someone able give or every stool +195,How are you doing? Hope you've settled in for the new school year. Just wishin you a gr8 day,0,92,22,3,hope settled new school year wishin gr8 day +196,Gud mrng dear hav a nice day,0,28,7,1,gud mrng dear hav nice day +197,Did u got that persons story,0,28,6,1,u got person story +198,is your hamster dead? Hey so tmr i meet you at 1pm orchard mrt? ,0,64,16,2,hamster dead hey tmr meet 1pm orchard mrt +199,Hi its Kate how is your evening? I hope i can see you tomorrow for a bit but i have to bloody babyjontet! Txt back if u can. :) xxx,0,131,34,4,hi kate evening hope see tomorrow bit bloody babyjontet txt back u xxx +200,"Found it, ENC <#> , where you at?",0,40,16,1,found enc lt gt +201,I sent you <#> bucks,0,28,11,1,sent lt gt buck +202,Hello darlin ive finished college now so txt me when u finish if u can love Kate xxx,0,84,18,1,hello darlin ive finished college txt u finish u love kate xxx +203,Your account has been refilled successfully by INR <DECIMAL> . Your KeralaCircle prepaid account balance is Rs <DECIMAL> . Your Transaction ID is KR <#> .,0,174,44,3,account refilled successfully inr lt decimal gt keralacircle prepaid account balance r lt decimal gt transaction id kr lt gt +204,Goodmorning sleeping ga.,0,24,4,1,goodmorning sleeping ga +205,U call me alter at 11 ok.,0,25,8,1,u call alter 11 ok +206,Ü say until like dat i dun buy ericsson oso cannot oredi lar...,0,64,15,1,say like dat dun buy ericsson oso oredi lar +208,"Aight yo, dats straight dogg",0,28,6,1,aight yo dat straight dogg +209,You please give us connection today itself before <DECIMAL> or refund the bill,0,86,19,1,please give u connection today lt decimal gt refund bill +210,Both :) i shoot big loads so get ready!,0,39,11,1,shoot big load get ready +211,"What's up bruv, hope you had a great break. Do have a rewarding semester.",0,73,18,2,bruv hope great break rewarding semester +212,Home so we can always chat,0,26,6,1,home always chat +213,K:)k:)good:)study well.,0,23,12,1,k k good study well +214,Yup... How ü noe leh...,0,24,7,1,yup ã¼ noe leh +215,Sounds great! Are you home now?,0,31,8,2,sound great home +216,Finally the match heading towards draw as your prediction.,0,58,10,1,finally match heading towards draw prediction +217,Tired. I haven't slept well the past few nights.,0,48,12,2,tired slept well past night +218,Easy ah?sen got selected means its good..,0,41,10,1,easy ah sen got selected mean good +219,I have to take exam with march 3,0,32,8,1,take exam march 3 +220,Yeah you should. I think you can use your gt atm now to register. Not sure but if there's anyway i can help let me know. But when you do be sure you are ready.,0,159,40,4,yeah think use gt atm register sure anyway help let know sure ready +221,Ok no prob. Take ur time.,0,25,8,2,ok prob take ur time +222,There is os called ubandu which will run without installing in hard disk...you can use that os to copy the important files in system and give it to repair shop..,0,161,33,1,o called ubandu run without installing hard disk use o copy important file system give repair shop +224,U say leh... Of course nothing happen lar. Not say v romantic jus a bit only lor. I thk e nite scenery not so nice leh.,0,119,30,3,u say leh course nothing happen lar say v romantic jus bit lor thk e nite scenery nice leh +225,"500 New Mobiles from 2004, MUST GO! Txt: NOKIA to No: 89545 & collect yours today!From ONLY £1 www.4-tc.biz 2optout 087187262701.50gbp/mtmsg18",1,143,27,2,500 new mobile 2004 must go txt nokia 89545 collect today 2optout +226,Would really appreciate if you call me. Just need someone to talk to.,0,69,15,2,would really appreciate call need someone talk +227,"Will u meet ur dream partner soon? Is ur career off 2 a flyng start? 2 find out free, txt HORO followed by ur star sign, e. g. HORO ARIES",1,137,34,3,u meet ur dream partner soon ur career 2 flyng start 2 find free txt horo followed ur star sign horo aries +228,Hey company elama po mudyadhu.,0,30,6,1,hey company elama po mudyadhu +229,"Life is more strict than teacher... Bcoz Teacher teaches lesson & then conducts exam, But Life first conducts Exam & then teaches Lessons. Happy morning. . .",0,165,35,4,life strict teacher bcoz teacher teach lesson amp conduct exam life first conduct exam amp teach lesson happy morning +230,Dear good morning now only i am up,0,34,8,1,dear good morning +231,Get down in gandhipuram and walk to cross cut road. Right side <#> street road and turn at first right.,0,109,28,2,get gandhipuram walk cross cut road right side lt gt street road turn first right +232,Dear we are going to our rubber place,0,37,8,1,dear going rubber place +233,"Sorry battery died, yeah I'm here",0,33,8,1,sorry battery died yeah +234,Yes:)here tv is always available in work place..,0,48,12,1,yes tv always available work place +235,Text & meet someone sexy today. U can find a date or even flirt its up to U. Join 4 just 10p. REPLY with NAME & AGE eg Sam 25. 18 -msg recd@thirtyeight pence,1,157,40,5,text meet someone sexy today u find date even flirt join 4 10p reply name age eg sam 25 18 recd thirtyeight penny +236,I have printed it oh. So <#> come upstairs,0,50,16,2,printed oh lt gt come upstairs +237,Or ill be a little closer like at the bus stop on the same street,0,65,15,1,ill little closer like bus stop street +238,Where are you?when wil you reach here?,0,38,10,1,wil reach +239,"New Theory: Argument wins d SITUATION, but loses the PERSON. So dont argue with ur friends just.. . . . kick them & say, I'm always correct.!",0,145,37,6,new theory argument win situation loses person dont argue ur friend kick amp say always correct +240,U 447801259231 have a secret admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09058094597,1,145,27,1,u 447801259231 secret admirer looking 2 make contact r reveal think ur 09058094597 +241,Tomarrow final hearing on my laptop case so i cant.,0,51,11,1,tomarrow final hearing laptop case cant +242,PLEASSSSSSSEEEEEE TEL ME V AVENT DONE SPORTSx,0,45,7,1,pleassssssseeeeee tel v avent done sportsx +243,"Okay. No no, just shining on. That was meant to be signing, but that sounds better.",0,83,21,3,okay shining meant signing sound better +244,"Although i told u dat i'm into baig face watches now but i really like e watch u gave cos it's fr u. Thanx 4 everything dat u've done today, i'm touched...",0,155,38,1,although told u dat baig face watch really like e watch u gave co fr thanx 4 everything dat u done today touched +245,U don't remember that old commercial?,0,37,8,1,u remember old commercial +246,Too late. I said i have the website. I didn't i have or dont have the slippers,0,78,20,3,late said website dont slipper +247,I asked you to call him now ok,0,30,8,1,asked call ok +248,Kallis wont bat in 2nd innings.,0,31,7,1,kallis wont bat 2nd inning +249,It didnt work again oh. Ok goodnight then. I.ll fix and have it ready by the time you wake up. You are very dearly missed have a good night sleep.,0,146,34,4,didnt work oh ok goodnight fix ready time wake dearly missed good night sleep +250,Congratulations ur awarded 500 of CD vouchers or 125gift guaranteed & Free entry 2 100 wkly draw txt MUSIC to 87066 TnCs www.Ldew.com1win150ppmx3age16,1,150,23,1,congratulation ur awarded 500 cd voucher 125gift guaranteed free entry 2 100 wkly draw txt music 87066 tncs +251,Ranjith cal drpd Deeraj and deepak 5min hold,0,44,8,1,ranjith cal drpd deeraj deepak 5min hold +252,"Wen ur lovable bcums angry wid u, dnt take it seriously.. Coz being angry is d most childish n true way of showing deep affection, care n luv!.. kettoda manda... Have nice day da.",0,179,41,2,wen ur lovable bcums angry wid u dnt take seriously coz angry childish n true way showing deep affection care n luv kettoda manda nice day da +253,What you doing?how are you?,0,27,8,1, +254,"Ups which is 3days also, and the shipping company that takes 2wks. The other way is usps which takes a week but when it gets to lag you may have to bribe nipost to get your stuff.",0,179,40,2,ups 3days also shipping company take 2wks way usps take week get lag may bribe nipost get stuff +255,"I'm back, lemme know when you're ready",0,38,11,1,back lem know ready +256,Don't necessarily expect it to be done before you get back though because I'm just now headin out,0,97,20,1,necessarily expect done get back though headin +257,Mmm so yummy babe ... Nice jolt to the suzy,0,43,10,1,mmm yummy babe nice jolt suzy +258,Where are you lover ? I need you ...,0,36,9,2,lover need +259,We tried to contact you re your reply to our offer of a Video Handset? 750 anytime networks mins? UNLIMITED TEXT? Camcorder? Reply or call 08000930705 NOW,1,154,31,5,tried contact reply offer video handset 750 anytime network min unlimited text camcorder reply call 08000930705 +260,I‘m parked next to a MINI!!!! When are you coming in today do you think?,0,74,20,2,parked next mini coming today think +261,Yup,0,3,1,1,yup +262,Anyway i'm going shopping on my own now. Cos my sis not done yet. Dun disturb u liao.,0,85,22,3,anyway going shopping co si done yet dun disturb u liao +263,MY NO. IN LUTON 0125698789 RING ME IF UR AROUND! H*,0,51,14,3,luton 0125698789 ring ur around h +264,Hey I am really horny want to chat or see me naked text hot to 69698 text charged at 150pm to unsubscribe text stop 69698,1,121,25,1,hey really horny want chat see naked text hot 69698 text charged 150pm unsubscribe text stop 69698 +265,Why you Dint come with us.,0,26,7,1,dint come u +266,Same. Wana plan a trip sometme then,0,35,8,2,wana plan trip sometme +267,"Not sure yet, still trying to get a hold of him",0,47,12,1,sure yet still trying get hold +268,Ur ringtone service has changed! 25 Free credits! Go to club4mobiles.com to choose content now! Stop? txt CLUB STOP to 87070. 150p/wk Club4 PO Box1146 MK45 2WT,1,159,32,6,ur ringtone service changed 25 free credit go choose content stop txt club stop 87070 club4 po box1146 mk45 2wt +269,The evo. I just had to download flash. Jealous?,0,47,12,3,evo download flash jealous +270,Ringtone Club: Get the UK singles chart on your mobile each week and choose any top quality ringtone! This message is free of charge.,1,133,27,2,ringtone club get uk single chart mobile week choose top quality ringtone message free charge +271,"Come to mu, we're sorting out our narcotics situation",0,53,11,1,come mu sorting narcotic situation +272,"Night has ended for another day, morning has come in a special way. May you smile like the sunny rays and leaves your worries at the blue blue bay.",0,147,32,2,night ended another day morning come special way may smile like sunny ray leaf worry blue blue bay +273,HMV BONUS SPECIAL 500 pounds of genuine HMV vouchers to be won. Just answer 4 easy questions. Play Now! Send HMV to 86688 More info:www.100percent-real.com,1,155,30,4,hmv bonus special 500 pound genuine hmv voucher answer 4 easy question play send hmv 86688 info +274,"Usf I guess, might as well take 1 car",0,37,10,1,usf guess might well take 1 car +275,No objection. My bf not coming.,0,31,8,2,objection bf coming +276,Thanx...,0,8,2,1,thanx +277,Tell rob to mack his gf in the theater,0,38,9,1,tell rob mack gf theater +278,"Awesome, I'll see you in a bit",0,30,9,1,awesome see bit +279,Just sent it. So what type of food do you like?,0,47,13,2,sent type food like +280,All done? All handed in? Celebrations in full swing yet?,0,56,13,3,done handed celebration full swing yet +281,You got called a tool?,0,22,6,1,got called tool +282,"""Wen u miss someone, the person is definitely special for u..... But if the person is so special, why to miss them, just Keep-in-touch"" gdeve..",0,143,32,2,wen u miss someone person definitely special u person special miss gdeve +283,Ok. I asked for money how far,0,29,8,2,asked money far +284,Okie...,0,7,2,1,okie +285,"Yeah I think my usual guy's still passed out from last night, if you get ahold of anybody let me know and I'll throw down",0,121,28,1,yeah think usual guy still passed last night get ahold anybody let know throw +286,"K, I might come by tonight then if my class lets out early",0,58,14,1,k might come tonight class let early +287,Ok..,0,4,2,1,ok +288,hi baby im cruisin with my girl friend what r u up 2? give me a call in and hour at home if thats alright or fone me on this fone now love jenny xxx,0,148,36,2,hi baby im cruisin girl friend r u 2 give call hour home thats alright fone fone love jenny xxx +289,"My life Means a lot to me, Not because I love my life, But because I love the people in my life, The world calls them friends, I call them my World:-).. Ge:-)..",0,160,45,1,life mean lot love life love people life world call friend call world ge +290,"Dear,shall mail tonite.busy in the street,shall update you tonite.things are looking ok.varunnathu edukkukayee raksha ollu.but a good one in real sense.",0,152,26,1,dear shall mail street shall update looking edukkukayee raksha good one real sense +291,Hey you told your name to gautham ah?,0,37,9,1,hey told name gautham ah +292,Haf u found him? I feel so stupid da v cam was working.,0,55,15,2,haf u found feel stupid da v cam working +293,Oops. 4 got that bit.,0,21,7,2,oops 4 got bit +294,Are you this much buzy,0,22,5,1,much buzy +295,I accidentally deleted the message. Resend please.,0,50,9,2,accidentally deleted message resend please +296,T-Mobile customer you may now claim your FREE CAMERA PHONE upgrade & a pay & go sim card for your loyalty. Call on 0845 021 3680.Offer ends 28thFeb.T&C's apply,1,159,33,2,customer may claim free camera phone upgrade pay go sim card loyalty call 0845 021 end c apply +297,Unless it's a situation where YOU GO GURL would be more appropriate,0,67,13,1,unless situation go gurl would appropriate +298,Hurt me... Tease me... Make me cry... But in the end of my life when i die plz keep one rose on my grave and say STUPID I MISS U.. HAVE A NICE DAY BSLVYL,0,153,39,2,hurt tease make cry end life die plz keep one rose grave say stupid miss u nice day bslvyl +299,I cant pick the phone right now. Pls send a message,0,51,12,2,cant pick phone right pls send message +300,Need a coffee run tomo?Can't believe it's that time of week already,0,67,16,1,need coffee run tomo ca believe time week already +301,"Awesome, I remember the last time we got somebody high for the first time with diesel :V",0,88,19,1,awesome remember last time got somebody high first time diesel v +302,"Shit that is really shocking and scary, cant imagine for a second. Def up for night out. Do u think there is somewhere i could crash for night, save on taxi?",0,157,36,3,shit really shocking scary cant imagine second def night u think somewhere could crash night save taxi +303,Oh and by the way you do have more food in your fridge! Want to go out for a meal tonight? ,0,91,23,2,oh way food fridge want go meal tonight +304,He is a womdarfull actor,0,24,5,1,womdarfull actor +305,"SMS. ac Blind Date 4U!: Rodds1 is 21/m from Aberdeen, United Kingdom. Check Him out http://img. sms. ac/W/icmb3cktz8r7!-4 no Blind Dates send HIDE",1,146,34,6,sm ac blind date 4u rodds1 aberdeen united kingdom check http sm blind date send hide +306,Yup... From what i remb... I think should be can book... ,0,57,14,2,yup remb think book +307,Jos ask if u wana meet up?,0,26,8,1,jos ask u wana meet +308,Lol yes. Our friendship is hanging on a thread cause u won't buy stuff.,0,71,17,2,lol yes friendship hanging thread cause u wo buy stuff +309,"TheMob> Check out our newest selection of content, Games, Tones, Gossip, babes and sport, Keep your mobile fit and funky text WAP to 82468",1,138,30,1,themob check newest selection content game tone gossip babe sport keep mobile fit funky text wap 82468 +310,Where are the garage keys? They aren't on the bookshelf,0,55,12,2,garage key bookshelf +311,Today is ACCEPT DAY..U Accept me as? Brother Sister Lover Dear1 Best1 Clos1 Lvblefrnd Jstfrnd Cutefrnd Lifpartnr Belovd Swtheart Bstfrnd No rply means enemy,0,156,27,2,today accept day u accept brother sister lover dear1 best1 clos1 lvblefrnd jstfrnd cutefrnd lifpartnr belovd swtheart bstfrnd rply mean enemy +312,"Think ur smart ? Win £200 this week in our weekly quiz, text PLAY to 85222 now!T&Cs WinnersClub PO BOX 84, M26 3UZ. 16+. GBP1.50/week",1,134,33,4,think ur smart win week weekly quiz text play 85222 c winnersclub po box 84 m26 3uz +313,He says he'll give me a call when his friend's got the money but that he's definitely buying before the end of the week,0,119,27,1,say give call friend got money definitely buying end week +314,"Hi the way I was with u 2day, is the normal way&this is the real me. UR unique&I hope I know u 4 the rest of mylife. Hope u find wot was lost.",0,142,41,3,hi way u 2day normal way real ur unique hope know u 4 rest mylife hope u find wot lost +315,You made my day. Do have a great day too.,0,41,12,2,made day great day +316,K.k:)advance happy pongal.,0,26,7,1,advance happy pongal +317,"Hmmm... Guess we can go 4 kb n power yoga... Haha, dunno we can tahan power yoga anot... Thk got lo oso, forgot liao...",0,119,30,2,hmmm guess go 4 kb n power yoga haha dunno tahan power yoga anot thk got lo oso forgot liao +318,"Not really dude, have no friends i'm afraid :(",0,46,12,1,really dude friend afraid +319,December only! Had your mobile 11mths+? You are entitled to update to the latest colour camera mobile for Free! Call The Mobile Update Co FREE on 08002986906,1,157,30,4,december mobile entitled update latest colour camera mobile free call mobile update co free 08002986906 +320,"Coffee cake, i guess...",0,23,6,1,coffee cake guess +321,"Merry Christmas to you too babe, i love ya *kisses*",0,51,13,1,merry christmas babe love ya kiss +322,Hey... Why dont we just go watch x men and have lunch... Haha ,0,62,15,1,hey dont go watch x men lunch haha +323,cud u tell ppl im gona b a bit l8 cos 2 buses hav gon past cos they were full & im still waitin 4 1. Pete x,0,107,29,2,cud u tell ppl im gona b bit l8 co 2 bus hav gon past co full im still waitin 4 pete x +324,That would be great. We'll be at the Guild. Could meet on Bristol road or somewhere - will get in touch over weekend. Our plans take flight! Have a good week,0,157,36,5,would great guild could meet bristol road somewhere get touch weekend plan take flight good week +325,No problem. How are you doing?,0,30,8,2,problem +327,Hi da:)how is the todays class?,0,31,10,1,hi da today class +328,"I'd say that's a good sign but, well, you know my track record at reading women",0,79,20,1,say good sign well know track record reading woman +329,"Cool, text me when you're parked",0,32,8,1,cool text parked +330,I'm reading the text i just sent you. Its meant to be a joke. So read it in that light,0,86,23,3,reading text sent meant joke read light +331,K.k:)apo k.good movie.,0,22,7,1,apo movie +332,Maybe i could get book out tomo then return it immediately ..? Or something.,0,76,16,2,maybe could get book tomo return immediately something +333,Call Germany for only 1 pence per minute! Call from a fixed line via access number 0844 861 85 85. No prepayment. Direct access!,1,128,28,4,call germany 1 penny per minute call fixed line via access number 0844 861 85 prepayment direct access +334,Any chance you might have had with me evaporated as soon as you violated my privacy by stealing my phone number from your employer's paperwork. Not cool at all. Please do not contact me again or I will report you to your supervisor.,0,232,47,3,chance might evaporated soon violated privacy stealing phone number employer paperwork cool please contact report supervisor +335,Valentines Day Special! Win over £1000 in our quiz and take your partner on the trip of a lifetime! Send GO to 83600 now. 150p/msg rcvd. CustCare:08718720201.,1,159,32,5,valentine day special win quiz take partner trip lifetime send go 83600 rcvd +336,"Ta-Daaaaa! I am home babe, are you still up ?",0,45,12,2,home babe still +337,Cool. So how come you havent been wined and dined before?,0,57,13,2,cool come havent wined dined +338,Just sleeping..and surfing,0,26,5,1,sleeping surfing +340,U calling me right? Call my hand phone...,0,41,10,2,u calling right call hand phone +341,Ok that's great thanx a lot.,0,28,8,1,ok great thanx lot +342,I take it the post has come then! You must have 1000s of texts now! Happy reading. My one from wiv hello caroline at the end is my favourite. Bless him,0,151,35,5,take post come must 1000 text happy reading one wiv hello caroline end favourite bless +343,Where u been hiding stranger?,0,29,6,1,u hiding stranger +344,Am not interested to do like that.,0,34,8,1,interested like +345,My sister cleared two round in birla soft yesterday.,0,52,10,1,sister cleared two round birla soft yesterday +346,Gudnite....tc...practice going on,0,33,7,1,gudnite tc practice going +347,Dis is yijue. I jus saw ur mail. In case huiming havent sent u my num. Dis is my num.,0,85,24,4,dis yijue jus saw ur mail case huiming havent sent u num dis num +348,One small prestige problem now.,0,31,6,1,one small prestige problem +349,Fancy a shag? I do.Interested? sextextuk.com txt XXUK SUZY to 69876. Txts cost 1.50 per msg. TnCs on website. X,1,111,25,6,fancy shag txt xxuk suzy txts cost per msg tncs website x +350,Just checking in on you. Really do miss seeing Jeremiah. Do have a great month,0,78,17,3,checking really miss seeing jeremiah great month +351,"Nah can't help you there, I've never had an iphone",0,50,13,1,nah ca help never iphone +352,If you're not in my car in an hour and a half I'm going apeshit,0,63,17,1,car hour half going apeshit +353,"TODAY is Sorry day.! If ever i was angry with you, if ever i misbehaved or hurt you? plz plz JUST SLAP URSELF Bcoz, Its ur fault, I'm basically GOOD",0,148,36,3,today sorry ever angry ever misbehaved hurt plz plz slap urself bcoz ur fault basically good +354,Yo you guys ever figure out how much we need for alcohol? Jay and I are trying to figure out how much we can safely spend on weed,0,129,29,2,yo guy ever figure much need alcohol jay trying figure much safely spend weed +355,<#> ISH MINUTES WAS 5 MINUTES AGO. WTF.,0,45,16,2,lt gt ish minute 5 minute ago wtf +356,"Thank You for calling.Forgot to say Happy Onam to you Sirji.I am fine here and remembered you when i met an insurance person.Meet You in Qatar Insha Allah.Rakhesh, ex Tata AIG who joined TISSCO,Tayseer.",0,202,38,1,thank say happy onam fine remembered met insurance qatar insha ex tata aig joined tissco tayseer +358,Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send CASH to 86688 only 150p/msg. CC: 08708800282 HG/Suite342/2Lands Row/W1J6HL,1,148,24,2,ur currently 500 pound maximize ur send cash 86688 cc 08708800282 +359,"I'm an actor. When i work, i work in the evening and sleep late. Since i'm unemployed at the moment, i ALWAYS sleep late. When you're unemployed, every day is saturday.",0,168,41,4,actor work work evening sleep late since unemployed moment always sleep late unemployed every day saturday +360,"Hello! Just got here, st andrews-boy its a long way! Its cold. I will keep you posted",0,85,21,4,hello got st long way cold keep posted +361,Ha ha cool cool chikku chikku:-):-DB-),0,38,12,1,ha ha cool cool chikku chikku +362,Oh ok no prob..,0,15,5,1,oh ok prob +363,Check audrey's status right now,0,31,6,1,check audrey status right +364,Busy here. Trying to finish for new year. I am looking forward to finally meeting you...,0,88,19,3,busy trying finish new year looking forward finally meeting +365,"Good afternoon sunshine! How dawns that day ? Are we refreshed and happy to be alive? Do we breathe in the air and smile ? I think of you, my love ... As always",0,160,37,5,good afternoon sunshine dawn day refreshed happy alive breathe air smile think love always +366,Well i know Z will take care of me. So no worries.,0,50,14,2,well know z take care worry +367,"Update_Now - Xmas Offer! Latest Motorola, SonyEricsson & Nokia & FREE Bluetooth! Double Mins & 1000 Txt on Orange. Call MobileUpd8 on 08000839402 or call2optout/F4Q=",1,165,29,4,xmas offer latest motorola sonyericsson nokia free bluetooth double min 1000 txt orange call mobileupd8 08000839402 +368,Here is your discount code RP176781. To stop further messages reply stop. www.regalportfolio.co.uk. Customer Services 08717205546,1,129,19,4,discount code rp176781 stop message reply stop customer service 08717205546 +369,Wat uniform? In where get?,0,26,7,2,wat uniform get +370,"Cool, text me when you're ready",0,31,8,1,cool text ready +371,"Hello my boytoy ... Geeee I miss you already and I just woke up. I wish you were here in bed with me, cuddling me. I love you ...",0,129,32,3,hello boytoy geeee miss already woke wish bed cuddling love +372,I will spoil you in bed as well :),0,34,10,1,spoil bed well +373,I'm going for bath will msg you next <#> min..,0,54,18,1,going bath msg next lt gt min +374,I cant keep talking to people if am not sure i can pay them if they agree to price. So pls tell me what you want to really buy and how much you are willing to pay,0,162,38,2,cant keep talking people sure pay agree price pls tell want really buy much willing pay +375,"Thanks for your Ringtone Order, Reference T91. You will be charged GBP 4 per week. You can unsubscribe at anytime by calling customer services on 09057039994",1,157,29,3,thanks ringtone order reference t91 charged gbp 4 per week unsubscribe anytime calling customer service 09057039994 +376,Can you say what happen,0,23,5,1,say happen +377,You could have seen me..i did't recognise you Face.:),0,53,14,2,could seen recognise face +378,Well there's not a lot of things happening in Lindsay on New years *sighs* Some bars in Ptbo and the blue heron has something going,0,131,28,1,well lot thing happening lindsay new year sigh bar ptbo blue heron something going +379,Keep my payasam there if rinu brings,0,36,7,1,keep payasam rinu brings +380,I taught that Ranjith sir called me. So only i sms like that. Becaus hes verifying about project. Prabu told today so only pa dont mistake me..,0,143,31,4,taught ranjith sir called sm like becaus he verifying project prabu told today pa dont mistake +381,"I guess that's why you re worried. You must know that there's a way the body repairs itself. And i'm quite sure you shouldn't worry. We'll take it slow. First the tests, they will guide when your ovulation is then just relax. Nothing you've said is a reason to worry but i.ll keep on followin you up.",0,300,70,6,guess worried must know way body repair quite sure worry take slow first test guide ovulation relax nothing said reason worry keep followin +382,"Yeah sure, give me a couple minutes to track down my wallet",0,59,13,1,yeah sure give couple minute track wallet +383,Hey leave it. not a big deal:-) take care.,0,42,14,2,hey leave big deal take care +384,Hey i will be late ah... Meet you at 945+,0,41,11,1,hey late ah meet +385,"Double mins and txts 4 6months FREE Bluetooth on Orange. Available on Sony, Nokia Motorola phones. Call MobileUpd8 on 08000839402 or call2optout/N9DX",1,149,25,3,double min txts 4 6months free bluetooth orange available sony nokia motorola phone call mobileupd8 08000839402 +386,It took Mr owl 3 licks,0,22,6,1,took mr owl 3 lick +387,Customer place i will call you.,0,31,7,1,customer place call +388,Mm that time you dont like fun,0,30,7,1,mm time dont like fun +389,4mths half price Orange line rental & latest camera phones 4 FREE. Had your phone 11mths ? Call MobilesDirect free on 08000938767 to update now! or2stoptxt,1,155,28,4,4mths half price orange line rental latest camera phone 4 free phone 11mths call mobilesdirect free 08000938767 update or2stoptxt +390,Yup having my lunch buffet now.. U eat already?,0,47,11,1,yup lunch buffet u eat already +391,Huh so late... Fr dinner?,0,25,7,1,huh late fr dinner +392,Hey so this sat are we going for the intro pilates only? Or the kickboxing too? ,0,80,18,2,hey sat going intro pilate kickboxing +393,Morning only i can ok.,0,22,6,1,morning ok +394,Yes i think so. I am in office but my lap is in room i think thats on for the last few days. I didnt shut that down,0,115,30,3,yes think office lap room think thats last day didnt shut +395,Pick you up bout 7.30ish? What time are and that going?,0,56,13,2,pick bout time going +396,From here after The performance award is calculated every two month.not for current one month period..,0,102,17,1,performance award calculated every two current one month period +397,Was actually sleeping and still might when u call back. So a text is gr8. You rock sis. Will send u a text wen i wake.,0,118,30,4,actually sleeping still might u call back text gr8 rock si send u text wen wake +398,"You are always putting your business out there. You put pictures of your ass on facebook. You are one of the most open people i've ever met. Why would i think a picture of your room would hurt you, make you feel violated.",0,221,49,4,always putting business put picture as facebook one open people ever met would think picture room would hurt make feel violated +399,"Good evening Sir, Al Salam Wahleykkum.sharing a happy news.By the grace of God, i got an offer from Tayseer,TISSCO and i joined.Hope you are fine.Inshah Allah,meet you sometime.Rakhesh,visitor from India.",0,204,39,1,good evening sir al salam happy grace god got offer tayseer tissco allah meet visitor india +400,Hmmm...k...but i want to change the field quickly da:-)i wanna get system administrator or network administrator..,0,114,26,1,hmmm k want change field quickly da wan na get system administrator network administrator +401,"FREE RINGTONE text FIRST to 87131 for a poly or text GET to 87131 for a true tone! Help? 0845 2814032 16 after 1st free, tones are 3x£150pw to e£nd txt stop",1,158,35,3,free ringtone text first 87131 poly text get 87131 true tone help 0845 2814032 16 1st free tone txt stop +402,Dear how is chechi. Did you talk to her,0,39,10,2,dear chechi talk +403,The hair cream has not been shipped.,0,36,8,1,hair cream shipped +404,None of that's happening til you get here though,0,48,10,1,none happening til get though +405,"Yep, the great loxahatchee xmas tree burning of <#> starts in an hour",0,77,20,1,yep great loxahatchee xmas tree burning lt gt start hour +406,"Haha get used to driving to usf man, I know a lot of stoners",0,60,15,1,haha get used driving usf man know lot stoner +407,All was well until slightly disastrous class this pm with my fav darlings! Hope day off ok. Coffee wld be good as can't stay late tomorrow. Same time + place as always?,0,168,36,3,well slightly disastrous class pm fav darling hope day coffee wld good ca stay late tomorrow time place always +408,Hello! Good week? Fancy a drink or something later?,0,51,12,3,hello good week fancy drink something later +409,Headin towards busetop,0,22,3,1,headin towards busetop +410,Message:some text missing* Sender:Name Missing* *Number Missing *Sent:Date missing *Missing U a lot thats y everything is missing sent via fullonsms.com,0,152,32,1,message text missing sender name missing number missing sent date missing missing u lot thats everything missing sent via +411,Come by our room at some point so we can iron out the plan for this weekend,0,75,17,1,come room point iron plan weekend +412,Cos i want it to be your thing,0,30,8,1,co want thing +413,"Okies... I'll go yan jiu too... We can skip ard oso, go cine den go mrt one, blah blah blah... ",0,95,26,2,okies go yan jiu skip ard oso go cine den go mrt one blah blah blah +414,Bring home some Wendy =D,0,24,5,1,bring home wendy +415,100 dating service cal;l 09064012103 box334sk38ch,1,49,8,1,100 dating service cal l 09064012103 box334sk38ch +416,Whatsup there. Dont u want to sleep,0,35,8,2,whatsup dont u want sleep +417,Alright i have a new goal now,0,29,7,1,alright new goal +418,FREE entry into our £250 weekly competition just text the word WIN to 80086 NOW. 18 T&C www.txttowin.co.uk,1,107,21,2,free entry weekly competition text word win 80086 18 c +419,"Alright, I'll head out in a few minutes, text me where to meet you",0,66,17,1,alright head minute text meet +420,Send a logo 2 ur lover - 2 names joined by a heart. Txt LOVE NAME1 NAME2 MOBNO eg LOVE ADAM EVE 07123456789 to 87077 Yahoo! POBox36504W45WQ TxtNO 4 no ads 150p,1,159,34,3,send logo 2 ur lover 2 name joined heart txt love name1 name2 mobno eg love adam eve 07123456789 87077 yahoo pobox36504w45wq txtno 4 ad 150p +421,Yes:)from last week itself i'm taking live call.,0,48,13,1,yes last week taking live call +422,Someone has contacted our dating service and entered your phone because they fancy you! To find out who it is call from a landline 09111032124 . PoBox12n146tf150p,1,162,28,3,someone contacted dating service entered phone fancy find call landline 09111032124 pobox12n146tf150p +423,Siva is in hostel aha:-.,0,24,8,1,siva hostel aha +424,URGENT! Your Mobile number has been awarded with a £2000 prize GUARANTEED. Call 09058094455 from land line. Claim 3030. Valid 12hrs only,1,137,26,5,urgent mobile number awarded prize guaranteed call 09058094455 land line claim valid 12hrs +425,Send this to ur friends and receive something about ur voice..... How is my speaking expression? 1.childish 2.naughty 3.Sentiment 4.rowdy 5.ful of attitude 6.romantic 7.shy 8.Attractive 9.funny <#> .irritating <#> .lovable. reply me..,0,248,49,3,send ur friend receive something ur voice speaking expression attitude lt gt lt gt reply +426,Ok. She'll be ok. I guess,0,25,8,2,guess +427,aathi..where are you dear..,0,27,7,1,aathi dear +428,Any pain on urination any thing else?,0,37,8,1,pain urination thing else +429,7 at esplanade.. Do ü mind giving me a lift cos i got no car today..,0,69,18,1,7 esplanade ã¼ mind giving lift co got car today +430,I wnt to buy a BMW car urgently..its vry urgent.but hv a shortage of <#> Lacs.there is no source to arng dis amt. <#> lacs..thats my prob,0,150,44,2,wnt buy bmw car urgently vry hv shortage lt gt source arng dis amt lt gt lac thats prob +431,At home watching tv lor.,0,24,6,1,home watching tv lor +432,Does she usually take fifteen fucking minutes to respond to a yes or no question,0,80,15,1,usually take fifteen fucking minute respond yes question +433,Congrats! Nokia 3650 video camera phone is your Call 09066382422 Calls cost 150ppm Ave call 3mins vary from mobiles 16+ Close 300603 post BCM4284 Ldn WC1N3XX,1,157,27,2,congrats nokia 3650 video camera phone call 09066382422 call cost 150ppm ave call 3mins vary mobile close 300603 post bcm4284 ldn wc1n3xx +434,Booked ticket for pongal?,0,25,5,1,booked ticket pongal +435,You available now? I'm like right around hillsborough & <#> th,0,73,21,2,available like right around hillsborough amp lt gt th +436,The message sent is askin for <#> dollars. Shoul i pay <#> or <#> ?,0,89,34,2,message sent askin lt gt dollar shoul pay lt gt lt gt +437,"Ask g or iouri, I've told the story like ten times already",0,58,14,1,ask g iouri told story like ten time already +438,How long does applebees fucking take,0,36,6,1,long applebees fucking take +439,"Hi hope u get this txt~journey hasnt been gd,now about 50 mins late I think.",0,76,18,1,hi hope u get hasnt gd 50 min late think +440,But i have to. I like to have love and arrange.,0,47,13,2,like love arrange +441,Yes..he is really great..bhaji told kallis best cricketer after sachin in world:).very tough to get out.,0,104,24,1,yes really great bhaji told kallis best cricketer sachin world tough get +442,You were supposed to wake ME up >:(,0,38,12,1,supposed wake gt +443,Oic... I saw him too but i tot he din c me... I found a group liao...,0,69,20,3,oic saw tot din c found group liao +445,"""HEY HEY WERETHE MONKEESPEOPLE SAY WE MONKEYAROUND! HOWDY GORGEOUS, HOWU DOIN? FOUNDURSELF A JOBYET SAUSAGE?LOVE JEN XXX""",0,121,24,3,hey hey werethe monkeespeople say monkeyaround howdy gorgeous howu doin foundurself jobyet sausage love jen xxx +446,"Sorry, my battery died, I can come by but I'm only getting a gram for now, where's your place?",0,94,25,1,sorry battery died come getting gram place +447,"Well done, blimey, exercise, yeah, i kinda remember wot that is, hmm. ",0,70,18,1,well done blimey exercise yeah kinda remember wot hmm +448,I wont get concentration dear you know you are my mind and everything :-),0,73,16,1,wont get concentration dear know mind everything +449,LOL ... Have you made plans for new years?,0,42,10,1,lol made plan new year +450,10 min later k...,0,17,5,1,10 min later k +451,hanks lotsly!,0,13,3,1,hank lotsly +452,Thanks for this hope you had a good day today,0,45,10,1,thanks hope good day today +453,K:)k:)what are detail you want to transfer?acc no enough?,0,57,18,1,k k detail want transfer acc enough +454,Ok i will tell her to stay out. Yeah its been tough but we are optimistic things will improve this month.,0,105,23,2,ok tell stay yeah tough optimistic thing improve month +455,"Loan for any purpose £500 - £75,000. Homeowners + Tenants welcome. Have you been previously refused? We can still help. Call Free 0800 1956669 or text back 'help'",1,164,33,5,loan purpose homeowner tenant welcome previously refused still help call free 0800 1956669 text back +456,Si si. I think ill go make those oreo truffles.,0,47,12,2,si si think ill go make oreo truffle +457,"LOOK AT AMY URE A BEAUTIFUL, INTELLIGENT WOMAN AND I LIKE U A LOT. I KNOW U DON’T LIKE ME LIKE THAT SO DON’T WORRY.",0,117,28,2,look amy ure beautiful intelligent woman like u lot know u like like worry +458,I hope you that's the result of being consistently intelligent and kind. Start asking him about practicum links and keep your ears open and all the best. ttyl,0,158,31,3,hope result consistently intelligent kind start asking practicum link keep ear open best ttyl +459,"1.20 that call cost. Which i guess isnt bad. Miss ya, need ya, want ya, love ya",0,79,22,3,call cost guess isnt bad miss ya need ya want ya love ya +460,Going thru a very different feeling.wavering decisions and coping up with the same is the same individual.time will heal everything i believe.,0,142,23,1,going thru different decision coping heal everything believe +461,Where did u go? My phone is gonna die you have to stay in here,0,62,17,2,u go phone gon na die stay +462,Great. Never been better. Each day gives even more reasons to thank God,0,71,15,3,great never better day give even reason thank god +463,"UpgrdCentre Orange customer, you may now claim your FREE CAMERA PHONE upgrade for your loyalty. Call now on 0207 153 9153. Offer ends 26th July. T&C's apply. Opt-out available",1,175,37,5,upgrdcentre orange customer may claim free camera phone upgrade loyalty call 0207 153 offer end 26th july c apply available +464,"Sorry, I'll call later ok bye",0,29,8,1,sorry call later ok bye +465,Ok i am on the way to railway,0,29,8,1,ok way railway +466,great princess! I love giving and receiving oral. Doggy style is my fave position. How about you? I enjoy making love <#> times per night :),0,148,37,5,great princess love giving receiving oral doggy style fave position enjoy making love lt gt time per night +467,They don't put that stuff on the roads to keep it from getting slippery over there?,0,83,18,1,put stuff road keep getting slippery +468,When are you going to ride your bike?,0,37,9,1,going ride bike +469,"Yup, no need. I'll jus wait 4 e rain 2 stop.",0,44,15,2,yup need jus wait 4 e rain 2 stop +470,There are many company. Tell me the language.,0,45,10,2,many company tell language +471,okmail: Dear Dave this is your final notice to collect your 4* Tenerife Holiday or #5000 CASH award! Call 09061743806 from landline. TCs SAE Box326 CW25WX 150ppm,1,161,32,3,okmail dear dave final notice collect 4 tenerife holiday 5000 cash award call 09061743806 landline tc sae box326 cw25wx 150ppm +472,"How long has it been since you screamed, princess?",0,50,11,1,long since screamed princess +473,"Nothing. I meant that once the money enters your account here, the bank will remove its flat rate. Someone transfered <#> to my account and <#> dollars got removed. So the banks differ and charges also differ.be sure you trust the 9ja person you are sending account details to cos...",0,298,67,4,nothing meant money enters account bank remove flat rate someone transfered lt gt account lt gt dollar got removed bank differ charge also sure trust 9ja person sending account detail co +474,Want 2 get laid tonight? Want real Dogging locations sent direct 2 ur Mob? Join the UK's largest Dogging Network by txting MOAN to 69888Nyt. ec2a. 31p.msg@150p,1,159,34,5,want 2 get laid tonight want real dogging location sent direct 2 ur mob join uk largest dogging network txting moan 69888nyt ec2a 150p +475,Nice line said by a broken heart- Plz don't cum 1 more times infront of me... Other wise once again I ll trust U... Good 9t:),0,125,31,1,nice line said broken plz cum 1 time infront wise trust u good 9t +476,Ok I'm gonna head up to usf in like fifteen minutes,0,51,13,1,ok gon na head usf like fifteen minute +477,Love you aathi..love u lot..,0,28,8,1,love aathi love u lot +478,Tension ah?what machi?any problem?,0,34,9,1,tension ah machi problem +479,"K, can I pick up another 8th when you're done?",0,46,13,1,k pick another 8th done +480,When're you guys getting back? G said you were thinking about not staying for mcr,0,81,17,2,guy getting back g said thinking staying mcr +481,"Almost there, see u in a sec",0,28,8,1,almost see u sec +482,"Yo carlos, a few friends are already asking me about you, you working at all this weekend?",0,90,20,1,yo carlos friend already asking working weekend +483,Watching tv lor...,0,18,4,1,watching tv lor +484,Thank you baby! I cant wait to taste the real thing...,0,54,13,2,thank baby cant wait taste real thing +485,You should change your fb to jaykwon thuglyfe falconerf,0,55,9,1,change fb jaykwon thuglyfe falconerf +486,If we win its really no 1 side for long time.,0,45,12,1,win really 1 side long time +487,"FREE MESSAGE Activate your 500 FREE Text Messages by replying to this message with the word FREE For terms & conditions, visit www.07781482378.com",1,146,24,1,free message activate 500 free text message replying message word free term condition visit +488,Dear reached railway. What happen to you,0,40,8,2,dear reached railway happen +489,"Depends on quality. If you want the type i sent boye, faded glory, then about 6. If you want ralphs maybe 2",0,107,26,3,depends quality want type sent boye faded glory want ralphs maybe 2 +490,I think i've fixed it can you send a test message?,0,50,13,1,think fixed send test message +491,"Sorry man my account's dry or I would, if you want we could trade back half or I could buy some shit with my credit card",0,120,28,1,sorry man account dry would want could trade back half could buy shit credit card +492,"Congrats! 1 year special cinema pass for 2 is yours. call 09061209465 now! C Suprman V, Matrix3, StarWars3, etc all 4 FREE! bx420-ip4-5we. 150pm. Dont miss out!",1,160,37,7,congrats 1 year special cinema pas 2 call 09061209465 c suprman v matrix3 starwars3 etc 4 free 150pm dont miss +493,"Sorry,in meeting I'll call later",0,32,8,1,sorry meeting call later +494,What class of <#> reunion?,0,34,12,1,class lt gt reunion +495,Are you free now?can i call now?,0,32,10,1,free call +496,Got meh... When?,0,16,5,2,got meh +497,Nope... Think i will go for it on monday... Sorry i replied so late,0,67,16,3,nope think go monday sorry replied late +498,Some of them told accenture is not confirm. Is it true.,0,55,13,2,told accenture confirm true +499,"Kate jackson rec center before 7ish, right?",0,43,9,1,kate jackson rec center 7ish right +500,Dear i have reache room,0,23,5,1,dear reache room +501,"Fighting with the world is easy, u either win or lose bt fightng with some1 who is close to u is dificult if u lose - u lose if u win - u still lose.",0,149,37,1,fighting world easy u either win lose bt fightng some1 close u dificult u lose u lose u win u still lose +502,When can ü come out?,0,21,6,1,ã¼ come +503,Check with nuerologist.,0,23,4,1,check nuerologist +504,Lolnice. I went from a fish to ..water.?,0,40,12,3,lolnice went fish water +505,+123 Congratulations - in this week's competition draw u have won the £1450 prize to claim just call 09050002311 b4280703. T&Cs/stop SMS 08718727868. Over 18 only 150ppm,1,170,32,3,congratulation week competition draw u prize claim call 09050002311 b4280703 sm 18 150ppm +506,No it's waiting in e car dat's bored wat. Cos wait outside got nothing 2 do. At home can do my stuff or watch tv wat.,0,117,31,3,waiting e car dat bored wat co wait outside got nothing 2 home stuff watch tv wat +507,"Maybe westshore or hyde park village, the place near my house?",0,62,13,1,maybe westshore hyde park village place near house +508,You should know now. So how's anthony. Are you bringing money. I've school fees to pay and rent and stuff like that. Thats why i need your help. A friend in need....|,0,166,41,6,know anthony bringing money school fee pay rent stuff like thats need help friend need +509,What's the significance?,0,24,5,1,significance +510,Your opinion about me? 1. Over 2. Jada 3. Kusruthi 4. Lovable 5. Silent 6. Spl character 7. Not matured 8. Stylish 9. Simple Pls reply..,0,136,37,11,opinion jada kusruthi lovable silent spl character matured stylish simple pls reply +511,"8 at the latest, g's still there if you can scrounge up some ammo and want to give the new ak a try",0,99,25,1,8 latest g still scrounge ammo want give new ak try +512,Prabha..i'm soryda..realy..frm heart i'm sory,0,45,13,1,prabha soryda realy frm heart sory +513,Lol ok your forgiven :),0,23,6,1,lol ok forgiven +514,No..jst change tat only..,0,25,7,1,jst change tat +515,"You are guaranteed the latest Nokia Phone, a 40GB iPod MP3 player or a £500 prize! Txt word: COLLECT to No: 83355! IBHltd LdnW15H 150p/Mtmsgrcvd18+",1,148,30,3,guaranteed latest nokia phone 40gb ipod mp3 player prize txt word collect 83355 ibhltd ldnw15h +516,S:)no competition for him.,0,26,8,1,competition +517,Boltblue tones for 150p Reply POLY# or MONO# eg POLY3 1. Cha Cha Slide 2. Yeah 3. Slow Jamz 6. Toxic 8. Come With Me or STOP 4 more tones txt MORE,1,146,39,6,boltblue tone 150p reply poly mono eg poly3 cha cha slide yeah slow jamz toxic come stop 4 tone txt +518,Your credits have been topped up for http://www.bubbletext.com Your renewal Pin is tgxxrz,1,89,15,1,credit topped http renewal pin tgxxrz +519,"That way transport is less problematic than on sat night. By the way, if u want to ask n to join my bday, feel free. But need to know definite nos as booking on fri. ",0,168,40,3,way transport le problematic sat night way u want ask n join bday feel free need know definite no booking fri +520,Usually the person is unconscious that's in children but in adults they may just behave abnormally. I.ll call you now,0,117,22,2,usually person unconscious child adult may behave abnormally call +521,But that's on ebay it might be less elsewhere.,0,46,11,1,ebay might le elsewhere +522,Shall i come to get pickle,0,26,6,1,shall come get pickle +523,Were gonna go get some tacos,0,28,7,1,gon na go get taco +524,"That's very rude, you on campus?",0,32,9,1,rude campus +525,"URGENT!: Your Mobile No. was awarded a £2,000 Bonus Caller Prize on 02/09/03! This is our 2nd attempt to contact YOU! Call 0871-872-9755 BOX95QU",1,145,29,5,urgent mobile awarded bonus caller prize 2nd attempt contact call box95qu +526,Hi i won't b ard 4 christmas. But do enjoy n merry x'mas.,0,57,16,2,hi wo b ard 4 christmas enjoy n merry +527,"Today's Offer! Claim ur £150 worth of discount vouchers! Text YES to 85023 now! SavaMob, member offers mobile! T Cs 08717898035. £3.00 Sub. 16 . Unsub reply X",1,160,36,8,today offer claim ur worth discount voucher text yes 85023 savamob member offer mobile c sub 16 unsub reply x +528,Yes! How is a pretty lady like you single?,0,42,11,2,yes pretty lady like single +529,You will recieve your tone within the next 24hrs. For Terms and conditions please see Channel U Teletext Pg 750,1,111,21,2,recieve tone within next 24hrs term condition please see channel u teletext pg 750 +530,Jay says that you're a double-faggot,0,36,7,1,jay say +531,PRIVATE! Your 2003 Account Statement for 07815296484 shows 800 un-redeemed S.I.M. points. Call 08718738001 Identifier Code 41782 Expires 18/11/04 ,1,146,22,4,private 2003 account statement 07815296484 show 800 point call 08718738001 identifier code 41782 expires +532,What Today-sunday..sunday is holiday..so no work..,0,50,11,1,sunday holiday work +534,I'll be late...,0,15,5,1,late +535,"I've not called you in a while. This is hoping it was l8r malaria and that you know that we miss you guys. I miss Bani big, so pls give her my love especially. Have a great day.",0,177,44,4,called hoping l8r malaria know miss guy miss ban big pls give love especially great day +536,"Good afternoon, my love! How goes that day ? I hope maybe you got some leads on a job. I think of you, boytoy and send you a passionate kiss from across the sea",0,160,38,4,good afternoon love go day hope maybe got lead job think boytoy send passionate kiss across sea +537,"Probably gonna be here for a while, see you later tonight <)",0,63,17,1,probably gon na see later tonight lt +538,Or maybe my fat fingers just press all these buttons and it doesn't know what to do.,0,84,19,1,maybe fat finger press button know +539,Ummmmmaah Many many happy returns of d day my dear sweet heart.. HAPPY BIRTHDAY dear,0,84,16,2,ummmmmaah many many happy return day dear sweet heart happy birthday dear +540,"I am in tirupur da, once you started from office call me.",0,57,14,1,tirupur da started office call +541,from www.Applausestore.com MonthlySubscription@50p/msg max6/month T&CsC web age16 2stop txt stop,1,96,14,1,monthlysubscription csc web age16 2stop txt stop +542,"A famous quote : when you develop the ability to listen to 'anything' unconditionally without losing your temper or self confidence, it means you are ......... 'MARRIED'",0,169,30,1,famous quote develop ability listen unconditionally without losing temper self confidence mean +543,But am going to college pa. What to do. are else ill come there it self. Pa.,0,76,20,3,going college else ill come self pa +544,4 oclock at mine. Just to bash out a flat plan.,0,47,13,2,4 oclock mine bash flat plan +545,This girl does not stay in bed. This girl doesn't need recovery time. Id rather pass out while having fun then be cooped up in bed,0,130,29,3,girl stay bed girl need recovery time id rather pas fun cooped bed +546,Then any special there?,0,23,5,1,special +547,I know but you need to get hotel now. I just got my invitation but i had to apologise. Cali is to sweet for me to come to some english bloke's weddin,0,149,35,3,know need get hotel got invitation apologise cali sweet come english bloke weddin +548,"Sorry that took so long, omw now",0,32,8,1,sorry took long omw +549,Wait <#> min..,0,22,10,1,wait lt gt min +550,Ok give me 5 minutes I think I see her. BTW you're my alibi. You were cutting my hair the whole time.,0,101,26,3,ok give 5 minute think see btw alibi cutting hair whole time +551,"Imagine you finally get to sink into that bath after I have put you through your paces, maybe even having you eat me for a while before I left ... But also imagine the feel of that cage on your cock surrounded by the bath water, reminding you always who owns you ... Enjoy, my cuck",0,281,59,3,imagine finally get sink bath put pace maybe even eat left also imagine feel cage cock surrounded bath water reminding always owns enjoy cuck +552,"Hurry up, I've been weed-deficient for like three days",0,54,11,1,hurry like three day +553,"Sure, if I get an acknowledgement from you that it's astoundingly tactless and generally faggy to demand a blood oath fo",0,120,23,1,sure get acknowledgement astoundingly tactless generally faggy demand blood oath fo +554,Ok. Every night take a warm bath drink a cup of milk and you'll see a work of magic. You still need to loose weight. Just so that you know,0,138,33,3,every night take warm bath drink cup milk see work magic still need loose weight know +555,I‘ll have a look at the frying pan in case it‘s cheap or a book perhaps. No that‘s silly a frying pan isn‘t likely to be a book,0,135,29,2,look frying pan case cheap book perhaps silly frying pan likely book +556,O. Well uv causes mutations. Sunscreen is like essential thesedays,0,66,12,3,well uv cause mutation sunscreen like essential thesedays +557,Having lunch:)you are not in online?why?,0,40,12,1,lunch online +558,I know that my friend already told that.,0,40,9,1,know friend already told +559,Hi Princess! Thank you for the pics. You are very pretty. How are you?,0,70,18,4,hi princess thank pic pretty +560,"Aiyo... U always c our ex one... I dunno abt mei, she haven reply... First time u reply so fast... Y so lucky not workin huh, got bao by ur sugardad ah...gee.. ",0,160,41,2,aiyo u always c ex one dunno abt mei reply first time u reply fast lucky workin huh got bao ur sugardad ah gee +561,Hi msg me:)i'm in office..,0,26,10,1,hi msg office +562,Thanx 4 e brownie it's v nice...,0,32,9,1,thanx 4 e brownie v nice +563,Geeeee ... I love you so much I can barely stand it,0,51,12,2,geeeee love much barely stand +564,GENT! We are trying to contact you. Last weekends draw shows that you won a £1000 prize GUARANTEED. Call 09064012160. Claim Code K52. Valid 12hrs only. 150ppm ,1,160,33,7,gent trying contact last weekend draw show prize guaranteed call claim code k52 valid 12hrs 150ppm +565,"Fuck babe ... I miss you already, you know ? Can't you let me send you some money towards your net ? I need you ... I want you ... I crave you ...",0,146,36,6,fuck babe miss already know ca let send money towards net need want crave +566,"Ill call u 2mrw at ninish, with my address that icky American freek wont stop callin me 2 bad Jen k eh?",0,103,24,1,ill call u 2mrw ninish address icky american freek wont stop callin 2 bad jen k eh +567,Oooh bed ridden ey? What are YOU thinking of?,0,45,11,2,oooh bed ridden ey thinking +568,"So anyways, you can just go to your gym or whatever, my love *smiles* I hope your ok and having a good day babe ... I miss you so much already",0,142,35,2,anyways go gym whatever love smile hope ok good day babe miss much already +569,Love it! Daddy will make you scream with pleasure! I am going to slap your ass with my dick!,0,92,22,3,love daddy make scream pleasure going slap as dick +570,WOT U WANNA DO THEN MISSY?,0,26,8,1,wot u wan na missy +571,Yar lor wait 4 my mum 2 finish sch then have lunch lor... I whole morning stay at home clean my room now my room quite clean... Hee...,0,134,31,2,yar lor wait 4 mum 2 finish sch lunch lor whole morning stay home clean room room quite clean hee +572,Do you know where my lab goggles went,0,37,8,1,know lab goggles went +573,Can you open the door?,0,22,6,1,open door +574,Waiting for your call.,0,22,5,1,waiting call +575,Nope i waiting in sch 4 daddy... ,0,33,8,1,nope waiting sch 4 daddy +576,"You have won ?1,000 cash or a ?2,000 prize! To claim, call09050000327",1,69,16,2,cash prize claim call09050000327 +577,"I'm tired of arguing with you about this week after week. Do what you want and from now on, i'll do the same.",0,109,28,2,tired arguing week week want +578,Ü wait 4 me in sch i finish ard 5..,0,36,11,1,wait 4 sch finish ard 5 +579,"our mobile number has won £5000, to claim calls us back or ring the claims hot line on 09050005321.",1,100,21,1,mobile number claim call u back ring claim hot line 09050005321 +580,"Arngd marriage is while u r walkin unfortuntly a snake bites u. bt love marriage is dancing in frnt of d snake & sayin Bite me, bite me.",0,140,32,1,arngd marriage u r walkin unfortuntly snake bite bt love marriage dancing frnt snake amp sayin bite bite +581,Huh so early.. Then ü having dinner outside izzit?,0,51,11,1,huh early ã¼ dinner outside izzit +582,Ok anyway no need to change with what you said,0,46,10,1,ok anyway need change said +583,We tried to contact you re your reply to our offer of 750 mins 150 textand a new video phone call 08002988890 now or reply for free delivery tomorrow,1,149,29,1,tried contact reply offer 750 min 150 textand new video phone call 08002988890 reply free delivery tomorrow +584,my ex-wife was not able to have kids. Do you want kids one day?,0,63,16,2,able kid want kid one day +585,So how's scotland. Hope you are not over showing your JJC tendencies. Take care. Live the dream,0,95,21,4,scotland hope showing jjc tendency take care live dream +586,Tell them u have a headache and just want to use 1 hour of sick time.,0,69,17,1,tell u headache want use 1 hour sick time +587,"I dun thk i'll quit yet... Hmmm, can go jazz ? Yogasana oso can... We can go meet em after our lessons den... ",0,110,28,2,dun thk quit yet hmmm go jazz yogasana oso go meet em lesson den +588,"""Pete can you please ring meive hardly gotany credit""",0,53,11,1,pete please ring meive hardly gotany credit +589,Ya srsly better than yi tho,0,27,6,1,ya srsly better yi tho +590,"I'm in a meeting, call me later at",0,34,10,1,meeting call later +591,"For ur chance to win a £250 wkly shopping spree TXT: SHOP to 80878. T's&C's www.txt-2-shop.com custcare 08715705022, 1x150p/wk",1,127,26,2,ur chance win wkly shopping spree txt shop c custcare 08715705022 +592,You have been specially selected to receive a 2000 pound award! Call 08712402050 BEFORE the lines close. Cost 10ppm. 16+. T&Cs apply. AG Promo,1,142,31,6,specially selected receive 2000 pound award call 08712402050 line close cost 10ppm c apply ag promo +593,PRIVATE! Your 2003 Account Statement for 07753741225 shows 800 un-redeemed S. I. M. points. Call 08715203677 Identifier Code: 42478 Expires 24/10/04,1,148,24,3,private 2003 account statement 07753741225 show 800 point call 08715203677 identifier code 42478 expires +594,You still at grand prix?,0,24,6,1,still grand prix +595,"I met you as a stranger and choose you as my friend. As long as the world stands, our friendship never ends. Lets be Friends forever!!! Gud nitz...",0,147,35,4,met stranger choose friend long world stand friendship never end let friend forever gud nitz +596,I am great! How are you?,0,24,8,2,great +597,Gud mrng dear have a nice day,0,29,7,1,gud mrng dear nice day +598,You have an important customer service announcement. Call FREEPHONE 0800 542 0825 now!,1,86,15,2,important customer service announcement call freephone 0800 542 0825 +599,Will do. Was exhausted on train this morning. Too much wine and pie. You sleep well too,0,87,20,4,exhausted train morning much wine pie sleep well +600,I'm going out to buy mum's present ar.,0,38,11,1,going buy mum present ar +601,Mind blastin.. No more Tsunamis will occur from now on.. Rajnikant stopped swimming in Indian Ocean..:-D,0,104,21,1,mind blastin tsunami occur rajnikant stopped swimming indian ocean +602,If u sending her home first it's ok lor. I'm not ready yet.,0,59,17,2,u sending home first ok lor ready yet +603,Speaking of does he have any cash yet?,0,38,9,1,speaking cash yet +604,Be happy there. I will come after noon,0,38,9,2,happy come noon +605,Meet after lunch la...,0,22,5,1,meet lunch la +606,TaKe CaRE n gET WeLL sOOn,0,25,6,1,take care n get well soon +607,XCLUSIVE@CLUBSAISAI 2MOROW 28/5 SOIREE SPECIALE ZOUK WITH NICHOLS FROM PARIS.FREE ROSES 2 ALL LADIES !!! info: 07946746291/07880867867 ,1,135,22,3,xclusive clubsaisai 2morow soiree speciale zouk nichols rose 2 lady info +608,what I meant to say is cant wait to see u again getting bored of this bridgwater banter,0,87,18,1,meant say cant wait see u getting bored bridgwater banter +609,Neva mind it's ok..,0,19,6,1,neva mind ok +610,"It's fine, imma get a drink or somethin. Want me to come find you?",0,66,18,2,fine imma get drink somethin want come find +611,22 days to kick off! For Euro2004 U will be kept up to date with the latest news and results daily. To be removed send GET TXT STOP to 83222,1,140,32,3,22 day kick euro2004 u kept date latest news result daily removed send get txt stop 83222 +612,Its a valentine game. . . Send dis msg to all ur friends. .. If 5 answers r d same then someone really loves u. Ques- which colour suits me the best?rply me,0,156,37,6,valentine game send dis msg ur friend 5 answer r someone really love colour suit best rply +613,I have many dependents,0,22,4,1,many dependent +614,THANX4 TODAY CER IT WAS NICE 2 CATCH UP BUT WE AVE 2 FIND MORE TIME MORE OFTEN OH WELL TAKE CARE C U SOON.C,0,107,25,1,thanx4 today cer nice 2 catch ave 2 find time often oh well take care c u +615,I called and said all to him:)then he have to choose this future.,0,65,17,1,called said choose future +616,"""Happy valentines day"" I know its early but i have hundreds of handsomes and beauties to wish. So i thought to finish off aunties and uncles 1st...",0,147,31,2,happy valentine day know early hundred handsomes beauty wish thought finish aunty uncle 1st +617,He like not v shock leh. Cos telling shuhui is like telling leona also. Like dat almost all know liao. He got ask me abt ur reaction lor.,0,137,32,4,like v shock leh co telling shuhui like telling leona also like dat almost know liao got ask abt ur reaction lor +618,For my family happiness..,0,25,5,1,family happiness +619,I come n pick ü up... Come out immediately aft ur lesson...,0,60,14,1,come n pick ã¼ come immediately aft ur lesson +620,Let there be snow. Let there be snow. This kind of weather brings ppl together so friendships can grow.,0,103,22,3,let snow let snow kind weather brings ppl together friendship grow +621,Dear we got <#> dollars hi hi,0,37,13,1,dear got lt gt dollar hi hi +622,Good words.... But words may leave u in dismay many times.,0,58,13,2,good word word may leave u dismay many time +623,MAKE SURE ALEX KNOWS HIS BIRTHDAY IS OVER IN FIFTEEN MINUTES AS FAR AS YOU'RE CONCERNED,0,87,17,1,make sure alex know birthday fifteen minute far concerned +624,"sorry, no, have got few things to do. may be in pub later.",0,58,17,2,sorry got thing may pub later +625,"Nah it's straight, if you can just bring bud or drinks or something that's actually a little more useful than straight cash",0,123,25,1,nah straight bring bud drink something actually little useful straight cash +626,"Haha good to hear, I'm officially paid and on the market for an 8th",0,67,16,1,haha good hear officially paid market 8th +627,How many licks does it take to get to the center of a tootsie pop?,0,66,16,1,many lick take get center tootsie pop +628,Yup i thk they r e teacher said that will make my face look longer. Darren ask me not 2 cut too short.,0,102,25,2,yup thk r e teacher said make face look longer darren ask 2 cut short +629,New TEXTBUDDY Chat 2 horny guys in ur area 4 just 25p Free 2 receive Search postcode or at gaytextbuddy.com. TXT ONE name to 89693,1,130,26,2,new textbuddy chat 2 horny guy ur area 4 25p free 2 receive search postcode txt one name 89693 +630,Todays Vodafone numbers ending with 4882 are selected to a receive a £350 award. If your number matches call 09064019014 to receive your £350 award.,1,150,27,2,today vodafone number ending 4882 selected receive award number match call 09064019014 receive award +631,Please dont say like that. Hi hi hi,0,35,9,2,please dont say like hi hi hi +632,Thank u!,0,8,3,1,thank u +633,Oh that was a forwarded message. I thought you send that to me,0,62,14,2,oh forwarded message thought send +634,Got it. Seventeen pounds for seven hundred ml – hope ok.,0,58,13,2,got seventeen pound seven hundred ml hope ok +635,"Dear Voucher Holder, 2 claim this weeks offer, at your PC go to http://www.e-tlp.co.uk/expressoffer Ts&Cs apply.2 stop texts txt STOP to 80062.",1,143,29,1,dear voucher holder 2 claim week offer pc go http t c stop text txt stop 80062 +636,Me n him so funny...,0,20,6,1,n funny +637,"Sweetheart, hope you are not having that kind of day! Have one with loads of reasons to smile. Biola",0,100,22,3,sweetheart hope kind day one load reason smile biola +638,When ü login dat time... Dad fetching ü home now?,0,51,12,1,ã¼ login dat time dad fetching ã¼ home +639,"What will we do in the shower, baby?",0,36,10,1,shower baby +640,I had askd u a question some hours before. Its answer,0,53,12,2,askd u question hour answer +641,"Well imma definitely need to restock before thanksgiving, I'll let you know when I'm out",0,88,18,1,well imma definitely need restock thanksgiving let know +642," said kiss, kiss, i can't do the sound effects! He is a gorgeous man isn't he! Kind of person who needs a smile to brighten his day! ",0,133,34,3,said kiss kiss ca sound effect gorgeous man kind person need smile brighten day +643,Probably gonna swing by in a wee bit,0,36,9,1,probably gon na swing wee bit +644,Ya very nice. . .be ready on thursday,0,37,9,3,ya nice ready thursday +645,Allo! We have braved the buses and taken on the trains and triumphed. I mean we‘re in b‘ham. Have a jolly good rest of week,0,127,28,4,allo braved bus taken train triumphed mean jolly good rest week +646,"Watching cartoon, listening music & at eve had to go temple & church.. What about u?",0,92,23,1,watching cartoon listening music amp eve go temple amp church u +647,Do you mind if I ask what happened? You dont have to say if it is uncomfortable.,0,80,19,2,mind ask happened dont say uncomfortable +648,PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08715203694 Identifier Code: 40533 Expires 31/10/04,1,136,23,3,private 2003 account statement show 800 point call 08715203694 identifier code 40533 expires +649,No prob. I will send to your email.,0,35,10,2,prob send email +650,"You have won ?1,000 cash or a ?2,000 prize! To claim, call09050000327. T&C: RSTM, SW7 3SS. 150ppm",1,97,27,4,cash prize claim call09050000327 c rstm sw7 3 150ppm +651,Thats cool! Sometimes slow and gentle. Sonetimes rough and hard :),0,66,14,3,thats cool sometimes slow gentle sonetimes rough hard +652,I'm gonna say no. Sorry. I would but as normal am starting to panic about time. Sorry again! Are you seeing on Tuesday?,0,119,30,5,gon na say sorry would normal starting panic time sorry seeing tuesday +653,"Wait, do you know if wesleys in town? I bet she does hella drugs!",0,65,17,2,wait know wesley town bet hella drug +654,Fine i miss you very much.,0,26,7,1,fine miss much +656,Tell them the drug dealer's getting impatient,0,45,8,1,tell drug dealer getting impatient +657,"Sun cant come to earth but send luv as rays. cloud cant come to river but send luv as rain. I cant come to meet U, but can send my care as msg to U. Gud evng",0,157,40,3,sun cant come earth send luv ray cloud cant come river send luv rain cant come meet u send care msg gud evng +659,"It doesnt make sense to take it there unless its free. If you need to know more, wikipedia.com",0,94,20,2,doesnt make sense take unless free need know +660,88800 and 89034 are premium phone services call 08718711108,1,59,9,1,88800 89034 premium phone service call 08718711108 +661,"Under the sea, there lays a rock. In the rock, there is an envelope. In the envelope, there is a paper. On the paper, there are 3 words... '",0,140,37,4,sea lay rock rock envelope envelope paper paper 3 word +662,Then mum's repent how?,0,22,6,1,mum repent +663,Sorry me going home first... Daddy come fetch ü later...,0,57,12,1,sorry going home first daddy come fetch ã¼ later +664,Leave it de:-). Start Prepare for next:-)..,0,43,15,2,leave de start prepare next +665,Yes baby! We can study all the positions of the kama sutra ;),0,61,15,2,yes baby study position kama sutra +666,En chikku nange bakra msg kalstiya..then had tea/coffee?,0,56,11,1,en chikku nange bakra msg kalstiya +667,Carlos'll be here in a minute if you still need to buy,0,54,13,1,carlos minute still need buy +668,This pay is <DECIMAL> lakhs:),0,37,13,1,pay lt decimal gt lakh +669,Have a good evening! Ttyl,0,25,6,2,good evening ttyl +670,Did u receive my msg?,0,21,6,1,u receive msg +671,Ho ho - big belly laugh! See ya tomo,0,36,10,2,ho ho big belly laugh see ya tomo +672,"SMS. ac sun0819 posts HELLO:""You seem cool, wanted to say hi. HI!!!"" Stop? Send STOP to 62468",1,93,28,5,sm ac sun0819 post hello seem cool wanted say hi hi stop send stop 62468 +673,Get ur 1st RINGTONE FREE NOW! Reply to this msg with TONE. Gr8 TOP 20 tones to your phone every week just £1.50 per wk 2 opt out send STOP 08452810071 16,1,154,34,3,get ur 1st ringtone free reply msg tone gr8 top 20 tone phone every week per wk 2 opt send stop 08452810071 16 +674,"Ditto. And you won't have to worry about me saying ANYTHING to you anymore. Like i said last night, you do whatever you want and i'll do the same. Peace.",0,153,37,4,ditto wo worry saying anything anymore like said last night whatever want peace +675,"I've got <#> , any way I could pick up?",0,46,18,1,got lt gt way could pick +676,"I dont knw pa, i just drink milk..",0,34,10,1,dont knw pa drink milk +677,Maybe?! Say hi to and find out if got his card. Great escape or wetherspoons? ,0,80,19,3,maybe say hi find got card great escape wetherspoons +678,"Piggy, r u awake? I bet u're still sleeping. I'm going 4 lunch now...",0,69,20,3,piggy r u awake bet u still sleeping going 4 lunch +679,Cause I'm not freaky lol,0,24,6,1,cause freaky lol +680,Missed your call cause I was yelling at scrappy. Miss u. Can't wait for u to come home. I'm so lonely today.,0,108,28,4,missed call cause yelling scrappy miss ca wait u come home lonely today +681,What is this 'hex' place you talk of? Explain!,0,46,12,2,place talk explain +682,Ü log off 4 wat. It's sdryb8i,0,30,9,2,log 4 wat sdryb8i +683,Is xy going 4 e lunch?,0,22,7,1,xy going 4 e lunch +684,Hi I'm sue. I am 20 years old and work as a lapdancer. I love sex. Text me live - I'm i my bedroom now. text SUE to 89555. By TextOperator G2 1DA 150ppmsg 18+,1,158,42,6,hi sue 20 year old work lapdancer love sex text live bedroom text sue textoperator g2 1da 150ppmsg +685,I wanted to ask ü to wait 4 me to finish lect. Cos my lect finishes in an hour anyway.,0,87,22,2,wanted ask ã¼ wait 4 finish lect co lect finish hour anyway +686,Have you finished work yet? :),0,30,8,2,finished work yet +687,"Every King Was Once A Crying Baby And Every Great Building Was Once A Map.. Not Imprtant Where U r TODAY, BUT Where U Wil Reach TOMORW. Gud ni8",0,143,32,2,every king cry baby every great building map imprtant u r today u wil reach tomorw gud ni8 +688,"Dear,Me at cherthala.in case u r coming cochin pls call bfore u start.i shall also reach accordingly.or tell me which day u r coming.tmorow i am engaged ans its holiday.",0,169,33,1,dear case u r coming cochin pls call bfore u shall also reach tell day u r engaged an holiday +689,Thanks love. But am i doing torch or bold.,0,42,11,2,thanks love torch bold +690,Please CALL 08712404000 immediately as there is an urgent message waiting for you.,1,111,19,1,forwarded 448712404000 please call 08712404000 immediately urgent message waiting +691,Was the farm open?,0,18,5,1,farm open +692,"Sorry to trouble u again. Can buy 4d for my dad again? 1405, 1680, 1843. All 2 big 1 small, sat n sun. Thanx.",0,109,32,5,sorry trouble u buy 4d dad 1405 1680 2 big 1 small sat n sun thanx +693,"My sister in law, hope you are having a great month. Just saying hey. Abiola",0,76,18,3,sister law hope great month saying hey abiola +694,Will purchase d stuff today and mail to you. Do you have a po box number?,0,73,18,2,purchase stuff today mail po box number +695,Ah poop. Looks like ill prob have to send in my laptop to get fixed cuz it has a gpu problem,0,92,22,2,ah poop look like ill prob send laptop get fixed cuz gpu problem +696,Good. Good job. I like entrepreneurs,0,36,8,3,good good job like entrepreneur +697,"Aight, you close by or still down around alex's place?",0,54,13,1,aight close still around alex place +698,meet you in corporation st outside gap … you can see how my mind is working!,0,78,17,1,meet corporation st outside gap see mind working +699,Mum ask ü to buy food home...,0,30,8,1,mum ask ã¼ buy food home +700,K..u also dont msg or reply to his msg..,0,40,12,1,k u also dont msg reply msg +701,How much r ü willing to pay?,0,29,8,1,much r ã¼ willing pay +703,What is important is that you prevent dehydration by giving her enough fluids,0,77,13,1,important prevent dehydration giving enough fluid +704,"Thats a bit weird, even ?- where is the do supposed to be happening? But good idea, sure they will be in pub!",0,109,28,2,thats bit weird even supposed happening good idea sure pub +705,True dear..i sat to pray evening and felt so.so i sms'd you in some time...,0,75,19,1,true dear sat pray evening felt sm time +706,"I don't think I can get away for a trek that long with family in town, sorry",0,76,19,1,think get away trek long family town sorry +707,So when do you wanna gym harri,0,30,8,1,wan na gym harri +708,Quite late lar... Ard 12 anyway i wun b drivin...,0,49,12,1,quite late lar ard 12 anyway wun b drivin +709,"To review and KEEP the fantastic Nokia N-Gage game deck with Club Nokia, go 2 www.cnupdates.com/newsletter. unsubscribe from alerts reply with the word OUT",1,155,26,2,review keep fantastic nokia game deck club nokia go 2 unsubscribe alert reply word +710,4mths half price Orange line rental & latest camera phones 4 FREE. Had your phone 11mths+? Call MobilesDirect free on 08000938767 to update now! or2stoptxt T&Cs,1,160,31,4,4mths half price orange line rental latest camera phone 4 free phone call mobilesdirect free 08000938767 update or2stoptxt c +711,"Height of Confidence: All the Aeronautics professors wer calld & they wer askd 2 sit in an aeroplane. Aftr they sat they wer told dat the plane ws made by their students. Dey all hurried out of d plane.. Bt only 1 didnt move... He said:""if it is made by my students,this wont even start........ Datz confidence..",0,316,71,4,height confidence aeronautics professor wer calld amp wer askd 2 sit aeroplane aftr sat wer told dat plane w made student dey hurried plane bt 1 didnt move said made student wont even start datz confidence +712,It just seems like weird timing that the night that all you and g want is for me to come smoke is the same day as when a shitstorm is attributed to me always coming over and making everyone smoke,0,195,40,1,seems like weird timing night g want come smoke day shitstorm attributed always coming making everyone smoke +713,08714712388 between 10am-7pm Cost 10p,1,37,5,1,08714712388 cost 10p +714,"Save yourself the stress. If the person has a dorm account, just send your account details and the money will be sent to you.",0,125,27,2,save stress person dorm account send account detail money sent +715,He also knows about lunch menu only da. . I know,0,48,12,3,also know lunch menu da know +716,When i have stuff to sell i.ll tell you,0,39,9,1,stuff sell tell +717,+449071512431 URGENT! This is the 2nd attempt to contact U!U have WON £1250 CALL 09071512433 b4 050703 T&CsBCM4235WC1N3XX. callcost 150ppm mobilesvary. max£7. 50,1,163,31,5,urgent 2nd attempt contact u u call 09071512433 b4 050703 csbcm4235wc1n3xx callcost 150ppm mobilesvary 50 +718,Book which lesson? then you msg me... I will call up after work or sth... I'm going to get specs. My membership is PX3748,0,121,29,5,book lesson msg call work sth going get spec membership px3748 +719,You have WON a guaranteed £1000 cash or a £2000 prize. To claim yr prize call our customer service representative on 08714712394 between 10am-7pm,1,147,25,2,guaranteed cash prize claim yr prize call customer service representative 08714712394 +720,Macha dont feel upset.i can assume your mindset.believe me one evening with me and i have some wonderful plans for both of us.LET LIFE BEGIN AGAIN.call me anytime,0,162,28,1,macha dont feel assume one evening wonderful plan life begin anytime +721,Oh is it? Send me the address,0,29,8,2,oh send address +722,S'fine. Anytime. All the best with it.,0,38,10,3,anytime best +723,That is wondar full flim.,0,25,6,1,wondar full flim +724,Ya even those cookies have jelly on them,0,40,8,1,ya even cooky jelly +725,"The world is running and i am still.maybe all are feeling the same,so be it.or i have to admit,i am mad.then where is the correction?or let me call this is life.and keep running with the world,may be u r also running.lets run.",0,226,51,1,world running feeling admit correction let call keep running world may u r also run +726,Got it! It looks scrumptious... daddy wants to eat you all night long!,0,70,16,2,got look scrumptious daddy want eat night long +727,Of cos can lar i'm not so ba dao ok... 1 pm lor... Y u never ask where we go ah... I said u would ask on fri but he said u will ask today...,0,140,40,2,co lar ba dao ok 1 pm lor u never ask go ah said u would ask fri said u ask today +728,"Alright omw, gotta change my order to a half8th",0,47,11,1,alright omw got ta change order half8th +729,Exactly. Anyways how far. Is jide her to study or just visiting,0,63,14,3,exactly anyways far jide study visiting +730,Dunno y u ask me.,0,17,6,1,dunno u ask +731,Email AlertFrom: Jeri StewartSize: 2KBSubject: Low-cost prescripiton drvgsTo listen to email call 123,1,101,16,1,email alertfrom jeri stewartsize 2kbsubject prescripiton drvgsto listen email call 123 +732,No he didn't. Spring is coming early yay!,0,41,11,2,spring coming early yay +733,Lol you won't feel bad when I use her money to take you out to a steak dinner =D,0,80,20,1,lol wo feel bad use money take steak dinner +734,Even u dont get in trouble while convincing..just tel him once or twice and just tel neglect his msgs dont c and read it..just dont reply,0,137,30,1,even u dont get trouble convincing tel twice tel neglect msg dont c read dont reply +735,Leaving to qatar tonite in search of an opportunity.all went fast.pls add me in ur prayers dear.Rakhesh,0,103,17,1,leaving qatar tonite search went add ur prayer +736,Then why no one talking to me,0,29,7,1,one talking +737,Thanks for looking out for me. I really appreciate.,0,51,11,2,thanks looking really appreciate +738,Hi. Customer Loyalty Offer:The NEW Nokia6650 Mobile from ONLY £10 at TXTAUCTION! Txt word: START to No: 81151 & get yours Now! 4T&Ctxt TC 150p/MTmsg,1,149,34,4,hi customer loyalty offer new nokia6650 mobile txtauction txt word start 81151 get 4t ctxt tc +739,Wish i were with you now!,0,25,7,1,wish +740,Haha mayb u're rite... U know me well. Da feeling of being liked by someone is gd lor. U faster go find one then all gals in our group attached liao.,0,149,36,3,haha mayb u rite u know well da feeling liked someone gd lor u faster go find one gal group attached liao +741,Yes i will be there. Glad you made it.,0,38,11,2,yes glad made +742,Do well :)all will for little time. Thing of good times ahead:,0,62,16,2,well little time thing good time ahead +743,Just got up. have to be out of the room very soon. …. i hadn't put the clocks back til at 8 i shouted at everyone to get up and then realised it was 7. wahay. another hour in bed.,0,181,46,5,got room soon put clock back til 8 shouted everyone get realised wahay another hour bed +744,Ok. There may be a free gym about.,0,34,10,2,may free gym +745,Men like shorter ladies. Gaze up into his eyes.,0,47,11,2,men like shorter lady gaze eye +746,Dunno he jus say go lido. Same time 930.,0,40,11,2,dunno jus say go lido time 930 +747,"I promise to take good care of you, princess. I have to run now. Please send pics when you get a chance. Ttyl!",0,110,28,4,promise take good care princess run please send pic get chance ttyl +748,U are subscribed to the best Mobile Content Service in the UK for £3 per 10 days until you send STOP to 82324. Helpline 08706091795,1,132,26,2,u subscribed best mobile content service uk per 10 day send stop helpline 08706091795 +749,Is there a reason we've not spoken this year? Anyways have a great week and all the best in your exam,0,101,23,2,reason spoken year anyways great week best exam +750,By monday next week. Give me the full gist,0,42,10,2,monday next week give full gist +751,"Do you realize that in about 40 years, we'll have thousands of old ladies running around with tattoos?",1,102,21,1,realize 40 year thousand old lady running around tattoo +752,You have an important customer service announcement from PREMIER.,1,65,10,1,important customer service announcement premier +753,Dont gimme that lip caveboy,0,27,6,1,dont gim lip caveboy +754,When did you get to the library,0,31,7,1,get library +755,Realy sorry-i don't recognise this number and am now confused :) who r u please?! ,0,82,19,2,realy recognise number confused r u please +756,So why didnt you holla?,0,23,6,1,didnt holla +757,Cant think of anyone with * spare room off * top of my head,0,59,14,1,cant think anyone spare room top head +758,"Faith makes things possible,Hope makes things work,Love makes things beautiful,May you have all three this Christmas!Merry Christmas!",0,133,26,1,faith make thing possible hope make thing work love make thing beautiful may three christmas merry christmas +759,U should have made an appointment,0,33,6,1,u made appointment +760,"Call me when you/carlos is/are here, my phone's vibrate is acting up and I might not hear texts",0,95,20,1,call phone vibrate acting might hear text +761,"Romantic Paris. 2 nights, 2 flights from £79 Book now 4 next year. Call 08704439680Ts&Cs apply.",1,96,22,3,romantic paris 2 night 2 flight book 4 next year call 08704439680ts c apply +762,"We are at grandmas. Oh dear, u still ill? I felt Shit this morning but i think i am just hungover! Another night then. We leave on sat.",0,135,34,5,grandma oh dear u still ill felt shit morning think hungover another night leave sat +763,Urgent Ur £500 guaranteed award is still unclaimed! Call 09066368327 NOW closingdate04/09/02 claimcode M39M51 £1.50pmmorefrommobile2Bremoved-MobyPOBox734LS27YF,1,161,16,2,urgent ur guaranteed award still unclaimed call 09066368327 claimcode m39m51 +764,Nothing but we jus tot u would ask cos u ba gua... But we went mt faber yest... Yest jus went out already mah so today not going out... Jus call lor...,0,151,36,2,nothing jus tot u would ask co u ba gua went mt faber yest yest jus went already mah today going jus call lor +765,"Wishing you and your family Merry ""X"" mas and HAPPY NEW Year in advance..",0,73,17,1,wishing family merry x ma happy new year advance +766,UR awarded a City Break and could WIN a £200 Summer Shopping spree every WK. Txt STORE to 88039 . SkilGme. TsCs087147403231Winawk!Age16 £1.50perWKsub,1,151,27,4,ur awarded city break could win summer shopping spree every wk txt store 88039 skilgme tscs087147403231winawk age16 +767,"I'm nt goin, got somethin on, unless they meetin 4 dinner lor... Haha, i wonder who will go tis time...",0,103,26,1,nt goin got somethin unless meetin 4 dinner lor haha wonder go ti time +770,Lol I know! They're so dramatic. Schools already closed for tomorrow. Apparently we can't drive in the inch of snow were supposed to get.,0,137,30,4,lol know dramatic school already closed tomorrow apparently ca drive inch snow supposed get +771,Not getting anywhere with this damn job hunting over here!,0,58,11,1,getting anywhere damn job hunting +772,Lol! U drunkard! Just doing my hair at d moment. Yeah still up 4 tonight. Wats the plan? ,0,89,23,5,lol u drunkard hair moment yeah still 4 tonight wats plan +773,"idc get over here, you are not weaseling your way out of this shit twice in a row",0,81,19,1,idc get weaseling way shit twice row +774,I wil be there with in <#> minutes. Got any space,0,57,18,2,wil lt gt minute got space +776,Thanks for picking up the trash.,0,32,7,1,thanks picking trash +777,Why don't you go tell your friend you're not sure you want to live with him because he smokes too much then spend hours begging him to come smoke,0,145,31,1,go tell friend sure want live smoke much spend hour begging come smoke +778,"""Hi its Kate it was lovely to see you tonight and ill phone you tomorrow. I got to sing and a guy gave me his card! xxx""",0,120,31,3,hi kate lovely see tonight ill phone tomorrow got sing guy gave card xxx +779,Happy New year my dear brother. I really do miss you. Just got your number and decided to send you this text wishing you only happiness. Abiola,0,143,30,4,happy new year dear brother really miss got number decided send text wishing happiness abiola +780,That means get the door,0,23,5,1,mean get door +782,"Hmmm ... I thought we said 2 hours slave, not 3 ... You are late ... How should I punish you ?",0,94,23,2,hmmm thought said 2 hour slave 3 late punish +783,Beerage?,0,8,2,1,beerage +784,You have an important customer service announcement from PREMIER. Call FREEPHONE 0800 542 0578 now!,1,99,17,2,important customer service announcement premier call freephone 0800 542 0578 +785,Dont think so. It turns off like randomlly within 5min of opening,0,65,13,2,dont think turn like randomlly within 5min opening +786,"She was supposed to be but couldn't make it, she's still in town though",0,71,17,1,supposed could make still town though +787,It does it on its own. Most of the time it fixes my spelling. But sometimes it gets a completely diff word. Go figure,0,117,27,4,time fix spelling sometimes get completely diff word go figure +788,Ever thought about living a good life with a perfect partner? Just txt back NAME and AGE to join the mobile community. (100p/SMS),1,129,27,3,ever thought living good life perfect partner txt back name age join mobile community +789,"5 Free Top Polyphonic Tones call 087018728737, National Rate. Get a toppoly tune sent every week, just text SUBPOLY to 81618, £3 per pole. UnSub 08718727870.",1,158,32,3,5 free top polyphonic tone call 087018728737 national rate get toppoly tune sent every week text subpoly 81618 per pole unsub 08718727870 +791,This is hoping you enjoyed your game yesterday. Sorry i've not been in touch but pls know that you are fondly bein thot off. Have a great week. Abiola,0,150,33,4,hoping enjoyed game yesterday sorry touch pls know fondly bein thot great week abiola +792,All e best 4 ur driving tmr :-),0,31,10,1,e best 4 ur driving tmr +793,Y?WHERE U AT DOGBREATH? ITS JUST SOUNDING LIKE JAN C THAT’S AL!!!!!!!!!,0,72,24,3,u dogbreath sounding like jan c al +794,Omg I want to scream. I weighed myself and I lost more weight! Woohoo!,0,70,17,3,omg want scream weighed lost weight woohoo +795,There generally isn't one. It's an uncountable noun - u in the dictionary. pieces of research?,0,94,21,3,generally one uncountable noun u dictionary piece research +796,it's really getting me down just hanging around.,0,48,10,1,really getting hanging around +797,"Orange customer, you may now claim your FREE CAMERA PHONE upgrade for your loyalty. Call now on 0207 153 9996. Offer ends 14thMarch. T&C's apply. Opt-out availa",1,160,35,5,orange customer may claim free camera phone upgrade loyalty call 0207 153 offer end 14thmarch c apply availa +798,"""Petey boy whereare you me and all your friendsare in theKingshead come down if you canlove Nic""",0,96,19,1,petey boy whereare friendsare thekingshead come canlove nic +799,Ok i msg u b4 i leave my house.,0,31,10,1,ok msg u b4 leave house +800,"""Gimme a few"" was <#> minutes ago",0,41,16,1,gim lt gt minute ago +801,"Last Chance! Claim ur £150 worth of discount vouchers today! Text SHOP to 85023 now! SavaMob, offers mobile! T Cs SavaMob POBOX84, M263UZ. £3.00 Sub. 16",1,154,34,7,last chance claim ur worth discount voucher today text shop 85023 savamob offer mobile c savamob pobox84 m263uz sub 16 +802,Appt is at <TIME> am. Not my fault u don't listen. I told u twice,0,71,24,3,appt lt time gt fault u listen told u twice +803,FREE for 1st week! No1 Nokia tone 4 ur mobile every week just txt NOKIA to 8077 Get txting and tell ur mates. www.getzed.co.uk POBox 36504 W45WQ 16+ norm150p/tone,1,162,31,3,free 1st week no1 nokia tone 4 ur mobile every week txt nokia 8077 get txting tell ur mate pobox 36504 w45wq +804,You have won a guaranteed £200 award or even £1000 cashto claim UR award call free on 08000407165 (18+) 2 stop getstop on 88222 PHP. RG21 4JX,1,143,30,2,guaranteed award even cashto claim ur award call free 08000407165 2 stop getstop 88222 php rg21 4jx +805,K I'll be there before 4.,0,25,8,1,k 4 +806,I dled 3d its very imp,0,22,6,1,dled 3d imp +807,"sure, but make sure he knows we ain't smokin yet",0,48,12,1,sure make sure know ai smokin yet +808,Boooo you always work. Just quit.,0,33,8,2,boooo always work quit +809,I am taking half day leave bec i am not well,0,44,11,1,taking half day leave bec well +810,Ugh I don't wanna get out of bed. It's so warm.,0,47,16,2,ugh wan na get bed warm +811,S:)s.nervous <#> :),0,26,13,1,lt gt +812,So there's a ring that comes with the guys costumes. It's there so they can gift their future yowifes. Hint hint,0,112,25,3,ring come guy costume gift future yowifes hint hint +813,Congratulations ur awarded either £500 of CD gift vouchers & Free entry 2 our £100 weekly draw txt MUSIC to 87066 TnCs www.Ldew.com1win150ppmx3age16,1,150,23,1,congratulation ur awarded either cd gift voucher free entry 2 weekly draw txt music 87066 tncs +814,I borrow ur bag ok.,0,19,6,1,borrow ur bag ok +815,"U were outbid by simonwatson5120 on the Shinco DVD Plyr. 2 bid again, visit sms. ac/smsrewards 2 end bid notifications, reply END OUT",1,133,27,3,u outbid simonwatson5120 shinco dvd plyr 2 bid visit sm 2 end bid notification reply end +816,Where's my boytoy? I miss you ... What happened?,0,48,12,2,boytoy miss happened +817,"He has lots of used ones babe, but the model doesn't help. Youi have to bring it over and he'll match it up",0,107,27,2,lot used one babe model help youi bring match +818,Also are you bringing galileo or dobby,0,38,7,1,also bringing galileo dobby +819,Then why you not responding,0,27,5,1,responding +820,"""BOO BABE! U ENJOYIN YOURJOB? U SEEMED 2 B GETTIN ON WELL HUNNY!HOPE URE OK?TAKE CARE & I’LLSPEAK 2U SOONLOTS OF LOVEME XXXX.""",0,127,32,3,boo babe u enjoyin yourjob u seemed 2 b gettin well hunny hope ure ok take care 2u soonlots loveme xxxx +821,Good afternoon starshine! How's my boytoy? Does he crave me yet? Ache to fuck me ? *sips cappuccino* I miss you babe *teasing kiss*,0,131,32,5,good afternoon starshine boytoy crave yet ache fuck sip cappuccino miss babe teasing kiss +822,On the road so cant txt,0,23,6,1,road cant txt +823,"SMSSERVICES. for yourinclusive text credits, pls goto www.comuk.net login= 3qxj9 unsubscribe with STOP, no extra charge. help 08702840625.COMUK. 220-CM2 9AE",1,156,25,4,smsservices yourinclusive text credit pls goto 3qxj9 unsubscribe stop extra charge help 9ae +824,25p 4 alfie Moon's Children in need song on ur mob. Tell ur m8s. Txt Tone charity to 8007 for Nokias or Poly charity for polys: zed 08701417012 profit 2 charity.,1,161,36,3,25p 4 alfie moon child need song ur mob tell ur m8s txt tone charity 8007 nokias poly charity polys zed 08701417012 profit 2 charity +826,Hmm .. Bits and pieces lol ... *sighs* ...,0,42,11,2,hmm bit piece lol sigh +827,Hahaha..use your brain dear,0,27,6,1,hahaha use brain dear +828,Hey. You got any mail?,0,22,7,2,hey got mail +829,"Sorry light turned green, I meant another friend wanted <#> worth but he may not be around",0,98,24,1,sorry light turned green meant another friend wanted lt gt worth may around +830,Thanks for yesterday sir. You have been wonderful. Hope you enjoyed the burial. MojiBiola,0,89,17,4,thanks yesterday sir wonderful hope enjoyed burial mojibiola +831,U have a secret admirer. REVEAL who thinks U R So special. Call 09065174042. To opt out Reply REVEAL STOP. 1.50 per msg recd. Cust care 07821230901,1,147,32,6,u secret admirer reveal think u r special call opt reply reveal stop per msg recd cust care 07821230901 +832,Hi mate its RV did u hav a nice hol just a message 3 say hello coz haven’t sent u 1 in ages started driving so stay off roads!RVx,0,130,31,1,hi mate rv u hav nice hol message 3 say hello coz sent u 1 age started driving stay road rvx +833,"Dear Voucher Holder, To claim this weeks offer, at you PC please go to http://www.e-tlp.co.uk/expressoffer Ts&Cs apply. To stop texts, txt STOP to 80062",1,152,32,2,dear voucher holder claim week offer pc please go http t c apply stop text txt stop 80062 +834,"Thank you so much. When we skyped wit kz and sura, we didnt get the pleasure of your company. Hope you are good. We've given you ultimatum oh! We are countin down to aburo. Enjoy! This is the message i sent days ago",0,215,51,7,thank much skyped wit kz sura didnt get pleasure company hope good given ultimatum oh countin aburo enjoy message sent day ago +835,Surely result will offer:),0,26,6,1,surely result offer +836,Good Morning my Dear........... Have a great & successful day.,0,66,14,1,good morning dear great amp successful day +837,Do you want 750 anytime any network mins 150 text and a NEW VIDEO phone for only five pounds per week call 08002888812 or reply for delivery tomorrow,1,149,28,1,want 750 anytime network min 150 text new video phone five pound per week call 08002888812 reply delivery tomorrow +838,"Sir, I have been late in paying rent for the past few months and had to pay a $ <#> charge. I felt it would be inconsiderate of me to nag about something you give at great cost to yourself and that's why i didnt speak up. I however am in a recession and wont be able to pay the charge this month hence my askin well ahead of month's end. Can you please help. Thanks",0,372,89,5,sir late paying rent past month pay lt gt charge felt would inconsiderate nag something give great cost didnt speak however recession wont able pay charge month hence askin well ahead month end please help thanks +839,We tried to contact you re our offer of New Video Phone 750 anytime any network mins HALF PRICE Rental camcorder call 08000930705 or reply for delivery Wed,1,155,28,1,tried contact offer new video phone 750 anytime network min half price rental camcorder call 08000930705 reply delivery wed +840,Last chance 2 claim ur £150 worth of discount vouchers-Text YES to 85023 now!SavaMob-member offers mobile T Cs 08717898035. £3.00 Sub. 16 . Remove txt X or STOP,1,162,32,4,last chance 2 claim ur worth discount yes 85023 offer mobile c sub 16 remove txt x stop +841,I luv u soo much u don’t understand how special u r 2 me ring u 2morrow luv u xxx,0,82,20,1,luv u soo much u understand special u r 2 ring u 2morrow luv u xxx +842,"Pls send me a comprehensive mail about who i'm paying, when and how much.",0,73,17,1,pls send comprehensive mail paying much +843,Our Prashanthettan's mother passed away last night. pray for her and family.,0,76,15,2,prashanthettan mother passed away last night pray family +844,"Urgent! call 09066350750 from your landline. Your complimentary 4* Ibiza Holiday or 10,000 cash await collection SAE T&Cs PO BOX 434 SK3 8WP 150 ppm 18+ ",1,153,31,3,urgent call 09066350750 landline complimentary 4 ibiza holiday cash await collection sae c po box 434 sk3 8wp 150 ppm +845,K.k:)when are you going?,0,24,8,1,going +846,Meanwhile in the shit suite: xavier decided to give us <#> seconds of warning that samantha was coming over and is playing jay's guitar to impress her or some shit. Also I don't think doug realizes I don't live here anymore,0,231,52,2,meanwhile shit suite xavier decided give u lt gt second warning samantha coming playing jay guitar impress shit also think doug realizes live anymore +847,My stomach has been thru so much trauma I swear I just can't eat. I better lose weight.,0,87,21,2,stomach thru much trauma swear ca eat better lose weight +848,I am in office:)whats the matter..msg me now.i will call you at break:).,0,72,21,1,office whats matter msg call break +849,"Yeah there's barely enough room for the two of us, x has too many fucking shoes. Sorry man, see you later",0,105,25,2,yeah barely enough room two u x many fucking shoe sorry man see later +851,U reach orchard already? U wan 2 go buy tickets first?,0,54,13,2,u reach orchard already u wan 2 go buy ticket first +852,"I am real, baby! I want to bring out your inner tigress...",0,58,15,2,real baby want bring inner tigress +853,No da if you run that it activate the full version da.,0,54,13,1,da run activate full version da +854,"""AH POOR BABY!HOPE URFEELING BETTERSN LUV! PROBTHAT OVERDOSE OF WORK HEY GO CAREFUL SPK 2 U SN LOTS OF LOVEJEN XXX.""",0,116,27,2,ah poor baby hope urfeeling bettersn luv probthat overdose work hey go careful spk 2 u sn lot lovejen xxx +855,Stop the story. I've told him i've returned it and he's saying i should not re order it.,0,88,23,2,stop story told returned saying order +856,Talk sexy!! Make new friends or fall in love in the worlds most discreet text dating service. Just text VIP to 83110 and see who you could meet.,1,144,32,3,talk sexy make new friend fall love world discreet text dating service text vip 83110 see could meet +857,Going to take your babe out ?,0,29,7,1,going take babe +858,Hai ana tomarrow am coming on morning. <DECIMAL> ill be there in sathy then we ll go to RTO office. Reply me after came to home.,0,136,35,3,hai ana tomarrow coming morning lt decimal gt ill sathy go rto office reply came home +859,Spoons it is then okay?,0,23,6,1,spoon okay +860,Did he just say somebody is named tampa,0,39,8,1,say somebody named tampa +861,In work now. Going have in few min.,0,35,10,2,work going min +862,Your brother is a genius,0,24,5,1,brother genius +863,"Sorry, I guess whenever I can get a hold of my connections, maybe an hour or two? I'll text you",0,95,24,2,sorry guess whenever get hold connection maybe hour two text +864,Did u find out what time the bus is at coz i need to sort some stuff out.,0,73,19,1,u find time bus coz need sort stuff +865,Dude ive been seeing a lotta corvettes lately,0,45,8,1,dude ive seeing lotta corvette lately +866,Congratulations ur awarded either a yrs supply of CDs from Virgin Records or a Mystery Gift GUARANTEED Call 09061104283 Ts&Cs www.smsco.net £1.50pm approx 3mins,1,161,26,1,congratulation ur awarded either yr supply cd virgin record mystery gift guaranteed call 09061104283 t c approx 3mins +867,"Same here, but I consider walls and bunkers and shit important just because I never play on peaceful but I guess your place is high enough that it don't matter",0,159,32,1,consider wall bunker shit important never play peaceful guess place high enough matter +868,PRIVATE! Your 2003 Account Statement for 07808 XXXXXX shows 800 un-redeemed S. I. M. points. Call 08719899217 Identifier Code: 41685 Expires 07/11/04,1,149,25,3,private 2003 account statement 07808 xxxxxx show 800 point call 08719899217 identifier code 41685 expires +869,Hello. We need some posh birds and chaps to user trial prods for champneys. Can i put you down? I need your address and dob asap. Ta r,1,134,32,5,hello need posh bird chap user trial prod champneys put need address dob asap ta r +870,What do U want for Xmas? How about 100 free text messages & a new video phone with half price line rental? Call free now on 0800 0721072 to find out more!,1,154,35,3,u want xmas 100 free text message new video phone half price line rental call free 0800 0721072 find +871,"Well am officially in a philosophical hole, so if u wanna call am at home ready to be saved!",0,92,22,1,well officially philosophical hole u wan na call home ready saved +872,Its going good...no problem..but still need little experience to understand american customer voice...,0,102,18,1,going good problem still need little experience understand american customer voice +873,I'll text you when I drop x off,0,31,9,1,text drop x +874,Ugh its been a long day. I'm exhausted. Just want to cuddle up and take a nap,0,77,20,3,ugh long day exhausted want cuddle take nap +875,Talk With Yourself Atleast Once In A Day...!!! Otherwise You Will Miss Your Best FRIEND In This WORLD...!!! -Shakespeare- SHESIL <#>,0,139,35,3,talk atleast day otherwise miss best friend world shesil lt gt +876,"Shop till u Drop, IS IT YOU, either 10K, 5K, £500 Cash or £100 Travel voucher, Call now, 09064011000. NTT PO Box CR01327BT fixedline Cost 150ppm mobile vary",1,158,35,2,shop till u drop either 10k 5k cash travel voucher call ntt po box cr01327bt fixedline cost 150ppm mobile vary +877,Are you in castor? You need to see something,0,44,10,2,castor need see something +878,Sunshine Quiz Wkly Q! Win a top Sony DVD player if u know which country Liverpool played in mid week? Txt ansr to 82277. £1.50 SP:Tyrone,1,137,31,4,sunshine quiz wkly q win top sony dvd player u know country liverpool played mid week txt ansr sp tyrone +879,U have a secret admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09058094565,1,132,26,1,u secret admirer looking 2 make contact r reveal think ur 09058094565 +880,U have a Secret Admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09065171142-stopsms-08,1,143,26,1,u secret admirer looking 2 make contact r reveal think ur +881,Reminder: You have not downloaded the content you have already paid for. Goto http://doit. mymoby. tv/ to collect your content.,1,127,27,4,reminder downloaded content already paid goto http mymoby collect content +882,"see, i knew giving you a break a few times woul lead to you always wanting to miss curfew. I was gonna gibe you 'til one, but a MIDNIGHT movie is not gonna get out til after 2. You need to come home. You need to getsleep and, if anything, you need to b studdying ear training.",0,276,67,4,see knew giving break time woul lead always wanting miss curfew gon na gibe one midnight movie gon na get til need come home need getsleep anything need b studdying ear training +883,I love to give massages. I use lots of baby oil... What is your fave position?,0,78,19,2,love give massage use lot baby oil fave position +884,Dude we should go sup again,0,27,6,1,dude go sup +885,Yoyyooo u know how to change permissions for a drive in mac. My usb flash drive,0,79,17,2,yoyyooo u know change permission drive mac usb flash drive +886,Gibbs unsold.mike hussey,0,24,3,1,gibbs hussey +887,I like to talk pa but am not able to. I dont know y.,0,52,16,2,like talk pa able dont know +888,Y dun cut too short leh. U dun like ah? She failed. She's quite sad.,0,68,20,4,dun cut short leh u dun like ah failed quite sad +889,You unbelievable faglord,0,24,3,1,unbelievable faglord +890,Wife.how she knew the time of murder exactly,0,44,8,1,knew time murder exactly +891,Why do you ask princess?,0,24,6,1,ask princess +892,I am great princess! What are you thinking about me? :),0,55,14,3,great princess thinking +893,Nutter. Cutter. Ctter. Cttergg. Cttargg. Ctargg. Ctagg. ie you,0,62,16,8,nutter cutter ctter cttergg cttargg ctargg ctagg ie +894,It's ok i noe u're busy but i'm really too bored so i msg u. I oso dunno wat colour she choose 4 me one.,0,104,29,1,ok noe u busy really bored msg oso dunno wat colour choose 4 one +895,Doesn't g have class early tomorrow and thus shouldn't be trying to smoke at <#>,0,87,23,1,g class early tomorrow thus trying smoke lt gt +896,"Superb Thought- ""Be grateful that u dont have everything u want. That means u still have an opportunity to be happier tomorrow than u are today."":-)",0,148,33,3,superb grateful u dont everything u want mean u still opportunity happier tomorrow u today +897,Hope you are having a good week. Just checking in,0,49,11,2,hope good week checking +898,"I'm used to it. I just hope my agents don't drop me since i've only booked a few things this year. This whole me in boston, them in nyc was an experiment.",0,154,39,3,used hope agent drop since booked thing year whole boston nyc experiment +899,"Thursday night? Yeah, sure thing, we'll work it out then",0,56,14,2,thursday night yeah sure thing work +901,Probably money worries. Things are coming due and i have several outstanding invoices for work i did two and three months ago.,0,126,24,2,probably money worry thing coming due several outstanding invoice work two three month ago +902,How is it possible to teach you. And where.,0,43,11,2,possible teach +903,"I wonder if your phone battery went dead ? I had to tell you, I love you babe",0,77,19,2,wonder phone battery went dead tell love babe +904,Lovely smell on this bus and it ain't tobacco... ,0,49,11,1,lovely smell bus ai tobacco +905,"We're all getting worried over here, derek and taylor have already assumed the worst",0,84,16,1,getting worried derek taylor already assumed worst +906,Hey what's up charles sorry about the late reply.,0,49,11,1,hey charles sorry late reply +907,"all the lastest from Stereophonics, Marley, Dizzee Racal, Libertines and The Strokes! Win Nookii games with Flirt!! Click TheMob WAP Bookmark or text WAP to 82468",1,162,32,3,lastest stereophonics marley dizzee racal libertine stroke win nookii game flirt click themob wap bookmark text wap 82468 +908,I.ll give her once i have it. Plus she said grinule greet you whenever we speak,0,79,17,2,give plus said grinule greet whenever speak +909,WHITE FUDGE OREOS ARE IN STORES,0,31,6,1,white fudge oreo store +910,"January Male Sale! Hot Gay chat now cheaper, call 08709222922. National rate from 1.5p/min cheap to 7.8p/min peak! To stop texts call 08712460324 (10p/min)",1,155,30,4,january male sale hot gay chat cheaper call national rate cheap peak stop text call 08712460324 +911,My love ! How come it took you so long to leave for Zaher's? I got your words on ym and was happy to see them but was sad you had left. I miss you,0,146,38,4,love come took long leave zaher got word ym happy see sad left miss +912,I am sorry it hurt you.,0,23,7,1,sorry hurt +913,Can't. I feel nauseous. I'm so pissed. I didn't eat any sweets all week cause today I was planning to pig out. I was dieting all week. And now I'm not hungry :/,0,160,43,6,ca feel nauseous pissed eat sweet week cause today planning pig dieting week hungry +914,Ok lor but not too early. Me still having project meeting now.,0,62,14,2,ok lor early still project meeting +915,"Call me da, i am waiting for your call.",0,39,11,1,call da waiting call +916,I could ask carlos if we could get more if anybody else can chip in,0,67,15,1,could ask carlos could get anybody else chip +917,Was actually about to send you a reminder today. Have a wonderful weekend,0,73,14,2,actually send reminder today wonderful weekend +918,"When people see my msgs, They think Iam addicted to msging... They are wrong, Bcoz They don\'t know that Iam addicted to my sweet Friends..!! BSLVYL",0,148,32,3,people see msg think iam addicted msging wrong bcoz know iam addicted sweet friend bslvyl +919,Hey you gave them your photo when you registered for driving ah? Tmr wanna meet at yck? ,0,88,20,2,hey gave photo registered driving ah tmr wan na meet yck +920,Dont talk to him ever ok its my word.,0,37,10,1,dont talk ever ok word +921,When u wana see it then,0,23,6,1,u wana see +922,On ma way to school. Can you pls send me ashley's number,0,56,14,2,way school pls send ashley number +923,It shall be fine. I have avalarr now. Will hollalater,0,53,12,3,shall fine avalarr hollalater +924,She went to attend another two rounds today..but still did't reach home..,0,73,15,1,went attend another two round today still reach home +925,Actually i deleted my old website..now i m blogging at magicalsongs.blogspot.com,0,80,13,1,actually deleted old website blogging +926,"K, wait chikku..il send aftr <#> mins",0,44,16,1,k wait chikku il send aftr lt gt min +927,But I'm on a diet. And I ate 1 too many slices of pizza yesterday. Ugh I'm ALWAYS on a diet.,0,92,26,3,diet ate 1 many slice pizza yesterday ugh always diet +928,K:)i will give my kvb acc details:),0,35,12,1,k give kvb acc detail +929,Oh all have to come ah?,0,23,7,1,oh come ah +930,money!!! you r a lucky winner ! 2 claim your prize text money 2 88600 over £1million to give away ! ppt150x3+normal text rate box403 w1t1jy,1,140,29,4,money r lucky winner 2 claim prize text money 2 88600 give away text rate box403 w1t1jy +931,I'm really sorry i won't b able 2 do this friday.hope u can find an alternative.hope yr term's going ok:-),0,106,26,1,really sorry wo b able 2 u find yr term going ok +932,Congratulations ore mo owo re wa. Enjoy it and i wish you many happy moments to and fro wherever you go,0,103,22,2,congratulation ore mo owo wa enjoy wish many happy moment fro wherever go +933,So do you have samus shoulders yet,0,34,7,1,samus shoulder yet +934,What time you think you'll have it? Need to know when I should be near campus,0,77,18,2,time think need know near campus +935,"Dear Matthew please call 09063440451 from a landline, your complimentary 4*Lux Tenerife holiday or £1000 CASH await collection. ppm150 SAE T&Cs Box334 SK38XH.",1,159,30,2,dear matthew please call 09063440451 landline complimentary 4 lux tenerife holiday cash await collection ppm150 sae c box334 sk38xh +936,Then dun wear jeans lor...,0,26,6,1,dun wear jean lor +937,"Since when, which side, any fever, any vomitin.",0,47,12,1,since side fever vomitin +938,K:)k.are you in college?,0,24,8,1,k college +939,"Urgent! call 09061749602 from Landline. Your complimentary 4* Tenerife Holiday or £10,000 cash await collection SAE T&Cs BOX 528 HP20 1YF 150ppm 18+",1,149,28,3,urgent call 09061749602 landline complimentary 4 tenerife holiday cash await collection sae c box 528 hp20 1yf 150ppm +940,Better. Made up for Friday and stuffed myself like a pig yesterday. Now I feel bleh. But at least its not writhing pain kind of bleh.,0,133,30,4,better made friday stuffed like pig yesterday feel bleh least writhing pain kind bleh +941,No we sell it all so we'll have tons if coins. Then sell our coins to someone thru paypal. Voila! Money back in life pockets:),0,126,31,4,sell ton coin sell coin someone thru paypal voila money back life pocket +942,Theyre doing it to lots of places. Only hospitals and medical places are safe.,0,78,16,2,theyre lot place hospital medical place safe +943,How about getting in touch with folks waiting for company? Just txt back your NAME and AGE to opt in! Enjoy the community (150p/SMS),1,132,28,3,getting touch folk waiting company txt back name age opt enjoy community +944,And also I've sorta blown him off a couple times recently so id rather not text him out of the blue looking for weed,0,116,25,1,also sorta blown couple time recently id rather text blue looking weed +945,"I sent my scores to sophas and i had to do secondary application for a few schools. I think if you are thinking of applying, do a research on cost also. Contact joke ogunrinde, her school is one me the less expensive ones",0,221,47,3,sent score sophas secondary application school think thinking applying research cost also contact joke ogunrinde school one le expensive one +946,I cant wait to see you! How were the photos were useful? :),0,59,16,3,cant wait see photo useful +947,Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send GO to 86688 only 150p/msg. CC: 08718720201 PO BOX 114/14 TCR/W1,1,137,26,2,ur currently 500 pound maximize ur send go 86688 cc 08718720201 po box +948,Hey i booked the kb on sat already... what other lessons are we going for ah? Keep your sat night free we need to meet and confirm our lodging ,0,143,31,2,hey booked kb sat already lesson going ah keep sat night free need meet confirm lodging +949,Chk in ur belovd ms dict,0,24,6,1,chk ur belovd m dict +950,Is that what time you want me to come?,0,38,10,1,time want come +951,"Awesome, lemme know whenever you're around",0,42,9,1,awesome lem know whenever around +952,Shb b ok lor... Thanx...,0,24,7,1,shb b ok lor thanx +953,"Beautiful Truth against Gravity.. Read carefully: ""Our heart feels light when someone is in it.. But it feels very heavy when someone leaves it.."" GOOD NIGHT",0,157,32,2,beautiful truth gravity read carefully heart feel light someone feel heavy someone leaf good night +954,Also remember to get dobby's bowl from your car,0,47,10,1,also remember get dobby bowl car +955,Filthy stories and GIRLS waiting for your,1,41,7,1,filthy story girl waiting +956,Sorry i now then c ur msg... Yar lor so poor thing... But only 4 one night... Tmr u'll have a brand new room 2 sleep in...,0,122,32,2,sorry c ur msg yar lor poor thing 4 one night tmr u brand new room 2 sleep +957,"Love isn't a decision, it's a feeling. If we could decide who to love, then, life would be much simpler, but then less magical",0,126,31,2,love decision feeling could decide love life would much simpler le magical +958,Welp apparently he retired,0,26,4,1,welp apparently retired +959,My sort code is and acc no is . The bank is natwest. Can you reply to confirm i've sent this to the right person!,0,114,28,3,sort code acc bank natwest reply confirm sent right person +960,Where @,0,7,2,1, +961,U sure u can't take any sick time?,0,34,10,1,u sure u ca take sick time +962,URGENT! We are trying to contact U. Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050001808 from land line. Claim M95. Valid12hrs only,1,157,31,5,urgent trying contact today draw show prize guaranteed call 09050001808 land line claim m95 valid12hrs +964,Yo chad which gymnastics class do you wanna take? The site says Christians class is full..,0,90,19,2,yo chad gymnastics class wan na take site say christian class full +966,Or better still can you catch her and let ask her if she can sell <#> for me.,0,85,25,1,better still catch let ask sell lt gt +967,I am not sure about night menu. . . I know only about noon menu,0,63,16,4,sure night menu know noon menu +968,What do u want when i come back?.a beautiful necklace as a token of my heart for you.thats what i will give but ONLY to MY WIFE OF MY LIKING.BE THAT AND SEE..NO ONE can give you that.dont call me.i will wait till i come.,0,220,50,1,u want come back beautiful necklace token heart give wife see one give call wait till come +969,Are you willing to go for aptitude class.,0,41,9,1,willing go aptitude class +970,"It wont b until 2.15 as trying 2 sort house out, is that ok?",0,60,16,1,wont b trying 2 sort house ok +971,"Yar lor he wan 2 go c horse racing today mah, so eat earlier lor. I ate chicken rice. U?",0,88,24,3,yar lor wan 2 go c horse racing today mah eat earlier lor ate chicken rice u +972,"Haha awesome, omw back now then",0,31,7,1,haha awesome omw back +973,Yup i thk so until e shop closes lor.,0,37,10,1,yup thk e shop close lor +974,what is your account number?,0,28,6,1,account number +975,Eh u send wrongly lar...,0,24,6,1,eh u send wrongly lar +976,Hey no I ad a crap nite was borin without ya 2 boggy with me u boring biatch! Thanx but u wait til nxt time il ave ya ,0,118,29,2,hey ad crap nite borin without ya 2 boggy u boring biatch thanx u wait til nxt time il ave ya +977,Ok i shall talk to him,0,22,6,1,ok shall talk +978,Dont hesitate. You know this is the second time she has had weakness like that. So keep i notebook of what she eat and did the day before or if anything changed the day before so that we can be sure its nothing,0,210,45,3,dont hesitate know second time weakness like keep notebook eat day anything changed day sure nothing +979,Hey you can pay. With salary de. Only <#> .,0,50,18,3,hey pay salary de lt gt +980,Another month. I need chocolate weed and alcohol.,0,49,10,2,another month need chocolate weed alcohol +981,If he started searching he will get job in few days.he have great potential and talent.,0,87,17,1,started searching get job great potential talent +982,Reckon need to be in town by eightish to walk from * carpark.,0,61,14,1,reckon need town eightish walk carpark +983,"Congrats! 2 mobile 3G Videophones R yours. call 09063458130 now! videochat wid your mates, play java games, Dload polyPH music, noline rentl.",1,141,29,4,congrats 2 mobile 3g videophones r call 09063458130 videochat wid mate play java game dload polyph music noline rentl +984,LOOK AT THE FUCKIN TIME. WHAT THE FUCK YOU THINK IS UP,0,54,13,2,look fuckin time fuck think +985,Yo guess what I just dropped,0,28,6,1,yo guess dropped +986,Carlos says he'll be at mu in <#> minutes,0,49,16,1,carlos say mu lt gt minute +987,I'm in office now . I will call you <#> min:),0,53,20,2,office call lt gt min +988,"Geeee ... I miss you already, you know ? Your all I can think about. Fuck, I can't wait till next year when we will be together ... *loving kiss*",0,145,36,4,geeee miss already know think fuck ca wait till next year together loving kiss +989,"Yun ah.the ubi one say if ü wan call by tomorrow.call 67441233 look for irene.ere only got bus8,22,65,61,66,382. Ubi cres,ubi tech park.6ph for 1st 5wkg days.èn",0,162,29,2,yun ubi one say ã¼ wan call 67441233 look got ubi cres ubi tech 1st 5wkg +990,Ugh. Gotta drive back to sd from la. My butt is sore.,0,53,16,3,ugh got ta drive back sd la butt sore +991,26th OF JULY,0,12,3,1,26th july +992,Hi im having the most relaxing time ever! we have to get up at 7am every day! was the party good the other night? I get home tomorrow at 5ish.,0,142,34,4,hi im relaxing time ever get 7am every day party good night get home tomorrow 5ish +993,Up to ü... Ü wan come then come lor... But i din c any stripes skirt...,0,73,19,2,ã¼ wan come come lor din c stripe skirt +994,The Xmas story is peace.. The Xmas msg is love.. The Xmas miracle is jesus.. Hav a blessed month ahead & wish U Merry Xmas...,0,129,31,3,xmas story peace xmas msg love xmas miracle jesus hav blessed month ahead amp wish u merry xmas +995,"I can't, I don't have her number!",0,33,11,1,ca number +996,Change again... It's e one next to escalator...,0,47,11,2,change e one next escalator +997,Yetunde i'm in class can you not run water on it to make it ok. Pls now.,0,72,19,1,yetunde class run water make pls +998,Not a lot has happened here. Feels very quiet. Beth is at her aunts and charlie is working lots. Just me and helen in at the mo. How have you been? ,0,148,36,5,lot happened feel quiet beth aunt charlie working lot helen mo +999,Then ü wait 4 me at bus stop aft ur lect lar. If i dun c ü then i go get my car then come back n pick ü.,0,107,31,2,ã¼ wait 4 bus stop aft ur lect lar dun c ã¼ go get car come back n pick ã¼ +1000,"Aight will do, thanks again for comin out",0,41,9,1,aight thanks comin +1001,No..but heard abt tat..,0,23,7,1,heard abt tat +1004,<#> am I think? Should say on syllabus,0,45,15,2,lt gt think say syllabus +1005,Umma. Did she say anything,0,26,6,2,umma say anything +1006,Give me a sec to think think about it,0,37,9,1,give sec think think +1007,Panasonic & BluetoothHdset FREE. Nokia FREE. Motorola FREE & DoubleMins & DoubleTxt on Orange contract. Call MobileUpd8 on 08000839402 or call 2optout,1,150,25,4,panasonic bluetoothhdset free nokia free motorola free doublemins doubletxt orange contract call mobileupd8 08000839402 call 2optout +1008,I don't quite know what to do. I still can't get hold of anyone. I cud pick you up bout 7.30pm and we can see if they're in the pub?,0,132,36,3,quite know still ca get hold anyone cud pick bout see pub +1009,"Poyyarikatur,kolathupalayam,unjalur post,erode dis, <#> .",0,63,18,1,poyyarikatur kolathupalayam unjalur post erode dis lt gt +1010,"Dear Hero,i am leaving to qatar tonite for an apt opportunity.pls do keep in touch at <EMAIL> ,kerala",0,108,27,1,dear hero leaving qatar tonite apt keep touch lt email gt kerala +1011,Lol I would but my mom would have a fit and tell the whole family how crazy and terrible I am,0,93,21,1,lol would mom would fit tell whole family crazy terrible +1012,"I just got home babe, are you still awake ?",0,43,11,1,got home babe still awake +1013,I dunno they close oredi not... Ü v ma fan...,0,46,12,1,dunno close oredi v fan +1014,Just buy a pizza. Meat lovers or supreme. U get to pick.,0,56,15,3,buy pizza meat lover supreme u get pick +1015,"Ya, told..she was asking wats matter?",0,37,10,1,ya told asking wats matter +1016,"Dear,regret i cudnt pick call.drove down frm ctla now at cochin home.left mobile in car..ente style ishtamayoo?happy bakrid!",0,124,25,1,dear regret cudnt pick frm ctla cochin mobile car ente style ishtamayoo happy bakrid +1017,FREE for 1st week! No1 Nokia tone 4 ur mob every week just txt NOKIA to 8007 Get txting and tell ur mates www.getzed.co.uk POBox 36504 W45WQ norm150p/tone 16+,1,158,30,2,free 1st week no1 nokia tone 4 ur mob every week txt nokia 8007 get txting tell ur mate pobox 36504 w45wq +1018,Shall i send that exe to your mail id.,0,38,10,1,shall send exe mail id +1019,Nope watching tv at home... Not going out. V bored...,0,53,13,2,nope watching tv home going v bored +1020,Don know..wait i will check it.,0,31,9,1,know wait check +1021,"Good afternoon on this glorious anniversary day, my sweet J !! I hope this finds you happy and content, my Prey. I think of you and send a teasing kiss from across the sea coaxing images of fond souveniers ... You Cougar-Pen",0,224,46,4,good afternoon glorious anniversary day sweet j hope find happy content prey think send teasing kiss across sea coaxing image fond souveniers +1022,Guess what! Somebody you know secretly fancies you! Wanna find out who it is? Give us a call on 09065394514 From Landline DATEBox1282EssexCM61XN 150p/min 18,1,156,29,4,guess somebody know secretly fancy wan na find give u call 09065394514 landline datebox1282essexcm61xn 18 +1023,We still on for tonight?,0,24,6,1,still tonight +1024,May i call You later Pls,0,24,6,1,may call later pls +1025,Hasn't that been the pattern recently crap weekends?,0,52,10,1,pattern recently crap weekend +1026,I have a sore throat. It's scratches when I talk,0,48,12,2,sore throat scratch talk +1027,Yes da. Any plm at ur office,0,28,8,2,yes da plm ur office +1028,Are you not around or just still asleep? :V,0,43,11,2,around still asleep v +1029,"Lol you forgot it eh ? Yes, I'll bring it in babe",0,49,14,2,lol forgot eh yes bring babe +1030,"Its good, we'll find a way",0,26,8,1,good find way +1031,Can not use foreign stamps in this country. Good lecture .,0,58,12,2,use foreign stamp country good lecture +1032,Yup bathe liao...,0,17,4,1,yup bathe liao +1033,HAPPY NEW YEAR MY NO.1 MAN,0,26,6,1,happy new year man +1034,"OH MR SHEFFIELD! You wanna play THAT game, okay. You're the boss and I'm the nanny. You give me a raise and I'll give YOU one!!",0,127,36,5,oh mr sheffield wan na play game okay bos nanny give raise give one +1035,ZOE IT JUST HIT ME 2 IM FUCKING SHITIN MYSELF IL DEFO TRY MY HARDEST 2 CUM 2MOROW LUV U MILLIONS LEKDOG,0,103,22,1,zoe hit 2 im fucking shitin il defo try hardest 2 cum 2morow luv u million lekdog +1036,"Hello baby, did you get back to your mom's ? Are you setting up the computer now ? Filling your belly ? How goes it loverboy ? I miss you already ... *sighs*",0,157,37,5,hello baby get back mom setting computer filling belly go loverboy miss already sigh +1037,"No my blankets are sufficient, thx",0,34,7,1,blanket sufficient thx +1038,"naughty little thought: 'its better to flirt, flirt n flirt, rather than loving someone n gettin hurt, hurt n hurt...:-) Gud nyt",0,128,30,1,naughty little thought better flirt flirt n flirt rather loving someone n gettin hurt hurt n hurt gud nyt +1039,"Edison has rightly said, ""A fool can ask more questions than a wise man can answer"" Now you know why all of us are speechless during ViVa.. GM,GN,GE,GNT:-)",0,155,41,1,edison rightly said fool ask question wise man answer know u speechless viva gm gn ge gnt +1040,They just talking thats it de. They wont any other.,0,51,12,2,talking thats de wont +1041,Today am going to college so am not able to atten the class.,0,60,14,1,today going college able atten class +1042,I'm in class. Will holla later,0,30,8,2,class holla later +1044,Mmm thats better now i got a roast down me! i’d b better if i had a few drinks down me 2! Good indian?,0,103,27,3,mmm thats better got roast b better drink 2 good indian +1045,"We know someone who you know that fancies you. Call 09058097218 to find out who. POBox 6, LS15HB 150p",1,101,22,3,know someone know fancy call 09058097218 find pobox 6 ls15hb 150p +1046,"Come round, it's . ",0,19,6,1,come round +1047,"Do 1 thing! Change that sentence into: ""Because i want 2 concentrate in my educational career im leaving here..""",0,112,24,2,1 thing change sentence want 2 concentrate educational career im leaving +1048,"1000's flirting NOW! Txt GIRL or BLOKE & ur NAME & AGE, eg GIRL ZOE 18 to 8007 to join and get chatting!",1,104,27,2,1000 flirting txt girl bloke ur name age eg girl zoe 18 8007 join get chatting +1049,I walked an hour 2 c u! doesn’t that show I care y wont u believe im serious?,0,78,20,2,walked hour 2 c u show care wont u believe im serious +1050,18 days to Euro2004 kickoff! U will be kept informed of all the latest news and results daily. Unsubscribe send GET EURO STOP to 83222.,1,135,28,3,18 day euro2004 kickoff u kept informed latest news result daily unsubscribe send get euro stop 83222 +1051,Are you available for soiree on June 3rd?,0,41,9,1,available soiree june 3rd +1052,Do u noe wat time e place dat sells 4d closes?,0,46,12,1,u noe wat time e place dat sell 4d close +1053,"I got another job! The one at the hospital doing data analysis or something, starts on monday! Not sure when my thesis will got finished",0,136,28,3,got another job one hospital data analysis something start monday sure thesis got finished +1054,Jay's getting really impatient and belligerent,0,46,7,1,jay getting really impatient belligerent +1055,HIYA COMIN 2 BRISTOL 1 ST WEEK IN APRIL. LES GOT OFF + RUDI ON NEW YRS EVE BUT I WAS SNORING.THEY WERE DRUNK! U BAK AT COLLEGE YET? MY WORK SENDS INK 2 BATH.,0,157,39,4,hiya comin 2 bristol 1 st week april le got rudi new yr eve drunk u bak college yet work sends ink 2 bath +1056,I'm at work. Please call,0,24,7,2,work please call +1057,Then u drive lor.,0,17,5,1,u drive lor +1058,Ard 515 like dat. Y?,0,20,7,2,ard 515 like dat +1059,Tell me they're female :V how're you throwing in? We're deciding what all to get now,0,84,21,2,tell female v throwing deciding get +1060,EASTENDERS TV Quiz. What FLOWER does DOT compare herself to? D= VIOLET E= TULIP F= LILY txt D E or F to 84025 NOW 4 chance 2 WIN £100 Cash WKENT/150P16+,1,153,33,3,eastenders tv quiz flower dot compare violet tulip lily txt e f 84025 4 chance 2 win cash +1061,I'm working technical support :)voice process.networking field.,0,63,11,1,working technical support voice field +1062,I might come to kerala for 2 days.so you can be prepared to take a leave once i finalise .dont plan any travel during my visit.need to finish urgent works.,0,155,31,1,might come kerala 2 prepared take leave finalise plan travel finish urgent work +1063,Ok. Not sure what time tho as not sure if can get to library before class. Will try. See you at some point! Have good eve.,0,122,30,4,sure time tho sure get library class try see point good eve +1064,We have new local dates in your area - Lots of new people registered in YOUR AREA. Reply DATE to start now! 18 only www.flirtparty.us REPLYS150,1,143,28,3,new local date area lot new people registered area reply date start 18 replys150 +1065,"That's fine, I'll bitch at you about it later then",0,50,13,1,fine bitch later +1066,No my mum went 2 dentist.,0,25,7,1,mum went 2 dentist +1067,Once free call me sir. I am waiting for you.,0,44,12,2,free call sir waiting +1068,Meeting u is my work. . . Tel me when shall i do my work tomorrow,0,65,17,4,meeting u work tel shall work tomorrow +1069,Someone U know has asked our dating service 2 contact you! Cant Guess who? CALL 09058091854 NOW all will be revealed. PO BOX385 M6 6WU,1,134,28,4,someone u know asked dating service 2 contact cant guess call 09058091854 revealed po box385 m6 6wu +1070,Jus finish bathing...,0,21,4,1,jus finish bathing +1071,"alright, I'll make sure the car is back tonight",0,47,11,1,alright make sure car back tonight +1072,URGENT! We are trying to contact U. Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050003091 from land line. Claim C52. Valid12hrs only,1,157,31,5,urgent trying contact today draw show prize guaranteed call 09050003091 land line claim c52 valid12hrs +1073,Dear U've been invited to XCHAT. This is our final attempt to contact u! Txt CHAT to 86688,1,90,21,3,dear u invited xchat final attempt contact u txt chat 86688 +1074,Lul im gettin some juicy gossip at the hospital. Two nurses are talking about how fat they are gettin. And one thinks shes obese. Oyea.,0,135,29,4,lul im gettin juicy gossip hospital two nurse talking fat gettin one think shes obese oyea +1075,Aight ill get on fb in a couple minutes,0,39,9,1,aight ill get fb couple minute +1076,Oi. Ami parchi na re. Kicchu kaaj korte iccha korche na. Phone ta tul na. Plz. Plz.,0,83,23,6,oi ami parchi na kicchu kaaj korte iccha korche na phone ta tul na plz plz +1077,Where can download clear movies. Dvd copies.,0,44,9,2,download clear movie dvd copy +1078,"Yep, by the pretty sculpture",0,28,6,1,yep pretty sculpture +1079,Convey my regards to him,0,24,5,1,convey regard +1080,Me too watching surya movie only. . .after 6 pm vijay movie POKKIRI,0,67,14,3,watching surya movie 6 pm vijay movie pokkiri +1081,You tell what happen dont behave like this to me. Ok no need to say,0,67,16,2,tell happen dont behave like ok need say +1082,Can u get pic msgs to your phone?,0,33,9,1,u get pic msg phone +1083,Send to someone else :-),0,24,7,1,send someone else +1084,Wat makes some people dearer is not just de happiness dat u feel when u meet them but de pain u feel when u miss dem!!!,0,119,29,2,wat make people dearer de happiness dat u feel u meet de pain u feel u miss dem +1085,For me the love should start with attraction.i should feel that I need her every time around me.she should be the first thing which comes in my thoughts.I would start the day and end it with her.she should be there every time I dream.love will be then when my every breath has her name.my life should happen around her.my life will be named to her.I would cry for her.will give all my happiness and take all her sorrows.I will be ready to fight with anyone for her.I will be in love when I will be doing the craziest things for her.love will be when I don't have to proove anyone that my girl is the most beautiful lady on the whole planet.I will always be singing praises for her.love will be when I start up making chicken curry and end up makiing sambar.life will be the most beautiful then.will get every morning and thank god for the day because she is with me.I would like to say a lot..will tell later..,0,910,175,1,love start feel need every time around first thing come would start day end every time every breath life happen around life named would cry give happiness take ready fight anyone love craziest thing proove anyone girl beautiful lady whole always singing praise start making chicken curry end makiing beautiful get every morning thank god day would like say lot tell later +1086,"FR'NDSHIP is like a needle of a clock. Though V r in d same clock, V r nt able 2 met. Evn if V meet,itz only 4few seconds. Bt V alwys stay conected. Gud 9t;-)",0,158,45,5,like needle clock though v r clock v r nt able 2 met evn v meet itz 4few second bt v alwys stay conected gud 9t +1087,I don't think he has spatula hands!,0,35,9,1,think spatula hand +1088,You can never do NOTHING,0,24,5,1,never nothing +1089,You are awarded a SiPix Digital Camera! call 09061221061 from landline. Delivery within 28days. T Cs Box177. M221BP. 2yr warranty. 150ppm. 16 . p p£3.99,1,153,32,9,awarded sipix digital camera call 09061221061 landline delivery within 28days c box177 m221bp 2yr warranty 150ppm 16 p +1090,Goodmorning today i am late for <DECIMAL> min.,0,53,15,1,goodmorning today late lt decimal gt min +1091,WIN URGENT! Your mobile number has been awarded with a £2000 prize GUARANTEED call 09061790121 from land line. claim 3030 valid 12hrs only 150ppm ,1,147,26,3,win urgent mobile number awarded prize guaranteed call 09061790121 land line claim 3030 valid 12hrs 150ppm +1092,Please da call me any mistake from my side sorry da. Pls da goto doctor.,0,72,17,2,please da call mistake side sorry da pls da goto doctor +1093,Where r we meeting?,0,19,5,1,r meeting +1094,"Well the weather in cali's great. But its complexities are great. You need a car to move freely, its taxes are outrageous. But all in all its a great place. The sad part is i missing home.",0,188,44,5,well weather cali great complexity great need car move freely tax outrageous great place sad part missing home +1095,Now only i reached home. . . I am very tired now. . I will come tomorro,0,71,19,6,reached home tired come tomorro +1096,Ryder unsold.now gibbs.,0,23,4,1,ryder gibbs +1097,Dear Subscriber ur draw 4 £100 gift voucher will b entered on receipt of a correct ans. When was Elvis Presleys Birthday? TXT answer to 80062,1,142,28,3,dear subscriber ur draw 4 gift voucher b entered receipt correct an elvis presley birthday txt answer 80062 +1098,Don't fret. I'll buy the ovulation test strips and send them to you. You wont get them til like march. Can you send me your postal address.u'll be alright.Okay.,0,160,36,4,fret buy ovulation test strip send wont get til like march send postal +1099,NO GIFTS!! You trying to get me to throw myself off a cliff or something?,0,73,18,2,gift trying get throw cliff something +1100,Been up to ne thing interesting. Did you have a good birthday? When are u wrking nxt? I started uni today.,0,106,25,4,ne thing interesting good birthday u wrking nxt started uni today +1101,You busy or can I come by at some point and figure out what we're doing tomorrow,0,80,18,1,busy come point figure tomorrow +1102,"Yeah go on then, bored and depressed sittin waitin for phone to ring... Hope the wind drops though, scary",0,105,22,1,yeah go bored depressed sittin waitin phone ring hope wind drop though scary +1103,Black shirt n blue jeans... I thk i c ü...,0,43,12,2,black shirt n blue jean thk c ã¼ +1104,Aiyah sorry lor... I watch tv watch until i forgot 2 check my phone.,0,68,16,2,aiyah sorry lor watch tv watch forgot 2 check phone +1105,Message Important information for O2 user. Today is your lucky day! 2 find out why log onto http://www.urawinner.com there is a fantastic surprise awaiting you,1,159,29,3,message important information o2 user today lucky day 2 find log onto http fantastic surprise awaiting +1106,on hen night. Going with a swing,0,32,8,2,hen night going swing +1107,"Good afternoon, my love. How goes your day ? What are you up to ? I woke early and am online waiting for you ... Hmmm ... Italian boy is online I see . *grins*",0,159,39,5,good afternoon love go day woke early online waiting hmmm italian boy online see grin +1108,From someone not to smoke when every time I've smoked in the last two weeks is because of you calling or texting me that you wanted to smoke,0,140,29,1,someone smoke every time smoked last two week calling texting wanted smoke +1109,No you'll just get a headache trying to figure it out. U can trust me to do the math. I promise. O:-),0,101,29,4,get headache trying figure u trust math promise +1110,S s..first time..dhoni rocks...,0,31,9,1,first time dhoni rock +1111,Ok ill tell the company,0,23,5,1,ok ill tell company +1112,"Awesome, think we can get an 8th at usf some time tonight?",0,58,14,1,awesome think get 8th usf time tonight +1113,So that means you still think of teju,0,37,8,1,mean still think teju +1114,"No I'm good for the movie, is it ok if I leave in an hourish?",0,61,18,1,good movie ok leave hourish +1115,No no:)this is kallis home ground.amla home town is durban:),0,60,15,1,kallis home home town durban +1116,So lets make it saturday or monday as per convenience.,0,54,11,1,let make saturday monday per convenience +1117,Hey... What time is your driving on fri? We go for evaluation on fri?,0,69,17,2,hey time driving fri go evaluation fri +1118,"449050000301 You have won a £2,000 price! To claim, call 09050000301.",1,70,14,2,449050000301 price claim call 09050000301 +1119,I'm going 4 lunch now wif my family then aft dat i go str 2 orchard lor.,0,72,19,1,going 4 lunch wif family aft dat go str 2 orchard lor +1120,"Bored of speed dating? Try SPEEDCHAT, txt SPEEDCHAT to 80155, if you don't like em txt SWAP and get a new chatter! Chat80155 POBox36504W45WQ 150p/msg rcd 16",1,156,32,3,bored speed dating try speedchat txt speedchat 80155 like em txt swap get new chatter chat80155 pobox36504w45wq rcd 16 +1121,Cancel cheyyamo?and get some money back?,0,40,9,1,cancel cheyyamo get money back +1122,Do you want 750 anytime any network mins 150 text and a NEW video phone for only five pounds per week call 08000776320 now or reply for delivery Tomorrow,1,153,29,1,want 750 anytime network min 150 text new video phone five pound per week call 08000776320 reply delivery tomorrow +1123,Ok.ok ok..then..whats ur todays plan,0,36,9,1,ok whats ur today plan +1124,Good morning princess! How are you?,0,35,8,2,good morning princess +1125,Aiyar sorry lor forgot 2 tell u...,0,34,8,1,aiyar sorry lor forgot 2 tell u +1126,For taking part in our mobile survey yesterday! You can now have 500 texts 2 use however you wish. 2 get txts just send TXT to 80160 T&C www.txt43.com 1.50p,1,156,34,3,taking part mobile survey yesterday 500 text 2 use however wish 2 get txts send txt 80160 c +1127,Not tonight mate. Catching up on some sleep. This is my new number by the way. ,0,79,19,3,tonight mate catching sleep new number way +1128,"Height of ""Oh shit....!!"" situation: A guy throws a luv letter on a gal but falls on her brothers head whos a gay,.;-):-D",0,121,36,3,height oh shit situation guy throw luv letter gal fall brother head who gay +1129,Ur HMV Quiz cash-balance is currently £500 - to maximize ur cash-in now send HMV1 to 86688 only 150p/msg,1,105,19,1,ur hmv quiz currently maximize ur send hmv1 86688 +1130,"So check your errors and if you had difficulties, do correction.",0,64,13,1,check error difficulty correction +1131,Howz pain?hope u r fine..,0,25,8,1,howz pain hope u r fine +1135,U wake up already? Thanx 4 e tau sar piah it's quite nice.,0,58,16,2,u wake already thanx 4 e tau sar piah quite nice +1136,K do I need a login or anything,0,31,8,1,k need login anything +1137,Dont forget you can place as many FREE Requests with 1stchoice.co.uk as you wish. For more Information call 08707808226.,1,120,21,2,dont forget place many free request wish information call 08707808226 +1138,LOL ... No just was busy,0,24,6,1,lol busy +1139,What * u wearing?,0,17,5,1,u wearing +1141,Oh:)as usual vijay film or its different?,0,41,11,1,oh usual vijay film different +1142,I don't know u and u don't know me. Send CHAT to 86688 now and let's find each other! Only 150p/Msg rcvd. HG/Suite342/2Lands/Row/W1J6HL LDN. 18 years or over.,1,158,36,5,know u u know send chat 86688 let find rcvd ldn 18 year +1143,Have you had a good day? Mine was really busy are you up to much tomorrow night?,0,80,19,2,good day mine really busy much tomorrow night +1144,And is there a way you can send shade's stuff to her. And she has been wonderful too.,0,85,21,2,way send shade stuff wonderful +1145,Really... I tot ur paper ended long ago... But wat u copied jus now got use? U happy lar... I still haf 2 study :-(,0,115,31,5,really tot ur paper ended long ago wat u copied jus got use u happy lar still haf 2 study +1146,"Thank you, winner notified by sms. Good Luck! No future marketing reply STOP to 84122 customer services 08450542832",1,115,21,3,thank winner notified sm good luck future marketing reply stop 84122 customer service 08450542832 +1147,Babe ? I lost you ... :-(,0,25,9,2,babe lost +1148,Ok... Help me ask if she's working tmr a not?,0,45,13,1,ok help ask working tmr +1149,I'm not driving... Raining! Then i'll get caught at e mrt station lor.,0,70,18,2,driving raining get caught e mrt station lor +1150,Not a drop in the tank,0,22,6,1,drop tank +1151,(That said can you text him one more time?),0,43,12,1,said text one time +1153,Ok i go change also...,0,22,6,1,ok go change also +1154,1000's of girls many local 2 u who r virgins 2 this & r ready 2 4fil ur every sexual need. Can u 4fil theirs? text CUTE to 69911(£1.50p. m),1,140,37,4,1000 girl many local 2 u r virgin 2 r ready 2 4fil ur every sexual need u 4fil text cute 69911 +1155,Did u find a sitter for kaitlyn? I was sick and slept all day yesterday.,0,72,17,2,u find sitter kaitlyn sick slept day yesterday +1156,"Sorry man, accidentally left my phone on silent last night and didn't check it til I got up",0,91,20,1,sorry man accidentally left phone silent last night check til got +1157,Hey.. Something came up last min.. Think i wun be signing up tmr.. Hee,0,70,17,2,hey something came last min think wun signing tmr hee +1158,He's an adult and would learn from the experience. There's no real danger. I just dont like peeps using drugs they dont need. But no comment,0,140,31,4,adult would learn experience real danger dont like peep using drug dont need comment +1159,Hey! There's veggie pizza... :/,0,31,9,2,hey veggie pizza +1160,Yun buying... But school got offer 2000 plus only...,0,52,11,2,yun buying school got offer 2000 plus +1161,You sure your neighbors didnt pick it up,0,40,8,1,sure neighbor didnt pick +1162,K. I will sent it again,0,23,6,1,sent +1165,Well. Im computerless. Time to make some oreo truffles,0,54,11,3,well im computerless time make oreo truffle +1166,"Haha yeah I see that now, be there in a sec",0,43,12,1,haha yeah see sec +1167,I am not having her number sir,0,30,7,1,number sir +1168,Lol now I'm after that hot air balloon!,0,39,10,1,lol hot air balloon +1169,Ok . . now i am in bus. . If i come soon i will come otherwise tomorrow,0,71,19,5,ok bus come soon come otherwise tomorrow +1170,Msgs r not time pass.They silently say that I am thinking of U right now and also making U think of me at least 4 a moment. Gd nt.swt drms @Shesil,0,146,33,2,msg r time silently say thinking u right also making u think least 4 moment gd drms shesil +1171,"Yeah, we can probably swing by once my roommate finishes up with his girl",0,73,15,1,yeah probably swing roommate finish girl +1172,"Got what it takes 2 take part in the WRC Rally in Oz? U can with Lucozade Energy! Text RALLY LE to 61200 (25p), see packs or lucozade.co.uk/wrc & itcould be u!",1,159,38,3,got take 2 take part wrc rally oz u lucozade energy text rally le 61200 25p see pack itcould u +1173,Happy new years melody!,0,23,5,1,happy new year melody +1174,Ü dun need to pick ur gf?,0,26,8,1,dun need pick ur gf +1175,Yay! You better not have told that to 5 other girls either.,0,59,14,2,yay better told 5 girl either +1176,Horrible u eat macs eat until u forgot abt me already rite... U take so long 2 reply. I thk it's more toot than b4 so b prepared. Now wat shall i eat?,0,150,38,3,horrible u eat mac eat u forgot abt already rite u take long 2 reply thk toot b4 b prepared wat shall eat +1177,"Did he say how fantastic I am by any chance, or anything need a bigger life lift as losing the will 2 live, do you think I would be the first person 2 die from N V Q? ",0,167,41,1,say fantastic chance anything need bigger life lift losing 2 live think would first person 2 die n v q +1178,Just nw i came to hme da..,0,26,8,1,nw came hme da +1179,"I'm outside islands, head towards hard rock and you'll run into me",0,66,15,1,outside island head towards hard rock run +1180,To day class is there are no class.,0,35,9,1,day class class +1181,I'm in chennai velachery:),0,26,7,1,chennai velachery +1182,You flippin your shit yet?,0,26,6,1,flippin shit yet +1183,"K give me a sec, breaking a <#> at cstore",0,49,17,1,k give sec breaking lt gt cstore +1184,Am i that much bad to avoid like this?,0,38,10,1,much bad avoid like +1185,"Yo, you around? Just got my car back",0,36,10,2,yo around got car back +1186,Annoying isn't it.,0,18,5,1,annoying +1187,"Goodmorning, Today i am late for <#> min.",0,48,16,1,goodmorning today late lt gt min +1188,There's no point hangin on to mr not right if he's not makin u happy,0,68,17,1,point hangin mr right makin u happy +1189,All will come alive.better correct any good looking figure there itself..,0,73,12,1,come correct good looking figure +1190,In that case I guess I'll see you at campus lodge,0,49,12,1,case guess see campus lodge +1191,We're done...,0,13,4,1,done +1192,Come to my home for one last time i wont do anything. Trust me.,0,63,16,2,come home one last time wont anything trust +1193,I was up all night too worrying about this appt. It's a shame we missed a girls night out with quizzes popcorn and you doing my hair.,0,133,30,2,night worrying appt shame missed girl night quiz popcorn hair +1194,Sex up ur mobile with a FREE sexy pic of Jordan! Just text BABE to 88600. Then every wk get a sexy celeb! PocketBabe.co.uk 4 more pics. 16 £3/wk 087016248,1,155,34,5,sex ur mobile free sexy pic jordan text babe every wk get sexy celeb 4 pic 16 087016248 +1195,Ok... C ya...,0,13,5,1,ok c ya +1196,You have 1 new voicemail. Please call 08719181503,1,49,9,2,1 new voicemail please call 08719181503 +1197,What he said is not the matter. My mind saying some other matter is there.,0,74,17,2,said matter mind saying matter +1199,"Al he does is moan at me if n e thin goes wrong its my fault&al de arguments r my fault&fed up of him of himso y bother? Hav 2go, thanx.xx",0,138,37,2,al moan n e thin go wrong fault al de argument r fault fed himso bother hav 2go +1200,NEFT Transaction with reference number <#> for Rs. <DECIMAL> has been credited to the beneficiary account on <#> at <TIME> : <#>,0,164,53,2,neft transaction reference number lt gt r lt decimal gt credited beneficiary account lt gt lt time gt lt gt +1201,Otherwise had part time job na-tuition..,0,40,7,1,otherwise part time job +1202,I know she called me,0,20,5,1,know called +1203,"Me also da, i feel yesterday night wait til 2day night dear.",0,61,14,1,also da feel yesterday night wait til 2day night dear +1204,Thanks for understanding. I've been trying to tell sura that.,0,61,13,2,thanks understanding trying tell sura +1205,WIN a year supply of CDs 4 a store of ur choice worth £500 & enter our £100 Weekly draw txt MUSIC to 87066 Ts&Cs www.Ldew.com.subs16+1win150ppmx3,1,147,28,1,win year supply cd 4 store ur choice worth enter weekly draw txt music 87066 t c +1206,The whole car appreciated the last two! Dad and are having a map reading semi argument but apart from that things are going ok. P.,0,130,27,2,whole car appreciated last two dad map reading semi argument apart thing going p +1207,"As a SIM subscriber, you are selected to receive a Bonus! Get it delivered to your door, Txt the word OK to No: 88600 to claim. 150p/msg, EXP. 30Apr",1,148,36,4,sim subscriber selected receive bonus get delivered door txt word ok 88600 claim exp 30apr +1208,I need you to be in my strong arms...,0,37,10,1,need strong arm +1209,Also maaaan are you missing out,0,31,6,1,also maaaan missing +1210,His bday real is in april .,0,27,7,1,bday real april +1211,Guessin you ain't gonna be here before 9?,0,41,11,1,guessin ai gon na 9 +1212,Ok then i will come to ur home after half an hour,0,49,12,1,ok come ur home half hour +1213,"Yo, the game almost over? Want to go to walmart soon",0,52,13,2,yo game almost want go walmart soon +1214,"Yeah, probably but not sure. Ilol let u know, but personally I wuldnt bother, then again if ur goin to then I mite as well!!",0,124,31,3,yeah probably sure ilol let u know personally wuldnt bother ur goin mite well +1215,I'll text now! All creepy like so he won't think that we forgot,0,63,16,2,text creepy like wo think forgot +1216,"that would be good … I'll phone you tomo lunchtime, shall I, to organise something?",0,85,19,1,would good phone tomo lunchtime shall organise something +1217,You have 1 new voicemail. Please call 08719181513.,1,50,10,2,1 new voicemail please call 08719181513 +1218,"Damn, can you make it tonight or do you want to just wait til tomorrow",0,70,16,1,damn make tonight want wait til tomorrow +1219,K..k..i'm also fine:)when will you complete the course?,0,55,17,1,k k also fine complete course +1220,"True. It is passable. And if you get a high score and apply for phd, you get 5years of salary. So it makes life easier.",0,119,30,4,true passable get high score apply phd get 5years salary make life easier +1221,No. 1 Nokia Tone 4 ur mob every week! Just txt NOK to 87021. 1st Tone FREE ! so get txtin now and tell ur friends. 150p/tone. 16 reply HL 4info,1,143,36,7,1 nokia tone 4 ur mob every week txt nok 87021 1st tone free get txtin tell ur friend 16 reply hl 4info +1222,Prakesh is there know.,0,22,5,1,prakesh know +1223,Teach me apps da. When you come to college.,0,43,11,2,teach apps da come college +1224,Rofl betta invest in some anti aging products,0,46,8,1,rofl betta invest anti aging product +1226,"sir, you will receive the account no another 1hr time. Sorry for the delay.",0,75,17,2,sir receive account another 1hr time sorry delay +1227,Reply with your name and address and YOU WILL RECEIVE BY POST a weeks completely free accommodation at various global locations www.phb1.com ph:08700435505150p,1,159,23,1,reply name address receive post week completely free accommodation various global location +1228,So ü'll be submitting da project tmr rite?,0,43,10,1,ã¼ submitting da project tmr rite +1229,FREE entry into our £250 weekly comp just send the word ENTER to 84128 NOW. 18 T&C www.textcomp.com cust care 08712405020.,1,123,25,2,free entry weekly comp send word enter 84128 18 c cust care 08712405020 +1230,Jus ans me lar. U'll noe later.,0,31,10,2,jus an lar u noe later +1231,I want to send something that can sell fast. <#> k is not easy money.,0,76,23,2,want send something sell fast lt gt k easy money +1232,have got * few things to do. may be in * pub later.,0,51,15,2,got thing may pub later +1233,1's finish meeting call me.,0,27,7,1,1 finish meeting call +1234,Lol ok. I'll snatch her purse too.,0,34,10,2,lol snatch purse +1235,"""Hello-/@drivby-:0quit edrunk sorry iff pthis makes no senrd-dnot no how ^ dancce 2 drum n basq!ihave fun 2nhite x ros xxxxxxx""",0,127,27,1,edrunk sorry iff pthis make dancce 2 drum n basq ihave fun 2nhite x ro xxxxxxx +1237,How much are we getting?,0,24,6,1,much getting +1238,Is ur paper in e morn or aft tmr?,0,33,10,1,ur paper e morn aft tmr +1239,"Dear relieved of westonzoyland, all going to plan this end too!",0,63,13,1,dear relieved westonzoyland going plan end +1240,Hope you are having a great new semester. Do wish you the very best. You are made for greatness.,0,96,22,3,hope great new semester wish best made greatness +1241,Oh yes I can speak txt 2 u no! Hmm. Did u get email?,0,53,17,3,oh yes speak txt 2 u hmm u get email +1242,"I want to show you the world, princess :) how about europe?",0,59,15,1,want show world princess europe +1243,Nobody can decide where to eat and dad wants Chinese,0,52,10,1,nobody decide eat dad want chinese +1244,No shoot me. I'm in the docs waiting room. :/,0,45,14,3,shoot doc waiting room +1245,Now? I'm going out 4 dinner soon..,0,34,10,2,going 4 dinner soon +1246,Hello which the site to download songs its urgent pls,0,53,10,1,hello site download song urgent pls +1247,"I do know what u mean, is the king of not havin credit! I'm goin2bed now. Night night sweet! Only1more sleep! ",0,111,27,4,know u mean king havin credit goin2bed night night sweet only1more sleep +1248,Horrible gal. Me in sch doing some stuff. How come u got mc?,0,60,16,3,horrible gal sch stuff come u got mc +1249,"HI HUN! IM NOT COMIN 2NITE-TELL EVERY1 IM SORRY 4 ME, HOPE U AVA GOODTIME!OLI RANG MELNITE IFINK IT MITE B SORTED,BUT IL EXPLAIN EVERYTHIN ON MON.L8RS.x",0,152,33,2,hi hun im comin every1 im sorry 4 hope u ava goodtime oli rang melnite ifink mite b sorted il explain everythin +1252,Please CALL 08712402779 immediately as there is an urgent message waiting for you,1,81,13,1,please call 08712402779 immediately urgent message waiting +1253,Yeah like if it goes like it did with my friends imma flip my shit in like half an hour,0,87,20,1,yeah like go like friend imma flip shit like half hour +1254,Mum say we wan to go then go... Then she can shun bian watch da glass exhibition... ,0,84,19,1,mum say wan go go shun bian watch da glass exhibition +1255,What your plan for pongal?,0,26,6,1,plan pongal +1256,Just wait till end of march when el nino gets himself. Oh.,0,58,14,2,wait till end march el nino get oh +1257,"Not yet chikku..going to room nw, i'm in bus..",0,46,14,1,yet chikku going room nw bus +1258,Am also doing in cbe only. But have to pay.,0,43,12,2,also cbe pay +1259,Honey boo I'm missing u.,0,24,7,1,honey boo missing u +1260,"We have sent JD for Customer Service cum Accounts Executive to ur mail id, For details contact us",0,97,19,1,sent jd customer service cum account executive ur mail id detail contact u +1261,"Yo, I'm at my parents' gettin cash. Good news: we picked up a downstem",0,70,19,2,yo parent gettin cash good news picked downstem +1262,"Thank you so much. When we skyped wit kz and sura, we didnt get the pleasure of your company. Hope you are good. We've given you ultimatum oh! We are countin down to aburo. Enjoy!",0,179,43,6,thank much skyped wit kz sura didnt get pleasure company hope good given ultimatum oh countin aburo enjoy +1263,"Hungry gay guys feeling hungry and up 4 it, now. Call 08718730555 just 10p/min. To stop texts call 08712460324 (10p/min)",1,120,25,3,hungry gay guy feeling hungry 4 call 08718730555 stop text call 08712460324 +1264,Ok. No wahala. Just remember that a friend in need ...,0,54,12,2,wahala remember friend need +1265,I will see in half an hour,0,26,7,1,see half hour +1266,"Im in inperialmusic listening2the weirdest track ever by”leafcutter john”-sounds like insects being molested&someone plumbing,remixed by evil men on acid!",0,156,24,1,im inperialmusic listening2the weirdest track ever like insect molested someone plumbing remixed evil men acid +1267,"""Hey sorry I didntgive ya a a bellearlier hunny,just been in bedbut mite go 2 thepub l8tr if uwana mt up?loads a luv Jenxxx.""",0,125,31,1,hey sorry didntgive ya bellearlier hunny bedbut mite go 2 thepub l8tr uwana mt load luv jenxxx +1268,SERIOUSLY. TELL HER THOSE EXACT WORDS RIGHT NOW.,0,48,10,2,seriously tell exact word right +1269,Can U get 2 phone NOW? I wanna chat 2 set up meet Call me NOW on 09096102316 U can cum here 2moro Luv JANE xx Calls£1/minmoremobsEMSPOBox45PO139WA,1,147,29,2,u get 2 phone wan na chat 2 set meet call 09096102316 u cum 2moro luv jane xx +1270,"Tee hee. Off to lecture, cheery bye bye.",0,40,11,2,tee hee lecture cheery bye bye +1271,"Sorry chikku, my cell got some problem thts y i was nt able to reply u or msg u..",0,81,21,1,sorry chikku cell got problem thts nt able reply u msg u +1272,If you still havent collected the dough pls let me know so i can go to the place i sent it to get the control number,0,116,26,1,still havent collected dough pls let know go place sent get control number +1273,Ok...,0,5,2,1,ok +1274,network operator. The service is free. For T & C's visit 80488.biz,1,66,15,3,network operator service free c visit +1275,Let me know how to contact you. I've you settled in a room. Lets know you are ok.,0,81,22,3,let know contact settled room let know ok +1276,Wot u up 2 u weirdo?,0,20,7,1,wot u 2 u weirdo +1277,Can do lor...,0,13,4,1,lor +1278,Dont put your phone on silent mode ok,0,37,8,1,dont put phone silent mode ok +1279,Can i meet ü at 5.. As 4 where depends on where ü wan 2 in lor..,0,66,19,1,meet ã¼ 5 4 depends ã¼ wan 2 lor +1280,Waiting 4 my tv show 2 start lor... U leh still busy doing ur report?,0,69,17,1,waiting 4 tv show 2 start lor u leh still busy ur report +1281,Oh ho. Is this the first time u use these type of words,0,55,14,2,oh ho first time u use type word +1282,Am I the only one who doesn't stalk profiles?,0,45,11,1,one stalk profile +1283,"Ever green quote ever told by Jerry in cartoon ""A Person Who Irritates u Always Is the one Who Loves u Vry Much But Fails to Express It...!..!! :-) :-) gud nyt",0,159,42,2,ever green quote ever told jerry cartoon person irritates u always one love u vry much fails express gud nyt +1284,Yes i thought so. Thanks.,0,25,7,2,yes thought thanks +1285,But if she.s drinkin i'm ok.,0,28,8,1,drinkin ok +1286,"Just wondering, the others just took off",0,40,8,1,wondering others took +1287,"Night has ended for another day, morning has come in a special way. May you smile like the sunny rays and leaves your worries at the blue blue bay. Gud mrng",0,156,34,3,night ended another day morning come special way may smile like sunny ray leaf worry blue blue bay gud mrng +1288,"What do you do, my dog ? Must I always wait till the end of your day to have word from you ? Did you run out of time on your cell already?",0,138,35,3,dog must always wait till end day word run time cell already +1289,Happy new year to u too!,0,24,7,1,happy new year u +1290,"Hey...Great deal...Farm tour 9am to 5pm $95/pax, $50 deposit by 16 May",0,70,19,1,hey great deal farm tour 9am 5pm 50 deposit 16 may +1291,Eat jap done oso aft ur lect wat... Ü got lect at 12 rite... ,0,62,16,1,eat jap done oso aft ur lect wat got lect 12 rite +1292,"Hey babe! I saw you came online for a second and then you disappeared, what happened ?",0,86,19,2,hey babe saw came online second disappeared happened +1293,Da my birthdate in certificate is in april but real date is today. But dont publish it. I shall give you a special treat if you keep the secret. Any way thanks for the wishes,0,174,38,4,da birthdate certificate april real date today dont publish shall give special treat keep secret way thanks wish +1294,Happy birthday... May all ur dreams come true...,0,48,10,1,happy birthday may ur dream come true +1295,Aiyah u did ok already lar. E nydc at wheellock?,0,48,12,2,aiyah u ok already lar e nydc wheellock +1296,TELL HER I SAID EAT SHIT.,0,25,7,1,tell said eat shit +1297,Sure! I am driving but will reach my destination soon.,0,54,12,2,sure driving reach destination soon +1298,"K so am I, how much for an 8th? Fifty?",0,38,13,2,k much 8th fifty +1299,Your daily text from me – a favour this time,0,46,10,1,daily text favour time +1300,Great to hear you are settling well. So what's happenin wit ola?,0,64,15,2,great hear settling well happenin wit ola +1301,Those cocksuckers. If it makes you feel better ipads are worthless garbage novelty items and you should feel bad for even wanting one,0,133,24,2,cocksucker make feel better ipads worthless garbage novelty item feel bad even wanting one +1302,I tot u reach liao. He said t-shirt.,0,36,10,2,tot u reach liao said +1303,"FRAN I DECIDED 2 GO N E WAY IM COMPLETELY BROKE AN KNACKERED I GOT UP BOUT 3 C U 2MRW LOVE JANX P.S THIS IS MY DADS FONE, -NO CREDIT",0,132,32,1,fran decided 2 go n e way im completely broke knackered got bout 3 c u 2mrw love janx dad fone credit +1305,Your right! I'll make the appointment right now.,0,48,11,2,right make appointment right +1306,Designation is software developer and may be she get chennai:),0,62,12,1,designation software developer may get chennai +1307,Enjoy the jamster videosound gold club with your credits for 2 new videosounds+2 logos+musicnews! get more fun from jamster.co.uk! 16+only Help? call: 09701213186 ,1,163,27,4,enjoy jamster videosound gold club credit 2 new get fun help call 09701213186 +1308,"Get 3 Lions England tone, reply lionm 4 mono or lionp 4 poly. 4 more go 2 www.ringtones.co.uk, the original n best. Tones 3GBP network operator rates apply",1,155,32,3,get 3 lion england tone reply lionm 4 mono lionp 4 poly 4 go 2 original n best tone 3gbp network operator rate apply +1309,I jokin oni lar.. Ü busy then i wun disturb ü.,0,48,13,1,jokin oni lar busy wun disturb ã¼ +1310,"Ok, be careful ! Don't text and drive !",0,39,11,2,ok careful text drive +1311,"I.ll always be there, even if its just in spirit. I.ll get a bb soon. Just trying to be sure i need it.",0,103,27,3,always even spirit get bb soon trying sure need +1312,U r too much close to my heart. If u go away i will be shattered. Plz stay with me.,0,83,23,3,u r much close heart u go away shattered plz stay +1313,I love u 2 babe! R u sure everything is alrite. Is he being an idiot? Txt bak girlie,0,84,22,4,love u 2 babe r u sure everything alrite idiot txt bak girlie +1314,How abt making some of the pics bigger?,0,39,9,1,abt making pic bigger +1315,Got but got 2 colours lor. One colour is quite light n e other is darker lor. Actually i'm done she's styling my hair now.,0,122,30,3,got got 2 colour lor one colour quite light n e darker lor actually done styling hair +1316,"Whenevr ur sad, Whenevr ur gray, Remembr im here 2 listn 2 watevr u wanna say, Jus walk wid me a little while,& I promise I'll bring back ur smile.:-)",0,154,43,2,whenevr ur sad whenevr ur gray remembr im 2 listn 2 watevr u wan na say jus walk wid little amp promise bring back ur smile +1317,Why nothing. Ok anyway give me treat,0,36,8,2,nothing ok anyway give treat +1318,"Win the newest “Harry Potter and the Order of the Phoenix (Book 5) reply HARRY, answer 5 questions - chance to be the first among readers!",1,140,30,1,win newest potter order phoenix book 5 reply harry answer 5 question chance first among reader +1320,Correct. So how was work today,0,30,7,2,correct work today +1321,"Just sent again. Do you scream and moan in bed, princess?",0,57,14,2,sent scream moan bed princess +1322,"I wake up long ago already... Dunno, what other thing?",0,54,13,1,wake long ago already dunno thing +1323,Oh just getting even with u.... u?,0,34,9,1,oh getting even u u +1324,I thk 50 shd be ok he said plus minus 10.. Did ü leave a line in between paragraphs?,0,85,21,1,thk 50 shd ok said plus minus 10 ã¼ leave line paragraph +1325,Can you call me plz. Your number shows out of coveragd area. I have urgnt call in vasai & have to reach before 4'o clock so call me plz,0,139,35,3,call plz number show coveragd area urgnt call vasai amp reach 4 clock call plz +1326,Yeah jay's sort of a fucking retard,0,35,8,1,yeah jay sort fucking retard +1327,"Sorry, was in the bathroom, sup",0,31,8,1,sorry bathroom sup +1328,Ur balance is now £500. Ur next question is: Who sang 'Uptown Girl' in the 80's ? 2 answer txt ur ANSWER to 83600. Good luck!,1,126,32,4,ur balance ur next question sang girl 80 2 answer txt ur answer good luck +1329,My exam is for february 4. Wish you a great day.,0,48,13,2,exam february wish great day +1330,I dont know what to do to come out of this so only am ask questions like this dont mistake me.,0,94,22,1,dont know come ask question like dont mistake +1331,"Aight no rush, I'll ask jay",0,27,8,1,aight rush ask jay +1332,Good Morning plz call me sir,0,28,6,1,good morning plz call sir +1333,It's ok lar. U sleep early too... Nite...,0,41,12,2,ok lar u sleep early nite +1334,"Oh... Icic... K lor, den meet other day...",0,42,12,1,oh icic k lor den meet day +1335,"Oh ! A half hour is much longer in Syria than Canada, eh ? Wow you must get SO much more work done in a day than us with all that extra time ! *grins*",0,150,38,4,oh half hour much longer syria canada eh wow must get much work done day u extra time grin +1336,"Sometimes we put walls around our hearts,not just to be safe from getting hurt.. But to find out who cares enough to break the walls & get closer.. GOODNOON:)",0,162,37,2,sometimes put wall around heart safe getting hurt find care enough break wall amp get closer goodnoon +1337,"Sweet, we may or may not go to 4U to meet carlos so gauge patty's interest in that",0,82,20,1,sweet may may go 4u meet carlos gauge patty interest +1338,Then she buying today? Ü no need to c meh...,0,45,12,2,buying today need c meh +1339,Aight sorry I take ten years to shower. What's the plan?,0,56,14,2,aight sorry take ten year shower plan +1340,Every monday..nxt week vl be completing..,0,41,9,1,every monday nxt week vl completing +1341,Might ax well im there.,0,23,6,1,might ax well im +1342,Just chill for another 6hrs. If you could sleep the pain is not a surgical emergency so see how it unfolds. Okay,0,112,24,3,chill another 6hrs could sleep pain surgical emergency see unfolds okay +1343,Yeah I'll try to scrounge something up,0,38,8,1,yeah try scrounge something +1344,Crazy ar he's married. Ü like gd looking guys not me. My frens like say he's korean leona's fave but i dun thk he is. Aft some thinking mayb most prob i'll go.,0,160,41,4,crazy ar married like gd looking guy frens like say korean leona fave dun thk aft thinking mayb prob go +1345,Were somewhere on Fredericksburg,0,32,4,1,somewhere fredericksburg +1346,Que pases un buen tiempo or something like that,0,47,9,1,que pas un buen tiempo something like +1347,Is it ok if I stay the night here? Xavier has a sleeping bag and I'm getting tired,0,82,20,2,ok stay night xavier sleeping bag getting tired +1348,She doesnt need any test.,0,25,6,1,doesnt need test +1349,"Nothing much, chillin at home. Any super bowl plan?",0,51,12,2,nothing much chillin home super bowl plan +1350,"FREE2DAY sexy St George's Day pic of Jordan!Txt PIC to 89080 dont miss out, then every wk a saucy celeb!4 more pics c PocketBabe.co.uk 0870241182716 £3/wk",1,155,32,1,free2day sexy st george day pic jordan txt pic 89080 dont miss every wk saucy celeb 4 pic c 0870241182716 +1351,Bugis oso near wat... ,0,22,5,1,bugis oso near wat +1352,Yo theres no class tmrw right?,0,30,7,1,yo there class tmrw right +1353,Let Ur Heart Be Ur Compass Ur Mind Ur Map Ur Soul Ur Guide And U Will Never loose in world....gnun - Sent via WAY2SMS.COM,0,121,27,1,let ur heart ur compass ur mind ur map ur soul ur guide u never loose world gnun sent via +1354,"Goodnight, sleep well da please take care pa. Please.",0,53,12,2,goodnight sleep well da please take care please +1355,Baaaaabe! I misss youuuuu ! Where are you ? I have to go and teach my class at 5 ...,0,84,21,4,baaaaabe miss youuuuu go teach class 5 +1357,U ned to convince him tht its not possible witot hurting his feeling its the main,0,81,16,1,u ned convince tht possible witot hurting feeling main +1358,"Good afternoon loverboy ! How goes you day ? Any luck come your way? I think of you, sweetie and send my love across the sea to make you smile and happy",0,152,34,4,good afternoon loverboy go day luck come way think sweetie send love across sea make smile happy +1359,If i start sending blackberry torch to nigeria will you find buyer for me?like 4a month. And tell dad not to buy bb from anyone oh.,0,131,30,2,start sending blackberry torch nigeria find buyer like 4a month tell dad buy bb anyone oh +1360,"<#> %of pple marry with their lovers... becz they hav gud undrstndng dat avoids problems. i sent dis 2 u, u wil get gud news on friday by d person you like. And tomorrow will be the best day of your life. Dont break this chain. If you break you will suffer. send this to <#> frnds in <#> mins whn u read...",0,327,90,6,lt gt pple marry lover becz hav gud undrstndng dat avoids problem sent dis 2 u u wil get gud news friday person like tomorrow best day life dont break chain break suffer send lt gt frnds lt gt min whn u read +1361,Yo dude guess who just got arrested the other day,0,49,10,1,yo dude guess got arrested day +1362,Shuhui say change 2 suntec steamboat? U noe where? Where r u now?,0,65,16,3,shuhui say change 2 suntec steamboat u noe r u +1363,What does the dance river do?,0,29,7,1,dance river +1364,"Yetunde, i'm sorry but moji and i seem too busy to be able to go shopping. Can you just please find some other way to get what you wanted us to get. Please forgive me. You can reply free via yahoo messenger.",0,207,48,4,yetunde sorry moji seem busy able go shopping please find way get wanted u get please forgive reply free via yahoo messenger +1365,Hey i will be really pretty late... You want to go for the lesson first? I will join you. I'm only reaching tp mrt,0,114,28,3,hey really pretty late want go lesson first join reaching tp mrt +1366,"HOT LIVE FANTASIES call now 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870..k",1,101,22,1,hot live fantasy call 08707509020 20p per min ntt ltd po box 1327 croydon cr9 5wb 0870 k +1367,Bbq this sat at mine from 6ish. Ur welcome 2 come,0,49,12,2,bbq sat mine 6ish ur welcome 2 come +1368,"I don't know, same thing that's wrong everyso often, he panicks starts goin on bout not bein good enough …",0,108,24,1,know thing wrong everyso often panicks start goin bout bein good enough +1369,Alright. I'm out--have a good night!,0,36,11,2,alright good night +1370,Did you try making another butt.,0,32,7,1,try making another butt +1371,Hope you are feeling great. Pls fill me in. Abiola,0,50,12,3,hope feeling great pls fill abiola +1372,I though we shd go out n have some fun so bar in town or something – sound ok?,0,80,20,1,though shd go n fun bar town something sound ok +1373,"1) Go to write msg 2) Put on Dictionary mode 3)Cover the screen with hand, 4)Press <#> . 5)Gently remove Ur hand.. Its interesting..:)",0,141,43,2,1 go write msg 2 put dictionary mode 3 cover screen hand 4 press lt gt 5 gently remove ur hand interesting +1374,"Bears Pic Nick, and Tom, Pete and ... Dick. In fact, all types try gay chat with photo upload call 08718730666 (10p/min). 2 stop texts call 08712460324",1,151,34,3,bear pic nick tom pete dick fact type try gay chat photo upload call 08718730666 2 stop text call 08712460324 +1375,"500 New Mobiles from 2004, MUST GO! Txt: NOKIA to No: 89545 & collect yours today!From ONLY £1 www.4-tc.biz 2optout 087187262701.50gbp/mtmsg18 TXTAUCTION",1,154,28,2,500 new mobile 2004 must go txt nokia 89545 collect today 2optout txtauction +1376,We're finally ready fyi,0,23,5,1,finally ready fyi +1377,Auntie huai juan never pick up her phone,0,40,8,1,auntie huai juan never pick phone +1378,Double Mins & Double Txt & 1/2 price Linerental on Latest Orange Bluetooth mobiles. Call MobileUpd8 for the very latest offers. 08000839402 or call2optout/LF56,1,159,26,3,double min double txt price linerental latest orange bluetooth mobile call mobileupd8 latest offer 08000839402 +1379,"Ya tel, wats ur problem..",0,25,7,1,ya tel wats ur problem +1381,i dnt wnt to tlk wid u,0,22,7,1,dnt wnt tlk wid u +1382,"We spend our days waiting for the ideal path to appear in front of us.. But what we forget is.. ""paths are made by walking.. not by waiting.."" Goodnight!",0,153,36,2,spend day waiting ideal path appear front u forget path made walking waiting goodnight +1383,Its ok my arm is feeling weak cuz i got a shot so we can go another time,0,72,18,1,ok arm feeling weak cuz got shot go another time +1384,Please reserve ticket on saturday eve from chennai to thirunelvali and again from tirunelvali to chennai on sunday eve...i already see in net..no ticket available..i want to book ticket through tackle ..,0,203,38,1,please reserve ticket saturday eve chennai thirunelvali tirunelvali chennai sunday eve already see net ticket available want book ticket tackle +1385,"Storming msg: Wen u lift d phne, u say ""HELLO"" Do u knw wt is d real meaning of HELLO?? . . . It's d name of a girl..! . . . Yes.. And u knw who is dat girl?? ""Margaret Hello"" She is d girlfrnd f Grahmbell who invnted telphone... . . . . Moral:One can 4get d name of a person, bt not his girlfrnd... G o o d n i g h t . . .@",0,324,99,17,storming msg wen u lift phne u say hello u knw wt real meaning hello name girl yes u knw dat girl margaret hello girlfrnd f grahmbell invnted telphone moral one 4get name person bt girlfrnd g n g h +1386,That's ok. I popped in to ask bout something and she said you'd been in. Are you around tonght wen this girl comes?,0,115,28,3,popped ask bout something said around tonght wen girl come +1387,All e best 4 ur exam later.,0,27,8,1,e best 4 ur exam later +1388,Hope ur head doesn't hurt 2 much ! Am ploughing my way through a pile of ironing ! Staying in with a chinky tonight come round if you like.,0,139,31,3,hope ur head hurt 2 much ploughing way pile ironing staying chinky tonight come round like +1389,Oh k.i think most of wi and nz players unsold.,0,46,11,1,oh think wi nz player unsold +1390,"Haha... Where got so fast lose weight, thk muz go 4 a month den got effect... Gee,later we go aust put bk e weight.",0,115,30,1,haha got fast lose weight thk muz go 4 month den got effect gee later go aust put bk e weight +1391,"I wonder how you got online, my love ? Had you gone to the net cafe ? Did you get your phone recharged ? Were you on a friends net ? I think of you, boytoy",0,155,38,5,wonder got online love gone net cafe get phone recharged friend net think boytoy +1392,"Haha just kidding, papa needs drugs",0,35,7,1,haha kidding papa need drug +1393,"Thk shld b can... Ya, i wana go 4 lessons... Haha, can go for one whole stretch...",0,82,22,2,thk shld b ya wana go 4 lesson haha go one whole stretch +1394,Oh ok..,0,7,3,1,oh ok +1395,R we still meeting 4 dinner tonight?,0,36,8,1,r still meeting 4 dinner tonight +1396,Thats cool! I am a gentleman and will treat you with dignity and respect.,0,73,16,2,thats cool gentleman treat dignity respect +1397,Shall i start from hear.,0,24,6,1,shall start hear +1398,Then we wait 4 u lor... No need 2 feel bad lar...,0,49,14,1,wait 4 u lor need 2 feel bad lar +1399,No did you check? I got his detailed message now,0,48,11,2,check got detailed message +1400,You have registered Sinco as Payee. Log in at icicibank.com and enter URN <#> to confirm. Beware of frauds. Do NOT share or disclose URN to anyone.,0,155,37,4,registered sinco payee log enter urn lt gt confirm beware fraud share disclose urn anyone +1401,"No, I decided that only people who care about stuff vote and caring about stuff is for losers",0,93,19,1,decided people care stuff vote caring stuff loser +1402,Kaiez... Enjoy ur tuition... Gee... Thk e second option sounds beta... I'll go yan jiu den msg u...,0,99,24,3,kaiez enjoy ur tuition gee thk e second option sound beta go yan jiu den msg u +1404,cool. We will have fun practicing making babies!,0,48,10,2,cool fun practicing making baby +1405,Actually getting ready to leave the house.,0,42,8,1,actually getting ready leave house +1406,K..k..any special today?,0,24,8,1,k k special today +1407,"URGENT, IMPORTANT INFORMATION FOR O2 USER. TODAY IS YOUR LUCKY DAY! 2 FIND OUT WHY LOG ONTO HTTP://WWW.URAWINNER.COM THERE IS A FANTASTIC SURPRISE AWAITING FOR YOU",1,163,31,3,urgent important information o2 user today lucky day 2 find log onto http fantastic surprise awaiting +1408,Then we gotta do it after that,0,30,8,1,got ta +1409,"I've got ten bucks, jay is being noncomittal",0,44,10,1,got ten buck jay noncomittal +1410,Where at were hungry too,0,24,5,1,hungry +1411,Pls speak to that customer machan.,0,34,7,1,pls speak customer machan +1412,somewhere out there beneath the pale moon light someone think in of u some where out there where dreams come true... goodnite & sweet dreams,0,144,28,1,somewhere beneath pale moon light someone think u dream come true goodnite amp sweet dream +1414,Dear U've been invited to XCHAT. This is our final attempt to contact u! Txt CHAT to 86688 150p/MsgrcvdHG/Suite342/2Lands/Row/W1J6HL LDN 18 yrs,1,143,25,3,dear u invited xchat final attempt contact u txt chat 86688 ldn 18 yr +1415,So wats ur opinion abt him and how abt is character?,0,52,12,1,wats ur opinion abt abt character +1416,Jay is snickering and tells me that x is totally fucking up the chords as we speak,0,82,17,1,jay snickering tell x totally fucking chord speak +1417,No..few hours before.went to hair cut .,0,39,9,1,hour hair cut +1418,No wonder... Cos i dun rem seeing a silver car... But i thk i saw a black one...,0,80,21,2,wonder co dun rem seeing silver car thk saw black one +1419,Lmao. Take a pic and send it to me.,0,35,11,2,lmao take pic send +1420,"""Speak only when you feel your words are better than the silence..."" Gud mrng:-)",0,80,20,1,speak feel word better silence gud mrng +1421,No. She's currently in scotland for that.,0,41,10,2,currently scotland +1422,Do you work all this week ?,0,27,7,1,work week +1423,Congratulations ur awarded either £500 of CD gift vouchers & Free entry 2 our £100 weekly draw txt MUSIC to 87066 TnCs www.Ldew.com 1 win150ppmx3age16,1,152,25,1,congratulation ur awarded either cd gift voucher free entry 2 weekly draw txt music 87066 tncs 1 win150ppmx3age16 +1424,Lol great now im getting hungry.,0,32,7,1,lol great im getting hungry +1425,Yes.. now only saw your message..,0,33,8,1,yes saw message +1426,I'll be at mu in like <#> seconds,0,41,15,1,mu like lt gt second +1428,THING R GOOD THANX GOT EXAMS IN MARCH IVE DONE NO REVISION? IS FRAN STILL WITH BOYF? IVE GOTTA INTERVIW 4 EXETER BIT WORRIED!x,0,126,29,3,thing r good thanx got exam march ive done revision fran still boyf ive got ta interviw 4 exeter bit worried x +1429,"Tell you what, if you make a little spreadsheet and track whose idea it was to smoke to determine who ""smokes too much"" for the entire month of february, I'll come up",0,166,37,1,tell make little spreadsheet track whose idea smoke determine smoke much entire month february come +1430,For sale - arsenal dartboard. Good condition but no doubles or trebles!,1,71,14,2,sale arsenal dartboard good condition double treble +1431,Don't look back at the building because you have no coat and i don't want you to get more sick. Just hurry home and wear a coat to the gym!!!,0,141,36,3,look back building coat want get sick hurry home wear coat gym +1432,"My painful personal thought- ""I always try to keep everybody happy all the time. But nobody recognises me when i am alone""",0,122,25,2,painful personal always try keep everybody happy time nobody recognises alone +1433,Thanks for ve lovely wisheds. You rock,0,38,8,2,thanks lovely wisheds rock +1434,You intrepid duo you! Have a great time and see you both soon. ,0,63,15,2,intrepid duo great time see soon +1435,I asked sen to come chennai and search for job.,0,47,11,1,asked sen come chennai search job +1436,Dad went out oredi... ,0,22,5,1,dad went oredi +1437,"I jus hope its true that missin me cos i'm really missin him! You haven't done anything to feel guilty about, yet.",0,115,27,2,jus hope true missin co really missin done anything feel guilty yet +1438,Wat so late still early mah. Or we juz go 4 dinner lor. Aiya i dunno...,0,71,19,3,wat late still early mah juz go 4 dinner lor aiya dunno +1439,"Arms fine, how's Cardiff and uni? ",0,34,9,1,arm fine cardiff uni +1440,In fact when do you leave? I think addie goes back to school tues or wed,0,72,17,2,fact leave think addie go back school tues wed +1441,"Cool breeze... Bright sun... Fresh flower... Twittering birds... All these waiting to wish u: ""GOODMORNING & HAVE A NICE DAY"" :)",0,132,31,2,cool breeze bright sun fresh flower twittering bird waiting wish u goodmorning amp nice day +1442,Ya:)going for restaurant..,0,26,7,1,ya going restaurant +1443,"Its ok., i just askd did u knw tht no?",0,38,12,1,askd u knw tht +1444,Free 1st week entry 2 TEXTPOD 4 a chance 2 win 40GB iPod or £250 cash every wk. Txt POD to 84128 Ts&Cs www.textpod.net custcare 08712405020.,1,141,30,2,free 1st week entry 2 textpod 4 chance 2 win 40gb ipod cash every wk txt pod 84128 t c custcare 08712405020 +1445,Those ducking chinchillas,0,25,3,1,ducking chinchilla +1446,I am in a marriage function,0,27,6,1,marriage function +1447,Looks like u wil b getting a headstart im leaving here bout 2.30ish but if u r desperate for my company I could head in earlier-we were goin to meet in rummer.,0,159,33,1,look like u wil b getting headstart im leaving bout u r desperate company could head goin meet rummer +1448,Don‘t give a flying monkeys wot they think and I certainly don‘t mind. Any friend of mine and all that!,0,107,22,2,give flying monkey wot think certainly mind friend mine +1449,As a registered optin subscriber ur draw 4 £100 gift voucher will be entered on receipt of a correct ans to 80062 Whats No1 in the BBC charts,1,142,28,1,registered optin subscriber ur draw 4 gift voucher entered receipt correct an 80062 whats no1 bbc chart +1450,say thanks2. ,0,13,3,1,say thanks2 +1451,Msg me when rajini comes.,0,25,6,1,msg rajini come +1452,Ya! when are ü taking ure practical lessons? I start in june.. ,0,65,15,3,ya ã¼ taking ure practical lesson start june +1453,"That's good, because I need drugs",0,33,8,1,good need drug +1454,Stupid.its not possible,0,23,3,1,possible +1455,Can ü all decide faster cos my sis going home liao..,0,53,12,1,ã¼ decide faster co si going home liao +1456,Summers finally here! Fancy a chat or flirt with sexy singles in yr area? To get MATCHED up just reply SUMMER now. Free 2 Join. OptOut txt STOP Help08714742804,1,159,33,5,summer finally fancy chat flirt sexy single yr area get matched reply summer free 2 join optout txt stop help08714742804 +1457,U sleeping now.. Or you going to take? Haha.. I got spys wat.. Me online checking n replying mails lor..,0,104,25,3,u sleeping going take haha got spy wat online checking n replying mail lor +1458,CLAIRE here am havin borin time & am now alone U wanna cum over 2nite? Chat now 09099725823 hope 2 C U Luv CLAIRE xx Calls£1/minmoremobsEMSPOBox45PO139WA,1,154,28,2,claire havin borin time alone u wan na cum 2nite chat 09099725823 hope 2 c u luv claire xx +1460,Bought one ringtone and now getting texts costing 3 pound offering more tones etc,1,81,14,1,bought one ringtone getting text costing 3 pound offering tone etc +1461,"Yalru lyfu astne chikku.. Bt innu mundhe lyf ali halla ke bilo (marriage)program edhae, so lyf is nt yet ovr chikku..ali vargu lyfu meow meow:-D",0,144,34,1,yalru lyfu astne chikku bt innu mundhe lyf ali halla ke bilo marriage program edhae lyf nt yet ovr chikku ali vargu lyfu meow meow +1462,Kinda. First one gets in at twelve! Aah. Speak tomo,0,51,13,4,kinda first one get twelve aah speak tomo +1463,"09066362231 URGENT! Your mobile No 07xxxxxxxxx won a £2,000 bonus caller prize on 02/06/03! this is the 2nd attempt to reach YOU! call 09066362231 ASAP!",1,153,29,4,09066362231 urgent mobile 07xxxxxxxxx bonus caller prize 2nd attempt reach call 09066362231 asap +1464,Ok good then i later come find ü... C lucky i told ü to go earlier... Later pple take finish ü no more again...,0,114,27,1,ok good later come find ã¼ c lucky told ã¼ go earlier later pple take finish ã¼ +1465,Wat makes u thk i'll fall down. But actually i thk i'm quite prone 2 falls. Lucky my dad at home i ask him come n fetch me already.,0,131,34,3,wat make u thk fall actually thk quite prone 2 fall lucky dad home ask come n fetch already +1466,"YOU 07801543489 are guaranteed the latests Nokia Phone, a 40GB iPod MP3 player or a £500 prize! Txt word:COLLECT to No:83355! TC-LLC NY-USA 150p/Mt msgrcvd18+",1,159,30,3,07801543489 guaranteed latest nokia phone 40gb ipod mp3 player prize txt word collect +1468,I wont touch you with out your permission.,0,42,9,1,wont touch permission +1469,Hi its LUCY Hubby at meetins all day Fri & I will B alone at hotel U fancy cumin over? Pls leave msg 2day 09099726395 Lucy x Calls£1/minMobsmoreLKPOBOX177HP51FL,1,161,29,2,hi lucy hubby meetins day fri b alone hotel u fancy cumin pls leave msg 2day 09099726395 lucy x +1470,"7 wonders in My WORLD 7th You 6th Ur style 5th Ur smile 4th Ur Personality 3rd Ur Nature 2nd Ur SMS and 1st ""Ur Lovely Friendship""... good morning dear",0,151,33,1,7 wonder world 7th 6th ur style 5th ur smile 4th ur personality 3rd ur nature 2nd ur sm 1st ur lovely friendship good morning dear +1471,Take some small dose tablet for fever,0,37,7,1,take small dose tablet fever +1472,Oh. U must have taken your REAL Valentine out shopping first.,0,61,13,2,oh u must taken real valentine shopping first +1473,"Just sent you an email – to an address with incomm in it, is that right?",0,74,18,1,sent email address incomm right +1474,"Will do, you gonna be at blake's all night? I might be able to get out of here a little early",0,93,25,2,gon na blake night might able get little early +1475,"Friendship is not a game to play, It is not a word to say, It doesn\'t start on March and ends on May, It is tomorrow, yesterday, today and e",0,141,35,1,friendship game play word say start march end may tomorrow yesterday today e +1476,"Nice. Wait...should you be texting right now? I'm not gonna pay your ticket, ya know!",0,85,23,3,nice wait texting right gon na pay ticket ya know +1477,I'm watching lotr w my sis dis aft. So u wan 2 meet me 4 dinner at nite a not?,0,78,23,2,watching lotr w si dis aft u wan 2 meet 4 dinner nite +1478,Why you keeping me away like this,0,33,7,1,keeping away like +1479,I think its far more than that but find out. Check google maps for a place from your dorm.,0,90,21,2,think far find check google map place dorm +1480,My trip was ok but quite tiring lor. Uni starts today but it's ok 4 me cos i'm not taking any modules but jus concentrating on my final yr project.,0,147,34,2,trip ok quite tiring lor uni start today ok 4 co taking module jus concentrating final yr project +1481,Have you always been saying welp?,0,33,7,1,always saying welp +1482,"I'm a guy, browsin is compulsory",0,32,8,1,guy browsin compulsory +1484,Purity of friendship between two is not about smiling after reading the forwarded message..Its about smiling just by seeing the name. Gud evng musthu,0,149,27,2,purity friendship two smiling reading forwarded message smiling seeing name gud evng musthu +1486,"(I should add that I don't really care and if you can't I can at least get this dude to fuck off but hey, your money if you want it)",0,132,35,1,add really care ca least get dude fuck hey money want +1487,"Hello lover! How goes that new job? Are you there now? Are you happy? Do you think of me? I wake, my slave and send you a teasing kiss from across the sea",0,154,39,6,hello lover go new job happy think wake slave send teasing kiss across sea +1488,I told your number to gautham..,0,31,7,1,told number gautham +1489,Tell them no need to investigate about me anywhere.,0,51,10,1,tell need investigate anywhere +1490,Ok i juz receive..,0,18,5,1,ok juz receive +1491,"Cant believe i said so many things to you this morning when all i really wanted to say was good morning, i love you! Have a beautiful morning. See you in the library later.",0,172,38,3,cant believe said many thing morning really wanted say good morning love beautiful morning see library later +1492,"Your account has been credited with 500 FREE Text Messages. To activate, just txt the word: CREDIT to No: 80488 T&Cs www.80488.biz",1,130,28,2,account credited 500 free text message activate txt word credit 80488 c +1493,In the end she might still vomit but its okay. Not everything will come out.,0,76,17,2,end might still vomit okay everything come +1494,How are you with moneY...as in to you...money aint a thing....how are you sha!,0,78,21,1,money money aint thing sha +1495,It has everything to do with the weather. Keep extra warm. Its a cold but nothing serious. Pls lots of vitamin c,0,112,25,4,everything weather keep extra warm cold nothing serious pls lot vitamin c +1496,Hey gals.. Anyone of u going down to e driving centre tmr?,0,58,14,2,hey gal anyone u going e driving centre tmr +1497,I'm always on yahoo messenger now. Just send the message to me and i.ll get it you may have to send it in the mobile mode sha but i.ll get it. And will reply.,0,158,38,3,always yahoo messenger send message get may send mobile mode sha get reply +1498,I'm putting it on now. It should be ready for <TIME> ,0,60,19,2,putting ready lt time gt +1499,"Time n Smile r the two crucial things in our life. Sometimes time makes us to forget smile, and sometimes someone's smile makes us to forget time gud noon",0,154,32,2,time n smile r two crucial thing life sometimes time make u forget smile sometimes someone smile make u forget time gud noon +1500,"SMS. ac JSco: Energy is high, but u may not know where 2channel it. 2day ur leadership skills r strong. Psychic? Reply ANS w/question. End? Reply END JSCO",1,154,36,7,sm ac jsco energy high u may know 2channel 2day ur leadership skill r strong psychic reply an end reply end jsco +1501,Host-based IDPS for linux systems.,0,34,6,1,idp linux system +1502,"HOT LIVE FANTASIES call now 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870 is a national rate call",1,122,25,1,hot live fantasy call 08707509020 20p per min ntt ltd po box 1327 croydon cr9 5wb 0870 national rate call +1503,Don no da:)whats you plan?,0,26,9,1,da whats plan +1504,Ill be there on <#> ok.,0,31,13,1,ill lt gt ok +1505,Oh my God. I'm almost home,0,26,8,2,oh god almost home +1506,Total video converter free download type this in google search:),0,64,12,1,total video converter free download type google search +1507,Thanks for the Vote. Now sing along with the stars with Karaoke on your mobile. For a FREE link just reply with SING now.,1,121,27,3,thanks vote sing along star karaoke mobile free link reply sing +1509,Sounds like something that someone testing me would sayy,0,56,9,1,sound like something someone testing would sayy +1510,When u love someone Dont make them to love u as much as u do. But Love them so much that they dont want to be loved by anyone except you... Gud nit.,0,148,36,2,u love someone dont make love u much u love much dont want loved anyone except gud nit +1511,"Pete,is this your phone still? Its Jenny from college and Leanne.what are you up to now?:)",0,90,22,3,pete phone still jenny college +1512,Oops sorry. Just to check that you don't mind picking me up tomo at half eight from station. Would that be ok?,0,110,26,3,oops sorry check mind picking tomo half eight station would ok +1513,"Hey sweet, I was wondering when you had a moment if you might come to me ? I want to send a file to someone but it won't go over yahoo for them because their connection sucks, remember when you set up that page for me to go to and download the format disc ? Could you tell me how to do that ? Or do you know some other way to download big files ? Because they can download stuff directly from the internet. Any help would be great, my prey ... *teasing kiss*",0,458,102,6,hey sweet wondering moment might come want send file someone wo go yahoo connection suck remember set page go download format disc could tell know way download big file download stuff directly internet help would great prey teasing kiss +1514,Hows the champ just leaving glasgow!,0,36,7,1,hows champ leaving glasgow +1515,K:)all the best:)congrats...,0,28,10,1,k best congrats +1516,I wonder if you'll get this text?,0,33,9,1,wonder get text +1517,I need to come home and give you some good lovin...,0,51,12,1,need come home give good lovin +1518,Our brand new mobile music service is now live. The free music player will arrive shortly. Just install on your phone to browse content from the top artists.,1,157,31,3,brand new mobile music service live free music player arrive shortly install phone browse content top artist +1519,Shall i ask one thing if you dont mistake me.,0,45,11,1,shall ask one thing dont mistake +1520,Check wid corect speling i.e. Sarcasm,0,37,7,2,check wid corect speling sarcasm +1521,"URGENT! Your Mobile No was awarded a £2,000 Bonus Caller Prize on 1/08/03! This is our 2nd attempt to contact YOU! Call 0871-4719-523 BOX95QU BT National Rate",1,159,30,4,urgent mobile awarded bonus caller prize 2nd attempt contact call box95qu bt national rate +1522,Are you angry with me. What happen dear,0,39,9,2,angry happen dear +1523,I thk u dun haf 2 hint in e forum already lor... Cos i told ron n darren is going 2 tell shuhui.,0,96,25,1,thk u dun haf 2 hint e forum already lor co told ron n darren going 2 tell shuhui +1524,Yup ok thanx...,0,15,4,1,yup ok thanx +1525,Hi:)cts employee how are you?,0,29,9,1,hi ct employee +1526,Pls pls find out from aunt nike.,0,32,8,1,pls pls find aunt nike +1527,"Wow ... I love you sooo much, you know ? I can barely stand it ! I wonder how your day goes and if you are well, my love ... I think of you and miss you",0,152,39,5,wow love sooo much know barely stand wonder day go well love think miss +1528,No screaming means shouting..,0,29,5,1,screaming mean shouting +1529,Hey what happen de. Are you alright.,0,36,9,2,hey happen de alright +1530,Should I have picked up a receipt or something earlier,0,54,10,1,picked receipt something earlier +1531,I think chennai well settled?,0,29,6,1,think chennai well settled +1532,Oh dang! I didn't mean o send that to you! Lol!,0,47,15,3,oh dang mean send lol +1533,Unfortunately i've just found out that we have to pick my sister up from the airport that evening so don't think i'll be going out at all. We should try to go out one of th,0,172,40,2,unfortunately found pick sister airport evening think going try go one th +1534,Horrible bf... I now v hungry...,0,32,8,2,horrible bf v hungry +1535,Remember on that day..,0,22,5,1,remember day +1536,You have won a Nokia 7250i. This is what you get when you win our FREE auction. To take part send Nokia to 86021 now. HG/Suite342/2Lands Row/W1JHL 16+,1,150,31,4,nokia 7250i get win free auction take part send nokia 86021 +1537,How's it feel? Mr. Your not my real Valentine just my yo Valentine even tho u hardly play!!,0,91,23,4,feel real valentine yo valentine even tho u hardly play +1538,All sounds good. Fingers . Makes it difficult to type,0,53,11,3,sound good finger make difficult type +1539,Midnight at the earliest,0,24,4,1,midnight earliest +1540,You're not sure that I'm not trying to make xavier smoke because I don't want to smoke after being told I smoke too much?,0,121,28,1,sure trying make xavier smoke want smoke told smoke much +1541,K come to nordstrom when you're done,0,36,8,1,k come nordstrom done +1542,Do u konw waht is rael FRIENDSHIP Im gving yuo an exmpel: Jsut ese tihs msg.. Evrey splleing of tihs msg is wrnog.. Bt sitll yuo can raed it wihtuot ayn mitsake.. GOODNIGHT & HAVE A NICE SLEEP..SWEET DREAMS..,0,212,48,1,u konw waht rael friendship im gving yuo exmpel jsut ese tihs msg evrey splleing tihs msg wrnog bt sitll yuo raed wihtuot ayn mitsake goodnight amp nice sleep sweet dream +1543,Now press conference da:),0,25,6,1,press conference da +1544,"Hello from Orange. For 1 month's free access to games, news and sport, plus 10 free texts and 20 photo messages, reply YES. Terms apply: www.orange.co.uk/ow",1,156,33,3,hello orange 1 month free access game news sport plus 10 free text 20 photo message reply yes term apply +1545,After completed degree. There is no use in joining finance.,0,59,12,2,completed degree use joining finance +1546,"Good afternoon, my love ! Any job prospects ? Are you missing me ? What do you do ? Are you being lazy and bleak, hmmm ? Or happy and filled with my love ?",0,155,37,6,good afternoon love job prospect missing lazy bleak hmmm happy filled love +1547,Shant disturb u anymore... Jia you...,0,37,8,1,shant disturb u anymore jia +1548,Bishan lar nearer... No need buy so early cos if buy now i gotta park my car...,0,79,20,1,bishan lar nearer need buy early co buy got ta park car +1549,"Me, i dont know again oh",0,24,7,1,dont know oh +1550,Dude sux for snake. He got old and raiden got buff,0,50,12,2,dude sux snake got old raiden got buff +1551,He says hi and to get your ass back to south tampa (preferably at a kegger),0,75,18,1,say hi get as back south tampa preferably kegger +1552,In e msg jus now. U said thanks for gift.,0,41,12,2,e msg jus u said thanks gift +1553,U too...,0,8,3,1,u +1554,Ok how you dear. Did you call chechi,0,36,9,2,ok dear call chechi +1555,Yeah we do totes. When u wanna?,0,31,10,2,yeah tote u wan na +1556,Ok i found dis pierre cardin one which looks normal costs 20 its on sale.,0,73,16,1,ok found dis pierre cardin one look normal cost 20 sale +1557,Good sleep is about rhythm. The person has to establish a rhythm that the body will learn and use. If you want to know more :-),0,127,30,3,good sleep rhythm person establish rhythm body learn use want know +1558,Wat r u doing?,0,14,5,1,wat r u +1559,Message from . I am at Truro Hospital on ext. You can phone me here. as I have a phone by my side,0,97,25,4,message truro hospital ext phone phone side +1560,"Single line with a big meaning::::: ""Miss anything 4 ur ""Best Life"" but, don't miss ur best life for anything... Gud nyt...",0,123,34,1,single line big meaning miss anything 4 ur best life miss ur best life anything gud nyt +1561,"Just got some gas money, any chance you and the gang want to go on a grand nature adventure?",0,92,21,1,got gas money chance gang want go grand nature adventure +1562,Dnt worry...use ice pieces in a cloth pack.also take 2 tablets.,0,63,14,1,dnt worry use ice piece cloth take 2 tablet +1563,Dude just saw a parked car with its sunroof popped up. Sux,0,58,13,2,dude saw parked car sunroof popped sux +1564,Get ready to put on your excellent sub face :),0,46,11,1,get ready put excellent sub face +1565,Tmrw. Im finishing 9 doors,0,26,6,2,tmrw im finishing 9 door +1566,"The <#> g that i saw a few days ago, the guy wants sell wifi only for <#> and with 3g for <#> . That's why i blanked him.",0,143,50,2,lt gt g saw day ago guy want sell wifi lt gt 3g lt gt blanked +1567,I am late. I will be there at,0,29,9,2,late +1568,"whatever, im pretty pissed off.",0,31,7,1,whatever im pretty pissed +1570,I dont have that much image in class.,0,37,9,1,dont much image class +1571,No:-)i got rumour that you going to buy apartment in chennai:-),0,63,18,1,got rumour going buy apartment chennai +1572,Near kalainar tv office.thenampet,0,33,4,1,near kalainar tv +1573,Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send GO to 86688 only 150p/msg. CC 08718720201 HG/Suite342/2Lands Row/W1J6HL,1,145,23,2,ur currently 500 pound maximize ur send go 86688 cc 08718720201 +1574,SMS AUCTION - A BRAND NEW Nokia 7250 is up 4 auction today! Auction is FREE 2 join & take part! Txt NOKIA to 86021 now! HG/Suite342/2Lands Row/W1J6HL,1,149,31,4,sm auction brand new nokia 7250 4 auction today auction free 2 join take part txt nokia 86021 +1575,My sis is catching e show in e afternoon so i'm not watching w her. So c u wan 2 watch today or tmr lor.,0,104,28,2,si catching e show e afternoon watching w c u wan 2 watch today tmr lor +1576,"Sounds gd... Haha... Can... Wah, u yan jiu so fast liao...",0,58,16,1,sound gd haha wah u yan jiu fast liao +1577,No. To be nosy I guess. Idk am I over reacting if I'm freaked?,0,62,18,3,nosy guess idk reacting freaked +1578,"Remember all those whom i hurt during days of satanic imposter in me.need to pay a price,so be it.may destiny keep me going and as u said pray that i get the mind to get over the same.",0,184,41,1,remember hurt day satanic imposter pay price destiny keep going u said pray get mind get +1579,How to Make a girl Happy? It's not at all difficult to make girls happy. U only need to be... 1. A friend 2. Companion 3. Lover 4. Chef . . . <#> . Good listener <#> . Organizer <#> . Good boyfriend <#> . Very clean <#> . Sympathetic <#> . Athletic <#> . Warm . . . <#> . Courageous <#> . Determined <#> . True <#> . Dependable <#> . Intelligent . . . <#> . Psychologist <#> . Pest exterminator <#> . Psychiatrist <#> . Healer . . <#> . Stylist <#> . Driver . . Aaniye pudunga venaam..,0,611,220,38,make girl happy difficult make girl happy u need friend companion lover chef lt gt good listener lt gt organizer lt gt good boyfriend lt gt clean lt gt sympathetic lt gt athletic lt gt warm lt gt courageous lt gt determined lt gt true lt gt dependable lt gt intelligent lt gt psychologist lt gt pest exterminator lt gt psychiatrist lt gt healer lt gt stylist lt gt driver aaniye pudunga venaam +1580,"Why is that, princess? I bet the brothas are all chasing you!",0,61,15,2,princess bet brothas chasing +1581,"I shall book chez jules for half eight, if that's ok with you?",0,62,16,1,shall book chez jules half eight ok +1582,Hhahhaahahah rofl wtf nig was leonardo in your room or something,0,64,11,1,hhahhaahahah rofl wtf nig leonardo room something +1583,"Yep, at derek's house now, see you Sunday <3",0,47,15,1,yep derek house see sunday lt 3 +1584,"It's cool, let me know before it kicks off around <#> , I'll be out and about all day",0,92,28,1,cool let know kick around lt gt day +1586,I was wondering if it would be okay for you to call uncle john and let him know that things are not the same in nigeria as they r here. That <#> dollars is 2years sent and that you know its a strain but i plan to pay back every dime he gives. Every dime so for me to expect anything from you is not practical. Something like that.,0,338,79,4,wondering would okay call uncle john let know thing nigeria r lt gt dollar 2years sent know strain plan pay back every dime give every dime expect anything practical something like +1587,There are no other charges after transfer charges and you can withdraw anyhow you like,0,86,15,1,charge transfer charge withdraw anyhow like +1588,"Dont search love, let love find U. Thats why its called falling in love, bcoz U dont force yourself, U just fall and U know there is smeone to hold U... BSLVYL",0,159,36,1,dont search love let love find thats called falling love bcoz u dont force u fall u know smeone hold u bslvyl +1589,At 4. Let's go to bill millers,0,30,9,2,let go bill miller +1590,I love you. You set my soul on fire. It is not just a spark. But it is a flame. A big rawring flame. XoXo,0,105,30,6,love set soul fire spark flame big rawring flame xoxo +1591,"Somewhr someone is surely made 4 u. And God has decided a perfect time to make u meet dat person. . . . till den, . . . . . Enjoy ur crushes..!!!;-)",0,148,43,12,somewhr someone surely made 4 god decided perfect time make u meet dat person till den enjoy ur crush +1592,That's my honeymoon outfit. :),0,30,8,2,honeymoon outfit +1593,Will it help if we propose going back again tomorrow,0,52,10,1,help propose going back tomorrow +1594,PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08719899230 Identifier Code: 41685 Expires 07/11/04,1,136,23,3,private 2003 account statement show 800 point call 08719899230 identifier code 41685 expires +1595,Never blame a day in ur life. Good days give u happiness. Bad days give u experience. Both are essential in life! All are Gods blessings! good morning.:,0,152,35,7,never blame day ur life good day give u happiness bad day give u experience essential life god blessing good morning +1596,Pls confirm the time to collect the cheque.,0,43,9,1,pls confirm time collect cheque +1597,As a Registered Subscriber yr draw 4 a £100 gift voucher will b entered on receipt of a correct ans. When are the next olympics. Txt ans to 80062,1,146,31,3,registered subscriber yr draw 4 gift voucher b entered receipt correct an next olympics txt an 80062 +1598,URGENT! Your Mobile number has been awarded with a £2000 prize GUARANTEED. Call 09061790121 from land line. Claim 3030. Valid 12hrs only 150ppm,1,144,27,5,urgent mobile number awarded prize guaranteed call 09061790121 land line claim valid 12hrs 150ppm +1599,Daddy will take good care of you :),0,35,9,1,daddy take good care +1600,"Yeah probably, I still gotta check out with leo",0,47,11,1,yeah probably still got ta check leo +1601,K.then any other special?,0,25,5,1,special +1602,Carlos is taking his sweet time as usual so let me know when you and patty are done/want to smoke and I'll tell him to haul ass,0,127,28,1,carlos taking sweet time usual let know patty smoke tell haul as +1603,Ok pa. Nothing problem:-),0,25,8,2,ok nothing problem +1604,Have you heard about that job? I'm going to that wildlife talk again tonight if u want2come. Its that2worzels and a wizzle or whatever it is?! ,0,143,31,4,heard job going wildlife talk tonight u want2come that2worzels wizzle whatever +1605,"God picked up a flower and dippeditinaDEW, lovingly touched itwhichturnedinto u, and the he gifted tomeandsaid,THIS FRIEND IS 4U",0,128,23,1,god picked flower dippeditinadew lovingly touched itwhichturnedinto u gifted tomeandsaid friend 4u +1606,When you came to hostel.,0,24,6,1,came hostel +1607,Ok no prob... I'll come after lunch then...,0,43,11,2,ok prob come lunch +1608,Jus telling u dat i'll b leaving 4 shanghai on 21st instead so we'll haf more time 2 meet up cya...,0,99,24,1,jus telling u dat b leaving 4 shanghai 21st instead haf time 2 meet cya +1609,Are your freezing ? Are you home yet ? Will you remember to kiss your mom in the morning? Do you love me ? Do you think of me ? Are you missing me yet ?,0,152,37,6,freezing home yet remember kiss mom morning love think missing yet +1610,You all ready for * big day tomorrow?,0,37,9,1,ready big day tomorrow +1611,I'll probably be around mu a lot,0,32,8,1,probably around mu lot +1612,645,0,3,1,1,645 +1613,RT-KIng Pro Video Club>> Need help? info@ringtoneking.co.uk or call 08701237397 You must be 16+ Club credits redeemable at www.ringtoneking.co.uk! Enjoy!,1,153,27,3,pro video club need help info call 08701237397 must club credit redeemable enjoy +1614,Thnx dude. u guys out 2nite?,0,28,8,2,thnx dude u guy 2nite +1615,Me sef dey laugh you. Meanwhile how's my darling anjie!,0,55,13,2,sef dey laugh meanwhile darling anjie +1616,Mm i had my food da from out,0,28,8,1,mm food da +1617,"K, makes sense, btw carlos is being difficult so you guys are gonna smoke while I go pick up the second batch and get gas",0,121,28,1,k make sense btw carlos difficult guy gon na smoke go pick second batch get gas +1618,Did u download the fring app?,0,29,7,1,u download fring app +1619,The 2 oz guy is being kinda flaky but one friend is interested in picking up $ <#> worth tonight if possible,0,115,28,1,2 oz guy kinda flaky one friend interested picking lt gt worth tonight possible +1620,Friends that u can stay on fb chat with,0,39,9,1,friend u stay fb chat +1621,"Fuck babe, I miss you sooooo much !! I wish you were here to sleep with me ... My bed is so lonely ... I go now, to sleep ... To dream of you, my love ...",0,154,41,4,fuck babe miss sooooo much wish sleep bed lonely go sleep dream love +1622,"Living is very simple.. Loving is also simple.. Laughing is too simple.. Winning is tooo simple.. But, being 'SIMPLE' is very difficult.. Gud nte.:-",0,148,34,4,living simple loving also simple laughing simple winning tooo simple difficult gud nte +1623,U have a secret admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09058094599,1,132,26,1,u secret admirer looking 2 make contact r reveal think ur 09058094599 +1624,"Ah, well that confuses things, doesn‘t it?",0,44,10,1,ah well confuses thing +1625,500 free text msgs. Just text ok to 80488 and we'll credit your account,1,71,16,2,500 free text msg text ok 80488 credit account +1626,Hi Dear Call me its urgnt. I don't know whats your problem. You don't want to work or if you have any other problem at least tell me. Wating for your reply.,0,156,38,4,hi dear call urgnt know whats problem want work problem least tell wating reply +1627,Dear how you. Are you ok?,0,25,8,2,dear ok +1628,"You have been selected to stay in 1 of 250 top British hotels - FOR NOTHING! Holiday Worth £350! To Claim, Call London 02072069400. Bx 526, SW73SS",1,147,32,4,selected stay 1 250 top british hotel nothing holiday worth claim call london bx 526 sw73ss +1629,Yes princess! I want to make you happy...,0,41,10,2,yes princess want make happy +1630,Sounds like you have many talents! would you like to go on a dinner date next week?,0,83,19,2,sound like many talent would like go dinner date next week +1631,I am going to film 2day da. At 6pm. Sorry da.,0,45,14,3,going film 2day da 6pm sorry da +1632,We not watching movie already. Xy wants 2 shop so i'm shopping w her now.,0,73,18,2,watching movie already xy want 2 shop shopping w +1633,Hello my little party animal! I just thought I'd buzz you as you were with your friends ...*grins*... Reminding you were loved and send a naughty adoring kiss,0,158,34,2,hello little party animal thought buzz friend grin reminding loved send naughty adoring kiss +1634,Yesterday its with me only . Now am going home.,0,47,11,2,yesterday going home +1635,"Eerie Nokia tones 4u, rply TONE TITLE to 8007 eg TONE DRACULA to 8007 Titles: GHOST, ADDAMSFA, MUNSTERS, EXORCIST, TWILIGHT www.getzed.co.uk POBox36504W45WQ 150p",1,161,29,1,eerie nokia tone 4u rply tone title 8007 eg tone dracula 8007 title ghost addamsfa munsters exorcist twilight pobox36504w45wq 150p +1636,"You have come into my life and brought the sun ..Shiny down on me, warming my heart. Putting a constant smile on my face ... Making me feel loved and cared for",0,159,35,2,come life brought sun shiny warming heart putting constant smile face making feel loved cared +1637,"No shit, but I wasn't that surprised, so I went and spent the evening with that french guy I met in town here and we fooled around a bit but I didn't let him fuck me",0,165,40,1,shit surprised went spent evening french guy met town fooled around bit let fuck +1638,"0A$NETWORKS allow companies to bill for SMS, so they are responsible for their ""suppliers"", just as a shop has to give a guarantee on what they sell. B. G.",1,155,37,2,0a network allow company bill sm responsible supplier shop give guarantee sell g +1639,Great comedy..cant stop laughing da:),0,37,9,1,great comedy cant stop laughing da +1640,FreeMsg:Feelin kinda lnly hope u like 2 keep me company! Jst got a cam moby wanna c my pic?Txt or reply DATE to 82242 Msg150p 2rcv Hlp 08712317606 stop to 82242,1,160,37,2,freemsg feelin kinda lnly hope u like 2 keep company jst got cam moby wan na c pic txt reply date 82242 msg150p 2rcv hlp 08712317606 stop 82242 +1641,"Alright, we're all set here, text the man",0,41,11,1,alright set text man +1642,"Hi , where are you? We're at and they're not keen to go out i kind of am but feel i shouldn't so can we go out tomo, don't mind do you?",0,136,39,2,hi keen go kind feel go tomo mind +1643,Sleeping nt feeling well,0,24,4,1,sleeping nt feeling well +1644,U WILL SWITCH YOUR FONE ON DAMMIT!!,0,35,9,2,u switch fone dammit +1645,India have to take lead:),0,25,7,1,india take lead +1646,I.ll post her out l8r. In class,0,31,8,2,post l8r class +1647,Thts wat Wright Brother did to fly..,0,36,8,1,thts wat wright brother fly +1648,"Evening * v good if somewhat event laden. Will fill you in, don't you worry … Head * ok but throat * wrecked. See you at six then!",0,132,33,3,evening v good somewhat event laden fill worry head ok throat wrecked see six +1649,If u laugh really loud.. If u talk spontaneously.. If u dont care what others feel.. U are probably with your dear & best friends.. GOODEVENING Dear..:),0,156,36,3,u laugh really loud u talk spontaneously u dont care others feel u probably dear amp best friend goodevening dear +1650,ITS A LAPTOP TAKE IT WITH YOU.,0,30,8,1,laptop take +1651,I dont have any of your file in my bag..i was in work when you called me.i 'll tell you if i find anything in my room.,0,118,30,1,dont file bag work called tell find anything room +1652,I wan but too early lei... Me outside now wun b home so early... Neva mind then...,0,82,20,1,wan early lei outside wun b home early neva mind +1653,"For ur chance to win a £250 cash every wk TXT: ACTION to 80608. T's&C's www.movietrivia.tv custcare 08712405022, 1x150p/wk",1,123,26,2,ur chance win cash every wk txt action c custcare 08712405022 +1654,I was at bugis juz now wat... But now i'm walking home oredi... Ü so late then reply... I oso saw a top dat i like but din buy... Where r ü now? ,0,147,39,3,bugis juz wat walking home oredi late reply oso saw top dat like din buy r ã¼ +1656,At 7 we will go ok na.,0,22,8,1,7 go ok na +1657,Yes I posted a couple of pics on fb. There's still snow outside too. I'm just waking up :),0,90,24,3,yes posted couple pic fb still snow outside waking +1658,S:-)if we have one good partnership going we will take lead:),0,61,17,1,one good partnership going take lead +1659,RGENT! This is the 2nd attempt to contact U!U have WON £1250 CALL 09071512433 b4 050703 T&CsBCM4235WC1N3XX. callcost 150ppm mobilesvary. max£7. 50,1,148,30,5,rgent 2nd attempt contact u u call 09071512433 b4 050703 csbcm4235wc1n3xx callcost 150ppm mobilesvary 50 +1660,"Yeah, where's your class at?",0,28,8,1,yeah class +1661,No just send to you. Bec you in temple na.,0,42,12,2,send bec temple na +1662,"You aren't coming home between class, right? I need to work out and shower!",0,75,18,2,coming home class right need work shower +1663,Hi if ur lookin 4 saucy daytime fun wiv busty married woman Am free all next week Chat now 2 sort time 09099726429 JANINExx Calls£1/minMobsmoreLKPOBOX177HP51FL,1,160,25,1,hi ur lookin 4 saucy daytime fun wiv busty married woman free next week chat 2 sort time 09099726429 janinexx +1664,S but mostly not like that.,0,27,7,1,mostly like +1665,Ü v ma fan...,0,14,5,1,v fan +1666,Dunno cos i was v late n when i reach they inside already... But we ate spageddies lor... It's e gals who r laughing at me lor...,0,129,31,3,dunno co v late n reach inside already ate spageddies lor e gal r laughing lor +1667,Guess who spent all last night phasing in and out of the fourth dimension,0,73,14,1,guess spent last night phasing fourth dimension +1668,So now my dad is gonna call after he gets out of work and ask all these crazy questions.,0,88,21,1,dad gon na call get work ask crazy question +1669,"Yes..but they said its IT.,",0,27,8,1,yes said +1670,"Very hurting n meaningful lines ever: ""I compromised everything for my love, But at d end my love compromised me for everything:-("".. Gud mornin:-)",0,147,35,1,hurting n meaningful line ever compromised everything love end love compromised everything gud mornin +1671,Lmao!nice 1,0,11,4,1,lmao nice 1 +1672,Glad to see your reply.,0,23,6,1,glad see reply +1673,URGENT! We are trying to contact U. Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050001295 from land line. Claim A21. Valid 12hrs only,1,158,32,5,urgent trying contact today draw show prize guaranteed call 09050001295 land line claim a21 valid 12hrs +1674,Monthly password for wap. mobsi.com is 391784. Use your wap phone not PC.,1,73,16,3,monthly password wap use wap phone pc +1675,Nah dub but je still buff,0,25,6,1,nah dub je still buff +1676,"Painful words- ""I thought being Happy was the most toughest thing on Earth... But, the toughest is acting Happy with all unspoken pain inside..""",0,144,29,2,painful thought happy toughest thing earth toughest acting happy unspoken pain inside +1677,"Yeah, that's fine! It's £6 to get in, is that ok? ",0,51,17,2,yeah fine get ok +1678,Lol where do u come up with these ideas?,0,40,10,1,lol u come idea +1679,"So many people seems to be special at first sight, But only very few will remain special to you till your last sight.. Maintain them till life ends.. Sh!jas",0,156,34,2,many people seems special first sight remain special till last sight maintain till life end sh jas +1681,Okay... We wait ah,0,18,5,1,okay wait ah +1682,Y lei?,0,6,3,1,lei +1683,HI BABE U R MOST LIKELY TO BE IN BED BUT IM SO SORRY ABOUT TONIGHT! I REALLY WANNA SEE U TOMORROW SO CALL ME AT 9. LOVE ME XXX,0,126,33,3,hi babe u r likely bed im sorry tonight really wan na see u tomorrow call love xxx +1684,Already am squatting is the new way of walking,0,46,9,1,already squatting new way walking +1685,Do you want bold 2 or bb torch,0,30,8,1,want bold 2 bb torch +1686,Cramps stopped. Going back to sleep,0,35,7,2,cramp stopped going back sleep +1687,todays vodafone numbers ending with 0089(my last four digits) are selected to received a £350 award. If your number matches please call 09063442151 to claim your £350 award,1,174,32,2,today vodafone number ending 0089 last four digit selected received award number match please call 09063442151 claim award +1688,Free Top ringtone -sub to weekly ringtone-get 1st week free-send SUBPOLY to 81618-?3 per week-stop sms-08718727870,1,114,18,1,free top ringtone weekly 1st week subpoly 3 per +1689,Nan sonathaya soladha. Why boss?,0,32,7,2,nan sonathaya soladha bos +1690,Bring tat cd don forget,0,23,5,1,bring tat cd forget +1692,I don't know but I'm raping dudes at poker,0,42,11,1,know raping dude poker +1693,Weightloss! No more girl friends. Make loads of money on ebay or something. And give thanks to God.,0,99,22,4,weightloss girl friend make load money ebay something give thanks god +1694,Was gr8 to see that message. So when r u leaving? Congrats dear. What school and wat r ur plans.,0,96,24,4,gr8 see message r u leaving congrats dear school wat r ur plan +1695,Ü eatin later but i'm eatin wif my frens now lei... Ü going home first? ,0,74,18,1,eatin later eatin wif frens lei going home first +1696,Finish already... Yar they keep saying i mushy... I so embarrassed ok...,0,72,15,2,finish already yar keep saying mushy embarrassed ok +1697,"Sorry man, my stash ran dry last night and I can't pick up more until sunday",0,76,18,1,sorry man stash ran dry last night ca pick sunday +1698,Hai priya are you right. What doctor said pa. Where are you.,0,60,14,2,hai priya right doctor said +1699,"Free msg. Sorry, a service you ordered from 81303 could not be delivered as you do not have sufficient credit. Please top up to receive the service.",1,148,31,3,free msg sorry service ordered 81303 could delivered sufficient credit please top receive service +1701,Please ask mummy to call father,0,31,6,1,please ask mummy call father +1702,Can come my room but cannot come my house cos my house still messy... Haha...,0,77,18,1,come room come house co house still messy haha +1703,I have lost 10 kilos as of today!,0,33,9,1,lost 10 kilo today +1704,Just taste fish curry :-P,0,25,6,1,taste fish curry +1705,What can i do? Might accidant tookplace between somewhere ghodbandar rd. Traffic moves slovely. So plz slip & don't worry.,0,126,27,4,might accidant tookplace somewhere ghodbandar rd traffic move slovely plz slip amp worry +1706,Yun ah.now ü wkg where?btw if ü go nus sc. Ü wana specialise in wad?,0,71,19,2,yun ã¼ wkg btw ã¼ go nu sc wana specialise wad +1707,Yes! I am a one woman man! Please tell me your likes and dislikes in bed...,0,75,19,3,yes one woman man please tell like dislike bed +1708,Was doing my test earlier. I appreciate you. Will call you tomorrow.,0,68,15,3,test earlier appreciate call tomorrow +1709,"How's my loverboy doing ? What does he do that keeps him from coming to his Queen, hmmm ? Doesn't he ache to speak to me ? Miss me desparately ?",0,144,34,4,loverboy keep coming queen hmmm ache speak miss desparately +1710,U meet other fren dun wan meet me ah... Muz b a guy rite...,0,59,16,1,u meet fren dun wan meet ah muz b guy rite +1711,"(No promises on when though, haven't even gotten dinner yet)",0,60,14,1,promise though even gotten dinner yet +1712,I got your back! Do you have any dislikes in bed?,0,49,13,2,got back dislike bed +1713,o turns out i had stereo love on mi phone under the unknown album.,0,66,15,1,turn stereo love mi phone unknown album +1714,Hard LIVE 121 chat just 60p/min. Choose your girl and connect LIVE. Call 09094646899 now! Cheap Chat UK's biggest live service. VU BCM1896WC1N3XX,1,145,28,5,hard live 121 chat choose girl connect live call 09094646899 cheap chat uk biggest live service vu bcm1896wc1n3xx +1715,Yeah I don't see why not,0,24,7,1,yeah see +1716,Asking do u knw them or nt? May be ur frnds or classmates?,0,58,15,2,asking u knw nt may ur frnds classmate +1717,"Sorry about earlier. Putting out fires.Are you around to talk after 9? Or do you actually have a life, lol!",0,107,24,3,sorry earlier putting around talk 9 actually life lol +1718,WOW! The Boys R Back. TAKE THAT 2007 UK Tour. Win VIP Tickets & pre-book with VIP Club. Txt CLUB to 81303. Trackmarque Ltd info@vipclub4u.,1,138,33,6,wow boy r back take 2007 uk tour win vip ticket vip club txt club trackmarque ltd info vipclub4u +1719,"As in missionary hook up, doggy hook up, standing...|",0,53,13,1,missionary hook doggy hook standing +1720,Then u better go sleep.. Dun disturb u liao.. U wake up then msg me lor..,0,73,19,1,u better go sleep dun disturb u liao u wake msg lor +1722,Am watching house – very entertaining – am getting the whole hugh laurie thing – even with the stick – indeed especially with the stick.,0,144,26,1,watching house entertaining getting whole hugh laurie thing even stick indeed especially stick +1723,Thought praps you meant another one. Goodo! I'll look tomorrow ,0,63,13,3,thought praps meant another one goodo look tomorrow +1724,"Hi Jon, Pete here, Ive bin 2 Spain recently & hav sum dinero left, Bill said u or ur ‘rents mayb interested in it, I hav 12,000pes, so around £48, tb, James.",0,159,40,1,hi jon pete ive bin 2 spain recently hav sum dinero left bill said u ur mayb interested hav around tb james +1725,There bold 2 <#> . Is that yours,0,39,14,2,bold 2 lt gt +1726,You know there is. I shall speak to you in <#> minutes then,0,67,20,2,know shall speak lt gt minute +1727,"""ALRITE HUNNY!WOT U UP 2 2NITE? DIDNT END UP GOIN DOWN TOWN JUS DA PUB INSTEAD! JUS CHILLIN AT DA MO IN ME BEDROOM!LOVE JEN XXX.""",0,129,35,3,alrite hunny wot u 2 2nite didnt end goin town jus da pub instead jus chillin da mo bedroom love jen xxx +1728,I went to project centre,0,24,5,1,went project centre +1729,As per your request 'Maangalyam (Alaipayuthe)' has been set as your callertune for all Callers. Press *9 to copy your friends Callertune,0,136,27,2,per request alaipayuthe set callertune caller press 9 copy friend callertune +1730,Lol yeah at this point I guess not,0,34,8,1,lol yeah point guess +1731,Doing project w frens lor. ,0,27,6,1,project w frens lor +1732,Lol. Well quality aint bad at all so i aint complaining,0,55,12,2,lol well quality aint bad aint complaining +1733,"K, can that happen tonight?",0,27,7,1,k happen tonight +1734,"Hi, this is Mandy Sullivan calling from HOTMIX FM...you are chosen to receive £5000.00 in our Easter Prize draw.....Please telephone 09041940223 to claim before 29/03/05 or your prize will be transferred to someone else....",1,224,40,1,hi mandy sullivan calling hotmix fm chosen receive easter prize draw please telephone 09041940223 claim prize transferred someone else +1735,"I think we're going to finn's now, come",0,39,11,1,think going finn come +1736,Why tired what special there you had,0,36,7,1,tired special +1737,I will come tomorrow di,0,23,5,1,come tomorrow di +1739,K go and sleep well. Take rest:-).,0,34,12,2,k go sleep well take rest +1740,U guys never invite me anywhere :(,0,34,8,1,u guy never invite anywhere +1741,UR GOING 2 BAHAMAS! CallFREEFONE 08081560665 and speak to a live operator to claim either Bahamas cruise of£2000 CASH 18+only. To opt out txt X to 07786200117,1,159,29,3,ur going 2 bahamas callfreefone 08081560665 speak live operator claim either bahamas cruise cash opt txt x 07786200117 +1742,I can do that! I want to please you both inside and outside the bedroom...,0,74,17,2,want please inside outside bedroom +1743,"""EY! CALM DOWNON THEACUSATIONS.. ITXT U COS IWANA KNOW WOTU R DOIN AT THEW/END... HAVENTCN U IN AGES..RING ME IF UR UP4 NETHING SAT.LOVE J XXX.""",0,144,34,2,ey calm downon theacusations itxt u co iwana know wotu r doin haventcn u age ring ur up4 nething j xxx +1744,I love to wine and dine my lady!,0,32,9,1,love wine dine lady +1745,Someone has conacted our dating service and entered your phone because they fancy you!To find out who it is call from landline 09111030116. PoBox12n146tf15,1,155,27,2,someone conacted dating service entered phone fancy find call landline pobox12n146tf15 +1746,"I’m cool ta luv but v.tired 2 cause i have been doin loads of planning all wk, we have got our social services inspection at the nursery! Take care & spk sn x.",0,160,36,2,cool ta luv 2 cause doin load planning wk got social service inspection nursery take care spk sn x +1747,I don know account details..i will ask my mom and send you.my mom is out of reach now.,0,86,21,1,know account detail ask mom send mom reach +1748,I think u have the wrong number.,0,32,8,1,think u wrong number +1749,Feel Yourself That You Are Always Happy.. Slowly It Becomes Your Habit & Finally It Becomes Part Of Your Life.. Follow It.. Happy Morning & Have A Happy Day:),0,166,38,4,feel always happy slowly becomes habit amp finally becomes part life follow happy morning amp happy day +1750,DO NOT B LATE LOVE MUM,0,22,6,1,b late love mum +1751,Got it..mail panren paru..,0,26,7,1,got mail panren paru +1752,* Was thinking about chuckin ur red green n black trainners 2 save carryin them bac on train,0,92,18,1,thinking chuckin ur red green n black trainners 2 save carryin bac train +1753,Give one miss from that number please,0,37,7,1,give one miss number please +1754,Jus came back fr lunch wif my sis only. U leh?,0,46,13,2,jus came back fr lunch wif si u leh +1755,How is your schedule next week? I am out of town this weekend.,0,62,15,2,schedule next week town weekend +1756,Really good:)dhanush rocks once again:),0,39,10,1,really good dhanush rock +1757,Lmao ok I wont be needing u to do my hair anymore.,0,50,13,1,lmao ok wont needing u hair anymore +1758,"Miss ya, need ya, want ya, love ya.",0,35,12,1,miss ya need ya want ya love ya +1759,Sorry i'm not free...,0,21,6,1,sorry free +1760,Do u ever get a song stuck in your head for no reason and it won't go away til u listen to it like 5 times?,0,107,28,1,u ever get song stuck head reason wo go away til u listen like 5 time +1761,Nt yet chikku..simple habba..hw abt u?,0,38,11,1,nt yet chikku simple habba hw abt u +1762,"Got ur mail Dileep.thank you so muchand look forward to lots of support...very less contacts here,remember one venugopal you mentioned.tomorrow if not late,i shall try to come up till there.goodnight dear.",0,205,38,1,got ur mail muchand look forward lot support le contact remember one venugopal late shall try come till dear +1763,Sometimes Heart Remembrs someone Very much... Forgets someone soon... Bcoz Heart will not like everyone. But liked ones will be Remembered Everytime... BSLVYL,0,158,27,2,sometimes heart remembrs someone much forgets someone soon bcoz heart like everyone liked one remembered everytime bslvyl +1764,Joy's father is John. Then John is the NAME of Joy's father. Mandan,0,67,17,3,joy father john john name joy father mandan +1765,Hi 07734396839 IBH Customer Loyalty Offer: The NEW NOKIA6600 Mobile from ONLY £10 at TXTAUCTION!Txt word:START to No:81151 & get Yours Now!4T&,1,143,30,1,hi 07734396839 ibh customer loyalty offer new nokia6600 mobile txtauction txt word start get 4t +1766,Hi this is yijue... It's regarding the 3230 textbook it's intro to algorithms second edition... I'm selling it for $50...,0,121,27,3,hi yijue regarding 3230 textbook intro algorithm second edition selling 50 +1767,SMS AUCTION You have won a Nokia 7250i. This is what you get when you win our FREE auction. To take part send Nokia to 86021 now. HG/Suite342/2Lands Row/W1JHL 16+,1,162,33,4,sm auction nokia 7250i get win free auction take part send nokia 86021 +1768,"K, want us to come by now?",0,26,9,1,k want u come +1769,How. Its a little difficult but its a simple way to enter this place,0,68,15,2,little difficult simple way enter place +1770,Ha... Both of us doing e same thing. But i got tv 2 watch. U can thk of where 2 go tonight or u already haf smth in mind...,0,123,33,4,ha u e thing got tv 2 watch u thk 2 go tonight u already haf smth mind +1771,Dont show yourself. How far. Put new pictures up on facebook.,0,61,14,3,dont show far put new picture facebook +1772,Watching tv now. I got new job :),0,33,10,2,watching tv got new job +1773,"Good afternoon sexy buns! How goes the job search ? I wake and you are my first thought as always, my love. I wish your fine and happy and know I adore you!",0,156,37,4,good afternoon sexy bun go job search wake first thought always love wish fine happy know adore +1774,"I'm not coming over, do whatever you want",0,41,10,1,coming whatever want +1775,"Its ok chikku, and its my 1 of favourite song..:-)",0,50,15,1,ok chikku 1 favourite song +1776,Did u see what I posted on your Facebook?,0,41,10,1,u see posted facebook +1777,Call FREEPHONE 0800 542 0578 now!,1,33,7,1,call freephone 0800 542 0578 +1778,Buy Space Invaders 4 a chance 2 win orig Arcade Game console. Press 0 for Games Arcade (std WAP charge) See o2.co.uk/games 4 Terms + settings. No purchase,1,154,32,3,buy space invader 4 chance 2 win orig arcade game console press 0 game arcade std wap charge see 4 term setting purchase +1781,BIG BROTHER ALERT! The computer has selected u for 10k cash or #150 voucher. Call 09064018838. NTT PO Box CRO1327 18+ BT Landline Cost 150ppm mobiles vary,1,154,31,4,big brother alert computer selected u 10k cash 150 voucher call ntt po box cro1327 bt landline cost 150ppm mobile vary +1782,";-( oh well, c u later",0,22,9,1,oh well c u later +1783,My uncles in Atlanta. Wish you guys a great semester.,0,53,12,2,uncle atlanta wish guy great semester +1784,No dear i do have free messages without any recharge. Hi hi hi,0,62,14,2,dear free message without recharge hi hi hi +1786,I dun believe u. I thk u told him.,0,34,10,1,dun believe thk u told +1787,"Do you know why god created gap between your fingers..? So that, One who is made for you comes & fills those gaps by holding your hand with LOVE..!",0,151,36,2,know god created gap finger one made come amp fill gap holding hand love +1788,Yes:)sura in sun tv.:)lol.,0,26,12,2,yes sura sun tv lol +1789,Arun can u transfr me d amt,0,27,7,1,arun u transfr amt +1790,Takin a shower now but yeah I'll leave when I'm done,0,52,13,1,takin shower yeah leave done +1791,Am not working but am up to eyes in philosophy so will text u later when a bit more free for chat...,0,100,23,1,working eye philosophy text u later bit free chat +1792,U haven’t lost me ill always b here 4u.i didn’t intend 2 hurt u but I never knew how u felt about me when Iwas+marine&that’s what itried2tell urmom.i careabout u,0,164,32,1,u lost ill always b intend 2 hurt u never knew u felt itried2tell careabout u +1793,"WIN: We have a winner! Mr. T. Foley won an iPod! More exciting prizes soon, so keep an eye on ur mobile or visit www.win-82050.co.uk",1,132,29,3,win winner foley ipod exciting prize soon keep eye ur mobile visit +1794,You bad girl. I can still remember them,0,39,9,2,bad girl still remember +1795,How much i gave to you. Morning.,0,32,9,2,much gave morning +1796,"I hope your alright babe? I worry that you might have felt a bit desparate when you learned the job was a fake ? I am here waiting when you come back, my love",0,158,36,3,hope alright babe worry might felt bit desparate learned job fake waiting come back love +1797,"Hey, can you tell me blake's address? Carlos wanted me to meet him there but I got lost and he's not answering his phone",0,120,28,2,hey tell blake address carlos wanted meet got lost answering phone +1798,Can i get your opinion on something first?,0,42,9,1,get opinion something first +1799,That one week leave i put know that time. Why.,0,46,12,2,one week leave put know time +1800,"If we hit it off, you can move in with me :)",0,44,14,1,hit move +1801,excellent. I spent <#> years in the Air Force. Iraq and afghanistan. I am stable and honest. do you like traveling?,0,123,32,5,excellent spent lt gt year air force iraq afghanistan stable honest like traveling +1802,I wanna watch that movie,0,24,6,1,wan na watch movie +1803,Ok lor thanx... Ü in school?,0,29,8,1,ok lor thanx school +1804,I'm in class. Did you get my text.,0,34,11,2,class get text +1805,The bus leaves at <#> ,0,29,11,1,bus leaf lt gt +1806,God bless.get good sleep my dear...i will pray!,0,47,11,1,god good sleep dear pray +1807,Todays Voda numbers ending 1225 are selected to receive a £50award. If you have a match please call 08712300220 quoting claim code 3100 standard rates app ,1,156,27,2,today voda number ending 1225 selected receive match please call 08712300220 quoting claim code 3100 standard rate app +1808,Do have a nice day today. I love you so dearly.,0,47,13,2,nice day today love dearly +1809,Aiyo a bit pai seh ü noe... Scared he dun rem who i am then die... Hee... But he become better lookin oredi leh...,0,115,28,2,aiyo bit pai seh ã¼ noe scared dun rem die hee become better lookin oredi leh +1810,"Aight, I'll ask a few of my roommates",0,37,10,1,aight ask roommate +1811,"Now, whats your house # again ? And do you have any beer there ?",0,64,16,2,whats house beer +1812,Do ü all wan 2 meet up n combine all the parts? How's da rest of da project going?,0,83,22,2,ã¼ wan 2 meet n combine part da rest da project going +1813,"""Getting tickets 4 walsall tue 6 th march. My mate is getting me them on sat. ill pay my treat. Want 2 go. Txt bak .Terry""",0,122,32,5,getting ticket 4 walsall tue 6 th march mate getting sat ill pay treat want 2 go txt bak +1814,Yes we are chatting too.,0,24,6,1,yes chatting +1815,HI ITS JESS I DONT KNOW IF YOU ARE AT WORK BUT CALL ME WHEN U CAN IM AT HOME ALL EVE. XXX,0,89,24,2,hi jess dont know work call u im home eve xxx +1816,Sian... Aft meeting supervisor got work 2 do liao... U working now?,0,67,15,1,sian aft meeting supervisor got work 2 liao u working +1817,Are you going to write ccna exam this week??,0,44,11,2,going write ccna exam week +1818,Well i will watch shrek in 3D!!B),0,33,11,2,well watch shrek 3d b +1819,Am i that much dirty fellow?,0,28,7,1,much dirty fellow +1820,Dunno dat's wat he told me. Ok lor...,0,37,11,2,dunno dat wat told ok lor +1821,I'll probably be by tomorrow (or even later tonight if something's going on),0,76,17,1,probably tomorrow even later tonight something going +1822,I couldn't say no as he is a dying man and I feel sad for him so I will go and I just wanted you to know I would probably be gone late into your night,0,150,37,1,could say dying man feel sad go wanted know would probably gone late night +1823,If you're thinking of lifting me one then no.,0,45,11,1,thinking lifting one +1824,Same as u... Dun wan... Y u dun like me already ah... Wat u doing now? Still eating?,0,84,23,2,u dun wan u dun like already ah wat u still eating +1825,Sent me ur email id soon,0,24,6,1,sent ur email id soon +1827,"Dude. What's up. How Teresa. Hope you have been okay. When i didnt hear from these people, i called them and they had received the package since dec <#> . Just thot you'ld like to know. Do have a fantastic year and all the best with your reading. Plus if you can really really Bam first aid for Usmle, then your work is done.",0,332,80,8,dude teresa hope okay didnt hear people called received package since dec lt gt thot like know fantastic year best reading plus really really bam first aid usmle work done +1828,Hey gorgeous man. My work mobile number is. Have a good one babe. Squishy Mwahs.,0,80,19,4,hey gorgeous man work mobile number good one babe squishy mwahs +1830,"Hottest pics straight to your phone!! See me getting Wet and Wanting, just for you xx Text PICS to 89555 now! txt costs 150p textoperator g696ga 18 XxX",1,151,32,3,hottest pic straight phone see getting wet wanting xx text pic 89555 txt cost 150p textoperator g696ga 18 xxx +1831,That's the way you should stay oh.,0,34,9,1,way stay oh +1832,Hello- thanx for taking that call. I got a job! Starts on monday!,0,65,16,3,thanx taking call got job start monday +1833,What time is ur flight tmr?,0,27,7,1,time ur flight tmr +1834,When should I come over?,0,24,6,1,come +1835,I have a rather prominent bite mark on my right cheek,0,53,11,1,rather prominent bite mark right cheek +1836,* Will be september by then!,0,28,7,1,september +1837,Are you wet right now?,0,22,6,1,wet right +1838,And how's your husband.,0,23,6,1,husband +1839,"Hack Chat. Get backdoor entry into 121 chat rooms at a fraction of the cost. Reply NEO69 or call 09050280520, to subscribe 25p pm. DPS, Bcm box 8027 Ldn, wc1n3xx",1,161,36,4,hack chat get backdoor entry 121 chat room fraction cost reply neo69 call 09050280520 subscribe 25p pm dp bcm box 8027 ldn wc1n3xx +1840,Are we doing the norm tomorrow? I finish just a 4.15 cos of st tests. Need to sort library stuff out at some point tomo - got letter from today - access til end march so i better get move on!,0,191,44,3,norm tomorrow finish co st test need sort library stuff point tomo got letter today access til end march better get move +1841,Yeah. I got a list with only u and Joanna if I'm feeling really anti social,0,75,18,2,yeah got list u joanna feeling really anti social +1842,I am in your office na.,0,23,7,1,office na +1843,"""Are you comingdown later?""",0,27,7,1,comingdown later +1844,Super da:)good replacement for murali,0,37,8,1,super da good replacement murali +1845,Da is good good player.why he is unsold.,0,40,9,1,da good good unsold +1846,Hi. || Do u want | to join me with sts later? || Meeting them at five. || Call u after class.,0,93,26,4,hi u want join sts later meeting five call u class +1847,Its on in engalnd! But telly has decided it won't let me watch it and mia and elliot were kissing! Damn it!,0,107,26,3,engalnd telly decided wo let watch mia elliot kissing damn +1848,"FREE NOKIA Or Motorola with upto 12mths 1/2price linerental, 500 FREE x-net mins&100txt/mth FREE B'tooth*. Call Mobileupd8 on 08001950382 or call 2optout/D3WV",1,158,27,2,free nokia motorola upto 12mths linerental 500 free min free call mobileupd8 08001950382 call +1849,I dont want to hear philosophy. Just say what happen,0,52,11,2,dont want hear philosophy say happen +1850,You got job in wipro:)you will get every thing in life in 2 or 3 years.,0,71,20,1,got job wipro get every thing life 2 3 year +1851,Then cant get da laptop? My matric card wif ü lei... ,0,54,13,2,cant get da laptop matric card wif ã¼ lei +1852,Dunno da next show aft 6 is 850. Toa payoh got 650.,0,51,14,2,dunno da next show aft 6 toa payoh got 650 +1853,"This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08718726970 NOW! Only 10p per min. BT-national-rate ",1,154,34,4,2nd time tried 2 contact u 750 pound prize 2 claim easy call 08718726970 10p per min +1854,I just made some payments so dont have that much. Sorry. Would you want it fedex or the other way.,0,98,23,3,made payment dont much sorry would want fedex way +1855,They did't play one day last year know even though they have very good team.. Like india.,0,89,19,1,play one day last year know even though good team like india +1856,K.:)you are the only girl waiting in reception ah?,0,50,13,1,girl waiting reception ah +1857,"Say this slowly.? GOD,I LOVE YOU & I NEED YOU,CLEAN MY HEART WITH YOUR BLOOD.Send this to Ten special people & u c miracle tomorrow, do it,pls,pls do it...",0,163,44,2,say god love amp need clean heart ten special people amp u c miracle tomorrow pls pls +1858,I hate when she does this. She turns what should be a fun shopping trip into an annoying day of how everything would look in her house.,0,135,29,2,hate turn fun shopping trip annoying day everything would look house +1859,"Sir, i am waiting for your call.",0,32,9,1,sir waiting call +1860,What's up. Do you want me to come online?,0,41,12,2,want come online +1861,"It could work, we'll reach a consensus at the next meeting",0,58,13,1,could work reach consensus next meeting +1862,Aiyah then i wait lor. Then u entertain me. Hee...,0,50,13,3,aiyah wait lor u entertain hee +1863,"The last thing i ever wanted to do was hurt you. And i didn't think it would have. You'd laugh, be embarassed, delete the tag and keep going. But as far as i knew, it wasn't even up. The fact that you even felt like i would do it to hurt you shows you really don't know me at all. It was messy wednesday, but it wasn't bad. The problem i have with it is you HAVE the time to clean it, but you choose not to. You skype, you take pictures, you sleep, you want to go out. I don't mind a few things here and there, but when you don't make the bed, when you throw laundry on top of it, when i can't have a friend in the house because i'm embarassed that there's underwear and bras strewn on the bed, pillows on the floor, that's something else. You used to be good about at least making the bed.",0,790,196,10,last thing ever wanted hurt think would laugh embarassed delete tag keep going far knew even fact even felt like would hurt show really know messy wednesday bad problem time clean choose skype take picture sleep want go mind thing make bed throw laundry top ca friend house embarassed underwear bra strewn bed pillow floor something else used good least making bed +1864,I'll let you know when it kicks in,0,34,9,1,let know kick +1865,You call him now ok i said call him,0,35,9,1,call ok said call +1866,Call to the number which is available in appointment. And ask to connect the call to waheed fathima.,0,100,20,2,call number available appointment ask connect call waheed fathima +1867,Or ü go buy wif him then i meet ü later can?,0,46,13,1,ã¼ go buy wif meet ã¼ later +1868,Mmmm ... Fuck ... Not fair ! You know my weaknesses ! *grins* *pushes you to your knee's* *exposes my belly and pulls your head to it* Don't forget ... I know yours too *wicked smile*,0,183,46,4,mmmm fuck fair know weakness grin push knee expose belly pull head forget know wicked smile +1869,Today my system sh get ready.all is well and i am also in the deep well,0,71,16,1,today system sh get well also deep well +1870,Mom wants to know where you at,0,30,7,1,mom want know +1871,"Aight, I'll text you when I'm back",0,34,10,1,aight text back +1872,Dont know supports ass and srt i thnk. I think ps3 can play through usb too,0,75,17,2,dont know support as srt thnk think ps3 play usb +1873,Oh ok i didnt know what you meant. Yep i am baby jontin,0,55,14,2,oh ok didnt know meant yep baby jontin +1874,You have WON a guaranteed £1000 cash or a £2000 prize.To claim yr prize call our customer service representative on,1,117,20,1,guaranteed cash claim yr prize call customer service representative +1875,Would you like to see my XXX pics they are so hot they were nearly banned in the uk!,1,84,20,1,would like see xxx pic hot nearly banned uk +1878,This pen thing is beyond a joke. Wont a Biro do? Don't do a masters as can't do this ever again! ,0,97,26,3,pen thing beyond joke wont biro master ca ever +1879,I AM AT A PARTY WITH ALEX NICHOLS,0,33,8,1,party alex nichols +1880,U have a secret admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09058094594,1,132,26,1,u secret admirer looking 2 make contact r reveal think ur 09058094594 +1881,Just seeing your missed call my dear brother. Do have a gr8 day.,0,64,15,2,seeing missed call dear brother gr8 day +1882,Ok.. Ü finishing soon?,0,23,6,1,ok finishing soon +1883,"Sorry, I can't help you on this.",0,32,10,1,sorry ca help +1884,"Come to me, slave. Your doing it again ... Going into your shell and unconsciously avoiding me ... You are making me unhappy :-(",0,128,28,3,come slave going shell unconsciously avoiding making unhappy +1885,I love your ass! Do you enjoy doggy style? :),0,45,13,3,love as enjoy doggy style +1886,I think asking for a gym is the excuse for lazy people. I jog.,0,62,16,2,think asking gym excuse lazy people jog +1887,Dear 0776xxxxxxx U've been invited to XCHAT. This is our final attempt to contact u! Txt CHAT to 86688 150p/MsgrcvdHG/Suite342/2Lands/Row/W1J6HL LDN 18yrs ,1,155,25,3,dear 0776xxxxxxx u invited xchat final attempt contact u txt chat 86688 ldn 18yrs +1888,Urgent! Please call 09061743811 from landline. Your ABTA complimentary 4* Tenerife Holiday or £5000 cash await collection SAE T&Cs Box 326 CW25WX 150ppm,1,153,28,3,urgent please call 09061743811 landline abta complimentary 4 tenerife holiday cash await collection sae c box 326 cw25wx 150ppm +1889,No. On the way home. So if not for the long dry spell the season would have been over,0,85,21,3,way home long dry spell season would +1890,I gotta collect da car at 6 lei.,0,32,10,1,got ta collect da car 6 lei +1891,Ok but knackered. Just came home and went to sleep! Not good at this full time work lark.,0,89,21,3,ok knackered came home went sleep good full time work lark +1892,Probably earlier than that if the station's where I think it is,0,63,13,1,probably earlier station think +1893,CALL 09090900040 & LISTEN TO EXTREME DIRTY LIVE CHAT GOING ON IN THE OFFICE RIGHT NOW TOTAL PRIVACY NO ONE KNOWS YOUR [sic] LISTENING 60P MIN 24/7MP 0870753331018+,1,163,30,1,call 09090900040 listen extreme dirty live chat going office right total privacy one know sic listening 60p min +1895,"FreeMsg Hey U, i just got 1 of these video/pic fones, reply WILD to this txt & ill send U my pics, hurry up Im so bored at work xxx (18 150p/rcvd STOP2stop)",1,156,38,1,freemsg hey u got 1 fones reply wild txt ill send u pic hurry im bored work xxx 18 stop2stop +1896,"Uh, heads up we don't have THAT much left",0,41,11,1,uh head much left +1897,I tot u outside cos darren say u come shopping. Of course we nice wat. We jus went sim lim look at mp3 player.,0,110,27,3,tot u outside co darren say u come shopping course nice wat jus went sim lim look mp3 player +1898,"Aight, sounds good. When do you want me to come down?",0,53,14,2,aight sound good want come +1899,Wat would u like 4 ur birthday?,0,31,8,1,wat would u like 4 ur birthday +1900,I love working from home :),0,27,7,1,love working home +1901,And miss vday the parachute and double coins??? U must not know me very well...,0,79,19,2,miss vday parachute double coin u must know well +1903,My sister got placed in birla soft da:-),0,40,11,1,sister got placed birla soft da +1904,Free entry in 2 a weekly comp for a chance to win an ipod. Txt POD to 80182 to get entry (std txt rate) T&C's apply 08452810073 for details 18+,1,143,36,2,free entry 2 weekly comp chance win ipod txt pod 80182 get entry std txt rate c apply 08452810073 detail +1905,Wah... Okie okie... Muz make use of e unlimited... Haha... ,0,59,14,1,wah okie okie muz make use e unlimited haha +1906,"There're some people by mu, I'm at the table by lambda",0,54,14,1,people mu table lambda +1907,And stop being an old man. You get to build snowman snow angels and snowball fights.,0,84,18,2,stop old man get build snowman snow angel snowball fight +1908,ELLO BABE U OK?,0,15,5,1,ello babe u ok +1909,Hello beautiful r u ok? I've kinda ad a row wiv and he walked out the pub?? I wanted a night wiv u Miss u ,0,106,29,3,hello beautiful r u ok kinda ad row wiv walked pub wanted night wiv u miss u +1910,Then u going ikea str aft dat?,0,30,8,1,u going ikea str aft dat +1911,Becoz its <#> jan whn al the post ofice is in holiday so she cn go fr the post ofice...got it duffer,0,108,30,1,becoz lt gt jan whn al post ofice holiday cn go fr post ofice got duffer +1912,Lol grr my mom is taking forever with my prescription. Pharmacy is like 2 minutes away. Ugh.,0,92,20,3,lol grr mom taking forever prescription pharmacy like 2 minute away ugh +1913,For real tho this sucks. I can't even cook my whole electricity is out. And I'm hungry.,0,87,22,3,real tho suck ca even cook whole electricity hungry +1914,You want to go? ,0,16,5,1,want go +1915,New TEXTBUDDY Chat 2 horny guys in ur area 4 just 25p Free 2 receive Search postcode or at gaytextbuddy.com. TXT ONE name to 89693. 08715500022 rpl Stop 2 cnl,1,158,32,3,new textbuddy chat 2 horny guy ur area 4 25p free 2 receive search postcode txt one name 89693 08715500022 rpl stop 2 cnl +1916,Its not that time of the month nor mid of the time?,0,51,13,1,time month mid time +1917,Fffff. Can you text kadeem or are you too far gone,0,50,12,2,fffff text kadeem far gone +1918,We not leaving yet. Ok lor then we go elsewhere n eat. U thk...,0,63,17,3,leaving yet ok lor go elsewhere n eat u thk +1919,Is fujitsu s series lifebook good?,0,34,7,1,fujitsu series lifebook good +1920,Yar i wanted 2 scold u yest but late already... I where got zhong se qing you? If u ask me b4 he ask me then i'll go out w u all lor. N u still can act so real.,0,160,45,4,yar wanted 2 scold u yest late already got zhong se qing u ask b4 ask go w u lor n u still act real +1921,Dont know you bring some food,0,29,6,1,dont know bring food +1922,No current and food here. I am alone also,0,41,10,2,current food alone also +1923,I'll be in sch fr 4-6... I dun haf da book in sch... It's at home...,0,68,21,3,sch fr dun haf da book sch home +1924,Hello. They are going to the village pub at 8 so either come here or there accordingly. Ok?,0,91,21,3,hello going village pub 8 either come accordingly ok +1925,Ok,0,2,1,1,ok +1926,We don call like <#> times oh. No give us hypertension oh.,0,66,20,2,call like lt gt time oh give u hypertension oh +1927,"Dont give a monkeys wot they think and i certainly don't mind. Any friend of mine&all that! Just don't sleep wiv , that wud be annoyin!",0,135,33,3,dont give monkey wot think certainly mind friend mine sleep wiv wud annoyin +1928,Omg it could snow here tonite!,0,30,7,1,omg could snow tonite +1929,Call from 08702490080 - tells u 2 call 09066358152 to claim £5000 prize. U have 2 enter all ur mobile & personal details @ the prompts. Careful!,1,145,30,3,call 08702490080 tell u 2 call 09066358152 claim prize u 2 enter ur mobile personal detail prompt careful +1930,Free 1st week entry 2 TEXTPOD 4 a chance 2 win 40GB iPod or £250 cash every wk. Txt VPOD to 81303 Ts&Cs www.textpod.net custcare 08712405020.,1,142,30,2,free 1st week entry 2 textpod 4 chance 2 win 40gb ipod cash every wk txt vpod 81303 t c custcare 08712405020 +1931,Carry on not disturbing both of you,0,35,7,1,carry disturbing +1932,What pa tell me.. I went to bath:-),0,35,12,2,pa tell went bath +1933,Jus finished avatar nigro,0,25,4,1,jus finished avatar nigro +1934,R u over scratching it?,0,23,6,1,r u scratching +1935,Hope you are having a great day.,0,32,8,1,hope great day +1936,Did either of you have any idea's? Do you know of anyplaces doing something?,0,76,17,2,either idea know anyplaces something +1937,"My planning usually stops at ""find hella weed, smoke hella weed""",0,64,14,1,planning usually stop find hella weed smoke hella weed +1938,"The fact that you're cleaning shows you know why i'm upset. Your priority is constantly ""what i want to do,"" not ""what i need to do.""",0,133,35,2,fact cleaning show know upset priority constantly want need +1939,Excellent! Are you ready to moan and scream in ecstasy?,0,55,12,2,excellent ready moan scream ecstasy +1940,More people are dogging in your area now. Call 09090204448 and join like minded guys. Why not arrange 1 yourself. There's 1 this evening. A£1.50 minAPN LS278BB,1,160,32,5,people dogging area call 09090204448 join like minded guy arrange 1 1 evening minapn ls278bb +1941,Dude avatar 3d was imp. At one point i thought there were actually flies in the room and almost tried hittng one as a reflex,0,124,26,2,dude avatar 3d imp one point thought actually fly room almost tried hittng one reflex +1942,"WELL DONE! Your 4* Costa Del Sol Holiday or £5000 await collection. Call 09050090044 Now toClaim. SAE, TCs, POBox334, Stockport, SK38xh, Cost£1.50/pm, Max10mins",1,162,33,4,well done 4 costa del sol holiday await collection call 09050090044 toclaim sae tc pobox334 stockport sk38xh max10mins +1943,K...k:)why cant you come here and search job:),0,46,15,1,k k cant come search job +1944,I got lousy sleep. I kept waking up every 2 hours to see if my cat wanted to come in. I worry about him when its cold :(,0,120,31,3,got lousy sleep kept waking every 2 hour see cat wanted come worry cold +1945,"Yeah, I'll leave in a couple minutes & let you know when I get to mu",0,72,20,1,yeah leave couple minute amp let know get mu +1946,Can ü call me at 10:10 to make sure dat i've woken up...,0,57,15,1,ã¼ call make sure dat woken +1947,Hey we can go jazz power yoga hip hop kb and yogasana ,0,54,12,1,hey go jazz power yoga hip hop kb yogasana +1948,The battery is for mr adewale my uncle. Aka Egbon,0,49,11,2,battery mr adewale uncle aka egbon +1950,Wait 2 min..stand at bus stop,0,29,8,1,wait 2 min stand bus stop +1951,Oh ic. I thought you meant mary jane.,0,37,10,2,oh ic thought meant mary jane +1952,Haha... Really oh no... How? Then will they deduct your lesson tmr?,0,67,16,2,haha really oh deduct lesson tmr +1953,Nah im goin 2 the wrks with j wot bout u?,0,41,12,1,nah im goin 2 wrks j wot bout u +1954,Then just eat a shit and wait for ur monkey face bitch.......... U asshole..................,0,92,16,1,eat shit wait ur monkey face bitch u asshole +1955,Good night. Am going to sleep.,0,30,8,2,good night going sleep +1956,"Aight I'll grab something to eat too, text me when you're back at mu",0,68,17,1,aight grab something eat text back mu +1958,Take something for pain. If it moves however to any side in the next 6hrs see a doctor.,0,87,20,2,take something pain move however side next 6hrs see doctor +1959,"Lol ... Oh no babe, I wont be sliding into your place after midnight, but thanks for the invite",0,95,21,1,lol oh babe wont sliding place midnight thanks invite +1960,Howz that persons story,0,23,4,1,howz person story +1961,Guess what! Somebody you know secretly fancies you! Wanna find out who it is? Give us a call on 09065394973 from Landline DATEBox1282EssexCM61XN 150p/min 18,1,156,29,4,guess somebody know secretly fancy wan na find give u call 09065394973 landline datebox1282essexcm61xn 18 +1962,LOL that would be awesome payback.,0,34,7,1,lol would awesome payback +1963,it to 80488. Your 500 free text messages are valid until 31 December 2005.,1,74,16,2,500 free text message valid 31 december 2005 +1965,"Honeybee Said: *I'm d Sweetest in d World* God Laughed & Said: *Wait,U Havnt Met d Person Reading This Msg* MORAL: Even GOD Can Crack Jokes! GM+GN+GE+GN:)",0,158,42,2,honeybee said sweetest world god laughed amp said wait u havnt met person reading msg moral even god crack joke +1966,Thanks. It was only from tescos but quite nice. All gone now. Speak soon ,0,73,17,4,thanks tescos quite nice gone speak soon +1967,What's a feathery bowa? Is that something guys have that I don't know about?,0,76,18,2,feathery bowa something guy know +1968,Even i cant close my eyes you are in me our vava playing umma :-D,0,65,16,1,even cant close eye vava playing umma +1969,2 laptop... I noe infra but too slow lar... I wan fast one,0,58,15,3,2 laptop noe infra slow lar wan fast one +1970,You have won a guaranteed £200 award or even £1000 cashto claim UR award call free on 08000407165 (18+) 2 stop getstop on 88222 PHP,1,133,27,1,guaranteed award even cashto claim ur award call free 08000407165 2 stop getstop 88222 php +1971,Nvm it's ok...,0,14,5,1,nvm ok +1972,Enjoy ur life. . Good night,0,27,7,3,enjoy ur life good night +1973,Yes but can we meet in town cos will go to gep and then home. You could text at bus stop. And don't worry we'll have finished by march … ish!,0,143,36,3,yes meet town co go gep home could text bus stop worry finished march ish +1975,Thats cool. Where should i cum? On you or in you? :),0,52,16,4,thats cool cum +1976,Delhi and chennai still silent.,0,31,6,1,delhi chennai still silent +1977,Lol alright i was thinkin that too haha,0,39,8,1,lol alright thinkin haha +1978,Reply to win £100 weekly! Where will the 2006 FIFA World Cup be held? Send STOP to 87239 to end service,1,104,23,3,reply win weekly 2006 fifa world cup held send stop 87239 end service +1979,No I'm in the same boat. Still here at my moms. Check me out on yo. I'm half naked.,0,83,25,4,boat still mom check yo half naked +1980,Shhhhh nobody is supposed to know!,0,34,7,1,shhhhh nobody supposed know +1982,"Sorry, I'll call later in meeting any thing related to trade please call Arul. <#> ",0,89,24,2,sorry call later meeting thing related trade please call arul lt gt +1983,Hey i will be late... i'm at amk. Need to drink tea or coffee,0,61,17,2,hey late amk need drink tea coffee +1985,Urgent! Please call 09061743810 from landline. Your ABTA complimentary 4* Tenerife Holiday or #5000 cash await collection SAE T&Cs Box 326 CW25WX 150 ppm,1,153,30,3,urgent please call 09061743810 landline abta complimentary 4 tenerife holiday 5000 cash await collection sae c box 326 cw25wx 150 ppm +1986,The length is e same but e top shorter n i got a fringe now. I thk i'm not going liao. Too lazy. Dun wan 2 distract u also.,0,123,34,4,length e e top shorter n got fringe thk going liao lazy dun wan 2 distract u also +1987,S..antha num corrct dane,0,24,6,1,antha num corrct dane +1990,The basket's gettin full so I might be by tonight,0,49,11,1,basket gettin full might tonight +1991,HI DARLIN IVE JUST GOT BACK AND I HAD A REALLY NICE NIGHT AND THANKS SO MUCH FOR THE LIFT SEE U TOMORROW XXX,0,108,24,1,hi darlin ive got back really nice night thanks much lift see u tomorrow xxx +1992,No other Valentines huh? The proof is on your fb page. Ugh I'm so glad I really DIDN'T watch your rupaul show you TOOL!,0,119,29,3,valentine huh proof fb page ugh glad really watch rupaul show tool +1993,Free tones Hope you enjoyed your new content. text stop to 61610 to unsubscribe. help:08712400602450p Provided by tones2you.co.uk,1,129,20,3,free tone hope enjoyed new content text stop 61610 unsubscribe provided +1994,Eh den sat u book e kb liao huh...,0,34,10,1,eh den sat u book e kb liao huh +1995,Have you been practising your curtsey?,0,38,7,1,practising curtsey +1997,Lol boo I was hoping for a laugh,0,32,8,1,lol boo hoping laugh +1998,"""YEH I AM DEF UP4 SOMETHING SAT,JUST GOT PAYED2DAY & I HAVBEEN GIVEN A£50 PAY RISE 4MY WORK & HAVEBEEN MADE PRESCHOOLCO-ORDINATOR 2I AM FEELINGOOD LUV""",0,152,30,1,yeh def up4 something sat got payed2day havbeen given pay rise 4my work havebeen made 2i feelingood luv +1999,"Well, I have to leave for my class babe ... You never came back to me ... :-( ... Hope you have a nice sleep, my love",0,117,31,1,well leave class babe never came back hope nice sleep love +2000,LMAO where's your fish memory when I need it?,0,45,11,1,lmao fish memory need +2001,But i'll b going 2 sch on mon. My sis need 2 take smth.,0,55,17,2,b going 2 sch mon si need 2 take smth +2002,Idea will soon get converted to live:),0,38,9,1,idea soon get converted live +2003,TheMob>Yo yo yo-Here comes a new selection of hot downloads for our members to get for FREE! Just click & open the next link sent to ur fone...,1,143,32,2,themob yo yo come new selection hot downloads member get free click open next link sent ur fone +2004,S....s...india going to draw the series after many years in south african soil..,0,80,18,1,india going draw series many year south african soil +2005,"Goodmorning, today i am late for <DECIMAL> min.",0,54,16,1,goodmorning today late lt decimal gt min +2006,Can't take any major roles in community outreach. You rock mel,0,62,13,2,ca take major role community outreach rock mel +2007,Shopping lor. Them raining mah hard 2 leave orchard.,0,52,11,2,shopping lor raining mah hard 2 leave orchard +2008,Hi here. have birth at on the to at 8lb 7oz. Mother and baby doing brilliantly.,0,81,19,3,hi birth 8lb 7oz mother baby brilliantly +2009,See the forwarding message for proof,0,36,6,1,see forwarding message proof +2010,"I can't keep going through this. It was never my intention to run you out, but if you choose to do that rather than keep the room clean so *I* don't have to say no to visitors, then maybe that's the best choice. Yes, I wanted you to be embarassed, so maybe you'd feel for once how I feel when i have a friend who wants to drop buy and i have to say no, as happened this morning. I've tried everything. I don't know what else to do.",0,431,107,5,ca keep going never intention run choose rather keep room clean say visitor maybe best choice yes wanted embarassed maybe feel feel friend want drop buy say happened morning tried everything know else +2011,Dunno lei... I thk mum lazy to go out... I neva ask her yet...,0,62,17,3,dunno lei thk mum lazy go neva ask yet +2012,"Do whatever you want. You know what the rules are. We had a talk earlier this week about what had to start happening, you showing responsibility. Yet, every week it's can i bend the rule this way? What about that way? Do whatever. I'm tired of having thia same argument with you every week. And a <#> movie DOESNT inlude the previews. You're still getting in after 1.",0,375,88,9,whatever want know rule talk earlier week start happening showing responsibility yet every week bend rule way way whatever tired thia argument every week lt gt movie doesnt inlude preview still getting 1 +2013,"Beautiful Truth against Gravity.. Read carefully: ""Our heart feels light when someone is in it.. But it feels very heavy when someone leaves it.."" GOODMORNING",0,158,31,2,beautiful truth gravity read carefully heart feel light someone feel heavy someone leaf goodmorning +2014,Great News! Call FREEFONE 08006344447 to claim your guaranteed £1000 CASH or £2000 gift. Speak to a live operator NOW!,1,120,23,3,great news call freefone 08006344447 claim guaranteed cash gift speak live operator +2015,Ambrith..madurai..met u in arun dha marrge..remembr?,0,52,13,1,ambrith madurai met u arun dha marrge remembr +2016,Just re read it and I have no shame but tell me how he takes it and if he runs I will blame u 4 ever!! Not really 4 ever just a long time ,0,138,36,2,read shame tell take run blame u 4 ever really 4 ever long time +2017,"Princess, is your kitty shaved or natural?",0,42,9,1,princess kitty shaved natural +2018,"Better than bb. If he wont use it, his wife will or them doctor",0,63,16,2,better bb wont use wife doctor +2019,Ya it came a while ago,0,22,6,1,ya came ago +2020,From tomorrow onwards eve 6 to 3 work.,0,38,9,1,tomorrow onwards eve 6 3 work +2021,Anything lor but toa payoh got place 2 walk meh...,0,50,11,1,anything lor toa payoh got place 2 walk meh +2022,"I don't have anybody's number, I still haven't thought up a tactful way to ask alex",0,83,20,1,anybody number still thought tactful way ask alex +2023,"U can WIN £100 of Music Gift Vouchers every week starting NOW Txt the word DRAW to 87066 TsCs www.ldew.com SkillGame,1Winaweek, age16.150ppermessSubscription",1,158,23,1,u win music gift voucher every week starting txt word draw 87066 tscs +2024,Is there any movie theatre i can go to and watch unlimited movies and just pay once?,0,84,18,1,movie theatre go watch unlimited movie pay +2025,U having lunch alone? I now so bored...,0,39,10,2,u lunch alone bored +2026,"Yes obviously, but you are the eggs-pert and the potato head… Speak soon! ",0,76,15,1,yes obviously potato speak soon +2027,"Nah man, my car is meant to be crammed full of people",0,53,13,1,nah man car meant crammed full people +2028,No got new job at bar in airport on satsgettin 4.47per hour but means no lie in! keep in touch,0,94,21,2,got new job bar airport satsgettin hour mean lie keep touch +2029,Kallis is ready for bat in 2nd innings,0,38,8,1,kallis ready bat 2nd inning +2030,Thanx but my birthday is over already.,0,38,8,1,thanx birthday already +2031,"Ugh y can't u just apologize, admit u were wrong and ask me to take u back?",0,75,20,1,ugh ca u apologize admit u wrong ask take u back +2032,"I noe la... U wana pei bf oso rite... K lor, other days den...",0,62,18,1,noe la u wana pei bf oso rite k lor day den +2033,"Yes, i'm small kid.. And boost is the secret of my energy..",0,59,16,1,yes small kid boost secret energy +2034,IM GONNA MISS U SO MUCH,0,23,7,1,im gon na miss u much +2035,Is avatar supposed to have subtoitles,0,37,6,1,avatar supposed subtoitles +2036,Simply sitting and watching match in office..,0,45,8,1,simply sitting watching match office +2037,You can jot down things you want to remember later.,0,51,11,1,jot thing want remember later +2038,Oh sorry please its over,0,24,5,1,oh sorry please +2039,Hey are we going for the lo lesson or gym? ,0,43,11,1,hey going lo lesson gym +2040,"Dont pack what you can buy at any store.like cereals. If you must pack food, pack gari or something 9ja that you will miss.",0,123,27,2,dont pack buy cereal must pack food pack gari something 9ja miss +2041,You always make things bigger than they are,0,43,8,1,always make thing bigger +2042,Ü dun wan to watch infernal affair?,0,36,8,1,dun wan watch infernal affair +2043,"Me not waking up until 4 in the afternoon, sup",0,46,11,1,waking 4 afternoon sup +2045,I can send you a pic if you like :),0,35,11,1,send pic like +2046,Okay... I booked all already... Including the one at bugis.,0,59,13,3,okay booked already including one bugis +2047,"Aight fuck it, I'll get it later",0,32,9,1,aight fuck get later +2048,No de. But call me after some time. Ill tell you k,0,50,14,3,de call time ill tell k +2049,So dont use hook up any how,0,27,7,1,dont use hook +2050,How much is blackberry bold2 in nigeria.,0,40,8,1,much blackberry bold2 nigeria +2051,Hi where you. You in home or calicut?,0,37,10,2,hi home calicut +2052,Hey darlin.. i can pick u up at college if u tell me wen & where 2 mt.. love Pete xx,0,84,23,1,hey darlin pick u college u tell wen 2 mt love pete xx +2053,"Call 09094100151 to use ur mins! Calls cast 10p/min (mob vary). Service provided by AOM, just GBP5/month. AOM Box61,M60 1ER until u stop. Ages 18+ only!",1,152,36,5,call 09094100151 use ur min call cast mob vary service provided aom aom box61 m60 1er u stop age +2054,"Oh... I was thkin of goin yogasana at 10 den no nd to go at 3 den can rush to parco 4 nb... Okie lor, u call me when ready...",0,125,34,2,oh thkin goin yogasana 10 den nd go 3 den rush parco 4 nb okie lor u call ready +2055,Y so late but i need to go n get da laptop...,0,45,13,1,late need go n get da laptop +2056,"Sir, I am waiting for your mail.",0,32,9,1,sir waiting mail +2057,.Please charge my mobile when you get up in morning.,0,52,11,1,charge mobile get morning +2058,"Nothing, i got msg frm tht unknown no..",0,39,10,1,nothing got msg frm tht unknown +2059,Ugh fuck it I'm resubbing to eve,0,32,8,1,ugh fuck resubbing eve +2060,He didn't see his shadow. We get an early spring yay,0,52,13,2,see shadow get early spring yay +2061,I did. One slice and one breadstick. Lol,0,40,10,3,one slice one breadstick lol +2062,"Hey ! I want you ! I crave you ! I miss you ! I need you ! I love you, Ahmad Saeed al Hallaq ...",0,96,27,6,hey want crave miss need love ahmad saeed al hallaq +2063,Is there any training tomorrow?,0,31,6,1,training tomorrow +2064,"URGENT! Your mobile No *********** WON a £2,000 Bonus Caller Prize on 02/06/03! This is the 2nd attempt to reach YOU! Call 09066362220 ASAP! BOX97N7QP, 150ppm",1,159,41,5,urgent mobile bonus caller prize 2nd attempt reach call 09066362220 asap box97n7qp 150ppm +2065,Pass dis to all ur contacts n see wat u get! Red;i'm in luv wid u. Blue;u put a smile on my face. Purple;u r realy hot. Pink;u r so swt. Orange;i thnk i lyk u. Green;i realy wana go out wid u. Yelow;i wnt u bck. Black;i'm jealous of u. Brown;i miss you Nw plz giv me one color,0,276,88,9,pas dis ur contact n see wat u get red luv wid blue u put smile face purple u r realy hot pink u r swt orange thnk lyk green realy wana go wid yelow wnt u bck black jealous brown miss nw plz giv one color +2066,Cos daddy arranging time c wat time fetch ü mah...,0,51,11,1,co daddy arranging time c wat time fetch ã¼ mah +2067,Then. You are eldest know.,0,26,7,2,eldest know +2068,Who's there say hi to our drugdealer,0,36,8,1,say hi drugdealer +2069,Its hard to believe things like this. All can say lie but think twice before saying anything to me.,0,99,21,2,hard believe thing like say lie think twice saying anything +2070,"Eerie Nokia tones 4u, rply TONE TITLE to 8007 eg TONE DRACULA to 8007 Titles: GHOST, ADDAMSFA, MUNSTERS, EXORCIST, TWILIGHT www.getzed.co.uk POBox36504W45WQ 150p ",1,162,29,1,eerie nokia tone 4u rply tone title 8007 eg tone dracula 8007 title ghost addamsfa munsters exorcist twilight pobox36504w45wq 150p +2071,Sexy Singles are waiting for you! Text your AGE followed by your GENDER as wither M or F E.G.23F. For gay men text your AGE followed by a G. e.g.23G.,1,149,33,3,sexy single waiting text age followed gender wither f gay men text age followed +2072,Good night my dear.. Sleepwell&Take care,0,44,11,1,good night dear sleepwell amp take care +2073,That is wondarfull song,0,23,4,1,wondarfull song +2074,"FreeMsg: Claim ur 250 SMS messages-Text OK to 84025 now!Use web2mobile 2 ur mates etc. Join Txt250.com for 1.50p/wk. T&C BOX139, LA32WU. 16 . Remove txtX or stop",1,161,37,5,freemsg claim ur 250 sm ok 84025 use web2mobile 2 ur mate etc join c box139 la32wu 16 remove txtx stop +2075,Yar lor actually we quite fast... Cos da ge slow wat... Haha...,0,63,15,1,yar lor actually quite fast co da ge slow wat haha +2076,Must come later.. I normally bathe him in da afternoon mah..,0,60,13,2,must come later normally bathe da afternoon mah +2077,"Trust me. Even if isn't there, its there.",0,41,12,2,trust even +2078,Hey hun-onbus goin 2 meet him. He wants 2go out 4a meal but I donyt feel like it cuz have 2 get last bus home!But hes sweet latelyxxx,0,133,31,2,hey goin 2 meet want 2go 4a meal donyt feel like cuz 2 get last bus home he sweet latelyxxx +2079,85233 FREE>Ringtone!Reply REAL,1,30,7,1,85233 free ringtone reply real +2080,I can take you at like noon,0,27,7,1,take like noon +2081,Where is it. Is there any opening for mca.,0,42,11,2,opening mca +2082,I'm aight. Wat's happening on your side.,0,40,11,2,aight wat happening side +2083,I'm done oredi...,0,17,5,1,done oredi +2084,"you are sweet as well, princess. Please tell me your likes and dislikes in bed...",0,81,18,2,sweet well princess please tell like dislike bed +2085,How are you. Wish you a great semester,0,38,9,2,wish great semester +2086,Moji i love you more than words. Have a rich day,0,48,12,2,moji love word rich day +2087,Dude how do you like the buff wind.,0,35,9,1,dude like buff wind +2088,"""alright babe, justthought i’d sayhey! how u doin?nearly the endof me wk offdam nevamind!We will have 2Hook up sn if uwant m8? loveJen x.""",0,139,34,3,alright babe justthought sayhey u doin nearly endof wk offdam nevamind 2hook sn uwant m8 lovejen x +2089,Well done ENGLAND! Get the official poly ringtone or colour flag on yer mobile! text TONE or FLAG to 84199 NOW! Opt-out txt ENG STOP. Box39822 W111WX £1.50,1,156,32,5,well done england get official poly ringtone colour flag yer mobile text tone flag 84199 txt eng stop box39822 w111wx +2090,"No i'm not. I can't give you everything you want and need. You actually could do better for yourself on yor own--you've got more money than i do. I can't get work, i can't get a man, i can't pay the rent, i can't even fill my fucking gas tank. yes, i'm stressed and depressed. I didn't even call home for thanksgiving cuz i'll have to tell them i,m up to nothing.",0,363,96,6,ca give everything want need actually could better yor got money ca get work ca get man ca pay rent ca even fill fucking gas tank yes stressed depressed even call home thanksgiving cuz tell nothing +2091,S:-)kallis wont play in first two odi:-),0,40,14,1,kallis wont play first two odi +2092,Then get some cash together and I'll text jason,0,47,10,1,get cash together text jason +2093,"Oh, my love, it's soooo good to hear from you. Omg I missed you so much today. I'm sorry your having problems with the provider but thank you for tming me",0,154,37,3,oh love soooo good hear omg missed much today sorry problem provider thank tming +2094,"Final Chance! Claim ur £150 worth of discount vouchers today! Text YES to 85023 now! SavaMob, member offers mobile! T Cs SavaMob POBOX84, M263UZ. £3.00 Subs 16",1,161,34,6,final chance claim ur worth discount voucher today text yes 85023 savamob member offer mobile c savamob pobox84 m263uz sub 16 +2096,"Probably, want to pick up more?",0,31,8,1,probably want pick +2097,I'm done...,0,11,4,1,done +2098,Are you the cutest girl in the world or what,0,44,10,1,cutest girl world +2099,"No dice, art class 6 thru 9 :( thanks though. Any idea what time I should come tomorrow?",0,88,22,2,dice art class 6 thru 9 thanks though idea time come tomorrow +2100,"SMS SERVICES. for your inclusive text credits, pls goto www.comuk.net login= ***** unsubscribe with STOP. no extra charge. help:08700469649. PO BOX420. IP4 5WE",1,159,33,6,sm service inclusive text credit pls goto unsubscribe stop extra charge po box420 ip4 5we +2101,Oh Howda gud gud.. Mathe en samachara chikku:-),0,47,12,1,oh howda gud gud mathe en samachara chikku +2102,I thk 530 lor. But dunno can get tickets a not. Wat u doing now?,0,64,18,3,thk 530 lor dunno get ticket wat u +2103,Audrie lousy autocorrect,0,24,3,1,audrie lousy autocorrect +2104,Its a site to simulate the test. It just gives you very tough questions to test your readiness.,0,95,20,2,site simulate test give tough question test readiness +2105,Anyway seriously hit me up when you're back because otherwise I have to light up with armand and he always has shit and/or is vomiting,0,134,26,1,anyway seriously hit back otherwise light armand always shit vomiting +2106,I fetch yun or u fetch?,0,23,7,1,fetch yun u fetch +2107,Thank you. I like you as well...,0,32,9,2,thank like well +2108,"Hmmm ... And imagine after you've come home from that having to rub my feet, make me dinner and help me get ready for my date ! Are you sure your ready for that kind of life ?",0,175,40,2,hmmm imagine come home rub foot make dinner help get ready date sure ready kind life +2110,Lara said she can loan me <#> .,0,38,14,1,lara said loan lt gt +2111,Do we have any spare power supplies,0,35,7,1,spare power supply +2112,Yar he quite clever but aft many guesses lor. He got ask me 2 bring but i thk darren not so willing 2 go. Aiya they thk leona still not attach wat.,0,147,35,3,yar quite clever aft many guess lor got ask 2 bring thk darren willing 2 go aiya thk leona still attach wat +2113,You are a winner you have been specially selected to receive £1000 cash or a £2000 award. Speak to a live operator to claim call 087123002209am-7pm. Cost 10p,1,159,30,3,winner specially selected receive cash award speak live operator claim call cost 10p +2114,"Yeah, don't go to bed, I'll be back before midnight",0,51,14,1,yeah go bed back midnight +2115,"Sunshine Hols. To claim ur med holiday send a stamped self address envelope to Drinks on Us UK, PO Box 113, Bray, Wicklow, Eire. Quiz Starts Saturday! Unsub Stop",1,161,36,4,sunshine hols claim ur med holiday send stamped self address envelope drink u uk po box 113 bray wicklow eire quiz start saturday unsub stop +2116,Well I wasn't available as I washob nobbing with last night so they had to ask Nickey Platt instead of me!;,0,107,24,2,well available washob nobbing last night ask nickey platt instead +2117,"It's that time of the week again, ryan",0,38,10,1,time week ryan +2118,Wish u many many returns of the day.. Happy birthday vikky..,0,60,13,2,wish u many many return day happy birthday vikky +2119,"U can WIN £100 of Music Gift Vouchers every week starting NOW Txt the word DRAW to 87066 TsCs www.Idew.com SkillGame, 1Winaweek, age16. 150ppermessSubscription",1,160,27,2,u win music gift voucher every week starting txt word draw 87066 tscs skillgame 1winaweek age16 150ppermesssubscription +2120,I hope you know I'm still mad at you.,0,37,11,1,hope know still mad +2121,"Argh my 3g is spotty, anyway the only thing I remember from the research we did was that province and sterling were the only problem-free places we looked at",0,157,30,1,argh 3g spotty anyway thing remember research province sterling place looked +2122,In xam hall boy asked girl Tell me the starting term for dis answer I can den manage on my own After lot of hesitation n lookin around silently she said THE! intha ponnungale ipaditan;),0,185,38,2,xam hall boy asked girl tell starting term dis answer den manage lot hesitation n lookin around silently said intha ponnungale ipaditan +2123,Do you know when the result.,0,28,7,1,know result +2126,"Sorry im getting up now, feel really bad- totally rejected that kinda me thing.",0,79,16,1,sorry im getting feel really totally rejected kinda thing +2127,You do got a shitload of diamonds though,0,40,8,1,got shitload diamond though +2128,Tessy..pls do me a favor. Pls convey my birthday wishes to Nimya..pls dnt forget it. Today is her birthday Shijas,0,113,26,3,tessy pls favor pls convey birthday wish nimya pls dnt forget today birthday shijas +2129,Well I'm going to be an aunty!,0,30,9,1,well going aunty +2130,Mine here like all fr china then so noisy.,0,42,10,1,mine like fr china noisy +2131,Later i guess. I needa do mcat study too.,0,41,11,2,later guess needa mcat study +2132,S...from the training manual it show there is no tech process:)its all about password reset and troubleshooting:),0,113,24,1,training manual show tech process password reset troubleshooting +2133,Your B4U voucher w/c 27/03 is MARSMS. Log onto www.B4Utele.com for discount credit. To opt out reply stop. Customer care call 08717168528,1,137,25,4,b4u voucher marsms log onto discount credit opt reply stop customer care call 08717168528 +2134,"Spoke with uncle john today. He strongly feels that you need to sacrifice to keep me here. He's going to call you. When he does, i beg you to just listen. Dont make any promises or make it clear things are not easy. And i need you to please let us work things out. As long as i keep expecting help, my creativity will be stifled so pls just keep him happy, no promises on your part.",0,382,88,7,spoke uncle john today strongly feel need sacrifice keep going call beg listen dont make promise make clear thing easy need please let u work thing long keep expecting help creativity stifled pls keep happy promise part +2136,"Carlos took a while (again), we leave in a minute",0,49,13,1,carlos took leave minute +2137,Well done and ! luv ya all ,0,27,7,2,well done luv ya +2138,Then why you came to hostel.,0,28,7,1,came hostel +2139,K still are you loving me.,0,26,7,1,k still loving +2140,But i juz remembered i gotta bathe my dog today..,0,49,12,1,juz remembered got ta bathe dog today +2141,After the drug she will be able to eat.,0,39,10,1,drug able eat +2142,Alright took the morphine. Back in yo.,0,38,9,2,alright took morphine back yo +2143,You see the requirements please,0,31,5,1,see requirement please +2144,You stayin out of trouble stranger!!saw Dave the other day he’s sorted now!still with me bloke when u gona get a girl MR!ur mum still Thinks we will get 2GETHA! ,0,162,38,2,stayin trouble stranger saw dave day sorted still bloke u gona get girl mr ur mum still think get 2getha +2145,FreeMsg: Hey - I'm Buffy. 25 and love to satisfy men. Home alone feeling randy. Reply 2 C my PIX! QlynnBV Help08700621170150p a msg Send stop to stop txts,1,154,35,5,freemsg hey buffy 25 love satisfy men home alone feeling randy reply 2 c pix qlynnbv help08700621170150p msg send stop stop txts +2147,So can collect ur laptop?,0,25,6,1,collect ur laptop +2148,"Ok. Can be later showing around 8-8:30 if you want + cld have drink before. Wld prefer not to spend money on nosh if you don't mind, as doing that nxt wk.",0,154,36,2,later showing around want cld drink wld prefer spend money nosh mind nxt wk +2149,I will once i get home,0,22,6,1,get home +2150,Waaaat?? Lololo ok next time then!,0,34,9,2,waaaat lololo ok next time +2151,"The table's occupied, I'm waiting by the tree",0,45,11,1,table occupied waiting tree +2152,I surely dont forgot to come:)i will always be in touch in with you:-),0,70,20,1,surely dont forgot come always touch +2153,Hi kindly give us back our documents which we submitted for loan from STAPATI,0,77,14,1,hi kindly give u back document submitted loan stapati +2154,I dont have i shall buy one dear,0,32,8,1,dont shall buy one dear +2155,Oh god i am happy to see your message after 3 days,0,50,12,1,oh god happy see message 3 day +2156,What year. And how many miles.,0,30,8,2,year many mile +2157,Hey cutie. How goes it? Here in WALES its kinda ok. There is like hills and shit but i still avent killed myself. ,0,114,27,4,hey cutie go wale kinda like hill shit still avent killed +2158,"Sad story of a Man - Last week was my b'day. My Wife did'nt wish me. My Parents forgot n so did my Kids . I went to work. Even my Colleagues did not wish. As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch. After lunch she invited me to her apartment. We went there. She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife, My Parents, My Kidz, My Friends n My Colleagues. All screaming.. SURPRISE !! and I was waiting on the sofa.. ... ..... ' NAKED...!",0,588,154,18,sad story man last week wife wish parent forgot n kid went work even colleague wish entered cabin pa said happy bos felt special askd 4 lunch lunch invited apartment went said u mind go bedroom minute ok sed sexy mood came 5 minuts latr wid cake n wife parent kidz friend n colleague screaming surprise waiting sofa naked +2159,I think you should go the honesty road. Call the bank tomorrow. Its the tough decisions that make us great people.,0,114,24,3,think go honesty road call bank tomorrow tough decision make u great people +2160,FREE for 1st week! No1 Nokia tone 4 ur mob every week just txt NOKIA to 87077 Get txting and tell ur mates. zed POBox 36504 W45WQ norm150p/tone 16+,1,147,31,3,free 1st week no1 nokia tone 4 ur mob every week txt nokia 87077 get txting tell ur mate zed pobox 36504 w45wq +2161,No. Its not specialisation. Can work but its slave labor. Will look for it this month sha cos no shakara 4 beggar.,0,114,26,4,specialisation work slave labor look month sha co shakara 4 beggar +2162,Is she replying. Has boye changed his phone number,0,50,10,2,replying boye changed phone number +2164,hi my darlin im on my way to London and we have just been smashed into by another driver! and have a big dent! im really missing u what have u been up to? xxx,0,158,38,4,hi darlin im way london smashed another driver big dent im really missing u u xxx +2165,"Nothing really, just making sure everybody's up to speed",0,56,11,1,nothing really making sure everybody speed +2166,I'm not coming home 4 dinner.,0,29,8,1,coming home 4 dinner +2167,"Thank you. And by the way, I just lost.",0,39,12,2,thank way lost +2168,Yes.he have good crickiting mind,0,32,5,1,good crickiting mind +2169,Thx. All will be well in a few months,0,37,10,2,thx well month +2171,"""CAN I PLEASE COME UP NOW IMIN TOWN.DONTMATTER IF URGOIN OUTL8R,JUST REALLYNEED 2DOCD.PLEASE DONTPLEASE DONTIGNORE MYCALLS,U NO THECD ISV.IMPORTANT TOME 4 2MORO""",0,161,28,1,please come imin urgoin outl8r reallyneed dontplease dontignore mycalls u thecd tome 4 2moro +2172,I wont. So wat's wit the guys,0,29,9,2,wont wat wit guy +2173,Yavnt tried yet and never played original either,0,48,8,1,yavnt tried yet never played original either +2174,"Hiya, had a good day? Have you spoken to since the weekend?",0,59,15,2,hiya good day spoken since weekend +2175,See? I thought it all through,0,29,7,2,see thought +2177,get ready to moan and scream :),0,31,8,1,get ready moan scream +2178,Oh k :)why you got job then whats up?,0,37,12,1,oh k got job whats +2179,"I don,t think so. You don't need to be going out that late on a school night. ESPECIALLY when the one class you have is the one you missed last wednesday and probably failed a test in on friday",0,193,44,3,think need going late school night especially one class one missed last wednesday probably failed test friday +2180,And popping <#> ibuprofens was no help.,0,45,14,1,popping lt gt ibuprofen help +2181,"Babe ! How goes that day ? What are you doing ? Where are you ? I sip my cappuccino and think of you, my love ... I send a kiss to you from across the sea",0,154,38,6,babe go day sip cappuccino think love send kiss across sea +2182,Ok.,0,3,2,1,ok +2183,PS U no ur a grown up now right?,0,32,10,1,p u ur grown right +2184,"Chinatown got porridge, claypot rice, yam cake, fishhead beehoon... Either we eat cheap den go cafe n tok or go nydc or somethin...",0,131,28,2,chinatown got porridge claypot rice yam cake fishhead beehoon either eat cheap den go cafe n tok go nydc somethin +2185,I know a few people I can hit up and fuck to the yes,0,52,14,1,know people hit fuck yes +2186,Purity of friendship between two is not about smiling after reading the forwarded message..Its about smiling just by seeing the name. Gud evng,0,142,26,2,purity friendship two smiling reading forwarded message smiling seeing name gud evng +2187,So is there anything specific I should be doing with regards to jaklin or what because idk what the fuck,0,104,20,1,anything specific regard jaklin idk fuck +2188,Oh god. I'm gonna Google nearby cliffs now.,0,43,12,2,oh god gon na google nearby cliff +2189,FREE camera phones with linerental from 4.49/month with 750 cross ntwk mins. 1/2 price txt bundle deals also avble. Call 08001950382 or call2optout/J MF,1,152,26,3,free camera phone linerental 750 cross ntwk min price txt bundle deal also avble call 08001950382 mf +2190,Yup i shd haf ard 10 pages if i add figures... Ü all got how many pages?,0,73,19,1,yup shd haf ard 10 page add figure got many page +2191,"Ooh, 4got, i'm gonna start belly dancing in moseley weds 6.30 if u want 2 join me, they have a cafe too. ",0,105,28,1,ooh 4got gon na start belly dancing moseley wed u want 2 join cafe +2192,Thankyou so much for the call. I appreciate your care.,0,54,12,2,thankyou much call appreciate care +2193,Congrats ! Treat pending.i am not on mail for 2 days.will mail once thru.Respect mother at home.check mails.,0,108,19,2,congrats treat mail 2 mail mother mail +2194,I called but no one pick up e phone. I ask both of them already they said ok.,0,77,20,2,called one pick e phone ask already said ok +2195,Hi my email address has changed now it is ,0,42,9,1,hi email address changed +2196,"V-aluable. A-ffectionate. L-oveable. E-ternal. N-oble. T-ruthful. I-ntimate. N-atural. E-namous. Happy ""VALENTINES DAY"" in advance",0,130,25,10,happy valentine day advance +2197,"Not much, just some textin'. How bout you?",0,42,12,2,much textin bout +2198,Bring it if you got it,0,22,6,1,bring got +2199,I'm in a movie. Call me 4 wat?,0,30,11,2,movie call 4 wat +2200,Not sure I have the stomach for it ...,0,38,9,1,sure stomach +2201,Haha... can... But i'm having dinner with my cousin...,0,54,13,2,haha dinner cousin +2202,"A boy was late 2 home. His father: ""POWER OF FRNDSHIP""",0,54,15,2,boy late 2 home father power frndship +2203,"(And my man carlos is definitely coming by mu tonight, no excuses)",0,66,15,1,man carlos definitely coming mu tonight excuse +2204,soon you will have the real thing princess! Do i make you wet? :),0,65,17,3,soon real thing princess make wet +2205,Raji..pls do me a favour. Pls convey my Birthday wishes to Nimya. Pls. Today is her birthday.,0,93,23,4,raji pls favour pls convey birthday wish nimya pls today birthday +2206,"Haha, my legs and neck are killing me and my amigos are hoping to end the night with a burn, think I could swing by in like an hour?",0,132,32,1,haha leg neck killing amigo hoping end night burn think could swing like hour +2207,"URGENT! Your mobile No 07xxxxxxxxx won a £2,000 bonus caller prize on 02/06/03! this is the 2nd attempt to reach YOU! call 09066362231 ASAP! BOX97N7QP, 150PPM",1,159,31,5,urgent mobile 07xxxxxxxxx bonus caller prize 2nd attempt reach call 09066362231 asap box97n7qp 150ppm +2208,Usually the body takes care of it buy making sure it doesnt progress. Can we pls continue this talk on saturday.,0,112,23,2,usually body take care buy making sure doesnt progress pls continue talk saturday +2209,"URGENT!! Your 4* Costa Del Sol Holiday or £5000 await collection. Call 09050090044 Now toClaim. SAE, TC s, POBox334, Stockport, SK38xh, Cost£1.50/pm, Max10mins",1,161,34,4,urgent 4 costa del sol holiday await collection call 09050090044 toclaim sae tc pobox334 stockport sk38xh max10mins +2210,"Hmm well, night night ",0,22,5,1,hmm well night night +2211,Just wanted to say holy shit you guys weren't kidding about this bud,0,68,14,1,wanted say holy shit guy kidding bud +2212,"Just gettin a bit arty with my collages at the mo, well tryin 2 ne way! Got a roast in a min lovely i shall enjoy that!",0,119,30,2,gettin bit arty collage mo well tryin 2 ne way got roast min lovely shall enjoy +2213,"This is one of the days you have a billion classes, right?",0,58,14,1,one day billion class right +2214,"Goodmorning, today i am late for 2hrs. Because of back pain.",0,60,14,2,goodmorning today late 2hrs back pain +2215,Ok then i'll let him noe later n ask him call u tmr...,0,54,15,1,ok let noe later n ask call u tmr +2217,OK i'm waliking ard now... Do u wan me 2 buy anything go ur house?,0,66,18,1,ok waliking ard u wan 2 buy anything go ur house +2218,* Will have two more cartons off u and is very pleased with shelves,0,67,14,1,two carton u pleased shelf +2219,Nice talking to you! please dont forget my pix :) i want to see all of you...,0,77,20,2,nice talking please dont forget pix want see +2220,You have WON a guaranteed £1000 cash or a £2000 prize. To claim yr prize call our customer service representative on 08714712379 between 10am-7pm Cost 10p,1,156,27,2,guaranteed cash prize claim yr prize call customer service representative 08714712379 cost 10p +2221,But really quite funny lor wat... Then u shd haf run shorter distance wat...,0,76,16,1,really quite funny lor wat u shd haf run shorter distance wat +2222,I notice you like looking in the shit mirror youre turning into a right freak,0,77,15,1,notice like looking shit mirror youre turning right freak +2223,Great. I was getting worried about you. Just know that a wonderful and caring person like you will have only the best in life. Know that u r wonderful and God's love is yours.,0,175,39,4,great getting worried know wonderful caring person like best life know u r wonderful god love +2224,"Thanks for your ringtone order, ref number K718. Your mobile will be charged £4.50. Should your tone not arrive please call customer services on 09065069120",1,157,28,3,thanks ringtone order ref number k718 mobile charged tone arrive please call customer service 09065069120 +2225,"I prefer my free days... Tues, wed, fri oso can... Ü ask those workin lor...",0,77,20,1,prefer free day tues wed fri oso ask workin lor +2226,Alrite jod hows the revision goin? Keris bin doin a smidgin. N e way u wanna cum over after college?xx,0,102,25,3,alrite jod hows revision goin keris bin doin smidgin n e way u wan na cum college xx +2227,If you have belive me. Come to my home.,0,39,11,2,belive come home +2228,Oh k.k..where did you take test?,0,32,9,1,oh take test +2229,Those were my exact intentions,0,30,5,1,exact intention +2230,haha but no money leh... Later got to go for tuition... Haha and looking for empty slots for driving lessons,0,108,22,1,haha money leh later got go tuition haha looking empty slot driving lesson +2231,"Hey... Thk we juz go accordin to wat we discussed yest lor, except no kb on sun... Cos there's nt much lesson to go if we attend kb on sat...",0,141,35,1,hey thk juz go accordin wat discussed yest lor except kb sun co nt much lesson go attend kb sat +2232,"K, wen ur free come to my home and also tel vikky i hav sent mail to him also.. Better come evening il be free today aftr 6pm..:-)",0,130,34,2,k wen ur free come home also tel vikky hav sent mail also better come evening il free today aftr 6pm +2233,Nothing just getting msgs by dis name wit different no's..,0,58,12,1,nothing getting msg dis name wit different +2235,What's your room number again? Wanna make sure I'm knocking on the right door,0,77,18,2,room number wan na make sure knocking right door +2236,"""Si.como no?!listened2the plaid album-quite gd&the new air1 which is hilarious-also bought”braindance”a comp.ofstuff on aphex’s ;abel,u hav2hear it!c u sn xxxx""",0,163,32,2,listened2the plaid gd new air1 abel u hav2hear c u sn xxxx +2237,Pls tell nelson that the bb's are no longer comin. The money i was expecting aint coming,0,88,19,2,pls tell nelson bb longer comin money expecting aint coming +2238,"Give her something to drink, if she takes it and doesn't vomit then you her temp might drop. If she unmits however let me know.",0,127,29,2,give something drink take vomit temp might drop unmits however let know +2239,Think you sent the text to the home phone. That cant display texts. If you still want to send it his number is,0,110,25,3,think sent text home phone cant display text still want send number +2240,Every day i use to sleep after <#> so only.,0,51,17,1,every day use sleep lt gt +2241,K I'll call you when I'm close,0,30,9,1,k call close +2242,U buy newspapers already?,0,25,5,1,u buy newspaper already +2243,Nope wif my sis lor... Aft bathing my dog then i can bathe... Looks like it's going 2 rain soon.,0,96,24,1,nope wif si lor aft bathing dog bathe look like going 2 rain soon +2244,Boo I'm on my way to my moms. She's making tortilla soup. Yummmm,0,64,17,3,boo way mom making tortilla soup yummmm +2245,No management puzzeles.,0,23,4,1,management puzzeles +2246,How did you find out in a way that didn't include all of these details,0,70,16,1,find way include detail +2247,"Hi ya babe x u 4goten bout me?' scammers getting smart..Though this is a regular vodafone no, if you respond you get further prem rate msg/subscription. Other nos used also. Beware!",1,181,39,4,hi ya babe x u 4goten bout scammer getting smart though regular vodafone respond get prem rate no used also beware +2248,Back 2 work 2morro half term over! Can U C me 2nite 4 some sexy passion B4 I have 2 go back? Chat NOW 09099726481 Luv DENA Calls £1/minMobsmoreLKPOBOX177HP51FL,1,160,31,3,back 2 work 2morro half term u c 2nite 4 sexy passion b4 2 go back chat 09099726481 luv dena call +2249,will you like to be spoiled? :),0,31,9,2,like spoiled +2250,"Thanks for your ringtone order, ref number R836. Your mobile will be charged £4.50. Should your tone not arrive please call customer services on 09065069154",1,157,28,3,thanks ringtone order ref number r836 mobile charged tone arrive please call customer service 09065069154 +2251,I am getting threats from your sales executive Shifad as i raised complaint against him. Its an official message.,0,113,21,2,getting threat sale executive shifad raised complaint official message +2252,hope things went well at 'doctors' ;) reminds me i still need 2go.did u c d little thing i left in the lounge?,0,110,26,1,hope thing went well reminds still need u c little thing left lounge +2253,Den wat will e schedule b lk on sun?,0,36,10,1,den wat e schedule b lk sun +2254,Lol enjoy role playing much?,0,28,6,1,lol enjoy role playing much +2255,Ok. Me watching tv too.,0,23,6,1,watching tv +2256,"I just lov this line: ""Hurt me with the truth, I don't mind,i wil tolerat.bcs ur my someone..... But, Never comfort me with a lie"" gud ni8 and sweet dreams",0,155,39,2,lov line hurt truth mind wil ur someone never comfort lie gud ni8 sweet dream +2257,"Just checked out, heading out to drop off my stuff now",0,54,12,1,checked heading drop stuff +2258,Here got lots of hair dresser fr china.,0,39,9,1,got lot hair dresser fr china +2259,Sad story of a Man - Last week was my b'day. My Wife did'nt wish me. My Parents forgot n so did my Kids . I went to work. Even my Colleagues did not wish.,0,154,39,5,sad story man last week wife wish parent forgot n kid went work even colleague wish +2260,Ill call you evening ill some ideas.,0,36,8,1,ill call evening ill idea +2261,SplashMobile: Choose from 1000s of gr8 tones each wk! This is a subscrition service with weekly tones costing 300p. U have one credit - kick back and ENJOY,1,155,31,3,splashmobile choose 1000 gr8 tone wk subscrition service weekly tone costing 300p u one credit kick back enjoy +2262,Did you show him and wot did he say or could u not c him 4 dust?,0,64,18,1,show wot say could u c 4 dust +2263,It should take about <#> min,0,36,12,1,take lt gt min +2264,Not heard from U4 a while. Call 4 rude chat private line 01223585334 to cum. Wan 2C pics of me gettin shagged then text PIX to 8552. 2End send STOP 8552 SAM xxx,1,160,36,4,heard u4 call 4 rude chat private line 01223585334 cum wan 2c pic gettin shagged text pix 8552 2end send stop 8552 sam xxx +2267,FREE entry into our £250 weekly comp just send the word ENTER to 88877 NOW. 18 T&C www.textcomp.com,1,122,26,2,forwarded 88877 free entry weekly comp send word enter 88877 18 c +2268,Finish liao... U?,0,17,5,1,finish liao u +2269,88066 FROM 88066 LOST 3POUND HELP,1,33,6,1,88066 88066 lost 3pound help +2270,Haha i think i did too,0,22,6,1,haha think +2271,U know we watchin at lido?,0,26,7,1,u know watchin lido +2272,Life spend with someone for a lifetime may be meaningless but a few moments spent with someone who really love you means more than life itself..,0,144,27,1,life spend someone lifetime may meaningless moment spent someone really love mean life +2273,"Haha awesome, I've been to 4u a couple times. Who all's coming?",0,63,17,2,haha awesome 4u couple time coming +2274,Cold. Dont be sad dear,0,22,6,2,cold dont sad dear +2275,Think I could stop by in like an hour or so? My roommate's looking to stock up for a trip,0,89,22,2,think could stop like hour roommate looking stock trip +2276,Is that on the telly? No its Brdget Jones!,0,42,11,2,telly brdget jones +2278,Hello! How r u? Im bored. Inever thought id get bored with the tv but I am. Tell me something exciting has happened there? Anything! =/,0,135,32,7,hello r u im bored inever thought id get bored tv tell something exciting happened anything +2279,Hmm...Bad news...Hype park plaza $700 studio taken...Only left 2 bedrm-$900...,0,78,20,1,hmm bad news hype park plaza 700 studio taken left 2 900 +2280,"Sorry, I'll call later in meeting",0,33,8,1,sorry call later meeting +2281,R ü comin back for dinner?,0,27,7,1,r ã¼ comin back dinner +2282,"I hav almost reached. Call, i m unable to connect u.",0,52,14,2,hav almost reached call unable connect u +2283,Whom you waited for yesterday,0,29,5,1,waited yesterday +2284,I reach home safe n sound liao...,0,33,8,1,reach home safe n sound liao +2285,"Velly good, yes please!",0,23,6,1,velly good yes please +2286,"Hi, wkend ok but journey terrible. Wk not good as have huge back log of marking to do",0,85,20,2,hi wkend ok journey terrible wk good huge back log marking +2287,I have had two more letters from . I will copy them for you cos one has a message for you. Speak soon,0,101,24,3,two letter copy co one message speak soon +2288,Alex knows a guy who sells mids but he's down in south tampa and I don't think I could set it up before like 8,0,110,27,1,alex know guy sell mids south tampa think could set like 8 +2289,Dont you have message offer,0,27,5,1,dont message offer +2290,Had your mobile 11mths ? Update for FREE to Oranges latest colour camera mobiles & unlimited weekend calls. Call Mobile Upd8 on freefone 08000839402 or 2StopTx,1,159,27,3,mobile 11mths update free orange latest colour camera mobile unlimited weekend call call mobile upd8 freefone 08000839402 2stoptx +2291,"HEY THERE BABE, HOW U DOIN? WOT U UP 2 2NITE LOVE ANNIE X.",0,58,17,2,hey babe u doin wot u 2 2nite love annie x +2292,Remind me how to get there and I shall do so,0,44,11,1,remind get shall +2293,:-( that's not v romantic!,0,26,9,1,v romantic +2294,Hello. Damn this christmas thing. I think i have decided to keep this mp3 that doesnt work.,0,91,20,3,hello damn christmas thing think decided keep mp3 doesnt work +2295,You have 1 new message. Please call 08718738034.,1,48,10,2,1 new message please call 08718738034 +2296,HI DARLIN IM MISSIN U HOPE YOU ARE HAVING A GOOD TIME. WHEN ARE U BACK AND WHAT TIME IF U CAN GIVE ME A CALL AT HOME. JESS XX,0,125,32,3,hi darlin im missin u hope good time u back time u give call home jess xx +2297,Hi - this is your Mailbox Messaging SMS alert. You have 4 messages. You have 21 matches. Please call back on 09056242159 to retrieve your messages and matches,1,183,36,4,forwarded 21870000 hi mailbox messaging sm alert 4 message 21 match please call back 09056242159 retrieve message match +2298,Draw va?i dont think so:),0,25,9,1,draw va dont think +2299,Dont pick up d call when something important is There to tell. Hrishi,0,69,14,2,dont pick call something important tell hrishi +2301,Nothin comes to my mind. Ü help me buy hanger lor. Ur laptop not heavy?,0,72,18,3,nothin come mind help buy hanger lor ur laptop heavy +2302,"<#> , that's all? Guess that's easy enough",0,48,17,2,lt gt guess easy enough +2303,We can make a baby in yo tho,0,28,8,1,make baby yo tho +2304,Should I tell my friend not to come round til like <#> ish?,0,66,20,1,tell friend come round til like lt gt ish +2305,Friendship poem: Dear O Dear U R Not Near But I Can Hear Dont Get Fear Live With Cheer No More Tear U R Always my Dear. Gud ni8,0,127,31,2,friendship poem dear dear u r near hear dont get fear live cheer tear u r always dear gud ni8 +2306,Still in the area of the restaurant. Ill try to come back soon,0,62,14,2,still area restaurant ill try come back soon +2307,"Aight that'll work, thanks",0,26,6,1,aight work thanks +2309,Moby Pub Quiz.Win a £100 High Street prize if u know who the new Duchess of Cornwall will be? Txt her first name to 82277.unsub STOP £1.50 008704050406 SP Arrow,1,162,31,2,moby pub high street prize u know new duchess cornwall txt first name stop 008704050406 sp arrow +2310,"I have 2 sleeping bags, 1 blanket and paper and phone details. Anything else?",0,78,17,2,2 sleeping bag 1 blanket paper phone detail anything else +2311,You have won a Nokia 7250i. This is what you get when you win our FREE auction. To take part send Nokia to 86021 now. HG/Suite342/2Lands Row/W1JHL 16+ ,1,151,31,4,nokia 7250i get win free auction take part send nokia 86021 +2312,"Congratulations! Thanks to a good friend U have WON the £2,000 Xmas prize. 2 claim is easy, just call 08718726971 NOW! Only 10p per minute. BT-national-rate.",1,158,32,5,congratulation thanks good friend u xmas prize 2 claim easy call 08718726971 10p per minute +2313,"tddnewsletter@emc1.co.uk (More games from TheDailyDraw) Dear Helen, Dozens of Free Games - with great prizesWith..",1,114,21,1,tddnewsletter game thedailydraw dear helen dozen free game great prizeswith +2314,So what do you guys do.,0,23,7,1,guy +2315,Also that chat was awesome but don't make it regular unless you can see her in person,0,85,18,1,also chat awesome make regular unless see person +2316,That's significant but dont worry.,0,34,7,1,significant dont worry +2317,That's cause your old. I live to be high.,0,41,12,2,cause old live high +2318,"Waqt se pehle or naseeb se zyada kisi ko kuch nahi milta,Zindgi wo nahi he jo hum sochte hai Zindgi wo hai jo ham jeetey hai..........",0,134,29,1,waqt se pehle naseeb se zyada kisi ko kuch nahi milta zindgi wo nahi jo hum sochte hai zindgi wo hai jo ham jeetey hai +2319,On the way to office da..,0,25,7,1,way office da +2320,In which place do you want da.,0,30,8,1,place want da +2321,This pain couldn't have come at a worse time.,0,45,11,1,pain could come worse time +2323,Should I be stalking u?,0,23,6,1,stalking u +2324,Sorry dude. Dont know how i forgot. Even after Dan reminded me. Sorry. Hope you guys had fun.,0,93,23,5,sorry dude dont know forgot even dan reminded sorry hope guy fun +2325,Ok lor.,0,7,3,1,ok lor +2326,Apps class varaya elaya.,0,24,5,1,apps class varaya elaya +2328,"URGENT! Your mobile number *************** WON a £2000 Bonus Caller prize on 10/06/03! This is the 2nd attempt to reach you! Call 09066368753 ASAP! Box 97N7QP, 150ppm",1,167,46,5,urgent mobile number bonus caller prize 2nd attempt reach call 09066368753 asap box 97n7qp 150ppm +2329,That day you asked about anand number. Why:-),0,45,12,2,day asked anand number +2330,Am surfing online store. For offers do you want to buy any thing.,0,65,15,2,surfing online store offer want buy thing +2331,Long beach lor. Expected... U having dinner now?,0,48,11,2,long beach lor expected u dinner +2332,At home by the way,0,18,5,1,home way +2333,We are both fine. Thanks,0,24,6,2,fine thanks +2334,What happen to her tell the truth,0,33,7,1,happen tell truth +2335,Do you like Italian food?,0,25,6,1,like italian food +2336,Which is weird because I know I had it at one point,0,51,12,1,weird know one point +2337,"""Aww you must be nearly dead!Well Jez isComing over toDo some workAnd that whillTake forever!""",0,94,20,1,aww must nearly dead well jez iscoming todo workand whilltake forever +2338,Tell your friends what you plan to do on Valentines day @ <URL>,0,69,19,1,tell friend plan valentine day lt url gt +2339,"Alright, see you in a bit",0,25,7,1,alright see bit +2340,Cheers for the message Zogtorius. I’ve been staring at my phone for an age deciding whether to text or not.,0,108,22,2,cheer message zogtorius staring phone age deciding whether text +2341,I will take care of financial problem.i will help:),0,51,11,1,take care financial help +2342,Tell dear what happen to you. Why you talking to me like an alian,0,65,15,2,tell dear happen talking like alian +2343,Double your mins & txts on Orange or 1/2 price linerental - Motorola and SonyEricsson with B/Tooth FREE-Nokia FREE Call MobileUpd8 on 08000839402 or2optout/HV9D,1,160,24,1,double min txts orange price linerental motorola sonyericsson free call mobileupd8 08000839402 +2346,"Hi this is yijue, can i meet u at 11 tmr?",0,41,13,1,hi yijue meet u 11 tmr +2347,Its posible dnt live in <#> century cm frwd n thnk different,0,67,18,1,posible dnt live lt gt century cm frwd n thnk different +2348,But i dint slept in afternoon.,0,30,7,1,dint slept afternoon +2349,That seems unnecessarily affectionate,0,37,4,1,seems unnecessarily affectionate +2350,Yar else i'll thk of all sorts of funny things.,0,47,12,1,yar else thk sort funny thing +2352,"Download as many ringtones as u like no restrictions, 1000s 2 choose. U can even send 2 yr buddys. Txt Sir to 80082 £3 ",1,120,27,3,download many ringtones u like restriction 1000 2 choose u even send 2 yr buddy txt sir 80082 +2353,Thats cool. How was your day?,0,29,8,2,thats cool day +2354,Please CALL 08712402902 immediately as there is an urgent message waiting for you.,1,82,14,1,please call 08712402902 immediately urgent message waiting +2355,R we going with the <#> bus?,0,36,14,1,r going lt gt bus +2356,"Hello, my love ! How went your day ? Are you alright ? I think of you, my sweet and send a jolt to your heart to remind you ... I LOVE YOU! Can you hear it ? I screamed it across the sea for all the world to hear. Ahmad al Hallaq is loved ! and owned ! *possessive passionate kiss*",0,281,68,10,hello love went day alright think sweet send jolt heart remind love hear screamed across sea world hear ahmad al hallaq loved owned possessive passionate kiss +2357,No..he joined today itself.,0,27,7,1,joined today +2358,Okay same with me. Well thanks for the clarification,0,52,10,2,okay well thanks clarification +2359,I'll talk to the others and probably just come early tomorrow then,0,66,13,1,talk others probably come early tomorrow +2360,"Spook up your mob with a Halloween collection of a logo & pic message plus a free eerie tone, txt CARD SPOOK to 8007 zed 08701417012150p per logo/pic",1,149,29,1,spook mob halloween collection logo pic message plus free eerie tone txt card spook 8007 zed 08701417012150p per +2361,"Had the money issue weigh me down but thanks to you, I can breathe easier now. I.ll make sure you dont regret it. Thanks.",0,121,28,3,money issue weigh thanks breathe easier make sure dont regret thanks +2362,Hi. I'm sorry i missed your call. Can you pls call back.,0,56,16,3,hi sorry missed call pls call back +2364,"Fantasy Football is back on your TV. Go to Sky Gamestar on Sky Active and play £250k Dream Team. Scoring starts on Saturday, so register now!SKY OPT OUT to 88088",1,162,35,3,fantasy football back tv go sky gamestar sky active play dream team scoring start saturday register sky opt 88088 +2365,Ok then no need to tell me anything i am going to sleep good night,0,66,15,1,ok need tell anything going sleep good night +2366,Ok try to do week end course in coimbatore.,0,43,10,1,ok try week end course coimbatore +2367,Tone Club: Your subs has now expired 2 re-sub reply MONOC 4 monos or POLYC 4 polys 1 weekly @ 150p per week Txt STOP 2 stop This msg free Stream 0871212025016,1,158,33,1,tone club sub expired 2 reply monoc 4 mono polyc 4 polys 1 weekly 150p per week txt stop 2 stop msg free stream 0871212025016 +2368,V nice! Off 2 sheffield tom 2 air my opinions on categories 2 b used 2 measure ethnicity in next census. Busy transcribing. :-),0,127,29,4,v nice 2 sheffield tom 2 air opinion category 2 b used 2 measure ethnicity next census busy transcribing +2369,If you r @ home then come down within 5 min,0,43,11,1,r home come within 5 min +2370,"A Boy loved a gal. He propsd bt she didnt mind. He gv lv lttrs, Bt her frnds threw thm. Again d boy decided 2 aproach d gal , dt time a truck was speeding towards d gal. Wn it was about 2 hit d girl,d boy ran like hell n saved her. She asked 'hw cn u run so fast?' D boy replied ""Boost is d secret of my energy"" n instantly d girl shouted ""our energy"" n Thy lived happily 2gthr drinking boost evrydy Moral of d story:- I hv free msgs:D;): gud ni8",0,446,117,7,boy loved gal propsd bt didnt mind gv lv lttrs bt frnds threw thm boy decided 2 aproach gal dt time truck speeding towards gal wn 2 hit girl boy ran like hell n saved asked cn u run fast boy replied boost secret energy n instantly girl shouted energy n thy lived happily 2gthr drinking boost evrydy moral story hv free msg gud ni8 +2371,"That day ü say ü cut ur hair at paragon, is it called hair sense? Do ü noe how much is a hair cut? ",0,102,27,2,day ã¼ say ã¼ cut ur hair paragon called hair sense ã¼ noe much hair cut +2372,"Hmm, too many of them unfortunately... Pics obviously arent hot cakes. Its kinda fun tho",0,88,18,2,hmm many unfortunately pic obviously arent hot cake kinda fun tho +2373,Watching tv lor... Y she so funny we bluff her 4 wat. Izzit because she thk it's impossible between us?,0,103,24,2,watching tv lor funny bluff 4 wat izzit thk impossible u +2374,XMAS Prize draws! We are trying to contact U. Todays draw shows that you have won a £2000 prize GUARANTEED. Call 09058094565 from land line. Valid 12hrs only,1,158,31,4,xmas prize draw trying contact today draw show prize guaranteed call 09058094565 land line valid 12hrs +2375,Dunno lei he neva say...,0,24,6,1,dunno lei neva say +2376,Thanx 4 2day! U r a goodmate I THINK UR RITE SARY! ASUSUAL!1 U CHEERED ME UP! LOVE U FRANYxxxxx,0,95,25,4,thanx 4 2day u r goodmate think ur rite sary asusual 1 u cheered love u franyxxxxx +2377,I'm on my way home. Went to change batt 4 my watch then go shop a bit lor.,0,74,21,2,way home went change batt 4 watch go shop bit lor +2378,YES! The only place in town to meet exciting adult singles is now in the UK. Txt CHAT to 86688 now! 150p/Msg.,1,109,26,4,yes place town meet exciting adult single uk txt chat 86688 +2379,"Hi, Mobile no. <#> has added you in their contact list on www.fullonsms.com It s a great place to send free sms to people For more visit fullonsms.com",0,158,36,2,hi mobile lt gt added contact list great place send free sm people visit +2380,"Good evening Sir, hope you are having a nice day. I wanted to bring it to your notice that I have been late in paying rent for the past few months and have had to pay a $ <#> charge. I felt it would be inconsiderate of me to nag about something you give at great cost to yourself and that's why i didnt speak up. I however am in a recession and wont be able to pay the charge this month hence my askin well ahead of month's end. Can you please help. Thank you for everything.",0,482,113,6,good evening sir hope nice day wanted bring notice late paying rent past month pay lt gt charge felt would inconsiderate nag something give great cost didnt speak however recession wont able pay charge month hence askin well ahead month end please help thank everything +2381,"If i let you do this, i want you in the house by 8am.",0,53,16,1,let want house 8am +2382,"Best line said in Love: . ""I will wait till the day I can forget u Or The day u realize that u cannot forget me.""... Gn",0,119,32,3,best line said love wait till day forget u day u realize u forget gn +2383,I will reach before ten morning,0,31,6,1,reach ten morning +2384,Your pussy is perfect!,0,22,5,1,pussy perfect +2386,"Someone has contacted our dating service and entered your phone becausethey fancy you! To find out who it is call from a landline 09058098002. PoBox1, W14RG 150p",1,161,30,3,someone contacted dating service entered phone becausethey fancy find call landline pobox1 w14rg 150p +2387,No message..no responce..what happend?,0,38,9,1,message responce happend +2388,Also where's the piece,0,22,5,1,also piece +2389,"wiskey Brandy Rum Gin Beer Vodka Scotch Shampain Wine ""KUDI""yarasu dhina vaazhthukkal. ..",0,89,17,2,wiskey brandy rum gin beer vodka scotch shampain wine kudi yarasu dhina vaazhthukkal +2390,Boo. How's things? I'm back at home and a little bored already :-(,0,66,19,3,boo thing back home little bored already +2391,First has she gained more than <#> kg since she took in. Second has she done the blood sugar tests. If she has and its ok and her blood pressure is within normal limits then no worries,0,191,45,3,first gained lt gt kg since took second done blood sugar test ok blood pressure within normal limit worry +2392,PICK UR FONE UP NOW U DUMB?,0,27,8,1,pick ur fone u dumb +2393,"Thanks da thangam, i feel very very happy dear. I also miss you da.",0,67,17,2,thanks da thangam feel happy dear also miss da +2394,"Okey doke. I'm at home, but not dressed cos laying around ill! Speak to you later bout times and stuff. ",0,104,25,3,okey doke home dressed co laying around ill speak later bout time stuff +2395,I don't run away frm u... I walk slowly & it kills me that u don't care enough to stop me...,0,96,27,2,run away frm u walk slowly amp kill u care enough stop +2396,"Babe, I'm back ... Come back to me ...",0,38,11,1,babe back come back +2397,Well you told others you'd marry them...,0,40,9,1,well told others marry +2398,Neshanth..tel me who r u?,0,25,8,1,neshanth tel r u +2399,YO YO YO BYATCH WHASSUP?,0,24,6,1,yo yo yo byatch whassup +2400,Oh... Kay... On sat right?,0,26,8,1,oh kay sat right +2401,Hi! This is Roger from CL. How are you?,0,39,12,3,hi roger cl +2402,Babe: U want me dont u baby! Im nasty and have a thing 4 filthyguys. Fancy a rude time with a sexy bitch. How about we go slo n hard! Txt XXX SLO(4msgs),1,152,41,5,babe u want dont u baby im nasty thing 4 filthyguys fancy rude time sexy bitch go slo n hard txt xxx slo 4msgs +2403,Oh oh... Wasted... Den muz chiong on sat n sun liao...,0,54,14,1,oh oh wasted den muz chiong sat n sun liao +2404,Jesus christ bitch I'm trying to give you drugs answer your fucking phone,0,73,14,1,jesus christ bitch trying give drug answer fucking phone +2405,Please give it 2 or i will pick it up on Tuesday evening about 8 if that is ok.,0,80,20,1,please give 2 pick tuesday evening 8 ok +2406,I'm meeting Darren...,0,21,5,1,meeting darren +2407,"One of best dialogue in cute reltnship..!! ""Wen i Die, Dont Come Near My Body..!! Bcoz My Hands May Not Come 2 Wipe Ur Tears Off That Time..!Gud ni8",0,148,40,3,one best dialogue cute reltnship wen die dont come near body bcoz hand may come 2 wipe ur tear time gud ni8 +2408,"Solve d Case : A Man Was Found Murdered On <DECIMAL> . <#> AfterNoon. 1,His wife called Police. 2,Police questioned everyone. 3,Wife: Sir,I was sleeping, when the murder took place. 4.Cook: I was cooking. 5.Gardener: I was picking vegetables. 6.House-Maid: I went 2 d post office. 7.Children: We went 2 play. 8.Neighbour: We went 2 a marriage. Police arrested d murderer Immediately. Who's It? Reply With Reason, If U r Brilliant.",0,444,112,13,solve case man found murdered lt decimal gt lt gt afternoon 1 wife called police 2 police questioned everyone 3 wife sir sleeping murder took place cooking picking vegetable went 2 post office went 2 play went 2 marriage police arrested murderer immediately reply reason u r brilliant +2409,Dear where you will be when i reach there,0,41,9,1,dear reach +2410,Aww that's the first time u said u missed me without asking if I missed u first. You DO love me! :),0,99,26,3,aww first time u said u missed without asking missed u first love +2411,Ok... Thanx... Gd nite 2 ü too...,0,34,10,1,ok thanx gd nite 2 ã¼ +2412,"Come to me right now, Ahmad",0,27,7,1,come right ahmad +2414,Lol please do. Actually send a pic of yourself right now. I wanna see. Pose with a comb and hair dryer or something.,0,116,28,4,lol please actually send pic right wan na see pose comb hair dryer something +2415,O was not into fps then.,0,24,7,1,fps +2416,Huh means computational science... Y they like dat one push here n there...,0,75,15,1,huh mean computational science like dat one push n +2417,"Could you not read me, my Love ? I answered you",0,47,12,2,could read love answered +2418,Oh... Lk tt den we take e one tt ends at cine lor... Dun wan yogasana oso can... ,0,81,21,1,oh lk tt den take e one tt end cine lor dun wan yogasana oso +2419,"Madam,regret disturbance.might receive a reference check from DLF Premarica.kindly be informed.Rgds,Rakhesh,Kerala.",0,115,18,1,madam regret receive reference check dlf rakhesh kerala +2420,SMS SERVICES For your inclusive text credits pls gotto www.comuk.net login 3qxj9 unsubscribe with STOP no extra charge help 08702840625 comuk.220cm2 9AE,1,152,22,1,sm service inclusive text credit pls gotto login 3qxj9 unsubscribe stop extra charge help 08702840625 9ae +2421,Oic... Then better quickly go bathe n settle down...,0,52,11,1,oic better quickly go bathe n settle +2422,Err... Cud do. I'm going to at 8pm. I haven't got a way to contact him until then.,0,83,24,3,err cud going 8pm got way contact +2423,A bloo bloo bloo I'll miss the first bowl,0,41,10,1,bloo bloo bloo miss first bowl +2424,Lmao but its so fun...,0,22,6,1,lmao fun +2425,Oh k k:)but he is not a big hitter.anyway good,0,46,13,1,oh k k big good +2426,Hey!!! I almost forgot ... Happy B-day babe ! I love ya!!,0,57,17,5,hey almost forgot happy babe love ya +2427,Valentines Day Special! Win over £1000 in our quiz and take your partner on the trip of a lifetime! Send GO to 83600 now. 150p/msg rcvd. CustCare:08718720201,1,158,31,5,valentine day special win quiz take partner trip lifetime send go 83600 rcvd +2428,Do you think i can move <#> in a week,0,45,16,1,think move lt gt week +2429,She.s find. I sent you an offline message to know how anjola's now.,0,67,16,2,find sent offline message know anjola +2430,Guess who am I?This is the first time I created a web page WWW.ASJESUS.COM read all I wrote. I'm waiting for your opinions. I want to be your friend 1/1,1,152,35,3,guess first time created web page read wrote waiting opinion want friend +2431,How was txting and driving,0,26,5,1,txting driving +2432,That's good. Lets thank God. Please complete the drug. Have lots of water. And have a beautiful day.,0,100,24,5,good let thank god please complete drug lot water beautiful day +2433,Really dun bluff me leh... U sleep early too. Nite...,0,53,13,2,really dun bluff leh u sleep early nite +2434,"Indians r poor but India is not a poor country. Says one of the swiss bank directors. He says that "" <#> lac crore"" of Indian money is deposited in swiss banks which can be used for 'taxless' budget for <#> yrs. Can give <#> crore jobs to all Indians. From any village to Delhi 4 lane roads. Forever free power suply to more than <#> social projects. Every citizen can get monthly <#> /- for <#> yrs. No need of World Bank & IMF loan. Think how our money is blocked by rich politicians. We have full rights against corrupt politicians. Itna forward karo ki pura INDIA padhe.g.m.""",0,629,161,11,indian r poor india poor country say one swiss bank director say lt gt lac crore indian money deposited swiss bank used budget lt gt yr give lt gt crore job indian village delhi 4 lane road forever free power suply lt gt social project every citizen get monthly lt gt lt gt yr need world bank amp imf loan think money blocked rich politician full right corrupt politician itna forward karo ki pura india +2435,Uncle boye. I need movies oh. Guide me. Plus you know torrents are not particularly legal here. And the system is slowing down. What should i do. Have a gr8 day. Plus have you started cos i dont meet you online. How was the honey moon.,0,235,55,9,uncle boye need movie oh guide plus know torrent particularly legal system slowing gr8 day plus started co dont meet online honey moon +2436,Oh ya ya. I remember da. .,0,26,9,3,oh ya ya remember da +2437,Btw regarding that we should really try to see if anyone else can be our 4th guy before we commit to a random dude,0,114,24,1,btw regarding really try see anyone else 4th guy commit random dude +2438,"For ur chance to win £250 cash every wk TXT: PLAY to 83370. T's&C's www.music-trivia.net custcare 08715705022, 1x150p/wk.",1,122,26,2,ur chance win cash every wk txt play c custcare 08715705022 +2439,I not busy juz dun wan 2 go so early.. Hee.. ,0,45,13,1,busy juz dun wan 2 go early hee +2440,Rightio. 11.48 it is then. Well arent we all up bright and early this morning.,0,78,18,3,rightio well arent bright early morning +2441,"Great. I'm in church now, will holla when i get out",0,51,14,2,great church holla get +2442,Back in brum! Thanks for putting us up and keeping us all and happy. See you soon ,0,82,19,3,back brum thanks putting u keeping u happy see soon +2443,I donno if they are scorable,0,28,6,1,donno scorable +2444,<#> great loxahatchee xmas tree burning update: you can totally see stars here,0,85,20,1,lt gt great loxahatchee xmas tree burning update totally see star +2445,"Yes but i dont care! I need you bad, princess!",0,46,13,2,yes dont care need bad princess +2446,"The guy (kadeem) hasn't been selling since the break, I know one other guy but he's paranoid as fuck and doesn't like selling without me there and I can't be up there til late tonight",0,183,42,1,guy kadeem selling since break know one guy paranoid fuck like selling without ca til late tonight +2448,Tmr then ü brin lar... Aiya later i come n c lar... Mayb ü neva set properly ü got da help sheet wif ü...,0,109,27,1,tmr ã¼ brin lar aiya later come n c lar mayb ã¼ neva set properly ã¼ got da help sheet wif ã¼ +2449,Do u knw dis no. <#> ?,0,28,14,2,u knw dis lt gt +2450,Then she dun believe wat?,0,25,6,1,dun believe wat +2451,K..give back my thanks.,0,23,7,1,k give back thanks +2452,I know complain num only..bettr directly go to bsnl offc nd apply for it..,0,74,17,1,know complain num bettr directly go bsnl offc nd apply +2453,Okay. I've seen it. So i should pick it on friday?,0,50,15,3,okay seen pick friday +2454,How much she payed. Suganya.,0,28,7,2,much payed suganya +2455,Left dessert. U wan me 2 go suntec look 4 u?,0,44,13,2,left dessert u wan 2 go suntec look 4 u +2456,"Abeg, make profit. But its a start. Are you using it to get sponsors for the next event?",0,88,22,3,abeg make profit start using get sponsor next event +2457,Onum ela pa. Normal than.,0,25,6,1,onum ela normal +2458,K.k..how is your sister kids?,0,29,8,1,sister kid +2459,"Cool, I'll text you when I'm on the way",0,39,12,1,cool text way +2460,Nope. Meanwhile she talk say make i greet you.,0,46,11,2,nope meanwhile talk say make greet +2461,i cant talk to you now.i will call when i can.dont keep calling.,0,64,14,1,cant talk call keep calling +2462,Anything lar...,0,15,3,1,anything lar +2463,"Rose needs water, season needs change, poet needs imagination..My phone needs ur sms and i need ur lovely frndship forever....",0,126,25,1,rose need water season need change poet need imagination phone need ur sm need ur lovely frndship forever +2464,"Good afternoon, babe. How goes that day ? Any job prospects yet ? I miss you, my love ... *sighs* ... :-(",0,105,29,4,good afternoon babe go day job prospect yet miss love sigh +2465,They will pick up and drop in car.so no problem..,0,49,11,1,pick drop problem +2466,S.i think he is waste for rr..,0,30,8,1,think waste rr +2467,He is world famamus....,0,23,5,1,world famamus +2468,Is there coming friday is leave for pongal?do you get any news from your work place.,0,84,19,1,coming friday leave pongal get news work place +2469,Lol well don't do it without me. We could have a big sale together.,0,67,17,2,lol well without could big sale together +2470,* Am on my way,0,14,5,1,way +2471,Eat at old airport road... But now 630 oredi... Got a lot of pple...,0,68,17,2,eat old airport road 630 oredi got lot pple +2472,"sry can't talk on phone, with parents",0,37,9,1,sry ca talk phone parent +2474,Ok lor wat time ü finish?,0,26,7,1,ok lor wat time ã¼ finish +2475,"Princess, i like to make love <#> times per night. Hope thats not a problem!",0,84,24,2,princess like make love lt gt time per night hope thats problem +2476,Mm i am on the way to railway,0,29,8,1,mm way railway +2478,"I'm done. I'm sorry. I hope your next space gives you everything you want. Remember all the furniture is yours. If i'm not around when you move it, just lock all the locks and leave the key with jenne.",0,201,48,5,done sorry hope next space give everything want remember furniture around move lock lock leave key jenne +2479,Not yet. Just i'd like to keep in touch and it will be the easiest way to do that from barcelona. By the way how ru and how is the house?,0,137,35,3,yet like keep touch easiest way barcelona way ru house +2480,"Sppok up ur mob with a Halloween collection of nokia logo&pic message plus a FREE eerie tone, txt CARD SPOOK to 8007",1,116,25,1,sppok ur mob halloween collection nokia logo pic message plus free eerie tone txt card spook 8007 +2481,"Urgent! call 09066612661 from landline. Your complementary 4* Tenerife Holiday or £10,000 cash await collection SAE T&Cs PO Box 3 WA14 2PX 150ppm 18+ Sender: Hol Offer",1,168,33,3,urgent call 09066612661 landline complementary 4 tenerife holiday cash await collection sae c po box 3 wa14 2px 150ppm sender hol offer +2482,K.:)do it at evening da:)urgent:),0,33,13,1,evening da urgent +2483,Pansy! You've been living in a jungle for two years! Its my driving you should be more worried about!,0,101,23,3,pansy living jungle two year driving worried +2484,Mm have some kanji dont eat anything heavy ok,0,45,9,1,mm kanji dont eat anything heavy ok +2485,Only if you promise your getting out as SOON as you can. And you'll text me in the morning to let me know you made it in ok.,0,124,31,2,promise getting soon text morning let know made ok +2486,Lol that's different. I don't go trying to find every real life photo you ever took.,0,84,20,2,lol different go trying find every real life photo ever took +2487,I dont thnk its a wrong calling between us,0,42,9,1,dont thnk wrong calling u +2488,K ill drink.pa then what doing. I need srs model pls send it to my mail id pa.,0,78,20,2,k ill need sr model pls send mail id pa +2489,Aiyah e rain like quite big leh. If drizzling i can at least run home.,0,70,17,2,aiyah e rain like quite big leh drizzling least run home +2490,I have 2 docs appointments next week.:/ I'm tired of them shoving stuff up me. Ugh why couldn't I have had a normal body?,0,121,31,3,2 doc appointment next week tired shoving stuff ugh could normal body +2491,Dun b sad.. It's over.. Dun thk abt it already. Concentrate on ur other papers k.,0,81,21,3,dun b sad dun thk abt already concentrate ur paper k +2492,"Greetings me, ! Consider yourself excused.",0,42,8,2,greeting consider excused +2493,No drama Pls.i have had enough from you and family while i am struggling in the hot sun in a strange place.No reason why there should be an ego of not going 'IF NOT INVITED' when actually its necessity to go.wait for very serious reppurcussions.,0,245,47,1,drama enough family struggling hot sun strange reason ego going invited actually necessity serious reppurcussions +2494,they released another Italian one today and it has a cosign option,0,66,12,1,released another italian one today cosign option +2495,"You at mu? You should try to figure out how much money everyone has for gas and alcohol, jay and I are trying to figure out our weed budget",0,139,31,2,mu try figure much money everyone gas alcohol jay trying figure weed budget +2496,WINNER! As a valued network customer you hvae been selected to receive a £900 reward! To collect call 09061701444. Valid 24 hours only. ACL03530150PM,1,150,28,5,winner valued network customer hvae selected receive reward collect call valid 24 hour acl03530150pm +2497,HCL chennai requires FRESHERS for voice process.Excellent english needed.Salary upto <#> .Call Ms.Suman <#> for Telephonic interview -via Indyarocks.com,0,167,31,1,hcl chennai requires fresher voice english upto lt gt lt gt telephonic interview +2498,Dai what this da.. Can i send my resume to this id.,0,51,14,1,dai da send resume id +2499,"I know where the <#> is, I'll be there around 5",0,55,19,1,know lt gt around 5 +2500,Yup i've finished c ü there...,0,31,8,1,yup finished c ã¼ +2501,Remember to ask alex about his pizza,0,36,7,1,remember ask alex pizza +2502,No da..today also i forgot..,0,28,8,1,da today also forgot +2503,"Ola would get back to you maybe not today but I ve told him you can be his direct link in the US in getting cars he bids for online, you arrange shipping and you get a cut. Or U????? For a partnership where U????? Invest money for shipping and he takes care of the rest!U??Wud b self reliant soon dnt worry",0,306,79,5,ola would get back maybe today told direct link u getting car bid online arrange shipping get cut u partnership u invest money shipping take care rest u wud b self reliant soon dnt worry +2504,Fwiw the reason I'm only around when it's time to smoke is that because of gas I can only afford to be around when someone tells me to be and that apparently only happens when somebody wants to light up,0,202,42,1,fwiw reason around time smoke gas afford around someone tell apparently happens somebody want light +2505,"Hello, my boytoy! I made it home and my constant thought is of you, my love. I hope your having a nice visit but I can't wait till you come home to me ...*kiss*",0,160,42,3,hello boytoy made home constant thought love hope nice visit ca wait till come home kiss +2506,Congrats kano..whr s the treat maga?,0,36,9,1,congrats kano whr treat maga +2507,Who u talking about?,0,20,5,1,u talking +2508,Yup...,0,6,2,1,yup +2510,"U wake up already? Wat u doing? U picking us up later rite? I'm taking sq825, reaching ard 7 smth 8 like dat. U can check e arrival time. C ya soon...",0,150,40,6,u wake already wat u u picking u later rite taking sq825 reaching ard 7 smth 8 like dat u check e arrival time c ya soon +2511,Yunny i'm walking in citylink now ü faster come down... Me very hungry...,0,74,16,1,yunny walking citylink ã¼ faster come hungry +2512,Er yep sure. Props?,0,19,6,2,er yep sure prop +2513,"Hiya , have u been paying money into my account? If so, thanks. Got a pleasant surprise when i checked my balance -u c, i don't get statements 4 that acc",0,153,36,3,hiya u paying money account thanks got pleasant surprise checked balance c get statement 4 acc +2514,U have won a nokia 6230 plus a free digital camera. This is what u get when u win our FREE auction. To take part send NOKIA to 83383 now. POBOX114/14TCR/W1 16,1,158,35,4,u nokia 6230 plus free digital camera u get u win free auction take part send nokia 83383 16 +2515,Ok ill send you with in <DECIMAL> ok.,0,45,15,1,ok ill send lt decimal gt ok +2516,Bognor it is! Should be splendid at this time of year.,0,54,13,2,bognor splendid time year +2517,Yes.i'm in office da:),0,22,7,1,office da +2520,Ok. I only ask abt e movie. U wan ktv oso?,0,42,14,3,ask abt e movie u wan ktv oso +2521,Misplaced your number and was sending texts to your old number. Wondering why i've not heard from you this year. All the best in your mcat. Got this number from my atlanta friends,0,179,37,4,misplaced number sending text old number wondering heard year best mcat got number atlanta friend +2523,Dunno lei... I might b eatin wif my frens... If ü wan to eat then i wait 4 ü lar,0,82,22,3,dunno lei might b eatin wif frens ã¼ wan eat wait 4 ã¼ lar +2525,FREE entry into our £250 weekly comp just send the word WIN to 80086 NOW. 18 T&C www.txttowin.co.uk,1,100,21,2,free entry weekly comp send word win 80086 18 c +2527,Do u noe how 2 send files between 2 computers?,0,46,11,1,u noe 2 send file 2 computer +2528,"Mmmmm ... I loved waking to your words this morning ! I miss you too, my Love. I hope your day goes well and you are happy. I wait for us to be together again",0,158,38,5,mmmmm loved waking word morning miss love hope day go well happy wait u together +2529,jay says he'll put in <#>,0,32,13,1,jay say put lt gt +2530,Can you just come in for a sec? There's somebody here I want you to see,0,71,18,2,come sec somebody want see +2531,So the sun is anti sleep medicine.,0,34,8,1,sun anti sleep medicine +2532,What's happening with you. Have you gotten a job and have you begun registration for permanent residency,0,104,19,2,happening gotten job begun registration permanent residency +2533,Yup ok...,0,9,3,1,yup ok +2534,Glad it went well :) come over at 11 then we'll have plenty of time before claire goes to work.,0,95,23,1,glad went well come 11 plenty time claire go work +2535,Ok enjoy . R u there in home.,0,29,9,2,ok enjoy r u home +2536,"Can you pls pls send me a mail on all you know about relatives coming to deliver here? All you know about costs, risks, benefits and anything else. Thanks.",0,155,34,3,pls pls send mail know relative coming deliver know cost risk benefit anything else thanks +2537,You do what all you like,0,24,6,1,like +2538,That's y we haf to combine n c how lor...,0,41,12,1,haf combine n c lor +2539,The monthly amount is not that terrible and you will not pay anything till 6months after finishing school.,0,106,19,1,monthly amount terrible pay anything till 6months finishing school +2540,Hmmm:)how many players selected?,0,32,8,1,hmmm many player selected +2541,"They said if its gonna snow, it will start around 8 or 9 pm tonite! They are predicting an inch of accumulation.",0,112,26,2,said gon na snow start around 8 9 pm tonite predicting inch accumulation +2542,I dont. Can you send it to me. Plus how's mode.,0,47,15,3,dont send plus mode +2543,Aiyo please ü got time meh.,0,28,7,1,aiyo please ã¼ got time meh +2544,Package all your programs well,0,30,5,1,package program well +2545,"She is our sister.. She belongs 2 our family.. She is d hope of tomorrow.. Pray 4 her,who was fated 4 d Shoranur train incident. Lets hold our hands together & fuelled by love & concern prior 2 her grief & pain. Pls join in dis chain & pass it. STOP VIOLENCE AGAINST WOMEN.",0,289,71,4,sister belongs 2 family hope tomorrow pray 4 fated 4 shoranur train incident let hold hand together amp fuelled love amp concern prior 2 grief amp pain pls join dis chain amp pas stop violence woman +2546,So are you guys asking that i get that slippers again or its gone with last year,0,80,17,1,guy asking get slipper gone last year +2547,Company is very good.environment is terrific and food is really nice:),0,70,13,1,company terrific food really nice +2548,"Text82228>> Get more ringtones, logos and games from www.txt82228.com. Questions: info@txt82228.co.uk",1,101,18,2,text82228 get ringtones logo game question info +2549,Honestly i've just made a lovely cup of tea and promptly dropped my keys in it and then burnt my fingers getting them out!,0,122,26,1,honestly made lovely cup tea promptly dropped key burnt finger getting +2550,Yup but not studying surfing lor. I'm in e lazy mode today.,0,59,15,2,yup studying surfing lor e lazy mode today +2551,Please sen :)my kind advice :-)please come here and try:-),0,58,18,1,please sen kind advice please come try +2552,I'm done. C ü there.,0,21,8,2,done c ã¼ +2553,"Oh fine, I'll be by tonight",0,27,8,1,oh fine tonight +2554,Ü give me some time to walk there.,0,35,9,1,give time walk +2555,I'll reach in ard 20 mins ok...,0,31,9,1,reach ard 20 min ok +2556,"FreeMSG You have been awarded a FREE mini DIGITAL CAMERA, just reply SNAP to collect your prize! (quizclub Opt out? Stop 80122300p/wk SP:RWM Ph:08704050406)",1,156,31,3,freemsg awarded free mini digital camera reply snap collect prize quizclub opt stop sp rwm +2557,Fuck babe ... What happened to you ? How come you never came back?,0,66,15,2,fuck babe happened come never came back +2558,This message is brought to you by GMW Ltd. and is not connected to the,1,70,15,1,message brought gmw connected +2559,"Some friends want me to drive em someplace, probably take a while",0,65,13,1,friend want drive em someplace probably take +2560,I also thk too fast... Xy suggest one not me. U dun wan it's ok. Going 2 rain leh where got gd.,0,95,27,3,also thk fast xy suggest one u dun wan going 2 rain leh got gd +2561,Are you still getting the goods.,0,32,7,1,still getting good +2562,And maybe some pressies,0,23,4,1,maybe pressies +2563,"Yeah I am, so I'll leave maybe 7ish?",0,36,11,1,yeah leave maybe 7ish +2566,I told her I had a Dr appt next week. She thinks I'm gonna die. I told her its just a check. Nothing to be worried about. But she didn't listen.,0,144,39,5,told dr appt next week think gon na die told check nothing worried listen +2567,You in your room? I need a few,0,30,9,2,room need +2568,I dont want to hear anything,0,28,6,1,dont want hear anything +2569,Hey. For me there is no leave on friday. Wait i will ask my superior and tell you..,0,83,21,3,hey leave friday wait ask superior tell +2570,Ultimately tor motive tui achieve korli.,0,40,7,1,ultimately tor motive tui achieve korli +2571,From 5 to 2 only my work timing.,0,32,9,1,5 2 work timing +2572,… and don‘t worry we‘ll have finished by march … ish!,0,61,12,1,worry finished march ish +2573,"The house is on the water with a dock, a boat rolled up with a newscaster who dabbles in jazz flute behind the wheel",0,116,25,1,house water dock boat rolled newscaster dabbles jazz flute behind wheel +2574,"Congrats 2 mobile 3G Videophones R yours. call 09063458130 now! videochat wid ur mates, play java games, Dload polypH music, noline rentl. bx420. ip4. 5we. 150p",1,160,35,7,congrats 2 mobile 3g videophones r call 09063458130 videochat wid ur mate play java game dload polyph music noline rentl bx420 ip4 5we 150p +2575,Your next amazing xxx PICSFREE1 video will be sent to you enjoy! If one vid is not enough for 2day text back the keyword PICSFREE1 to get the next video.,1,153,32,2,next amazing xxx picsfree1 video sent enjoy one vid enough 2day text back keyword picsfree1 get next video +2576,Now thats going to ruin your thesis!,0,36,8,1,thats going ruin thesis +2577,In sch but neva mind u eat 1st lor..,0,36,10,1,sch neva mind u eat 1st lor +2578,Hey whats up? U sleeping all morning?,0,37,9,2,hey whats u sleeping morning +2579,Erm. I thought the contract ran out the4th of october.,0,54,12,2,erm thought contract ran the4th october +2580,I dunno until when... Lets go learn pilates...,0,46,10,2,dunno let go learn pilate +2581,U are subscribed to the best Mobile Content Service in the UK for £3 per ten days until you send STOP to 83435. Helpline 08706091795.,1,134,27,2,u subscribed best mobile content service uk per ten day send stop helpline 08706091795 +2582,Yup i'm elaborating on the safety aspects and some other issues..,0,65,13,1,yup elaborating safety aspect issue +2583,"3 FREE TAROT TEXTS! Find out about your love life now! TRY 3 FOR FREE! Text CHANCE to 85555 16 only! After 3 Free, Msgs £1.50 each",1,131,32,5,3 free tarot text find love life try 3 free text chance 85555 16 3 free msg +2584,"Goodmorning, today i am late for 1hr.",0,37,9,1,goodmorning today late 1hr +2585,Hi happy birthday. Hi hi hi hi hi hi hi,0,39,11,2,hi happy birthday hi hi hi hi hi hi hi +2586,I will be outside office take all from there,0,44,9,1,outside office take +2587,If you don't respond imma assume you're still asleep and imma start calling n shit,0,82,17,1,respond imma assume still asleep imma start calling n shit +2588,"Aight, see you in a bit",0,23,7,1,aight see bit +2589,My superior telling that friday is leave for all other department except ours:)so it will be leave for you:)any way call waheed fathima hr and conform it:),0,155,35,1,superior telling friday leave department except leave way call waheed fathima hr conform +2590,Join the UK's horniest Dogging service and u can have sex 2nite!. Just sign up and follow the instructions. Txt ENTRY to 69888 now! Nyt.EC2A.3LP.msg@150p,1,153,32,4,join uk horniest dogging service u sex 2nite sign follow instruction txt entry 69888 150p +2591,Lol I have to take it. member how I said my aunt flow didn't visit for 6 months? It's cause I developed ovarian cysts. Bc is the only way to shrink them.,0,153,38,4,lol take member said aunt flow visit 6 month cause developed ovarian cyst bc way shrink +2592,Still work going on:)it is very small house.,0,44,12,1,still work going small house +2593,"My friend just got here and says he's upping his order by a few grams (he's got $ <#> ), when can you get here?",0,117,36,1,friend got say upping order gram got lt gt get +2594,Tmr timin still da same wat cos i got lesson until 6...,0,55,13,1,tmr timin still da wat co got lesson 6 +2595,"That‘s the thing with apes, u can fight to the death to keep something, but the minute they have it when u let go, thats it!",0,126,30,1,thing ape u fight death keep something minute u let go thats +2597,No i'm not gonna be able to. || too late notice. || i'll be home in a few weeks anyway. || what are the plans,0,109,31,4,gon na able late notice home week anyway plan +2598,"Got fujitsu, ibm, hp, toshiba... Got a lot of model how to say...",0,65,18,1,got fujitsu ibm hp toshiba got lot model say +2599,Okie... Thanx...,0,16,4,1,okie thanx +2600,"Gosh that , what a pain. Spose I better come then.",0,50,13,2,gosh pain spose better come +2601,"As usual..iam fine, happy & doing well..:)",0,46,15,1,usual iam fine happy amp well +2602,Okie,0,4,1,1,okie +2603,So when you gonna get rimac access ,0,35,8,1,gon na get rimac access +2604,"""Im at arestaurant eating squid! i will be out about 10:30 wanna dosomething or is that to late?""",0,97,23,2,im arestaurant eating squid wan na dosomething late +2605,You call times job today ok umma and ask them to speed up,0,57,13,1,call time job today ok umma ask speed +2606,"""HELLO U.CALL WEN U FINISH WRK.I FANCY MEETIN UP WIV U ALL TONITE AS I NEED A BREAK FROM DABOOKS. DID 4 HRS LAST NITE+2 TODAY OF WRK!""",0,134,32,2,hello wen u finish fancy meetin wiv u tonite need break dabooks 4 hr last today wrk +2607,R U &SAM P IN EACHOTHER. IF WE MEET WE CAN GO 2 MY HOUSE,0,56,17,2,r u sam p eachother meet go 2 house +2608,:-) yeah! Lol. Luckily i didn't have a starring role like you!,0,62,18,3,yeah lol luckily starring role like +2609,Hello madam how are you ?,0,25,6,1,hello madam +2610,"Awesome, text me when you're restocked",0,38,8,1,awesome text restocked +2612,Knock Knock Txt whose there to 80082 to enter r weekly draw 4 a £250 gift voucher 4 a store of yr choice. T&Cs www.tkls.com age16 to stoptxtstop£1.50/week,1,156,31,2,knock knock txt whose 80082 enter r weekly draw 4 gift voucher 4 store yr choice c age16 +2613,Yes. It's all innocent fun. O:-),0,32,12,3,yes innocent fun +2614,Thanks for sending this mental ability question..,0,49,8,1,thanks sending mental ability question +2615,"Sir, hope your day is going smoothly. i really hoped i wont have to bother you about this. I have some bills that i can't settle this month. I am out of all extra cash. I know this is a challenging time for you also but i have to let you know.",0,243,59,5,sir hope day going smoothly really hoped wont bother bill ca settle month extra cash know challenging time also let know +2616,2marrow only. Wed at <#> to 2 aha.,0,42,16,2,2marrow wed lt gt 2 aha +2617,I went to ur hon lab but no one is there.,0,41,12,1,went ur hon lab one +2619,Hey pple...$700 or $900 for 5 nights...Excellent location wif breakfast hamper!!!,0,81,20,2,hey pple 700 900 5 night excellent location wif breakfast hamper +2620,Hi - this is your Mailbox Messaging SMS alert. You have 40 matches. Please call back on 09056242159 to retrieve your messages and matches cc100p/min,1,173,32,3,forwarded 21870000 hi mailbox messaging sm alert 40 match please call back 09056242159 retrieve message match +2621,How come?,0,9,3,1,come +2622,Lol! Nah wasn't too bad thanks. Its good to b home but its been quite a reality check. Hows ur day been? Did u do anything with website?,0,136,34,5,lol nah bad thanks good b home quite reality check hows ur day u anything website +2623,Ok lor...,0,9,3,1,ok lor +2624,I'm coming home 4 dinner.,0,25,7,1,coming home 4 dinner +2625,S da..al r above <#>,0,27,13,1,da al r lt gt +2626,"FREE RING TONE just text ""POLYS"" to 87131. Then every week get a new tone. 0870737910216yrs only £1.50/wk.",1,107,23,3,free ring tone text polys every week get new tone 0870737910216yrs +2627,Unni thank you dear for the recharge..Rakhesh,0,45,9,1,unni thank dear recharge rakhesh +2628,I know I'm lacking on most of this particular dramastorm's details but for the most part I'm not worried about that,0,115,24,1,know lacking particular dramastorm detail part worried +2629,Haha... They cant what... At the most tmr forfeit... haha so how?,0,65,16,2,haha cant tmr forfeit haha +2630,"Hey there! Glad u r better now. I hear u treated urself to a digi cam, is it good? We r off at 9pm. Have a fab new year, c u in coupla wks!",0,139,41,5,hey glad u r better hear u treated urself digi cam good r 9pm fab new year c u coupla wks +2631,No way I'm going back there!,0,28,8,1,way going back +2632,"URGENT! Your mobile No 077xxx WON a £2,000 Bonus Caller Prize on 02/06/03! This is the 2nd attempt to reach YOU! Call 09066362206 ASAP! BOX97N7QP, 150ppm",1,154,31,5,urgent mobile 077xxx bonus caller prize 2nd attempt reach call 09066362206 asap box97n7qp 150ppm +2633,I WILL CAL YOU SIR. In meeting,0,30,8,2,cal sir meeting +2634,"That's what I love to hear :V see you sundayish, then",0,53,14,1,love hear v see sundayish +2635,"Sorry da thangam, very very sorry i am held up with prasad.",0,59,14,1,sorry da thangam sorry held prasad +2636,Tiwary to rcb.battle between bang and kochi.,0,44,8,1,tiwary bang kochi +2637,Thank god they are in bed!,0,26,7,1,thank god bed +2638,No I don't have cancer. Moms making a big deal out of a regular checkup aka pap smear,0,85,20,2,cancer mom making big deal regular checkup aka pap smear +2639,Am in gobi arts college,0,23,5,1,gobi art college +2640,Why she wants to talk to me,0,27,7,1,want talk +2641,Pandy joined 4w technologies today.he got job..,0,47,8,1,pandy joined 4w technology got job +2642,"You are guaranteed the latest Nokia Phone, a 40GB iPod MP3 player or a £500 prize! Txt word: COLLECT to No: 83355! IBHltd LdnW15H 150p/Mtmsgrcvd18",1,147,30,3,guaranteed latest nokia phone 40gb ipod mp3 player prize txt word collect 83355 ibhltd ldnw15h +2643,"They can try! They can get lost, in fact. Tee hee",0,49,14,3,try get lost fact tee hee +2645,My friends use to call the same.,0,32,8,1,friend use call +2647,"Em, its olowoyey@ usc.edu have a great time in argentina. Not sad about secretary, everything is a blessing",0,107,22,2,em olowoyey great time argentina sad secretary everything blessing +2648,"It,,s a taxt massage....tie-pos argh ok! Lool!",0,46,13,2,taxt massage argh ok lool +2649,"Hi, can i please get a <#> dollar loan from you. I.ll pay you back by mid february. Pls.",0,96,29,3,hi please get lt gt dollar loan pay back mid february pls +2650,"You might want to pull out more just in case and just plan on not spending it if you can, I don't have much confidence in derek and taylor's money management",0,157,34,1,might want pull case plan spending much confidence derek taylor money management +2651,Do you like shaking your booty on the dance floor?,0,50,11,1,like shaking booty dance floor +2652,"Text me when you get off, don't call, my phones having problems",0,63,15,1,text get call phone problem +2653,No need for the drug anymore.,0,29,7,1,need drug anymore +2654,Sorry da:)i was thought of calling you lot of times:)lil busy.i will call you at noon..,0,87,23,1,sorry da thought calling lot time lil call noon +2655,Its sarcasm.. .nt scarcasim,0,27,5,1,sarcasm scarcasim +2656,Great! I have to run now so ttyl!,0,33,10,2,great run ttyl +2657,Feel like trying kadeem again? :V,0,33,8,2,feel like trying kadeem v +2658,Dai <#> naal eruku.,0,27,11,1,dai lt gt naal eruku +2659,Not yet chikku..wat abt u?,0,26,8,1,yet chikku wat abt u +2661,Want to finally have lunch today?,0,33,7,1,want finally lunch today +2662,Do you know when dad will be back?,0,34,9,1,know dad back +2663,"Hello darling how are you today? I would love to have a chat, why dont you tell me what you look like and what you are in to sexy?",1,130,32,2,hello darling today would love chat dont tell look like sexy +2664,8007 FREE for 1st week! No1 Nokia tone 4 ur mob every week just txt NOKIA to 8007 Get txting and tell ur mates www.getzed.co.uk POBox 36504 W4 5WQ norm 150p/tone 16+,1,165,33,2,8007 free 1st week no1 nokia tone 4 ur mob every week txt nokia 8007 get txting tell ur mate pobox 36504 w4 5wq norm +2665,He remains a bro amongst bros,0,29,6,1,remains bro amongst bros +2666,R u meeting da ge at nite tmr?,0,30,9,1,r u meeting da ge nite tmr +2667,"* Was a nice day and, impressively, i was sensible, went home early and now feel fine. Or am i just boring?! When's yours, i can't remember.",0,140,37,3,nice day impressively sensible went home early feel fine boring ca remember +2668,Why de. You looking good only:-)..,0,34,11,2,de looking good +2669,Wanna get laid 2nite? Want real Dogging locations sent direct to ur mobile? Join the UK's largest Dogging Network. Txt PARK to 69696 now! Nyt. ec2a. 3lp £1.50/msg,1,163,36,7,wan na get laid 2nite want real dogging location sent direct ur mobile join uk largest dogging network txt park 69696 nyt ec2a 3lp +2670,we tried to contact you re your response to our offer of a new nokia fone and camcorder hit reply or call 08000930705 for delivery,1,130,25,1,tried contact response offer new nokia fone camcorder hit reply call 08000930705 delivery +2671,Yes. They replied my mail. I'm going to the management office later. Plus will in to bank later also.or on wednesday.,0,117,26,4,yes replied mail going management office later plus bank later wednesday +2672,"That's cool, I'll come by like <#> ish",0,45,17,1,cool come like lt gt ish +2673,Super msg da:)nalla timing.,0,27,8,1,super msg da nalla timing +2674,"Good afternoon, my boytoy ... How are you feeling today ? Better I hope? Are you being my good boy? Are you my obedient, slave? Do you please your Queen?",0,153,36,5,good afternoon boytoy feeling today better hope good boy obedient slave please queen +2675,I am 6 ft. We will be a good combination!,0,41,11,1,6 good combination +2676,I'm sick !! I'm needy !! I want you !! *pouts* *stomps feet* Where are you ?! *pouts* *stomps feet* I want my slave !! I want him now !!,0,136,46,12,sick needy want pout stomp foot pout stomp foot want slave want +2677,* Am on a train back from northampton so i'm afraid not!,0,56,14,1,train back northampton afraid +2678,Where in abj are you serving. Are you staying with dad or alone.,0,64,15,2,abj serving staying dad alone +2679,Was playng 9 doors game and gt racing on phone lol,0,50,11,1,playng 9 door game gt racing phone lol +2680,"New Tones This week include: 1)McFly-All Ab.., 2) Sara Jorge-Shock.. 3) Will Smith-Switch.. To order follow instructions on next message",1,136,29,1,new tone week include 1 ab 2 sara 3 order follow instruction next message +2682,I'm on da bus going home...,0,27,8,1,da bus going home +2683,I got a call from a landline number. . . I am asked to come to anna nagar . . . I will go in the afternoon,0,106,28,7,got call landline number asked come anna nagar go afternoon +2684,I'm okay. Chasing the dream. What's good. What are you doing next.,0,66,18,4,okay chasing dream good next +2685,Yupz... I've oredi booked slots 4 my weekends liao... ,0,54,12,2,yupz oredi booked slot 4 weekend liao +2686,URGENT! We are trying to contact U. Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050003091 from land line. Claim C52. Valid 12hrs only,1,158,32,5,urgent trying contact today draw show prize guaranteed call 09050003091 land line claim c52 valid 12hrs +2687,There r many model..sony ericson also der.. <#> ..it luks good bt i forgot modl no,0,88,26,1,r many model sony ericson also der lt gt luks good bt forgot modl +2689,Yes I know the cheesy songs from frosty the snowman :),0,54,12,1,yes know cheesy song frosty snowman +2690,"Ya ok, vikky vl c witin <#> mins and il reply u..",0,56,20,1,ya ok vikky vl c witin lt gt min il reply u +2691,sports fans - get the latest sports news str* 2 ur mobile 1 wk FREE PLUS a FREE TONE Txt SPORT ON to 8007 www.getzed.co.uk 0870141701216+ norm 4txt/120p ,1,153,29,1,sport fan get latest sport news str 2 ur mobile 1 wk free plus free tone txt sport 8007 norm +2692,Hey tmr meet at bugis 930 ?,0,27,7,1,hey tmr meet bugis 930 +2693,"Urgent Urgent! We have 800 FREE flights to Europe to give away, call B4 10th Sept & take a friend 4 FREE. Call now to claim on 09050000555. BA128NNFWFLY150ppm",1,158,33,4,urgent urgent 800 free flight europe give away call b4 10th sept take friend 4 free call claim ba128nnfwfly150ppm +2694,All these nice new shirts and the only thing I can wear them to is nudist themed ;_; you in mu?,0,95,24,1,nice new shirt thing wear nudist themed mu +2695,Hey sexy buns! What of that day? No word from you this morning on YM ... :-( ... I think of you,0,95,26,4,hey sexy bun day word morning ym think +2696,And whenever you and i see we can still hook up too.,0,52,13,1,whenever see still hook +2697,Nope but i'm going home now then go pump petrol lor... Like going 2 rain soon...,0,80,19,1,nope going home go pump petrol lor like going 2 rain soon +2698,Can you use foreign stamps for whatever you send them off for? ,0,63,13,1,use foreign stamp whatever send +2699,FROM 88066 LOST £12 HELP,1,25,5,1,88066 lost help +2700,Oh baby of the house. How come you dont have any new pictures on facebook,0,73,16,2,oh baby house come dont new picture facebook +2701,"Feb <#> is ""I LOVE U"" day. Send dis to all ur ""VALUED FRNDS"" evn me. If 3 comes back u'll gt married d person u luv! If u ignore dis u will lose ur luv 4 Evr",0,165,52,4,feb lt gt love u day send dis ur valued frnds evn 3 come back u gt married person u luv u ignore dis u lose ur luv 4 evr +2702,"Hiya, sorry didn't hav signal. I haven't seen or heard from and neither has, which is unusual in itself! I'll put on the case and get him to sort it out! Hugs and snogs.",0,169,43,4,hiya sorry hav signal seen heard neither unusual put case get sort hug snogs +2703,"Omw back to tampa from west palm, you hear what happened?",0,57,13,1,omw back tampa west palm hear happened +2704,Yup no more already... Thanx 4 printing n handing it up.,0,56,13,1,yup already thanx 4 printing n handing +2705,FreeMsg: Fancy a flirt? Reply DATE now & join the UKs fastest growing mobile dating service. Msgs rcvd just 25p to optout txt stop to 83021. Reply DATE now!,1,156,34,4,freemsg fancy flirt reply date join uk fastest growing mobile dating service msg rcvd 25p optout txt stop reply date +2706,What i mean is do they come chase you out when its over or is it stated you can watch as many movies as you want.,0,113,27,1,mean come chase stated watch many movie want +2707,S now only i took tablets . Reaction morning only.,0,50,11,2,took tablet reaction morning +2708,Great NEW Offer - DOUBLE Mins & DOUBLE Txt on best Orange tariffs AND get latest camera phones 4 FREE! Call MobileUpd8 free on 08000839402 NOW! or 2stoptxt T&Cs,1,160,33,3,great new offer double min double txt best orange tariff get latest camera phone 4 free call mobileupd8 free 08000839402 2stoptxt c +2709,"Nah, I'm a perpetual DD",0,23,7,1,nah perpetual dd +2710,Sorry de i went to shop.,0,24,7,1,sorry de went shop +2711,Hope you enjoyed your new content. text stop to 61610 to unsubscribe. help:08712400602450p Provided by tones2you.co.uk,1,118,18,3,hope enjoyed new content text stop 61610 unsubscribe provided +2713,Hey you still want to go for yogasana? Coz if we end at cine then can go bathe and hav the steam bath,0,101,24,2,hey still want go yogasana coz end cine go bathe hav steam bath +2714,Nope i'm not drivin... I neva develop da photos lei...,0,54,13,2,nope drivin neva develop da photo lei +2715,I am thinking of going down to reg for pract lessons.. Flung my advance.. Haha wat time u going?,0,96,22,1,thinking going reg pract lesson flung advance haha wat time u going +2716,Cool. I am <#> inches long. hope you like them big!,0,59,20,3,cool lt gt inch long hope like big +2717,"House-Maid is the murderer, coz the man was murdered on <#> th January.. As public holiday all govt.instituitions are closed,including post office..understand?",0,166,35,1,murderer coz man murdered lt gt th january public holiday closed including post office understand +2718,Okie.. Thanx..,0,14,4,1,okie thanx +2720,Go where n buy? Juz buy when we get there lar.,0,46,13,2,go n buy juz buy get lar +2722,I'm working technical support :)voice process.,0,46,10,1,working technical support voice process +2723,It's justbeen overa week since we broke up and already our brains are going to mush!,0,84,18,1,justbeen overa week since broke already brain going mush +2724,"Tunde, how are you doing. This is just wishing you a great day. Abiola.",0,71,18,3,tunde wishing great day abiola +2725,Nope... C ü then...,0,20,6,1,nope c ã¼ +2726,No. But we'll do medical missions to nigeria,0,44,10,2,medical mission nigeria +2727,No i am not having not any movies in my laptop,0,46,11,1,movie laptop +2729,Urgent Please call 09066612661 from landline. £5000 cash or a luxury 4* Canary Islands Holiday await collection. T&Cs SAE award. 20M12AQ. 150ppm. 16+ “,1,154,32,6,urgent please call 09066612661 landline cash luxury 4 canary island holiday await collection c sae award 20m12aq 150ppm +2730,"Urgent! Please call 09066612661 from your landline, your complimentary 4* Lux Costa Del Sol holiday or £1000 CASH await collection. ppm 150 SAE T&Cs James 28, EH74RR",1,166,34,3,urgent please call 09066612661 landline complimentary 4 lux costa del sol holiday cash await collection ppm 150 sae c james 28 eh74rr +2731,I havent lei.. Next mon can?,0,28,8,1,havent lei next mon +2732,Mm feeling sleepy. today itself i shall get that dear,0,53,11,2,mm feeling sleepy today shall get dear +2733,How dare you stupid. I wont tell anything to you. Hear after i wont talk to you:-.,0,82,22,3,dare stupid wont tell anything hear wont talk +2734,Do ü noe if ben is going?,0,26,8,1,ã¼ noe ben going +2735,Can you do a mag meeting this avo at some point?,0,48,12,1,mag meeting avo point +2736,I meant middle left or right?,0,29,7,1,meant middle left right +2737,Really? I crashed out cuddled on my sofa.,0,41,10,2,really crashed cuddled sofa +2738,Hi Chachi tried calling u now unable to reach u .. Pl give me a missed cal once u c tiz msg Kanagu,0,99,23,1,hi chachi tried calling u unable reach u pl give missed cal u c tiz msg kanagu +2739,"I sent you the prices and do you mean the <#> g,",0,55,19,1,sent price mean lt gt g +2741,Nothing. Can...,0,15,4,2,nothing +2743,No * am working on the ringing u thing but have whole houseful of screaming brats so * am pulling my hair out! Loving u,0,119,26,2,working ringing u thing whole houseful screaming brat pulling hair loving u +2744,But my family not responding for anything. Now am in room not went to home for diwali but no one called me and why not coming. It makes me feel like died.,0,154,35,3,family responding anything room went home diwali one called coming make feel like died +2745,"Tick, tick, tick ... Babe",0,25,7,1,tick tick tick babe +2746,R ü going 4 today's meeting?,0,29,8,1,r ã¼ going 4 today meeting +2747,K da:)how many page you want?,0,29,10,1,k da many page want +2748,Ya had just now.onion roast.,0,28,6,1,ya roast +2749,Send his number and give reply tomorrow morning for why you said that to him like that ok,0,89,18,1,send number give reply tomorrow morning said like ok +2750,You said not now. No problem. When you can. Let me know.,0,56,16,4,said problem let know +2751,Ok but tell me half an hr b4 u come i need 2 prepare.,0,53,15,1,ok tell half hr b4 u come need 2 prepare +2752,Play w computer? Aiyah i tok 2 u lor?,0,37,11,2,play w computer aiyah tok 2 u lor +2753,Sat right? Okay thanks... ,0,26,6,2,sat right okay thanks +2754,"Derp. Which is worse, a dude who always wants to party or a dude who files a complaint about the three drug abusers he lives with",0,129,28,2,derp worse dude always want party dude file complaint three drug abuser life +2755,Ok Chinese food on its way. When I get fat you're paying for my lipo.,0,69,18,2,ok chinese food way get fat paying lipo +2756,We r outside already.,0,21,5,1,r outside already +2757,Have a good trip. Watch out for . Remember when you get back we must decide about easter.,0,89,20,3,good trip watch remember get back must decide easter +2758,Yo we are watching a movie on netflix,0,37,8,1,yo watching movie netflix +2759,What time. I‘m out until prob 3 or so,0,39,10,2,time prob 3 +2760,"Can meh? Thgt some will clash... Really ah, i dun mind... I dun seen to have lost any weight... Gee...",0,102,26,3,meh thgt clash really ah dun mind dun seen lost weight gee +2763,ARR birthday today:) i wish him to get more oscar.,0,50,13,1,arr birthday today wish get oscar +2765,"Open rebtel with firefox. When it loads just put plus sign in the user name place, and it will show you two numbers. The lower number is my number. Once you pick that number the pin will display okay!",0,200,44,4,open rebtel firefox load put plus sign user name place show two number lower number number pick number pin display okay +2766, and picking them up from various points,0,41,7,1,picking various point +2767,Married local women looking for discreet action now! 5 real matches instantly to your phone. Text MATCH to 69969 Msg cost 150p 2 stop txt stop BCMSFWC1N3XX,1,155,29,3,married local woman looking discreet action 5 real match instantly phone text match 69969 msg cost 150p 2 stop txt stop bcmsfwc1n3xx +2768,Wow v v impressed. Have funs shopping!,0,38,9,2,wow v v impressed fun shopping +2769,I am on the way to ur home,0,26,8,1,way ur home +2770,Burger King - Wanna play footy at a top stadium? Get 2 Burger King before 1st Sept and go Large or Super with Coca-Cola and walk out a winner,1,141,31,2,burger king wan na play footy top stadium get 2 burger king 1st sept go large super walk winner +2771,No problem. Talk to you later,0,29,7,2,problem talk later +2772,Then ur sis how?,0,16,5,1,ur si +2773,Still in customer place,0,23,4,1,still customer place +2774,How come it takes so little time for a child who is afraid of the dark to become a teenager who wants to stay out all night?,1,124,28,1,come take little time child afraid dark become teenager want stay night +2775,"Dude u knw also telugu..thts gud..k, gud nyt..",0,46,14,1,dude u knw also telugu thts gud k gud nyt +2776,We confirm eating at esplanade?,0,31,6,1,confirm eating esplanade +2777,Send me your id and password,0,28,6,1,send id password +2778,Kind of. Took it to garage. Centre part of exhaust needs replacing. Part ordered n taking it to be fixed tomo morning.,0,118,26,4,kind took garage centre part exhaust need replacing part ordered n taking fixed tomo morning +2779,"For ur chance to win a £250 cash every wk TXT: ACTION to 80608. T's&C's www.movietrivia.tv custcare 08712405022, 1x150p/wk.",1,124,27,2,ur chance win cash every wk txt action c custcare 08712405022 +2780,Well I might not come then...,0,29,7,1,well might come +2781,Long after I quit. I get on only like 5 minutes a day as it is.,0,63,18,2,long quit get like 5 minute day +2782,Then its most likely called Mittelschmertz. Google it. If you dont have paracetamol dont worry it will go.,0,106,21,3,likely called mittelschmertz google dont paracetamol dont worry go +2783,Well at this right I'm gonna have to get up and check today's steam sales/pee so text me when you want me to come get you,0,121,29,1,well right gon na get check today steam text want come get +2784,"Just arrived, see you in a couple days <3",0,44,13,1,arrived see couple day lt 3 +2785,"K, wat s tht incident?",0,22,7,1,k wat tht incident +2786,Yeah get the unlimited,0,22,4,1,yeah get unlimited +2787,cThen i thk shd b enuff.. Still got conclusion n contents pg n references.. I'll b doing da contents pg n cover pg..,0,116,27,3,cthen thk shd b enuff still got conclusion n content pg n reference b da content pg n cover pg +2788,"Forgot it takes me 3 years to shower, sorry. Where you at/your phone dead yet?",0,78,18,2,forgot take 3 year shower sorry phone dead yet +2789,Ü got wat to buy tell us then ü no need to come in again.,0,59,16,1,got wat buy tell u ã¼ need come +2790,When you are big..| God will bring success.,0,43,11,1,big god bring success +2791,U’ve Bin Awarded £50 to Play 4 Instant Cash. Call 08715203028 To Claim. EVERY 9th Player Wins Min £50-£500. OptOut 08718727870,1,131,24,4,bin awarded play 4 instant cash call 08715203028 claim every 9th player win min optout 08718727870 +2792,"… we r stayin here an extra week, back next wed. How did we do in the rugby this weekend? Hi to and and , c u soon """,0,118,31,2,r stayin extra week back next rugby weekend hi c u soon +2793,Well there's still a bit left if you guys want to tonight,0,57,13,1,well still bit left guy want tonight +2794,Not from this campus. Are you in the library?,0,45,11,2,campus library +2795,"The affidavit says <#> E Twiggs St, division g, courtroom <#> , <TIME> AM. I'll double check and text you again tomorrow",0,142,44,2,affidavit say lt gt e twiggs st division g courtroom lt gt lt time gt double check text tomorrow +2796,How will I creep on you now? ;_;,0,32,11,2,creep +2798,If I get there before you after your ten billion calls and texts so help me god,0,79,17,1,get ten billion call text help god +2800,I've told him that i've returned it. That should i re order it.,0,63,17,2,told returned order +2801,"House-Maid is the murderer, coz the man was murdered on <#> th January.. As public holiday all govt.instituitions are closed,including post office..",0,155,33,1,murderer coz man murdered lt gt th january public holiday closed including post office +2802,Depends on where u going lor.,0,29,7,1,depends u going lor +2803,And smile for me right now as you go and the world will wonder what you are smiling about and think your crazy and keep away from you ... *grins*,0,145,32,1,smile right go world wonder smiling think crazy keep away grin +2804,FreeMsg>FAV XMAS TONES!Reply REAL,1,33,8,1,freemsg fav xmas tone reply real +2805,Lil fever:) now fine:),0,22,8,1,lil fever fine +2806,I think it's all still in my car,0,32,9,1,think still car +2807,Can a not?,0,10,4,1, +2808,December only! Had your mobile 11mths+? You are entitled to update to the latest colour camera mobile for Free! Call The Mobile Update Co FREE on 08002986906 ,1,158,30,4,december mobile entitled update latest colour camera mobile free call mobile update co free 08002986906 +2809,Yes princess! I want to catch you with my big strong hands...,0,61,14,2,yes princess want catch big strong hand +2810,Oh yeah I forgot. U can only take 2 out shopping at once.,0,57,15,2,oh yeah forgot u take 2 shopping +2811,Mm so you asked me not to call radio,0,36,9,1,mm asked call radio +2812,Thinkin about someone is all good. No drugs for that,0,52,11,2,thinkin someone good drug +2814,"Enjoy the showers of possessiveness poured on u by ur loved ones, bcoz in this world of lies, it is a golden gift to be loved truly..",0,133,30,1,enjoy shower possessiveness poured u ur loved one bcoz world lie golden gift loved truly +2815,"Alright if you're sure, let me know when you're leaving",0,55,13,1,alright sure let know leaving +2816,Some are lasting as much as 2 hours. You might get lucky.,0,57,14,2,lasting much 2 hour might get lucky +2817,Genius what's up. How your brother. Pls send his number to my skype.,0,68,17,3,genius brother pls send number skype +2818,"Gr8 Poly tones 4 ALL mobs direct 2u rply with POLY TITLE to 8007 eg POLY BREATHE1 Titles: CRAZYIN, SLEEPINGWITH, FINEST, YMCA :getzed.co.uk POBox365O4W45WQ 300p",1,160,30,1,gr8 poly tone 4 mob direct 2u rply poly title 8007 eg poly breathe1 title crazyin sleepingwith finest ymca pobox365o4w45wq 300p +2819,Thk some of em find wtc too far... Weiyi not goin... E rest i dunno yet... R ur goin 4 dinner den i might b able to join...,0,123,32,1,thk em find wtc far weiyi goin e rest dunno yet r ur goin 4 dinner den might b able join +2820,Don't forget who owns you and who's private property you are ... And be my good boy always .. *passionate kiss*,0,111,25,1,forget owns private property good boy always passionate kiss +2821,INTERFLORA - “It's not too late to order Interflora flowers for christmas call 0800 505060 to place your order before Midnight tomorrow.,1,137,24,1,interflora late order interflora flower christmas call 0800 505060 place order midnight tomorrow +2822,Oh god..taken the teeth?is it paining,0,37,10,1,oh god taken teeth paining +2823,ROMCAPspam Everyone around should be responding well to your presence since you are so warm and outgoing. You are bringing in a real breath of sunshine.,1,152,28,2,romcapspam everyone around responding well presence since warm outgoing bringing real breath sunshine +2824,Then u ask darren go n pick u lor... But i oso sian tmr haf 2 meet lect...,0,74,20,2,u ask darren go n pick u lor oso sian tmr haf 2 meet lect +2825,No need to buy lunch for me.. I eat maggi mee..,0,47,13,2,need buy lunch eat maggi mee +2826,"Congratulations - Thanks to a good friend U have WON the £2,000 Xmas prize. 2 claim is easy, just call 08712103738 NOW! Only 10p per minute. BT-national-rate",1,158,31,4,congratulation thanks good friend u xmas prize 2 claim easy call 08712103738 10p per minute +2828,"Oh right, ok. I'll make sure that i do loads of work during the day! got a really nasty cough today and is dry n shot so that should really help it!",0,149,37,3,oh right make sure load work day got really nasty cough today dry n shot really help +2830,Send a logo 2 ur lover - 2 names joined by a heart. Txt LOVE NAME1 NAME2 MOBNO eg LOVE ADAM EVE 07123456789 to 87077 Yahoo! POBox36504W45WQ TxtNO 4 no ads 150p.,1,160,35,3,send logo 2 ur lover 2 name joined heart txt love name1 name2 mobno eg love adam eve 07123456789 87077 yahoo pobox36504w45wq txtno 4 ad 150p +2832,Thanx 4 sending me home...,0,26,6,1,thanx 4 sending home +2833,Its normally hot mail. Com you see!,0,35,9,2,normally hot mail com see +2834,"You've won tkts to the EURO2004 CUP FINAL or £800 CASH, to collect CALL 09058099801 b4190604, POBOX 7876150ppm",1,111,21,1,tkts euro2004 cup final cash collect call 09058099801 b4190604 pobox 7876150ppm +2835,U sick still can go shopping?,0,29,7,1,u sick still go shopping +2836,"Ya they are well and fine., BBD(pooja) full pimples..even she become quite black..and ur rite here its too cold, wearing sweatter..",0,131,31,1,ya well bbd pooja full pimple even become quite black ur rite cold wearing sweatter +2837,Nice.nice.how is it working?,0,28,5,1,working +2838,1's reach home call me.,0,23,7,1,1 reach home call +2839,Were trying to find a Chinese food place around here,0,52,10,1,trying find chinese food place around +2840,"Easy mate, * guess the quick drink was bit ambitious.",0,53,12,1,easy mate guess quick drink bit ambitious +2841,BABE !!! I miiiiiiissssssssss you ! I need you !!! I crave you !!! :-( ... Geeee ... I'm so sad without you babe ... I love you ...,0,131,38,10,babe miiiiiiissssssssss need crave geeee sad without babe love +2842,Ok thanx...,0,11,3,1,ok thanx +2844,"Tunji, how's the queen? how are you doing. This is just wishing you a great day. Abiola.",0,88,23,4,tunji queen wishing great day abiola +2845,Today iZ Yellow rose day. If u love my frndship give me 1 misscall & send this to ur frndZ & See how many miss calls u get. If u get 6missed U marry ur Lover.,0,166,43,3,today iz yellow rose day u love frndship give 1 misscall amp send ur frndz amp see many miss call u get u get 6missed u marry ur lover +2846,Will be out of class in a few hours. Sorry,0,42,11,2,class hour sorry +2847,Wat time u finish ur lect today?,0,32,8,1,wat time u finish ur lect today +2848,"Free-message: Jamster!Get the crazy frog sound now! For poly text MAD1, for real text MAD2 to 88888. 6 crazy sounds for just 3 GBP/week! 16+only! T&C's apply",1,157,38,5,jamster get crazy frog sound poly text mad1 real text mad2 88888 6 crazy sound 3 c apply +2850,"YOUR CHANCE TO BE ON A REALITY FANTASY SHOW call now = 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870 is a national = rate call",1,151,33,1,chance reality fantasy show call 08707509020 20p per min ntt ltd po box 1327 croydon cr9 5wb 0870 national rate call +2851,She's fine. Good to hear from you. How are you my dear? Happy new year oh.,0,74,21,4,fine good hear dear happy new year oh +2852,Are you going to wipro interview today?,0,39,8,1,going wipro interview today +2853,how tall are you princess?,0,26,6,1,tall princess +2854,I doubt you could handle 5 times per night in any case...,0,57,13,1,doubt could handle 5 time per night case +2855,Haha... Hope ü can hear the receipt sound... Gd luck!,0,54,13,1,haha hope ã¼ hear receipt sound gd luck +2856,Your gonna be the death if me. I'm gonna leave a note that says its all robs fault. Avenge me.,0,94,26,3,gon na death gon na leave note say robs fault avenge +2857,"Japanese Proverb: If one Can do it, U too Can do it, If none Can do it,U must do it Indian version: If one Can do it, LET HIM DO it.. If none Can do it,LEAVE it!! And finally Kerala version: If one can do it, Stop him doing it.. If none can do it, Make a strike against it ...",0,276,77,4,japanese proverb one u none u must indian version one let none leave finally kerala version one stop none make strike +2858,Today i'm not workin but not free oso... Gee... Thgt u workin at ur fren's shop ? ,0,82,21,1,today workin free oso gee thgt u workin ur fren shop +2859,In life when you face choices Just toss a coin not becoz its settle the question But while the coin in the air U will know what your heart is hoping for. Gudni8,0,160,34,2,life face choice toss coin becoz settle question coin air u know heart hoping gudni8 +2861,I want to be there so i can kiss you and feel you next to me,0,60,16,1,want kiss feel next +2862,I am not at all happy with what you saying or doing,0,51,12,1,happy saying +2863,Adult 18 Content Your video will be with you shortly,1,52,10,1,adult 18 content video shortly +2864,"Ok that would b lovely, if u r sure. Think about wot u want to do, drinkin, dancin, eatin, cinema, in, out, about... Up to u! Wot about ? ",0,138,40,3,ok would b lovely u r sure think wot u want drinkin dancin eatin cinema u wot +2865,What I'm saying is if you haven't explicitly told nora I know someone I'm probably just not gonna bother,0,104,23,1,saying explicitly told nora know someone probably gon na bother +2867,Smith waste da.i wanna gayle.,0,29,7,1,smith waste wan na gayle +2868,"Mum, i've sent you many many messages since i got here. I just want to know that you are actually getting them. Do enjoy the rest of your day.",0,142,34,3,mum sent many many message since got want know actually getting enjoy rest day +2869,"Aight, tomorrow around <#> it is",0,40,13,1,aight tomorrow around lt gt +2871,"YOUR CHANCE TO BE ON A REALITY FANTASY SHOW call now = 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870 is a national = rate call.",1,152,34,1,chance reality fantasy show call 08707509020 20p per min ntt ltd po box 1327 croydon cr9 5wb 0870 national rate call +2872,I actually did for the first time in a while. I went to bed not too long after i spoke with you. Woke up at 7. How was your night?,0,130,34,4,actually first time went bed long spoke woke night +2873,See you there! ,0,15,4,1,see +2874,I dont understand your message.,0,31,6,1,dont understand message +2875,Crucify is c not s. You should have told me earlier.,0,52,12,1,crucify c told earlier +2876,"Idk. You keep saying that you're not, but since he moved, we keep butting heads over freedom vs. responsibility. And i'm tired. I have so much other shit to deal with that i'm barely keeping myself together once this gets added to it.",0,234,52,4,idk keep saying since moved keep butting head freedom responsibility tired much shit deal barely keeping together get added +2877,Fuck cedar key and fuck her (come over anyway tho),0,50,12,1,fuck cedar key fuck come anyway tho +2878,twenty past five he said will this train have been to durham already or not coz i am in a reserved seat,0,103,22,1,twenty past five said train durham already coz reserved seat +2879,"Hey Boys. Want hot XXX pics sent direct 2 ur phone? Txt PORN to 69855, 24Hrs free and then just 50p per day. To stop text STOPBCM SF WC1N3XX",1,140,33,4,hey boy want hot xxx pic sent direct 2 ur phone txt porn 69855 24hrs free 50p per day stop text stopbcm sf wc1n3xx +2880,U still painting ur wall?,0,25,6,1,u still painting ur wall +2882,Printer is cool. I mean groovy. Wine is groovying,0,49,11,3,printer cool mean groovy wine groovying +2883,Hi Harish's rent has been transfred to ur Acnt.,0,47,11,1,hi harish rent transfred ur acnt +2884,Anything lor is she coming?,0,27,6,1,anything lor coming +2885,Cbe is really good nowadays:)lot of shop and showrooms:)city is shaping good.,0,77,19,1,cbe really good nowadays lot shop showroom city shaping good +2886,Ü still attending da talks?,0,28,6,1,still attending da talk +2887,No probs hon! How u doinat the mo?,0,34,10,2,probs hon u doinat mo +2888,K I'll take care of it,0,22,7,1,k take care +2889,I take it we didn't have the phone callon Friday. Can we assume we won't have it this year now?,0,95,24,2,take phone callon friday assume wo year +2890,My battery is low babe,0,22,5,1,battery low babe +2891,Shuhui has bought ron's present it's a swatch watch...,0,54,12,1,shuhui bought ron present swatch watch +2892,"Yeah there's quite a bit left, I'll swing by tomorrow when I get up",0,67,17,1,yeah quite bit left swing tomorrow get +2893,Babe? You said 2 hours and it's been almost 4 ... Is your internet down ?,0,73,18,2,babe said 2 hour almost 4 internet +2894,K I'll be sure to get up before noon and see what's what,0,56,15,1,k sure get noon see +2895,K...k...yesterday i was in cbe .,0,32,10,1,k k yesterday cbe +2896,Went to ganesh dress shop,0,25,5,1,went ganesh dress shop +2897,"pdate_Now - Double mins and 1000 txts on Orange tariffs. Latest Motorola, SonyEricsson & Nokia & Bluetooth FREE! Call MobileUpd8 on 08000839402 or call2optout/!YHL",1,163,29,3,double min 1000 txts orange tariff latest motorola sonyericsson nokia bluetooth free call mobileupd8 08000839402 yhl +2898,Ü collecting ur laptop then going to configure da settings izzit?,0,66,12,1,collecting ur laptop going configure da setting izzit +2900,"Aight, I should be there by 8 at the latest, probably closer to 7. Are jay and tyler down or should we just do two trips?",0,121,30,2,aight 8 latest probably closer jay tyler two trip +2901,Come aftr <DECIMAL> ..now i m cleaning the house,0,55,16,1,come aftr lt decimal gt cleaning house +2902,Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send CASH to 86688 only 150p/msg. CC: 08718720201 PO BOX 114/14 TCR/W1,1,139,26,2,ur currently 500 pound maximize ur send cash 86688 cc 08718720201 po box +2903,"Bill, as in: Are there any letters for me. i’m expecting one from orange that isn’t a bill but may still say orange on it.",0,126,29,2,bill letter expecting one orange bill may still say orange +2904,Tell me pa. How is pain de.,0,27,8,1,tell pain de +2905,HI DARLIN I HOPE YOU HAD A NICE NIGHT I WISH I HAD COME CANT WAIT TO SEE YOU LOVE FRAN PS I WANT DIRTY ANAL SEX AND I WANT A 10 MAN GANG BANG,0,141,35,1,hi darlin hope nice night wish come cant wait see love fran p want dirty anal sex want 10 man gang bang +2906,"Ha. You don‘t know either. I did a a clever but simple thing with pears the other day, perfect for christmas.",0,111,25,3,ha know either clever simple thing pear day perfect christmas +2907,"Helloooo... Wake up..! ""Sweet"" ""morning"" ""welcomes"" ""You"" ""Enjoy"" ""This Day"" ""with full of joy"".. ""GUD MRNG"".",0,109,37,2,helloooo wake sweet morning welcome enjoy day full joy gud mrng +2908,ALRITE,0,6,1,1,alrite +2909,Why must we sit around and wait for summer days to celebrate. Such a magical sight when the worlds dressed in white. Oooooh let there be snow.,0,142,30,3,must sit around wait summer day celebrate magical sight world dressed white oooooh let snow +2910,URGENT! Your Mobile number has been awarded with a £2000 prize GUARANTEED. Call 09058094454 from land line. Claim 3030. Valid 12hrs only,1,137,26,5,urgent mobile number awarded prize guaranteed call 09058094454 land line claim valid 12hrs +2911,How do you guys go to see movies on your side.,0,46,12,1,guy go see movie side +2913,You didn't have to tell me that...now i'm thinking. Plus he's going to stop all your runs,0,89,23,2,tell thinking plus going stop run +2914,Kindly send some one to our flat before <DECIMAL> today.,0,64,17,1,kindly send one flat lt decimal gt today +2915,Sorry! U can not unsubscribe yet. THE MOB offer package has a min term of 54 weeks> pls resubmit request after expiry. Reply THEMOB HELP 4 more info,1,148,32,4,sorry u unsubscribe yet mob offer package min term 54 week pls resubmit request expiry reply themob help 4 info +2916,Nothing lor... A bit bored too... Then y dun u go home early 2 sleep today...,0,77,19,1,nothing lor bit bored dun u go home early 2 sleep today +2917,What time should I tell my friend to be around?,0,47,11,1,time tell friend around +2918,Yes. that will be fine. Love you. Be safe.,0,42,13,4,yes fine love safe +2919,Thanks chikku..:-) gud nyt:-*,0,29,11,1,thanks chikku gud nyt +2920,Is xy in ur car when u picking me up?,0,37,11,1,xy ur car u picking +2921,"Thanx 4 the time we’ve spent 2geva, its bin mint! Ur my Baby and all I want is u!xxxx",0,86,23,2,thanx 4 time spent 2geva bin mint ur baby want u xxxx +2922,"Yo, any way we could pick something up tonight?",0,47,11,1,yo way could pick something tonight +2923,I've not sent it. He can send me.,0,33,11,2,sent send +2924,Fine am simply sitting.,0,23,5,1,fine simply sitting +2925,Thts god's gift for birds as humans hav some natural gift frm god..,0,67,15,1,thts god gift bird human hav natural gift frm god +2926,Are you coming to day for class.,0,32,8,1,coming day class +2927,Im done. Just studyn in library,0,31,7,2,im done studyn library +2928,Ok... U enjoy ur shows...,0,25,7,1,ok u enjoy ur show +2929,Anything...,0,11,2,1,anything +2930,Where wuld I be without my baby? The thought alone mite break me and I don’t wanna go crazy but everyboy needs his lady xxxxxxxx,0,129,27,2,wuld without baby thought alone mite break wan na go crazy everyboy need lady xxxxxxxx +2931,Wat's my dear doing? Sleeping ah?,0,33,9,2,wat dear sleeping ah +2932,Hi' Test on <#> rd ....,0,30,13,1,hi test lt gt rd +2933,Only 2% students solved this CAT question in 'xam... 5+3+2= <#> 9+2+4= <#> 8+6+3= <#> then 7+2+5=????? Tell me the answer if u r brilliant...1thing.i got d answr.,0,183,56,2,2 student solved cat question lt gt lt gt lt gt tell answer u r brilliant got answr +2934,Yo do you know anyone <#> or otherwise able to buy liquor? Our guy flaked and right now if we don't get a hold of somebody its just 4 loko all night,0,156,40,2,yo know anyone lt gt otherwise able buy liquor guy flaked right get hold somebody 4 loko night +2935,Yup n her fren lor. I'm meeting my fren at 730.,0,47,14,2,yup n fren lor meeting fren 730 +2936,"Yeah, we got one lined up for us",0,32,9,1,yeah got one lined u +2937,"And stop wondering ""wow is she ever going to stop tm'ing me ?!"" because I will tm you whenever I want because you are MINE ... *laughs*",0,135,32,3,stop wondering wow ever going stop tm whenever want mine laugh +2938,Lol yep did that yesterday. Already got my fireplace. Now its just another icon sitting there for me.,0,101,21,3,lol yep yesterday already got fireplace another icon sitting +2939,Hey i've booked the pilates and yoga lesson already... Haha,0,59,12,1,hey booked pilate yoga lesson already haha +2940,Are you ok. What happen to behave like this,0,43,9,1,happen behave like +2941,You have 1 new message. Please call 08712400200.,1,48,10,2,1 new message please call 08712400200 +2942,My supervisor find 4 me one lor i thk his students. I havent ask her yet. Tell u aft i ask her.,0,95,25,3,supervisor find 4 one lor thk student havent ask yet tell u aft ask +2943,"Hello. No news on job, they are making me wait a fifth week! Yeah im up for some woozles and weasels... In exeter still, but be home about 3. ",0,142,35,4,hello news job making wait fifth week yeah im woozles weasel exeter still home 3 +2945,We currently have a message awaiting your collection. To collect your message just call 08718723815.,1,100,17,2,currently message awaiting collection collect message call 08718723815 +2946,"Hey babe, sorry i didn't get sooner. Gary can come and fix it cause he thinks he knows what it is but he doesn't go as far a Ptbo and he says it will cost <#> bucks. I don't know if it might be cheaper to find someone there ? We don't have any second hand machines at all right now, let me know what you want to do babe",0,327,84,4,hey babe sorry get sooner gary come fix cause think know go far ptbo say cost lt gt buck know might cheaper find someone second hand machine right let know want babe +2947,make that 3! 4 fucks sake?! x,0,29,10,3,make 3 4 fuck sake x +2948,Leave it. U will always be ignorant.,0,36,9,2,leave u always ignorant +2949,Nope but i'll b going 2 sch on fri quite early lor cos mys sis got paper in da morn :-),0,87,24,1,nope b going 2 sch fri quite early lor co mys si got paper da morn +2950,at bruce b downs & fletcher now,0,35,9,1,bruce b down amp fletcher +2951,Where are you ? You said you would be here when I woke ... :-(,0,62,17,2,said would woke +2952,Hey now am free you can call me.,0,32,9,1,hey free call +2953,Tell me whos this pls:-),0,24,8,1,tell who pls +2954,"URGENT! Your mobile was awarded a £1,500 Bonus Caller Prize on 27/6/03. Our final attempt 2 contact U! Call 08714714011",1,120,23,4,urgent mobile awarded bonus caller prize final attempt 2 contact u call 08714714011 +2955,"Think i might have to give it a miss. Am teaching til twelve, then have lecture at two. Damn this working thing.",0,112,26,3,think might give miss teaching til twelve lecture two damn working thing +2956,Id have to check but there's only like 1 bowls worth left,0,57,13,1,id check like 1 bowl worth left +2957,Yes there were many sweets,0,26,5,1,yes many sweet +2958,I would but I'm still cozy. And exhausted from last night.nobody went to school or work. Everything is closed.,0,110,23,3,would still cozy exhausted last went school work everything closed +2960,Buzzzz! *grins* Did I buzz your ass? Buzz your chest ? Buzz your cock ? Where do you keep your phone ? Is the vibrator on ? Did you feel it shake ?,0,147,37,7,buzzzz grin buzz as buzz chest buzz cock keep phone vibrator feel shake +2961,Sir send to group mail check it.,0,32,8,1,sir send group mail check +2962,I'm doing da intro covers energy trends n pros n cons... Brief description of nuclear fusion n oso brief history of iter n jet got abt 7 n half pages..,0,151,33,1,da intro cover energy trend n pro n con brief description nuclear fusion n oso brief history iter n jet got abt 7 n half page +2963,"""NONE!NOWHERE IKNO DOESDISCOUNT!SHITINNIT""",0,42,9,1,none nowhere ikno doesdiscount shitinnit +2964,You dont know you jabo me abi.,0,30,8,1,dont know jabo abi +2965,"Do you ever notice that when you're driving, anyone going slower than you is an idiot and everyone driving faster than you is a maniac?",1,135,28,1,ever notice driving anyone going slower idiot everyone driving faster maniac +2966,Not yet had..ya sapna aunty manege y'day hogidhe..chinnu full weak and swalpa black agidhane..,0,94,19,1,yet ya sapna aunty manege hogidhe chinnu full weak swalpa black agidhane +2967,"Are you being good, baby? :)",0,28,9,2,good baby +2969,"Mostly sports type..lyk footbl,crckt..",0,38,9,1,mostly sport type lyk footbl crckt +2970,Ma head dey swell oh. Thanks for making my day,0,46,11,2,head dey swell oh thanks making day +2971,U should make a fb list,0,23,6,1,u make fb list +2973,Sary just need Tim in the bollox &it hurt him a lot so he tol me!,0,65,18,1,sary need tim bollox hurt lot tol +2974,Happy New Year Princess!,0,24,5,1,happy new year princess +2975,"I'll text carlos and let you know, hang on",0,42,11,1,text carlos let know hang +2976,"Don't worry, * is easy once have ingredients!",0,45,11,1,worry easy ingredient +2977,I love u 2 my little pocy bell I am sorry but I love u,0,54,15,1,love u 2 little pocy bell sorry love u +2978,"Ok omw now, you at castor?",0,26,8,1,ok omw castor +2979,Yar lor... Keep raining non stop... Or u wan 2 go elsewhere?,0,60,15,1,yar lor keep raining non stop u wan 2 go elsewhere +2980,"Xmas Offer! Latest Motorola, SonyEricsson & Nokia & FREE Bluetooth or DVD! Double Mins & 1000 Txt on Orange. Call MobileUpd8 on 08000839402 or call2optout/4QF2",1,159,29,4,xmas offer latest motorola sonyericsson nokia free bluetooth dvd double min 1000 txt orange call mobileupd8 08000839402 +2981,What u mean u almost done? Done wif sleeping? But i tot u going to take a nap.. Yup i send her liao so i'm picking her up at ard 4 smth lor..,0,141,38,3,u mean u almost done done wif sleeping tot u going take nap yup send liao picking ard 4 smth lor +2983,"Tonight? Yeah, I'd be down for that",0,35,10,2,tonight yeah +2984,What should i eat fo lunch senor,0,32,7,1,eat fo lunch senor +2985,"He said that he had a right giggle when he saw u again! You would possibly be the first person2die from NVQ, but think how much you could for! ",0,143,32,2,said right giggle saw u would possibly first person2die nvq think much could +2986,No break time one... How... I come out n get my stuff fr ü?,0,60,17,2,break time one come n get stuff fr ã¼ +2987,Reply to win £100 weekly! What professional sport does Tiger Woods play? Send STOP to 87239 to end service,1,107,21,3,reply win weekly professional sport tiger wood play send stop 87239 end service +2988,"I'm there and I can see you, but you can't see me ? Maybe you should reboot ym ? I seen the buzz",0,96,26,3,see ca see maybe reboot ym seen buzz +2989,Do you still have the grinder?,0,30,7,1,still grinder +2990,No 1 POLYPHONIC tone 4 ur mob every week! Just txt PT2 to 87575. 1st Tone FREE ! so get txtin now and tell ur friends. 150p/tone. 16 reply HL 4info,1,147,35,6,1 polyphonic tone 4 ur mob every week txt pt2 87575 1st tone free get txtin tell ur friend 16 reply hl 4info +2993,K.i did't see you.:)k:)where are you now?,0,41,15,2,see k +2994,So i'm doing a list of buyers.,0,30,9,1,list buyer +2995,"No idea, I guess we'll work that out an hour after we're supposed to leave since as usual nobody has any interest in figuring shit out before the last second",0,157,33,1,idea guess work hour supposed leave since usual nobody interest figuring shit last second +2996,Mm not entirely sure i understood that text but hey. Ho. Which weekend?,0,71,16,3,mm entirely sure understood text hey ho weekend +2997,They released vday shirts and when u put it on it makes your bottom half naked instead of those white underwear.,0,112,22,1,released vday shirt u put make bottom half naked instead white underwear +2998,Don know..he is watching film in computer..,0,43,10,1,know watching film computer +2999,No b4 Thursday,0,14,3,1,b4 thursday +3000,"Oh, then your phone phoned me but it disconnected",0,49,10,1,oh phone phoned disconnected +3001,Id onluy matters when getting on from offcampus,0,47,8,1,id onluy matter getting offcampus +3002,This message is free. Welcome to the new & improved Sex & Dogging club! To unsubscribe from this service reply STOP. msgs@150p 18+only,1,134,28,4,message free welcome new improved sex dogging club unsubscribe service reply stop msg 150p +3003,"Excellent, I'll see what riley's plans are",0,42,10,1,excellent see riley plan +3006,Ew are you one of them?,0,23,7,1,ew one +3007,Also hi wesley how've you been,0,30,7,1,also hi wesley +3008,Ah you see. You have to be in the lingo. I will let you know wot on earth it is when has finished making it!,0,108,28,3,ah see lingo let know wot earth finished making +3010,Update_Now - 12Mths Half Price Orange line rental: 400mins...Call MobileUpd8 on 08000839402 or call2optout=J5Q,1,110,17,1,12mths half price orange line rental 400mins call mobileupd8 08000839402 +3011,Imagine Life WITHOUT ME... see.. How fast u are searching me?Don't worry.. l'm always there To disturb U.. Goodnoon..:),0,119,30,1,imagine life without see fast u searching worry l always disturb u goodnoon +3012,"Hm good morning, headache anyone? :-)",0,37,10,2,hm good morning headache anyone +3013,Yeah no probs - last night is obviously catching up with you... Speak soon ,0,75,15,2,yeah probs last night obviously catching speak soon +3014,FREE UNLIMITED HARDCORE PORN direct 2 your mobile Txt PORN to 69200 & get FREE access for 24 hrs then chrgd@50p per day txt Stop 2exit. This msg is free,1,152,33,2,free unlimited hardcore porn direct 2 mobile txt porn 69200 get free access 24 hr chrgd 50p per day txt stop 2exit msg free +3015,I might go 2 sch. Yar at e salon now v boring.,0,46,14,2,might go 2 sch yar e salon v boring +3016, <#> mins but i had to stop somewhere first.,0,51,16,1,lt gt min stop somewhere first +3017,"<#> is fast approaching. So, Wish u a very Happy New Year Happy Sankranti Happy republic day Happy Valentines Day Happy Shivratri Happy Ugadi Happy Fools day Happy May Day Happy Independence Day, Happy Friendship,Mother,Father,Teachers,Childrens Day, & HAPPY BIRTHDAY 4 U. Happy Ganesh festival Happy Dasara Happy Diwali Happy Christmas <#> Good Mornings Afternoons, Evenings Nights. RememberI AM the first to WISHING U ALL THESE...your's Raj",0,461,98,4,lt gt fast approaching wish u happy new year happy sankranti happy republic day happy valentine day happy shivratri happy ugadi happy fool day happy may day happy independence day happy friendship mother father teacher childrens day amp happy birthday 4 happy ganesh festival happy dasara happy diwali happy christmas lt gt good morning afternoon evening night rememberi first wishing u raj +3018,One of the joys in lifeis waking up each daywith thoughts that somewhereSomeone cares enough tosend a warm morning greeting.. -,0,127,22,1,one joy lifeis waking daywith thought somewheresomeone care enough tosend warm morning greeting +3019,I didn't get the second half of that message,0,44,10,1,get second half message +3020,Wat time do u wan 2 meet me later?,0,34,10,1,wat time u wan 2 meet later +3021,I thank you so much for all you do with selflessness. I love you plenty.,0,72,17,2,thank much selflessness love plenty +3022,Am in film ill call you later.,0,30,8,1,film ill call later +3023,How dare you change my ring,0,27,6,1,dare change ring +3024,You are a very very very very bad girl. Or lady.,0,48,13,2,bad girl lady +3025,I love ya too but try and budget your money better babe. Gary would freak on me if he knew,0,90,21,2,love ya try budget money better babe gary would freak knew +3026,"What part of ""don't initiate"" don't you understand",0,50,12,1,part initiate understand +3027,I finished my lunch already. U wake up already?,0,47,11,2,finished lunch already u wake already +3028,You still at the game?,0,22,6,1,still game +3029,You have got tallent but you are wasting.,0,41,9,1,got tallent wasting +3030,What is your record for one night? :),0,37,10,2,record one night +3031,"Also sir, i sent you an email about how to log into the usc payment portal. I.ll send you another message that should explain how things are back home. Have a great weekend.",0,173,37,3,also sir sent email log usc payment portal send another message explain thing back home great weekend +3032, gonna let me know cos comes bak from holiday that day. is coming. Don't4get2text me number. ,0,95,20,3,gon na let know co come bak holiday day coming number +3033,Jokin only lar... :-) depends on which phone my father can get lor...,0,69,17,1,jokin lar depends phone father get lor +3034,"Aight, lemme know what's up",0,27,8,1,aight lem know +3035,Get ready for <#> inches of pleasure...,0,47,14,1,get ready lt gt inch pleasure +3037,;-) ok. I feel like john lennon.,0,32,11,2,feel like john lennon +3038,Cos darren say ü considering mah so i ask ü...,0,48,11,1,co darren say ã¼ considering mah ask ã¼ +3039,You are not bothering me but you have to trust my answers. Pls.,0,63,15,2,bothering trust answer pls +3041,One day a crab was running on the sea shore..The waves came n cleared the footprints of the crab.. Crab asked: being my frnd y r u clearing my beautiful footprints? Waves replied: A fox was following ur footprints to catch you! thats y i cleared it off:) frndsship never lets u dwn :-) GUD nyt..,0,295,68,3,one day crab running sea shore wave came n cleared footprint crab crab asked frnd r u clearing beautiful footprint wave replied fox following ur footprint catch thats cleared frndsship never let u dwn gud nyt +3042,Aight what time you want me to come up?,0,39,10,1,aight time want come +3043,Slaaaaave ! Where are you ? Must I summon you to me all the time now ? Don't you wish to come to me on your own anymore?,0,120,30,4,slaaaaave must summon time wish come anymore +3044,Your bill at 3 is £33.65 so thats not bad!,0,43,11,1,bill 3 thats bad +3045,Let me know how it changes in the next 6hrs. It can even be appendix but you are out of that age range. However its not impossible. So just chill and let me know in 6hrs,0,169,39,4,let know change next 6hrs even appendix age range however impossible chill let know 6hrs +3046,"Hello, yeah i've just got out of the bath and need to do my hair so i'll come up when i'm done, yeah?",0,101,29,1,hello yeah got bath need hair come done yeah +3047,So how's the weather over there?,0,32,8,1,weather +3048,"Ok. Not much to do here though. H&M Friday, cant wait. Dunno wot the hell im gonna do for another 3 weeks! Become a slob- oh wait, already done that! ",0,150,39,4,much though h friday cant wait dunno wot hell im gon na another 3 week become oh wait already done +3049,Die... Now i have e toot fringe again...,0,40,10,1,die e toot fringe +3050,Lol they don't know about my awesome phone. I could click delete right now if I want.,0,85,20,2,lol know awesome phone could click delete right want +3052,"Awesome question with a cute answer: Someone asked a boy ""how is ur life?"" . . He smiled & answered: . . ""She is fine!"" Gudnite",0,131,36,7,awesome question cute answer someone asked boy ur life smiled amp answered fine gudnite +3053,Please leave this topic..sorry for telling that..,0,49,10,1,please leave topic sorry telling +3054,Pls send me the correct name da.,0,32,8,1,pls send correct name da +3055,What happened to our yo date?,0,29,7,1,happened yo date +3057,Webpage s not available!,0,24,5,1,webpage available +3058,Just woke up. Yeesh its late. But I didn't fall asleep til <#> am :/,0,74,25,3,woke yeesh late fall asleep til lt gt +3059,You are now unsubscribed all services. Get tons of sexy babes or hunks straight to your phone! go to http://gotbabes.co.uk. No subscriptions.,1,141,28,4,unsubscribed service get ton sexy babe hunk straight phone go http subscription +3060,"Dear all, as we know <#> th is the <#> th birthday of our loving Gopalettan. We are planning to give a small gift on that day. Those who like to participate in that you are welcome. Please contact our admin team for more details",0,242,61,4,dear know lt gt th lt gt th birthday loving gopalettan planning give small gift day like participate welcome please contact admin team detail +3061,K..k...from tomorrow onwards started ah?,0,40,10,1,k k tomorrow onwards started ah +3062,What u talking bout early morning? It's almost noon where your at!,0,66,15,2,u talking bout early morning almost noon +3063,Fine. Do you remember me.,0,25,7,2,fine remember +3064,"Hi babe its Jordan, how r u? Im home from abroad and lonely, text me back if u wanna chat xxSP visionsms.com Text stop to stopCost 150p 08712400603",1,147,32,2,hi babe jordan r u im home abroad lonely text back u wan na chat xxsp text stop stopcost 150p 08712400603 +3065,Ok. How many should i buy.,0,26,7,1,many buy +3066,"Sounds good, keep me posted",0,27,6,1,sound good keep posted +3067,Get a brand new mobile phone by being an agent of The Mob! Plus loads more goodies! For more info just text MAT to 87021.,1,121,28,3,get brand new mobile phone agent mob plus load goody info text mat 87021 +3068,Ok. So april. Cant wait,0,23,7,3,april cant wait +3069,Boy you best get yo ass out here quick,0,38,9,1,boy best get yo as quick +3070,Ay wana meet on sat?ü wkg on sat?,0,34,11,1,ay wana meet sat ã¼ wkg sat +3071,I'm now but have to wait till 2 for the bus to pick me.,0,55,16,1,wait till 2 bus pick +3072,Apart from the one i told you about yesterday?,0,46,10,1,apart one told yesterday +3073,Ok lor... But buy wat?,0,22,7,2,ok lor buy wat +3074,Somebody should go to andros and steal ice,0,42,8,1,somebody go andros steal ice +3075,Don know. I did't msg him recently.,0,35,9,2,know msg recently +3076,Take us out shopping and Mark will distract Isaiah.=D,0,53,9,1,take u shopping mark distract +3077,"Mum, hope you are having a great day. Hoping this text meets you well and full of life. Have a great day. Abiola",0,112,27,4,mum hope great day hoping text meet well full life great day abiola +3078,There is no sense in my foot and penis.,0,39,10,1,sense foot penis +3079,Okay but i thought you were the expert,0,38,8,1,okay thought expert +3080,*deep sigh* ... I miss you :-( ... I am really surprised you haven't gone to the net cafe yet to get to me ... Don't you miss me?,0,129,36,3,deep sigh miss really surprised gone net cafe yet get miss +3081,S.s:)i thinl role is like sachin.just standing. Others have to hit.,0,67,16,2,thinl role like standing others hit +3082,Have a great trip to India. And bring the light to everyone not just with the project but with everyone that is lucky to see you smile. Bye. Abiola,0,147,32,4,great trip india bring light everyone project everyone lucky see smile bye abiola +3083,"And very importantly, all we discuss is between u and i only.",0,61,14,1,importantly discus u +3084,K..k:)how about your training process?,0,38,11,1,k k training process +3085,Ok lor. I ned 2 go toa payoh 4 a while 2 return smth u wan 2 send me there or wat?,0,82,24,2,ok lor ned 2 go toa payoh 4 2 return smth u wan 2 send wat +3086,In da car park ,0,15,4,1,da car park +3087,I wish that I was with you. Holding you tightly. Making you see how important you are. How much you mean to me ... How much I need you ... In my life ...,0,153,37,5,wish holding tightly making see important much mean much need life +3088,So i asked how's anthony. Dad. And your bf,0,42,12,3,asked anthony dad bf +3089,"'Wnevr i wana fal in luv vth my books, My bed fals in luv vth me..!'' . Yen madodu, nav pretsorginta, nammanna pretsovru important alwa....!!:) Gud eveB-).",0,155,40,4,wana fal luv vth book bed fals luv vth yen madodu nav pretsorginta nammanna pretsovru important alwa gud +3091,Am going to take bath ill place the key in window:-),0,52,14,1,going take bath ill place key window +3092,LORD OF THE RINGS:RETURN OF THE KING in store NOW!REPLY LOTR by 2 June 4 Chance 2 WIN LOTR soundtrack CDs StdTxtRate. Reply STOP to end txts,1,140,32,2,lord ring return king store reply lotr 2 june 4 chance 2 win lotr soundtrack cd stdtxtrate reply stop end txts +3093,"Dear, take care. I am just reaching home.love u a lot.",0,54,14,2,dear take care reaching u lot +3094,staff.science.nus.edu.sg/~phyhcmk/teaching/pc1323,0,49,1,1, +3095,Have you emigrated or something? Ok maybe 5.30 was a bit hopeful...,0,67,14,2,emigrated something ok maybe bit hopeful +3096,Olol i printed out a forum post by a guy with the exact same prob which was fixed with a gpu replacement. Hopefully they dont ignore that.,0,139,29,2,olol printed forum post guy exact prob fixed gpu replacement hopefully dont ignore +3097,We walked from my moms. Right on stagwood pass right on winterstone left on victors hill. Address is <#>,0,110,27,3,walked mom right stagwood pas right winterstone left victor hill address lt gt +3098,"Yo, you at jp and hungry like a mofo?",0,37,11,1,yo jp hungry like mofo +3099,This is all just creepy and crazy to me.,0,40,10,1,creepy crazy +3100,Ok... I din get ur msg...,0,25,8,2,ok din get ur msg +3102,Pathaya enketa maraikara pa',0,28,5,1,pathaya enketa maraikara pa +3103,Even if he my friend he is a priest call him now,0,48,12,1,even friend priest call +3104,"U so lousy, run already come back then half dead... Hee...",0,58,14,1,u lousy run already come back half dead hee +3105,That's y i said it's bad dat all e gals know u... Wat u doing now?,0,66,20,1,said bad dat e gal know u wat u +3106,Or remind me in a few hrs.,0,26,8,1,remind hr +3107,"I had been hoping i would not have to send you this message. My rent is due and i dont have enough for it. My reserves are completely gone. Its a loan i need and was hoping you could her. The balance is <#> . Is there a way i could get that from you, till mid march when i hope to pay back.",0,297,76,6,hoping would send message rent due dont enough reserve completely gone loan need hoping could balance lt gt way could get till mid march hope pay back +3108,Hi. Happy New Year. I dont mean to intrude but can you pls let me know how much tuition you paid last semester and how much this semester is. Thanks,0,148,33,4,hi happy new year dont mean intrude pls let know much tuition paid last semester much semester thanks +3109,Hello hun how ru? Its here by the way. Im good. Been on 2 dates with that guy i met in walkabout so far. We have to meet up soon. Hows everyone else?,0,149,39,6,hello hun ru way im good 2 date guy met walkabout far meet soon hows everyone else +3110,Lol I was gonna last month. I cashed some in but I left <#> just in case. I was collecting more during the week cause they announced it on the blog.,0,154,41,3,lol gon na last month cashed left lt gt case collecting week cause announced blog +3111,Good Luck! Draw takes place 28th Feb 06. Good Luck! For removal send STOP to 87239 customer services 08708034412,1,112,22,4,good luck draw take place 28th feb good luck removal send stop 87239 customer service 08708034412 +3112,"Short But Cute : "" Be a good person , but dont try to prove"" ..... Gud mrng...",0,78,20,1,short cute good person dont try prove gud mrng +3113,Just haven't decided where yet eh ?,0,35,8,1,decided yet eh +3114,"Wat time liao, where still got.",0,31,8,1,wat time liao still got +3115,Yes watching footie but worried we're going to blow it - Phil Neville?,0,70,15,1,yes watching footie worried going blow phil neville +3116,I wait 4 ü inside da car park...,0,33,9,1,wait 4 ã¼ inside da car park +3117,Uncle Abbey! Happy New Year. Abiola,0,35,8,3,uncle abbey happy new year abiola +3118,Now am free call me pa.,0,23,7,1,free call pa +3119,R u saying i should re order the slippers cos i had to pay for returning it.,0,76,18,1,r u saying order slipper co pay returning +3120,Stop knowing me so well!,0,24,6,1,stop knowing well +3121,Good evening! this is roger. How are you?,0,41,11,3,good evening roger +3122,Small problem in auction:)punj now asking tiwary,0,48,10,1,small problem auction punj asking tiwary +3124,He telling not to tell any one. If so treat for me hi hi hi,0,59,16,2,telling tell one treat hi hi hi +3126,1st wk FREE! Gr8 tones str8 2 u each wk. Txt NOKIA ON to 8007 for Classic Nokia tones or HIT ON to 8007 for Polys. Nokia/150p Poly/200p 16+,1,139,32,4,1st wk free gr8 tone str8 2 u wk txt nokia 8007 classic nokia tone hit 8007 polys +3127,U coming 2 pick me?,0,19,6,1,u coming 2 pick +3128,Thats cool. i liked your photos. You are very sexy!,0,51,13,3,thats cool liked photo sexy +3129,would u fuckin believe it they didnt know i had thurs pre booked off so they re cancelled me AGAIN! that needs to b sacked,0,122,26,2,would u fuckin believe didnt know thurs pre booked cancelled need b sacked +3130,"Haha better late than ever, any way I could swing by?",0,53,13,1,haha better late ever way could swing +3131,Ok. But i finish at 6.,0,22,8,2,finish 6 +3132,"LookAtMe!: Thanks for your purchase of a video clip from LookAtMe!, you've been charged 35p. Think you can do better? Why not send a video in a MMSto 32323.",1,156,37,4,lookatme thanks purchase video clip lookatme charged 35p think better send video mmsto 32323 +3133,I've been barred from all B and Q stores for life!?This twat in orange dungerees came up to me and asked if I wanted decking? So I got the first punch in!!,0,155,39,4,barred b q store life twat orange dungerees came asked wanted decking got first punch +3134,So no messages. Had food?,0,25,7,2,message food +3135,Ok going to sleep. Hope i can meet her.,0,39,11,2,ok going sleep hope meet +3137,Can you let me know details of fri when u find out cos I'm not in tom or fri. mentionned chinese. Thanks,0,104,24,2,let know detail fri u find co tom mentionned chinese thanks +3138,You're right I have now that I think about it,0,45,11,1,right think +3139,Wat r u doing now?,0,18,6,1,wat r u +3140,Is ur lecture over?,0,19,5,1,ur lecture +3141,sexy sexy cum and text me im wet and warm and ready for some porn! u up for some fun? THIS MSG IS FREE RECD MSGS 150P INC VAT 2 CANCEL TEXT STOP,1,144,35,3,sexy sexy cum text im wet warm ready porn u fun msg free recd msg 150p inc vat 2 cancel text stop +3142,Customer place i will call you,0,30,6,1,customer place call +3143,Not planned yet :)going to join company on jan 5 only.don know what will happen after that.,0,91,20,1,planned yet going join company jan 5 know happen +3144,Boy; I love u Grl: Hogolo Boy: gold chain kodstini Grl: Agalla Boy: necklace madstini Grl: agalla Boy: Hogli 1 mutai eerulli kodthini! Grl: I love U kano;-),0,156,40,2,boy love u grl hogolo boy gold chain kodstini grl agalla boy necklace madstini grl agalla boy hogli 1 mutai eerulli kodthini grl love u kano +3145,"Haha I heard that, text me when you're around",0,45,11,1,haha heard text around +3146,I.ll get there tomorrow and send it to you,0,42,9,1,get tomorrow send +3147,"""SHIT BABE.. THASA BIT MESSED UP.YEH, SHE SHUDVETOLD U. DID URGRAN KNOW?NEWAY, ILLSPEAK 2 U2MORO WEN IM NOT ASLEEP...""",0,118,28,2,shit babe thasa bit messed shudvetold urgran know neway illspeak 2 u2moro wen im asleep +3148,Oh thats late! Well have a good night and i will give u a call tomorrow. Iam now going to go to sleep night night,0,113,27,3,oh thats late well good night give u call tomorrow iam going go sleep night night +3149,"""CHEERS U TEX MECAUSE U WEREBORED! YEAH OKDEN HUNNY R UIN WK SAT?SOUND’S LIKEYOUR HAVIN GR8FUN J! KEEP UPDAT COUNTINLOTS OF LOVEME XXXXX.""",0,139,30,3,cheer u tex mecause u werebored yeah okden hunny r uin wk sat likeyour havin gr8fun j keep updat countinlots loveme xxxxx +3150,"Sorry, in meeting I'll call you later",0,38,9,1,sorry meeting call later +3151,Yo! Howz u? girls never rang after india. L,0,43,12,4,yo howz u girl never rang india l +3152,Yeah but which is worse for i,0,29,7,1,yeah worse +3154,I tagged MY friends that you seemed to count as YOUR friends.,0,61,13,1,tagged friend seemed count friend +3157,Long time. You remember me today.,0,33,8,2,long time remember today +3158,Havent shopping now lor i juz arrive only,0,41,8,1,havent shopping lor juz arrive +3159,Thank u. IT BETTER WORK OUT CAUSE I WILL FEEL USED OTHERWISE,0,60,13,2,thank better work cause feel used otherwise +3160,Are you up for the challenge? I know i am :),0,44,13,2,challenge know +3161,How much did ur hdd casing cost.,0,32,8,1,much ur hdd casing cost +3162,Mystery solved! Just opened my email and he's sent me another batch! Isn't he a sweetie,0,87,20,3,mystery solved opened email sent another batch sweetie +3163,I can't describe how lucky you are that I'm actually awake by noon,0,66,15,1,ca describe lucky actually awake noon +3164,This is the 2nd time we have tried to contact u. U have won the £1450 prize to claim just call 09053750005 b4 310303. T&Cs/stop SMS 08718725756. 140ppm,1,152,32,3,2nd time tried contact u prize claim call 09053750005 b4 sm 08718725756 140ppm +3166,Cheers for the card ... Is it that time of year already?,0,56,13,1,cheer card time year already +3169,Ugh hopefully the asus ppl dont randomly do a reformat.,0,55,11,1,ugh hopefully asus ppl dont randomly reformat +3170,"Haven't seen my facebook, huh? Lol!",0,35,10,2,seen facebook huh lol +3171,"Mah b, I'll pick it up tomorrow",0,31,9,1,mah b pick tomorrow +3172,Still otside le..u come 2morrow maga..,0,38,9,1,still otside le u come 2morrow maga +3173,Do u still have plumbers tape and a wrench we could borrow?,0,59,13,1,u still plumber tape wrench could borrow +3174,"Dear Voucher Holder, To claim this weeks offer, at you PC please go to http://www.e-tlp.co.uk/reward. Ts&Cs apply.",1,114,25,2,dear voucher holder claim week offer pc please go http t c apply +3175,It vl bcum more difficult..,0,27,6,1,vl bcum difficult +3177,Havent still waitin as usual... Ü come back sch oredi?,0,55,12,1,havent still waitin usual come back sch oredi +3178,In meeting da. I will call you,0,30,8,2,meeting da call +3179,K k :-):-) then watch some films.,0,33,13,1,k k watch film +3180,Does cinema plus drink appeal tomo? * Is a fr thriller by director i like on at mac at 8.30.,0,92,22,2,cinema plus drink appeal tomo fr thriller director like mac +3181,There the size of elephant tablets & u shove um up ur ass!!,0,59,15,2,size elephant tablet u shove um ur as +3182,"So many people seems to be special at first sight, But only very few will remain special to you till your last sight.. Maintain them till life ends.. take cr da",0,160,34,2,many people seems special first sight remain special till last sight maintain till life end take cr da +3183,"My Parents, My Kidz, My Friends n My Colleagues. All screaming.. SURPRISE !! and I was waiting on the sofa.. ... ..... ' NAKED...!",0,130,32,5,parent kidz friend n colleague screaming surprise waiting sofa naked +3184,Dunno i juz askin cos i got a card got 20% off 4 a salon called hair sense so i tot it's da one ü cut ur hair. ,0,112,31,1,dunno juz askin co got card got 20 4 salon called hair sense tot da one ã¼ cut ur hair +3185,Good morning pookie pie! Lol hope I didn't wake u up,0,52,13,2,good morning pookie pie lol hope wake u +3186,MAYBE IF YOU WOKE UP BEFORE FUCKING 3 THIS WOULDN'T BE A PROBLEM.,0,65,15,1,maybe woke fucking 3 would problem +3187,Happy birthday to you....dear.with lots of love.rakhesh NRI,0,59,10,1,happy birthday lot nri +3189,"This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08712101358 NOW! Only 10p per min. BT-national-rate",1,153,34,4,2nd time tried 2 contact u 750 pound prize 2 claim easy call 08712101358 10p per min +3190,X2 <#> . Are you going to get that,0,41,15,2,x2 lt gt going get +3191,Hi neva worry bout da truth coz the truth will lead me 2 ur heart. It’s the least a unique person like u deserve. Sleep tight or morning,0,137,30,3,hi neva worry bout da truth coz truth lead 2 ur heart least unique person like u deserve sleep tight morning +3192,UR awarded a City Break and could WIN a £200 Summer Shopping spree every WK. Txt STORE to 88039.SkilGme.TsCs087147403231Winawk!Age16+£1.50perWKsub,1,148,22,2,ur awarded city break could win summer shopping spree every wk txt store +3193,Is ur paper today in e morn or aft?,0,35,10,1,ur paper today e morn aft +3194,I will lick up every drop :) are you ready to use your mouth as well?,0,69,18,1,lick every drop ready use mouth well +3195,And you! Will expect you whenever you text! Hope all goes well tomo ,0,68,15,3,expect whenever text hope go well tomo +3196,Great. P diddy is my neighbor and comes for toothpaste every morning,0,68,13,2,great p diddy neighbor come toothpaste every morning +3197,"I av a new number, . Wil u only use this one,ta.",0,49,16,2,av new number wil u use one ta +3198,So its to be poking man everyday that they teach you in canada abi! How are you. Just saying hi.,0,96,23,3,poking man everyday teach canada abi saying hi +3199,7 lor... Change 2 suntec... Wat time u coming?,0,46,12,1,7 lor change 2 suntec wat time u coming +3200,No de.am seeing in online shop so that i asked.,0,47,11,1,seeing online shop asked +3201,Just curious because my cuz asked what I was up to,0,50,11,1,curious cuz asked +3203,Okay lor... Wah... like that def they wont let us go... Haha... What did they say in the terms and conditions?,0,110,26,1,okay lor wah like def wont let u go haha say term condition +3204,Haha... Yup hopefully we will lose a few kg by mon. after hip hop can go orchard and weigh again,0,97,22,2,haha yup hopefully lose kg mon hip hop go orchard weigh +3205,She's good. How are you. Where r u working now,0,46,13,3,good r u working +3206,"Oh, yes, I've just been a little under the weather so i've kind of been coccooning at home",0,90,22,1,oh yes little weather kind coccooning home +3207,At home also.,0,13,4,1,home also +3208,This phone has the weirdest auto correct.,0,41,8,1,phone weirdest auto correct +3209,Oops my phone died and I didn't even know. Yeah I like it better.,0,65,17,2,oops phone died even know yeah like better +3210,Havent mus ask if u can 1st wat. Of meet 4 lunch den u n him meet can already lor. Or u wan 2 go ask da ge 1st then confirm w me asap?,0,134,37,3,havent mu ask u 1st wat meet 4 lunch den u n meet already lor u wan 2 go ask da ge 1st confirm w asap +3211,"She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife,",0,145,43,3,said u mind go bedroom minute ok sed sexy mood came 5 minuts latr wid cake n wife +3212,"OH YEAH,AND HAV A GREAT TIME IN NEWQUAY-SEND ME A POSTCARD !1 LOOK AFTER ALL THE GIRLS WHILE IM GONE(U KNOW THE 1IM TALKIN BOUT!)xx",0,131,33,2,oh yeah hav great time postcard 1 look girl im gone u know 1im talkin bout xx +3213,We got a divorce. Lol. She.s here,0,33,9,3,got divorce lol +3214,What's ur pin?,0,14,5,1,ur pin +3215,"Babe, have you got enough money to pick up bread and milk ? And I'll give you it back when you get home ?",0,105,26,2,babe got enough money pick bread milk give back get home +3216,I want snow. It's just freezing and windy.,0,42,11,2,want snow freezing windy +3217,URGENT! We are trying to contact U. Todays draw shows that you have won a £2000 prize GUARANTEED. Call 09066358361 from land line. Claim Y87. Valid 12hrs only,1,159,32,5,urgent trying contact today draw show prize guaranteed call 09066358361 land line claim y87 valid 12hrs +3218,Come to mahal bus stop.. <DECIMAL>,0,40,13,1,come mahal bus stop lt decimal gt +3219,Don know:)this week i'm going to tirunelvai da.,0,47,13,1,know week going tirunelvai da +3220,Me too baby! I promise to treat you well! I bet you will take good care of me...,0,80,21,3,baby promise treat well bet take good care +3221,Its like that hotel dusk game i think. You solve puzzles in a area thing,0,72,16,2,like hotel dusk game think solve puzzle area thing +3222,"Thanks for your ringtone order, reference number X29. Your mobile will be charged 4.50. Should your tone not arrive please call customer services 09065989180",1,157,27,3,thanks ringtone order reference number x29 mobile charged tone arrive please call customer service 09065989180 +3223,"Hi, my love! How goes that day? Fuck, this morning I woke and dropped my cell on the way down the stairs but it seems alright ... *phews* I miss you !",0,150,38,3,hi love go day fuck morning woke dropped cell way stair seems alright phews miss +3224,Well that must be a pain to catch,0,33,8,1,well must pain catch +3225,Sorry da thangam.it's my mistake.,0,33,7,1,sorry da mistake +3226,I need... Coz i never go before ,0,32,8,1,need coz never go +3227,"Rose for red,red for blood,blood for heart,heart for u. But u for me.... Send tis to all ur friends.. Including me.. If u like me.. If u get back, 1-u r poor in relation! 2-u need some 1 to support 3-u r frnd 2 many 4-some1 luvs u 5+- some1 is praying god to marry u.:-) try it....",0,281,75,7,rose red red blood blood heart heart u send ti ur friend including u like u get back r poor relation need 1 support r frnd 2 many luvs u some1 praying god marry try +3230,Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send COLLECT to 83600 only 150p/msg. CC: 08718720201 PO BOX 114/14 TCR/W1,1,142,26,2,ur currently 500 pound maximize ur send collect 83600 cc 08718720201 po box +3231,"I feel like a dick because I keep sleeping through your texts and facebook messages. Sup, you in town?",0,102,22,2,feel like dick keep sleeping text facebook message sup town +3232,No plm i will come da. On the way.,0,34,11,2,plm come da way +3233,Guess he wants alone time. We could just show up and watch when they do..,0,73,17,2,guess want alone time could show watch +3234,Height of recycling: Read twice- People spend time for earning money and the same money is spent for spending time!;-) Good morning.. keep smiling:-),0,149,33,2,height recycling read people spend time earning money money spent spending time good morning keep smiling +3235,Yup ü not comin :-(,0,20,7,1,yup ã¼ comin +3236,"Yes, princess. Toledo.",0,22,6,2,yes princess toledo +3237,"Aight text me when you're back at mu and I'll swing by, need somebody to get the door for me",0,92,23,1,aight text back mu swing need somebody get door +3238,Ron say fri leh. N he said ding tai feng cant make reservations. But he said wait lor.,0,86,21,3,ron say fri leh n said ding tai feng cant make reservation said wait lor +3239,Good. No swimsuit allowed :),0,28,7,2,good swimsuit allowed +3240,Am okay. Will soon be over. All the best,0,40,11,3,okay soon best +3241,"A cute thought for friendship: ""Its not necessary to share every secret with ur close Frnd, but watever u shared should be true""....",0,132,28,1,cute thought friendship necessary share every secret ur close frnd watever u shared true +3242,Ok i've sent u da latest version of da project.,0,47,12,1,ok sent u da latest version da project +3244,Pls accept me for one day. Or am begging you change the number.,0,63,15,2,pls accept one day begging change number +3245,Squeeeeeze!! This is christmas hug.. If u lik my frndshp den hug me back.. If u get 3 u r cute:) 6 u r luvd:* 9 u r so lucky;) None? People hate u:,0,147,46,5,squeeeeeze christmas hug u lik frndshp den hug back u get 3 u r cute 6 u r luvd 9 u r lucky none people hate u +3246,"Its ok, if anybody asks abt me, u tel them..:-P",0,47,15,1,ok anybody asks abt u tel +3247,"Funny fact Nobody teaches volcanoes 2 erupt, tsunamis 2 arise, hurricanes 2 sway aroundn no 1 teaches hw 2 choose a wife Natural disasters just happens",0,151,28,1,funny fact nobody teach volcano 2 erupt tsunami 2 arise hurricane 2 sway aroundn 1 teach hw 2 choose wife natural disaster happens +3248,* You gonna ring this weekend or wot?,0,37,10,1,gon na ring weekend wot +3249,Also track down any lighters you can find,0,41,8,1,also track lighter find +3251,"Babe, I need your advice",0,24,6,1,babe need advice +3252,"I‘ll leave around four, ok?",0,29,7,1,leave around four ok +3253,Come to medical college at 7pm ......forward it da,0,50,10,1,come medical college 7pm forward da +3254,K:)k..its good:)when are you going?,0,35,14,1,k k good going +3255,I can make lasagna for you... vodka...,0,38,9,1,make lasagna vodka +3256,HI ITS KATE CAN U GIVE ME A RING ASAP XXX,0,41,11,1,hi kate u give ring asap xxx +3257,Who were those people ? Were you in a tour ? I thought you were doing that sofa thing you sent me ? Your curious sugar,0,118,26,4,people tour thought sofa thing sent curious sugar +3258,"No, but you told me you were going, before you got drunk!",0,57,15,1,told going got drunk +3259,He fucking chickened out. He messaged me he would be late and woould buzz me and then I didn't hear a word from him,0,115,26,2,fucking chickened messaged would late woould buzz hear word +3260,"Congratulations! Thanks to a good friend U have WON the £2,000 Xmas prize. 2 claim is easy, just call 08718726978 NOW! Only 10p per minute. BT-national-rate",1,157,31,5,congratulation thanks good friend u xmas prize 2 claim easy call 08718726978 10p per minute +3261,I'm always looking for an excuse to be in the city.,0,51,13,1,always looking excuse city +3262,Yup i'm still having coffee wif my frens... My fren drove she'll give me a lift...,0,82,20,1,yup still coffee wif frens fren drove give lift +3263,O shore are you takin the bus,0,29,7,1,shore takin bus +3264,So u gonna get deus ex?,0,23,8,1,u gon na get deus ex +3265,I will send them to your email. Do you mind <#> times per night?,0,72,22,2,send email mind lt gt time per night +3266,"44 7732584351, Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930705.",1,173,33,2,44 7732584351 want new nokia 3510i colour phone deliveredtomorrow 300 free minute mobile 100 free text free camcorder reply call 08000930705 +3267,tap & spile at seven. * Is that pub on gas st off broad st by canal. Ok?,0,72,21,3,tap spile seven pub gas st broad st canal ok +3268,Ok then i come n pick u at engin?,0,33,10,1,ok come n pick u engin +3269,Which is why i never wanted to tell you any of this. Which is why i'm so short with you and on-edge as of late.,0,111,28,2,never wanted tell short late +3270,Raviyog Peripherals bhayandar east,0,34,4,1,raviyog peripheral bhayandar east +3271,K actually can you guys meet me at the sunoco on howard? It should be right on the way,0,86,20,2,k actually guy meet sunoco howard right way +3273,"MOON has come to color your dreams, STARS to make them musical and my SMS to give you warm and Peaceful Sleep. Good Night",0,121,26,2,moon come color dream star make musical sm give warm peaceful sleep good night +3274,Just finished eating. Got u a plate. NOT leftovers this time.,0,61,14,3,finished eating got u plate leftover time +3275,Thanx a lot...,0,14,4,1,thanx lot +3276,Hurry home u big butt. Hang up on your last caller if u have to. Food is done and I'm starving. Don't ask what I cooked.,0,120,32,4,hurry home u big butt hang last caller u food done starving ask cooked +3277,Lol your right. What diet? Everyday I cheat anyway. I'm meant to be a fatty :(,0,78,21,4,lol right diet everyday cheat anyway meant fatty +3278,Its a great day. Do have yourself a beautiful one.,0,50,12,2,great day beautiful one +3279,What happened in interview?,0,27,5,1,happened interview +3281,Badrith is only for chennai:)i will surely pick for us:)no competition for him.,0,79,20,1,badrith chennai surely pick u competition +3282,I tot it's my group mate... Lucky i havent reply... Wat time do ü need to leave... ,0,84,21,1,tot group mate lucky havent reply wat time ã¼ need leave +3283,Hey you around? I've got enough for a half + the ten I owe you,0,62,17,2,hey around got enough half ten owe +3284,Hey tmr maybe can meet you at yck,0,33,8,1,hey tmr maybe meet yck +3285,ALRITE SAM ITS NIC JUST CHECKIN THAT THIS IS UR NUMBER-SO IS IT?T.B*,0,68,16,1,alrite sam nic checkin ur +3286,They are just making it easy to pay back. I have <#> yrs to say but i can pay back earlier. You get?,0,107,32,3,making easy pay back lt gt yr say pay back earlier get +3287,Not to worry. I'm sure you'll get it.,0,37,12,2,worry sure get +3288,"The gas station is like a block away from my house, you'll drive right by it since armenia ends at swann and you have to take howard",0,132,29,1,gas station like block away house drive right since armenia end swann take howard +3289,"Someone U know has asked our dating service 2 contact you! Cant Guess who? CALL 09058097189 NOW all will be revealed. POBox 6, LS15HB 150p ",1,139,29,4,someone u know asked dating service 2 contact cant guess call 09058097189 revealed pobox 6 ls15hb 150p +3290,Camera - You are awarded a SiPix Digital Camera! call 09061221066 fromm landline. Delivery within 28 days,1,105,19,3,camera awarded sipix digital camera call 09061221066 fromm landline delivery within 28 day +3291,My tuition is at 330. Hm we go for the 1120 to 1205 one? Do you mind?,0,69,20,3,tuition hm go 1120 1205 one mind +3292,"I'm not smoking while people use ""wylie smokes too much"" to justify ruining my shit",0,83,18,1,smoking people use wylie smoke much justify ruining shit +3293,Dear good morning how you feeling dear,0,38,7,1,dear good morning feeling dear +3294,A little. Meds say take once every 8 hours. It's only been 5 but pain is back. So I took another. Hope I don't die,0,114,31,5,little med say take every 8 hour 5 pain back took another hope die +3295,"Beautiful tomorrow never comes.. When it comes, it's already TODAY.. In the hunt of beautiful tomorrow don't waste your wonderful TODAY.. GOODMORNING:)",0,151,30,3,beautiful tomorrow never come come already today hunt beautiful tomorrow waste wonderful today goodmorning +3296,Dunno lei ü all decide lor. How abt leona? Oops i tot ben is going n i msg him.,0,80,22,3,dunno lei ã¼ decide lor abt leona oops tot ben going n msg +3297,Hi there. We have now moved in2 our pub . Would be great 2 c u if u cud come up.,0,80,23,3,hi moved in2 pub would great 2 c u u cud come +3298,Todays Voda numbers ending 5226 are selected to receive a ?350 award. If you hava a match please call 08712300220 quoting claim code 1131 standard rates app ,1,157,29,2,today voda number ending 5226 selected receive 350 award hava match please call 08712300220 quoting claim code 1131 standard rate app +3299,This message is free. Welcome to the new & improved Sex & Dogging club! To unsubscribe from this service reply STOP. msgs@150p 18 only,1,134,29,4,message free welcome new improved sex dogging club unsubscribe service reply stop msg 150p 18 +3301,Just do what ever is easier for you,0,35,8,1,ever easier +3302,RCT' THNQ Adrian for U text. Rgds Vatian,1,40,10,2,rct thnq adrian u text rgds vatian +3303,Stop calling everyone saying I might have cancer. My throat hurts to talk. I can't be answering everyones calls. If I get one more call I'm not babysitting on Monday,0,165,35,4,stop calling everyone saying might cancer throat hurt talk ca answering everyones call get one call babysitting monday +3304,"It'll be tough, but I'll do what I have to",0,42,13,1,tough +3305,IM GONNAMISSU SO MUCH!!I WOULD SAY IL SEND U A POSTCARD BUTTHERES ABOUTAS MUCH CHANCE OF MEREMEMBERIN ASTHERE IS OFSI NOT BREAKIN HIS CONTRACT!! LUV Yaxx,0,153,31,3,im gonnamissu much would say il send u postcard buttheres aboutas much chance merememberin asthere ofsi breakin contract luv yaxx +3306,Ee msg na poortiyagi odalebeku: Hanumanji 7 name 1-Hanuman 2-Bajarangabali 3-Maruti 4-Pavanaputra 5-Sankatmochan 6-Ramaduth 7-Mahaveer ee 7 name <#> janarige ivatte kalisidare next saturday olage ondu good news keluviri...! Maretare inde 1 dodda problum nalli siguviri idu matra <#> % true.. Don't neglet.,0,320,61,2,ee msg na poortiyagi odalebeku hanumanji 7 name ee 7 name lt gt janarige ivatte kalisidare next saturday olage ondu good news keluviri maretare inde 1 dodda problum nalli siguviri idu matra lt gt true neglet +3307,HI DARLIN I FINISH AT 3 DO U 1 2 PICK ME UP OR MEET ME? TEXT BACK ON THIS NUMBER LUV KATE XXX,0,93,25,2,hi darlin finish 3 u 1 2 pick meet text back number luv kate xxx +3308,"Set a place for me in your heart and not in your mind, as the mind easily forgets but the heart will always remember. Wish you Happy Valentines Day!",0,148,32,2,set place heart mind mind easily forgets heart always remember wish happy valentine day +3309,But i'm surprised she still can guess right lor...,0,50,11,1,surprised still guess right lor +3310,Okie ü wan meet at bishan? Cos me at bishan now. I'm not driving today.,0,72,19,3,okie ã¼ wan meet bishan co bishan driving today +3312,HI DARLIN HOW WAS WORK DID U GET INTO TROUBLE? IJUST TALKED TO YOUR MUM ALL MORNING! I HAD A REALLY GOOD TIME LAST NIGHT IM GOIN OUT SOON BUT CALL ME IF U CAN,0,158,37,3,hi darlin work u get trouble ijust talked mum morning really good time last night im goin soon call u +3313,I know you are serving. I mean what are you doing now.,0,54,14,2,know serving mean +3314,"Huh... Hyde park not in mel ah, opps, got confused... Anyway, if tt's e best choice den we juz have to take it...",0,113,30,2,huh hyde park mel ah opps got confused anyway tt e best choice den juz take +3315,Oh gei. That happend to me in tron. Maybe ill dl it in 3d when its out,0,70,19,3,oh gei happend tron maybe ill dl 3d +3317,I know girls always safe and selfish know i got it pa. Thank you. good night.,0,77,19,3,know girl always safe selfish know got thank good night +3318,"No worries, hope photo shoot went well. have a spiffing fun at workage. ",0,72,16,2,worry hope photo shoot went well spiffing fun workage +3319,I'm freezing and craving ice. Fml,0,33,8,2,freezing craving ice fml +3320,Kay... Since we are out already ,0,32,7,2,kay since already +3321,Eh sorry leh... I din c ur msg. Not sad already lar. Me watching tv now. U still in office?,0,91,25,5,eh sorry leh din c ur msg sad already lar watching tv u still office +3322,Yo im right by yo work,0,22,6,1,yo im right yo work +3323,Ok darlin i supose it was ok i just worry too much.i have to do some film stuff my mate and then have to babysit again! But you can call me there.xx,0,148,33,2,ok darlin supose ok worry film stuff mate babysit call +3325,I don wake since. I checked that stuff and saw that its true no available spaces. Pls call the embassy or send a mail to them.,0,126,29,3,wake since checked stuff saw true available space pls call embassy send mail +3326,Nope... Juz off from work...,0,28,7,1,nope juz work +3327,Huh so fast... Dat means u havent finished painting?,0,52,11,1,huh fast dat mean u havent finished painting +3328, what number do u live at? Is it 11?,0,36,11,2,number u live 11 +3329,"No we put party 7 days a week and study lightly, I think we need to draw in some custom checkboxes so they know we're hardcore",0,126,28,1,put party 7 day week study lightly think need draw custom checkboxes know hardcore +3330,Sac will score big hundred.he is set batsman:-),0,47,11,1,sac score big set batsman +3331,Send me yetty's number pls.,0,27,7,1,send yetty number pls +3332,How much it will cost approx . Per month.,0,41,10,2,much cost approx per month +3333,Ok... The theory test? when are ü going to book? I think it's on 21 may. Coz thought wanna go out with jiayin. But she isnt free,0,129,34,6,ok theory test ã¼ going book think 21 may coz thought wan na go jiayin isnt free +3334,"You are being contacted by our dating service by someone you know! To find out who it is, call from a land line 09050000928. PoBox45W2TG150P",1,140,28,3,contacted dating service someone know find call land line pobox45w2tg150p +3335,"That's fine, have him give me a call if he knows what he wants or has any questions",0,83,20,1,fine give call know want question +3336,"Sorry, got a late start, we're on the way",0,41,12,1,sorry got late start way +3337,Then u go back urself lor...,0,28,7,1,u go back urself lor +3338,I AM AT THE GAS STATION. GO THERE.,0,34,10,2,gas station go +3339,"K, if u bored up just come to my home..",0,39,12,1,k u bored come home +3340,Babe !!!! I LOVE YOU !!!! *covers your face in kisses*,0,54,19,5,babe love cover face kiss +3341,"Like I made him throw up when we were smoking in our friend's car one time, it was awesome",0,90,21,1,like made throw smoking friend car one time awesome +3342,Still i have not checked it da. . .,0,35,10,3,still checked da +3343,You will go to walmart. I.ll stay.,0,34,9,2,go walmart stay +3344,"I haven't forgotten you, i might have a couple bucks to send you tomorrow, k? I love ya too",0,91,23,2,forgotten might couple buck send tomorrow k love ya +3345,Oh great. I.ll disturb him more so that we can talk.,0,52,13,2,oh great disturb talk +3346,Reverse is cheating. That is not mathematics.,0,45,9,2,reverse cheating mathematics +3347,U're welcome... Caught u using broken english again...,0,54,11,2,u welcome caught u using broken english +3348,No problem baby. Is this is a good time to talk? I called and left a message.,0,77,20,3,problem baby good time talk called left message +3350,Oh is it! Which brand?,0,22,7,2,oh brand +3351,Sorry i cant take your call right now. It so happens that there r 2waxsto do wat you want. She can come and ill get her medical insurance. And she'll be able to deliver and have basic care. I'm currently shopping for the right medical insurance for her. So just give me til friday morning. Thats when i.ll see the major person that can guide me to the right insurance.,0,368,79,7,sorry cant take call right happens r 2waxsto wat want come ill get medical insurance able deliver basic care currently shopping right medical insurance give til friday morning thats see major person guide right insurance +3352,At what time are you coming.,0,28,7,1,time coming +3353,Call him and say you not coming today ok and tell them not to fool me like this ok,0,82,19,1,call say coming today ok tell fool like ok +3354,I emailed yifeng my part oredi.. Can ü get it fr him..,0,55,14,1,emailed yifeng part oredi ã¼ get fr +3355,R u sure they'll understand that! Wine * good idea just had a slurp!,0,68,17,2,r u sure understand wine good idea slurp +3356,Minimum walk is 3miles a day.,0,29,7,1,minimum walk 3miles day +3357,Ok not a problem will get them a taxi. C ing tomorrow and tuesday. On tuesday think we r all going to the cinema. ,0,115,27,3,ok problem get taxi c ing tomorrow tuesday tuesday think r going cinema +3358,"Brainless Baby Doll..:-D;-), vehicle sariyag drive madoke barolla..",0,67,16,1,brainless baby doll vehicle sariyag drive madoke barolla +3360,Sorry I missed your call let's talk when you have the time. I'm on 07090201529,1,78,18,2,sorry missed call let talk time 07090201529 +3361,Please attend the phone:),0,25,6,1,please attend phone +3362,You only hate me. You can call any but you didnt accept even a single call of mine. Or even you messaged,0,104,24,3,hate call didnt accept even single call mine even messaged +3363,No messages on her phone. I'm holding it now,0,44,11,2,message phone holding +3364,Can... I'm free...,0,18,6,2,free +3365,"Yo my trip got postponed, you still stocked up?",0,47,11,1,yo trip got postponed still stocked +3367,I am waiting for your call sir.,0,31,8,1,waiting call sir +3368,Hey what are you doing. Y no reply pa..,0,39,11,2,hey reply pa +3369,"Hey elaine, is today's meeting still on?",0,40,10,1,hey elaine today meeting still +3370,Sorry i've not gone to that place. I.ll do so tomorrow. Really sorry.,0,69,17,3,sorry gone place tomorrow really sorry +3371,Most of the tiime when i don't let you hug me it's so i don't break into tears.,0,79,22,1,tiime let hug break tear +3372,Tomorrow i am not going to theatre. . . So i can come wherever u call me. . . Tell me where and when to come tomorrow,0,117,29,7,tomorrow going theatre come wherever u call tell come tomorrow +3373,And now electricity just went out fml.,0,38,8,1,electricity went fml +3374,"Looks like you found something to do other than smoke, great job!",0,65,14,1,look like found something smoke great job +3375,Also andros ice etc etc,0,23,5,1,also andros ice etc etc +3376,:) ,0,3,2,1, +3377,"Good afternon, my love. How are today? I hope your good and maybe have some interviews. I wake and miss you babe. A passionate kiss from across the sea",0,151,34,5,good afternon love today hope good maybe interview wake miss babe passionate kiss across sea +3378,Yup. Wun believe wat? U really neva c e msg i sent shuhui?,0,58,16,3,yup wun believe wat u really neva c e msg sent shuhui +3379,Hows that watch resizing,0,24,4,1,hows watch resizing +3380,Dear umma she called me now :-),0,31,9,1,dear umma called +3381,Just finished. Missing you plenty,0,33,6,2,finished missing plenty +3382,"complimentary 4 STAR Ibiza Holiday or £10,000 cash needs your URGENT collection. 09066364349 NOW from Landline not to lose out! Box434SK38WP150PPM18+",1,150,23,3,complimentary 4 star ibiza holiday cash need urgent collection 09066364349 landline lose +3383,"Well, I meant as opposed to my drunken night of before",0,54,12,1,well meant opposed drunken night +3384,K... Must book a not huh? so going for yoga basic on sunday?,0,60,16,2,k must book huh going yoga basic sunday +3385,FREE MSG:We billed your mobile number by mistake from shortcode 83332.Please call 08081263000 to have charges refunded.This call will be free from a BT landline,1,160,27,1,free msg billed mobile number mistake shortcode call 08081263000 charge call free bt landline +3386,Ok can...,0,9,3,1,ok +3387,"Oops - am at my mum's in somerset... Bit far! Back tomo, see you soon x",0,71,20,3,oops mum somerset bit far back tomo see soon x +3388,So u workin overtime nigpun?,0,28,6,1,u workin overtime nigpun +3389,Same as kallis dismissial in 2nd test:-).,0,41,11,1,kallis dismissial 2nd test +3390,O. Guess they both got screwd,0,29,7,2,guess got screwd +3391,Please CALL 08712402972 immediately as there is an urgent message waiting for you,1,81,13,1,please call 08712402972 immediately urgent message waiting +3393,What r u cooking me for dinner?,0,31,8,1,r u cooking dinner +3395,Bull. Your plan was to go floating off to IKEA with me without a care in the world. So i have to live with your mess another day.,0,129,31,3,bull plan go floating ikea without care world live mess another day +3396,Then i buy.,0,11,4,1,buy +3397,URGENT! Your Mobile number has been awarded with a £2000 Bonus Caller Prize. Call 09058095201 from land line. Valid 12hrs only,1,127,24,4,urgent mobile number awarded bonus caller prize call 09058095201 land line valid 12hrs +3398,Heehee that was so funny tho,0,28,6,1,heehee funny tho +3399,It only does simple arithmetic not percentages.,0,47,8,1,simple arithmetic percentage +3400,"Yeah we wouldn't leave for an hour at least, how's 4 sound?",0,59,16,1,yeah would leave hour least 4 sound +3402,Thanks honey. Have a great day.,0,31,8,2,thanks honey great day +3403,"'An Amazing Quote'' - ""Sometimes in life its difficult to decide whats wrong!! a lie that brings a smile or the truth that brings a tear....""",0,141,32,2,amazing quote sometimes life difficult decide whats wrong lie brings smile truth brings tear +3405,Then ü ask dad to pick ü up lar... Ü wan 2 stay until 6 meh...,0,65,18,1,ã¼ ask dad pick ã¼ lar wan 2 stay 6 meh +3406,"Jus chillaxin, what up",0,22,5,1,jus chillaxin +3407,"""HEY DAS COOL... IKNOW ALL 2 WELLDA PERIL OF STUDENTFINANCIAL CRISIS!SPK 2 U L8R.""",0,82,20,1,hey da cool iknow 2 wellda peril studentfinancial crisis spk 2 u l8r +3409,Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930705,1,157,29,2,want new nokia 3510i colour phone deliveredtomorrow 300 free minute mobile 100 free text free camcorder reply call 08000930705 +3410,"Whats that coming over the hill..... Is it a monster! Hope you have a great day. Things r going fine here, busy though! ",0,120,28,3,whats coming hill monster hope great day thing r going fine busy though +3411,Joy's father is John. Then John is the ____ of Joy's father. If u ans ths you hav <#> IQ. Tis s IAS question try to answer.,0,131,39,4,joy father john john joy father u an th hav lt gt iq ti ia question try answer +3412,Only once then after ill obey all yours.,0,40,9,1,ill obey +3413,No she didnt. I will search online and let you know.,0,52,13,2,didnt search online let know +3414,Where do you need to go to get it?,0,34,10,1,need go get +3415,No pic. Please re-send.,0,23,6,2,pic please +3417,Uhhhhrmm isnt having tb test bad when youre sick,0,48,9,1,uhhhhrmm isnt tb test bad youre sick +3418,But i haf enuff space got like 4 mb...,0,38,10,1,haf enuff space got like 4 mb +3419,LIFE has never been this much fun and great until you came in. You made it truly special for me. I won't forget you! enjoy @ one gbp/sms,1,136,32,4,life never much fun great came made truly special wo forget enjoy one +3420,Do you want a new Video phone? 600 anytime any network mins 400 Inclusive Video calls AND downloads 5 per week Free delTOMORROW call 08002888812 or reply NOW,1,157,29,2,want new video phone 600 anytime network min 400 inclusive video call downloads 5 per week free deltomorrow call 08002888812 reply +3421,"As a valued customer, I am pleased to advise you that following recent review of your Mob No. you are awarded with a £1500 Bonus Prize, call 09066368470",1,153,31,2,valued customer pleased advise following recent review mob awarded bonus prize call 09066368470 +3422,Welcome! Please reply with your AGE and GENDER to begin. e.g 24M,1,64,14,3,welcome please reply age gender begin 24m +3423,Freemsg: 1-month unlimited free calls! Activate SmartCall Txt: CALL to No: 68866. Subscriptn3gbp/wk unlimited calls Help: 08448714184 Stop?txt stop landlineonly,1,160,28,3,freemsg unlimited free call activate smartcall txt call unlimited call help 08448714184 stop txt stop landlineonly +3424,Had your mobile 10 mths? Update to latest Orange camera/video phones for FREE. Save £s with Free texts/weekend calls. Text YES for a callback orno to opt out,1,158,31,4,mobile 10 mths update latest orange phone free save free call text yes callback orno opt +3425,Am new 2 club & dont fink we met yet Will B gr8 2 C U Please leave msg 2day wiv ur area 09099726553 reply promised CARLIE x Calls£1/minMobsmore LKPOBOX177HP51FL,1,161,30,1,new 2 club dont fink met yet b gr8 2 c u please leave msg 2day wiv ur area 09099726553 reply promised carlie x lkpobox177hp51fl +3426,True. Its easier with her here.,0,31,8,2,true easier +3427,Sure but since my parents will be working on Tuesday I don't really need a cover story,0,86,18,1,sure since parent working tuesday really need cover story +3428,Haha okay... Today weekend leh... ,0,34,7,1,haha okay today weekend leh +3429,"""Hi darlin did youPhone me? Im atHome if youwanna chat.""",0,56,14,2,hi darlin youphone im athome youwanna chat +3430,I don't know jack shit about anything or i'd say/ask something helpful but if you want you can pretend that I did and just text me whatever in response to the hypotheticalhuagauahahuagahyuhagga,0,193,34,1,know jack shit anything something helpful want pretend text whatever response hypotheticalhuagauahahuagahyuhagga +3431,You've always been the brainy one.,0,34,8,1,always brainy one +3432,Yeah if we do have to get a random dude we need to change our info sheets to PARTY <#> /7 NEVER STUDY just to be safe,0,124,33,1,yeah get random dude need change info sheet party lt gt never study safe +3433,Camera - You are awarded a SiPix Digital Camera! call 09061221066 fromm landline. Delivery within 28 days.,1,106,20,3,camera awarded sipix digital camera call 09061221066 fromm landline delivery within 28 day +3434,"Christmas is An occasion that is Celebrated as a Reflection of UR... Values..., Desires..., Affections...& Traditions.... Have an ideal Christmas...",0,152,31,2,christmas occasion celebrated reflection ur value desire affection amp tradition ideal christmas +3435,Sending you greetings of joy and happiness. Do have a gr8 evening,0,65,13,2,sending greeting joy happiness gr8 evening +3436,"""Hi darlin i cantdo anythingtomorrow as myparents aretaking me outfor a meal. when are u free? Katexxx""",0,103,21,3,hi darlin cantdo anythingtomorrow myparents aretaking outfor meal u free katexxx +3437,If india win or level series means this is record:),0,51,12,1,india win level series mean record +3438,Then what about further plan?,0,29,6,1,plan +3439,Its good to hear from you,0,25,6,1,good hear +3440,"awesome, how do I deal with the gate? Charles told me last night but, uh, yeah",0,78,20,2,awesome deal gate charles told last night uh yeah +3441,What time you thinkin of goin?,0,30,7,1,time thinkin goin +3442,Get a FREE mobile video player FREE movie. To collect text GO to 89105. Its free! Extra films can be ordered t's and c's apply. 18 yrs only,1,139,34,5,get free mobile video player free movie collect text go free extra film ordered c apply 18 yr +3443,Save money on wedding lingerie at www.bridal.petticoatdreams.co.uk Choose from a superb selection with national delivery. Brought to you by WeddingFriend,1,153,21,2,save money wedding lingerie choose superb selection national delivery brought weddingfriend +3444,Your board is working fine. The issue of overheating is also reslove. But still software inst is pending. I will come around 8'o clock.,0,135,30,4,board working fine issue overheating also reslove still software inst pending come around 8 clock +3445,Yes but I don't care cause I know its there!,0,44,12,1,yes care cause know +3447,"Mon okie lor... Haha, best is cheap n gd food la, ex oso okie... Depends on whether wana eat western or chinese food... Den which u prefer... ",0,142,33,2,mon okie lor haha best cheap n gd food la ex oso okie depends whether wana eat western chinese food den u prefer +3448,Sitting ard nothing to do lor. U leh busy w work?,0,49,13,2,sitting ard nothing lor u leh busy w work +3449,Its <#> k here oh. Should i send home for sale.,0,54,19,2,lt gt k oh send home sale +3450,Sorry. || mail? || ,0,19,6,3,sorry mail +3451,Ya just telling abt tht incident..,0,34,7,1,ya telling abt tht incident +3452,Yes we were outside for like 2 hours. And I called my whole family to wake them up cause it started at 1 am,0,107,25,2,yes outside like 2 hour called whole family wake cause started 1 +3453,Ugh just got outta class,0,24,5,1,ugh got outta class +3454,"Nowadays people are notixiquating the laxinorficated opportunity for bambling of entropication.... Have you ever oblisingately opted ur books for the masteriastering amplikater of fidalfication? It is very champlaxigating, i think it is atrocious.. Wotz Ur Opinion???? Junna",0,274,45,3,nowadays people notixiquating laxinorficated opportunity bambling entropication ever oblisingately opted ur book masteriastering amplikater fidalfication champlaxigating think atrocious wotz ur opinion junna +3456,No need lar. Jus testing e phone card. Dunno network not gd i thk. Me waiting 4 my sis 2 finish bathing so i can bathe. Dun disturb u liao u cleaning ur room.,0,158,39,5,need lar jus testing e phone card dunno network gd thk waiting 4 si 2 finish bathing bathe dun disturb u liao u cleaning ur room +3457,Ok. I.ll do you right later.,0,28,7,1,right later +3459,Have your lunch and come quickly and open the door:),0,52,12,1,lunch come quickly open door +3460,Not heard from U4 a while. Call me now am here all night with just my knickers on. Make me beg for it like U did last time 01223585236 XX Luv Nikiyu4.net,1,153,34,3,heard u4 call night knickers make beg like u last time 01223585236 xx luv +3461,I am back. Bit long cos of accident on a30. Had to divert via wadebridge.I had a brilliant weekend thanks. Speak soon. Lots of love,0,131,29,5,back bit long co accident a30 divert via brilliant weekend thanks speak soon lot love +3462,"K.. I yan jiu liao... Sat we can go 4 bugis vill one frm 10 to 3 den hop to parco 4 nb. Sun can go cine frm 1030 to 2, den hop to orc mrt 4 hip hop at 4...",0,155,46,4,k yan jiu liao sat go 4 bugis vill one frm 10 3 den hop parco 4 nb sun go cine frm 1030 2 den hop orc mrt 4 hip hop 4 +3463,Bloomberg -Message center +447797706009 Why wait? Apply for your future http://careers. bloomberg.com,1,101,16,3,bloomberg center wait apply future http +3464,i am seeking a lady in the street and a freak in the sheets. Is that you?,0,73,19,2,seeking lady street freak sheet +3465,My phone,0,8,2,1,phone +3466,"Haha figures, well I found the piece and priscilla's bowl",0,57,12,1,haha figure well found piece priscilla bowl +3467,"Actually fuck that, just do whatever, do find an excuse to be in tampa at some point before january though",0,106,22,1,actually fuck whatever find excuse tampa point january though +3469,yay! finally lol. i missed our cinema trip last week :-(,0,56,15,3,yay finally lol missed cinema trip last week +3470,All day working day:)except saturday and sunday..,0,49,11,1,day working day except saturday sunday +3472,Heart is empty without love.. Mind is empty without wisdom.. Eyes r empty without dreams & Life is empty without frnds.. So Alwys Be In Touch. Good night & sweet dreams,0,176,39,5,heart empty without love mind empty without wisdom eye r empty without dream amp life empty without frnds alwys touch good night amp sweet dream +3473,"I think I‘m waiting for the same bus! Inform me when you get there, if you ever get there.",0,92,22,2,think waiting bus inform get ever get +3474,You getting back any time soon?,0,31,7,1,getting back time soon +3475,", how's things? Just a quick question.",0,38,10,2,thing quick question +3477,"I can probably come by, everybody's done around <#> right?",0,66,19,1,probably come everybody done around lt gt right +3478,I got it before the new year cos yetunde said she wanted to surprise you with it but when i didnt see money i returned it mid january before the <#> day return period ended.,0,180,42,1,got new year co yetunde said wanted surprise didnt see money returned mid january lt gt day return period ended +3479,I can ask around but there's not a lot in terms of mids up here,0,63,16,1,ask around lot term mids +3480,Be sure to check your yahoo email. We sent photos yesterday,0,59,12,2,sure check yahoo email sent photo yesterday +3481,What was she looking for?,0,25,6,1,looking +3482,Wherre's my boytoy ? :-(,0,24,8,2,wherre boytoy +3483,Do you want a NEW video phone750 anytime any network mins 150 text for only five pounds per week call 08000776320 now or reply for delivery tomorrow,1,148,27,1,want new video phone750 anytime network min 150 text five pound per week call 08000776320 reply delivery tomorrow +3484,"Hello, my love! How goes that day ? I wish your well and fine babe and hope that you find some job prospects. I miss you, boytoy ... *a teasing kiss*",0,149,37,4,hello love go day wish well fine babe hope find job prospect miss boytoy teasing kiss +3485,Tell my bad character which u Dnt lik in me. I'll try to change in <#> . I ll add tat 2 my new year resolution. Waiting for ur reply.Be frank...good morning.,0,165,44,4,tell bad character u dnt lik try change lt gt add tat 2 new year resolution waiting ur frank good morning +3487,"Yeah, probably earlier than that",0,32,6,1,yeah probably earlier +3488,Change windows logoff sound..,0,29,5,1,change window logoff sound +3490,I'm also came to room.,0,22,7,1,also came room +3491,Huh but i got lesson at 4 lei n i was thinkin of going to sch earlier n i tot of parkin at kent vale... ,0,105,26,1,huh got lesson 4 lei n thinkin going sch earlier n tot parkin kent vale +3493,I will reach office around <DECIMAL> . & my mobile have problem. You cann't get my voice. So call you asa i'll free,0,126,35,4,reach office around lt decimal gt amp mobile problem get voice call asa free +3494,"Cool, text me when you head out",0,31,8,1,cool text head +3495,"You are being contacted by our dating service by someone you know! To find out who it is, call from a land line 09050000878. PoBox45W2TG150P",1,140,28,3,contacted dating service someone know find call land line pobox45w2tg150p +3496,"Wan2 win a Meet+Greet with Westlife 4 U or a m8? They are currently on what tour? 1)Unbreakable, 2)Untamed, 3)Unkempt. Text 1,2 or 3 to 83049. Cost 50p +std text",1,161,42,5,wan2 win westlife 4 u m8 currently tour 1 unbreakable 2 untamed 3 unkempt text 3 cost 50p text +3497,Happy birthday... May u find ur prince charming soon n dun work too hard...,0,75,16,1,happy birthday may u find ur prince charming soon n dun work hard +3498,"Oh, the grand is having a bit of a party but it doesn't mention any cover charge so it's probably first come first served",0,121,27,1,oh grand bit party mention cover charge probably first come first served +3499,You said to me before i went back to bed that you can't sleep for anything.,0,75,18,1,said went back bed ca sleep anything +3500,I hope you arnt pissed off but id would really like to see you tomorrow. Love me xxxxxxxxxxxxxX,0,95,19,2,hope arnt pissed id would really like see tomorrow love xxxxxxxxxxxxxx +3501,Dorothy@kiefer.com (Bank of Granite issues Strong-Buy) EXPLOSIVE PICK FOR OUR MEMBERS *****UP OVER 300% *********** Nasdaq Symbol CDGT That is a $5.00 per..,1,156,45,1,dorothy bank granite issue explosive pick member 300 nasdaq symbol cdgt per +3502,says the <#> year old with a man and money. I'm down to my last <#> . Still waiting for that check.,0,114,37,3,say lt gt year old man money last lt gt still waiting check +3503,I will come to ur home now,0,26,7,1,come ur home +3504,Free any day but i finish at 6 on mon n thurs...,0,48,13,1,free day finish 6 mon n thurs +3505,Will you be here for food,0,25,6,1,food +3506,"life alle mone,eppolum oru pole allalo",0,38,8,1,life alle mone eppolum oru pole allalo +3507,Nite...,0,7,2,1,nite +3508,"Two fundamentals of cool life: ""Walk, like you are the KING""...! OR ""Walk like you Dont care,whoever is the KING""!... Gud nyt",0,125,34,3,two fundamental cool life walk like king walk like dont care whoever king gud nyt +3509,"Camera quite good, 10.1mega pixels, 3optical and 5digital dooms. Have a lovely holiday, be safe and i hope you hav a good journey! Happy new year to you both! See you in a couple of weeks! ",0,189,43,4,camera quite good pixel 3optical 5digital doom lovely holiday safe hope hav good journey happy new year see couple week +3510,Hi Petey!noi’m ok just wanted 2 chat coz avent spoken 2 u 4 a long time-hope ur doin alrite.have good nit at js love ya am.x,0,125,28,1,hi petey ok wanted 2 chat coz avent spoken 2 u 4 long ur doin good nit j love ya +3511,I just saw ron burgundy captaining a party boat so yeah,0,55,11,1,saw ron burgundy captaining party boat yeah +3512,I'm serious. You are in the money base,0,38,10,2,serious money base +3513,Already one guy loving you:-.,0,29,8,1,already one guy loving +3514,Staff of placement training in Amrita college.,0,46,8,1,staff placement training amrita college +3515,I always chat with you. In fact i need money can you raise me?,0,62,16,2,always chat fact need money raise +3516,I'm job profile seems like bpo..,0,32,8,1,job profile seems like bpo +3517,"Well, I was about to give up cos they all said no they didn‘t do one nighters. I persevered and found one but it is very cheap so i apologise in advance. It is just somewhere to sleep isnt it?",0,194,44,3,well give co said one nighters persevered found one cheap apologise advance somewhere sleep isnt +3518,"So you think i should actually talk to him? Not call his boss in the morning? I went to this place last year and he told me where i could go and get my car fixed cheaper. He kept telling me today how much he hoped i would come back in, how he always regretted not getting my number, etc.",0,287,66,4,think actually talk call bos morning went place last year told could go get car fixed cheaper kept telling today much hoped would come back always regretted getting number etc +3519,Are you willing to go for apps class.,0,37,9,1,willing go apps class +3520,Hanging out with my brother and his family,0,42,8,1,hanging brother family +3521,No it will reach by 9 only. She telling she will be there. I dont know,0,70,18,3,reach 9 telling dont know +3522,Hey... are you going to quit soon? Xuhui and i working till end of the month ,0,77,18,2,hey going quit soon xuhui working till end month +3523,"Im sorry bout last nite it wasn’t ur fault it was me, spouse it was pmt or sumthin! U 4give me? I think u shldxxxx",0,115,28,3,im sorry bout last nite ur fault spouse pmt sumthin u 4give think u shldxxxx +3524,Try neva mate!!,0,15,5,2,try neva mate +3525,Yeah that'd pretty much be the best case scenario,0,49,10,1,yeah pretty much best case scenario +3526,I not free today i haf 2 pick my parents up tonite...,0,53,13,1,free today haf 2 pick parent tonite +3527,"""HEY BABE! FAR 2 SPUN-OUT 2 SPK AT DA MO... DEAD 2 DA WRLD. BEEN SLEEPING ON DA SOFA ALL DAY, HAD A COOL NYTHO, TX 4 FONIN HON, CALL 2MWEN IM BK FRMCLOUD 9! J X""",0,161,46,4,hey babe far 2 2 spk da mo dead 2 da wrld sleeping da sofa day cool nytho tx 4 fonin hon call 2mwen im bk frmcloud 9 j x +3528,Should i send you naughty pix? :),0,33,9,2,send naughty pix +3529,"You are a £1000 winner or Guaranteed Caller Prize, this is our Final attempt to contact you! To Claim Call 09071517866 Now! 150ppmPOBox10183BhamB64XE",1,150,26,3,winner guaranteed caller prize final attempt contact claim call 09071517866 150ppmpobox10183bhamb64xe +3530,"Xmas & New Years Eve tickets are now on sale from the club, during the day from 10am till 8pm, and on Thurs, Fri & Sat night this week. They're selling fast!",1,157,38,2,xmas new year eve ticket sale club day 10am till 8pm thurs fri sat night week selling fast +3531,"Tyler (getting an 8th) has to leave not long after 9, can you get here in like an hour?",0,87,23,1,tyler getting 8th leave long 9 get like hour +3532,Prepare to be pounded every night...,0,36,7,1,prepare pounded every night +3533,"Actually, my mobile is full of msg. And i m doing a work online, where i need to send them <#> sent msg i wil explain u later.",0,134,38,2,actually mobile full msg work online need send lt gt sent msg wil explain u later +3535,Good evening! How are you?,0,26,7,2,good evening +3536,I'm at home. Please call,0,24,7,2,home please call +3537,Oic cos me n my sis got no lunch today my dad went out... So dunno whether 2 eat in sch or wat...,0,97,25,2,oic co n si got lunch today dad went dunno whether 2 eat sch wat +3538,"Mmmmm ... It was sooooo good to wake to your words this morning, my Love!! Mmmm fuck ... I love you too, my Lion ... *devouring kiss from across the sea*",0,153,37,4,mmmmm sooooo good wake word morning love mmmm fuck love lion devouring kiss across sea +3539,We are pleased to inform that your application for Airtel Broadband is processed successfully. Your installation will happen within 3 days.,0,139,23,2,pleased inform application airtel broadband processed successfully installation happen within 3 day +3540,What happen dear. Why you silent. I am tensed,0,45,11,3,happen dear silent tensed +3541,"I'll get there at 3, unless you guys want me to come some time sooner",0,69,17,1,get 3 unless guy want come time sooner +3542,If you are not coughing then its nothing,0,40,8,1,coughing nothing +3543,Ü come lt 25 n pass to me lar,0,30,9,1,come lt 25 n pas lar +3544,I'm e person who's doing e sms survey...,0,40,11,1,e person e sm survey +3545,Lol ok ill try to send. Be warned Sprint is dead slow. You'll prolly get it tomorrow,0,84,20,3,lol ok ill try send warned sprint dead slow prolly get tomorrow +3546,Thank You meet you monday,0,25,5,1,thank meet monday +3547,SO IS TH GOWER MATE WHICH IS WHERE I AM!?! HOW R U MAN? ALL IS GOOD IN WALES ILL B BACK ‘MORROW. C U THIS WK? WHO WAS THE MSG 4? – RANDOM!,0,140,42,6,th gower mate r u man good wale ill b back c u wk msg 4 random +3548,"Rock yr chik. Get 100's of filthy films &XXX pics on yr phone now. rply FILTH to 69669. Saristar Ltd, E14 9YT 08701752560. 450p per 5 days. Stop2 cancel",1,152,37,6,rock yr chik get 100 filthy film xxx pic yr phone rply filth saristar ltd e14 9yt 08701752560 450p per 5 day stop2 cancel +3550,"I got like $ <#> , I can get some more later though. Get whatever you feel like",0,85,25,2,got like lt gt get later though get whatever feel like +3551,"Dad wanted to talk about the apartment so I got a late start, omw now",0,69,16,1,dad wanted talk apartment got late start omw +3552,I love you both too :-),0,23,8,1,love +3553,Lol u still feeling sick?,0,25,6,1,lol u still feeling sick +3554,Din i tell u jus now 420,0,24,7,1,din tell u jus 420 +3555,am up to my eyes in philosophy,0,30,7,1,eye philosophy +3556,From next month get upto 50% More Calls 4 Ur standard network charge 2 activate Call 9061100010 C Wire3.net 1st4Terms PoBox84 M26 3UZ Cost £1.50 min MobcudB more,1,162,29,1,next month get upto 50 call 4 ur standard network charge 2 activate call 9061100010 c 1st4terms pobox84 m26 3uz cost min mobcudb +3557,Ok lor. I'm in town now lei.,0,28,10,2,ok lor town lei +3558,I had it already..sabarish asked me to go..,0,43,11,1,already sabarish asked go +3559,No da. . Vijay going to talk in jaya tv,0,39,11,3,da vijay going talk jaya tv +3560,URGENT! We are trying to contact U Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050000460 from land line. Claim J89. po box245c2150pm,1,157,31,5,urgent trying contact u today draw show prize guaranteed call 09050000460 land line claim j89 po box245c2150pm +3561,Lol I know! Hey someone did a great inpersonation of flea on the forums. I love it!,0,83,20,3,lol know hey someone great inpersonation flea forum love +3562,Text BANNEDUK to 89555 to see! cost 150p textoperator g696ga 18+ XXX,1,68,13,2,text banneduk 89555 see cost 150p textoperator g696ga xxx +3563,Still chance there. If you search hard you will get it..let have a try :),0,73,19,2,still chance search hard get let try +3564,"Auction round 4. The highest bid is now £54. Next maximum bid is £71. To bid, send BIDS e. g. 10 (to bid £10) to 83383. Good luck.",1,133,36,5,auction round highest bid next maximum bid bid send bid 10 bid good luck +3565,Do you always celebrate NY's with your family ?,0,47,10,1,always celebrate ny family +3566,"We know TAJ MAHAL as symbol of love. But the other lesser known facts 1. Mumtaz was Shahjahan's 4th wife, out of his 7 wifes. 2. Shahjahan killed Mumtaz's husband to marry her. 3. Mumtaz died in her <#> th delivery. 4. He then married Mumtaz's sister. Question arises where the Hell is the LOVE?:-| -The Great Hari-",0,322,80,11,know taj mahal symbol love lesser known fact mumtaz shahjahan 4th wife 7 wife shahjahan killed mumtaz husband marry mumtaz died lt gt th delivery married mumtaz sister question arises hell love great +3567,Its ok..come to my home it vl nice to meet and v can chat..,0,59,17,1,ok come home vl nice meet v chat +3568,Collect your VALENTINE'S weekend to PARIS inc Flight & Hotel + £200 Prize guaranteed! Text: PARIS to No: 69101. www.rtf.sphosting.com,1,134,24,2,collect valentine weekend paris inc flight hotel prize guaranteed text paris +3569,Sent me de webadres for geting salary slip,0,42,8,1,sent de webadres geting salary slip +3570,She's fine. Sends her greetings,0,31,7,2,fine sends greeting +3571,Customer Loyalty Offer:The NEW Nokia6650 Mobile from ONLY £10 at TXTAUCTION! Txt word: START to No: 81151 & get yours Now! 4T&Ctxt TC 150p/MTmsg,1,145,32,3,customer loyalty offer new nokia6650 mobile txtauction txt word start 81151 get 4t ctxt tc +3572,But you dint in touch with me.,0,30,8,1,dint touch +3573,"Yup, leaving right now, be back soon",0,36,9,1,yup leaving right back soon +3574,You won't believe it but it's true. It's Incredible Txts! Reply G now to learn truly amazing things that will blow your mind. From O2FWD only 18p/txt,1,149,33,4,wo believe true incredible txts reply g learn truly amazing thing blow mind o2fwd +3575,Yeah sure I'll leave in a min,0,29,8,1,yeah sure leave min +3576,And do you have any one that can teach me how to ship cars.,0,59,15,1,one teach ship car +3577,"The sign of maturity is not when we start saying big things.. But actually it is, when we start understanding small things... *HAVE A NICE EVENING* BSLVYL",0,154,32,2,sign maturity start saying big thing actually start understanding small thing nice evening bslvyl +3578,Yeah confirmed for you staying at that weekend,0,47,8,1,yeah confirmed staying weekend +3579,They said ü dun haf passport or smth like dat.. Or ü juz send to my email account.. ,0,87,20,1,said ã¼ dun haf passport smth like dat ã¼ juz send email account +3580,"Multiply the numbers independently and count decimal points then, for the division, push the decimal places like i showed you.",0,126,23,1,multiply number independently count decimal point division push decimal place like showed +3581,"Have a lovely night and when you wake up to see this message, i hope you smile knowing all is as should be. Have a great morning",0,128,29,2,lovely night wake see message hope smile knowing great morning +3582,Ard 4 lor...,0,12,4,1,ard 4 lor +3583,You are right. Meanwhile how's project twins comin up,0,53,11,2,right meanwhile project twin comin +3584,I sent your maga that money yesterday oh.,0,41,9,1,sent maga money yesterday oh +3587,I am hot n horny and willing I live local to you - text a reply to hear strt back from me 150p per msg Netcollex LtdHelpDesk: 02085076972 reply Stop to end,1,155,33,1,hot n horny willing live local text reply hear strt back 150p per msg netcollex ltdhelpdesk 02085076972 reply stop end +3588,Our ride equally uneventful - not too many of those pesky cyclists around at that time of night ;).,0,99,21,1,ride equally uneventful many pesky cyclist around time night +3589,If you were/are free i can give. Otherwise nalla adi entey nattil kittum,0,72,14,2,free give otherwise nalla adi entey nattil kittum +3590,I've sent my wife your text. After we buy them she'll tell you what to do. So just relax. We should go get them this wkend.,0,123,32,4,sent wife text buy tell relax go get wkend +3591,I am in escape theatre now. . Going to watch KAVALAN in a few minutes,0,69,16,3,escape theatre going watch kavalan minute +3592,How much would it cost to hire a hitman,0,39,9,1,much would cost hire hitman +3593,I anything lor...,0,17,4,1,anything lor +3595,Do you want a New Nokia 3510i Colour Phone Delivered Tomorrow? With 200 FREE minutes to any mobile + 100 FREE text + FREE camcorder Reply or Call 08000930705,1,157,30,2,want new nokia 3510i colour phone delivered tomorrow 200 free minute mobile 100 free text free camcorder reply call 08000930705 +3596,Huh but i cant go 2 ur house empty handed right?,0,48,12,1,huh cant go 2 ur house empty handed right +3597,Good morning princess! Happy New Year!,0,38,8,2,good morning princess happy new year +3598,Congratulations YOU'VE Won. You're a Winner in our August £1000 Prize Draw. Call 09066660100 NOW. Prize Code 2309.,1,115,24,4,congratulation winner august prize draw call 09066660100 prize code 2309 +3599,"Aight, we'll head out in a few",0,30,9,1,aight head +3600,Then wat r u doing now? Busy wif work?,0,38,11,2,wat r u busy wif work +3601,I know you mood off today,0,25,6,1,know mood today +3602,"Jay told me already, will do",0,28,7,1,jay told already +3603,Cps is causing the outages to conserve energy.,0,46,9,1,cps causing outage conserve energy +3604,"I'm not sure, I was just checking out what was happening around the area",0,72,16,1,sure checking happening around area +3605,Hey morning what you come to ask:-) pa...,0,41,12,1,hey morning come ask pa +3606,Jordan got voted out last nite!,0,31,7,1,jordan got voted last nite +3607,"That means you got an A in epi, she.s fine. She.s here now.",0,59,16,2,mean got epi fine +3608,I have no idea where you are,0,28,7,1,idea +3609,Pls come quick cant bare this.,0,30,7,1,pls come quick cant bare +3611,"Call me. I m unable to cal. Lets meet bhaskar, and deep",0,55,15,3,call unable cal let meet bhaskar deep +3612,No. I.ll meet you in the library,0,32,8,2,meet library +3613,"K, my roommate also wants a dubsack and another friend may also want some so plan on bringing extra, I'll tell you when they know for sure",0,138,30,1,k roommate also want dubsack another friend may also want plan bringing extra tell know sure +3614,Depends on individual lor e hair dresser say pretty but my parents say look gong. U kaypoh.. I also dunno wat she collecting.,0,125,26,3,depends individual lor e hair dresser say pretty parent say look gong u kaypoh also dunno wat collecting +3615,Ok c ü then.,0,13,5,1,ok c ã¼ +3616,I enjoy watching and playing football and basketball. Anything outdoors. And you?,0,81,15,3,enjoy watching playing football basketball anything outdoors +3617,"Can you please ask macho what his price range is, does he want something new or used plus it he only interfued in the blackberry bold <#> or any bb",0,155,37,1,please ask macho price range want something new used plus interfued blackberry bold lt gt bb +3618,Sorry sent blank msg again. Yup but trying 2 do some serious studying now.,0,74,16,2,sorry sent blank msg yup trying 2 serious studying +3619,Hey check it da. I have listed da.,0,34,10,2,hey check da listed da +3620,8007 25p 4 Alfie Moon's Children in Need song on ur mob. Tell ur m8s. Txt TONE CHARITY to 8007 for nokias or POLY CHARITY for polys :zed 08701417012 profit 2 charity ,1,166,36,3,8007 25p 4 alfie moon child need song ur mob tell ur m8s txt tone charity 8007 nokias poly charity polys zed 08701417012 profit 2 charity +3621,I meant as an apology from me for texting you to get me drugs at <#> at night,0,84,24,1,meant apology texting get drug lt gt night +3622,That means from february to april i'll be getting a place to stay down there so i don't have to hustle back and forth during audition season as i have since my sister moved away from harlem.,0,190,40,1,mean february april getting place stay hustle back forth audition season since sister moved away harlem +3623,Goin to workout lor... Muz lose e fats... ,0,42,10,1,goin workout lor muz lose e fat +3624,"Damn, poor zac doesn't stand a chance",0,37,9,1,damn poor zac stand chance +3626,I want to tel u one thing u should not mistake me k THIS IS THE MESSAGE THAT YOU SENT:),0,87,22,1,want tel u one thing u mistake k message sent +3627,Yeah right! I'll bring my tape measure fri!,0,43,11,2,yeah right bring tape measure fri +3630,Should I head straight there or what,0,36,7,1,head straight +3631,Get the official ENGLAND poly ringtone or colour flag on yer mobile for tonights game! Text TONE or FLAG to 84199. Optout txt ENG STOP Box39822 W111WX £1.50,1,157,30,3,get official england poly ringtone colour flag yer mobile tonight game text tone flag optout txt eng stop box39822 w111wx +3632,Thank you princess! You are so sexy...,0,38,9,2,thank princess sexy +3633,Oooh I got plenty of those!,0,27,7,1,oooh got plenty +3634,Hui xin is in da lib.,0,21,7,1,hui xin da lib +3635,Its a big difference. <#> versus <#> every <#> hrs,0,73,29,2,big difference lt gt versus lt gt every lt gt hr +3636,"It's not that you make me cry. It's just that when all our stuff happens on top of everything else, it pushes me over the edge. You don't underdtand how often i cry over my sorry, sorry life.",0,191,46,3,make cry stuff happens top everything else push edge underdtand often cry sorry sorry life +3637,"""ME 2 BABE I FEEL THE SAME LETS JUST 4GET ABOUT IT+BOTH TRY +CHEER UP+NOT FIT SOO MUCHXXLOVE U LOCAXX""",0,102,22,1,2 babe feel let 4get try fit soo muchxxlove u locaxx +3638,You know what hook up means right?,0,34,8,1,know hook mean right +3639,"Customer service announcement. We recently tried to make a delivery to you but were unable to do so, please call 07090298926 to re-schedule. Ref:9307622",1,152,27,3,customer service announcement recently tried make delivery unable please call 07090298926 +3640,Wat's da model num of ur phone?,0,31,9,1,wat da model num ur phone +3641,He's really into skateboarding now despite the fact that he gets thrown off of it and winds up with bandages and shit all over his arms every five minutes,0,154,30,1,really skateboarding despite fact get thrown wind bandage shit arm every five minute +3642,"You can stop further club tones by replying ""STOP MIX"" See my-tone.com/enjoy. html for terms. Club tones cost GBP4.50/week. MFL, PO Box 1146 MK45 2WT (2/3)",1,155,34,4,stop club tone replying stop mix see html term club tone cost mfl po box 1146 mk45 2wt +3643,My house here e sky quite dark liao... If raining then got excuse not 2 run already rite... Hee...,0,98,22,2,house e sky quite dark liao raining got excuse 2 run already rite hee +3644,"Sorry, left phone upstairs. OK, might be hectic but would be all my birds with one fell swoop. It's a date.",0,107,27,3,sorry left phone upstairs ok might hectic would bird one fell swoop date +3645,* Thought I didn't see you.,0,27,8,1,thought see +3646,wamma get laid?want real doggin locations sent direct to your mobile? join the UKs largest dogging network. txt dogs to 69696 now!nyt. ec2a. 3lp £1.50/msg.,1,156,34,5,wamma get laid want real doggin location sent direct mobile join uk largest dogging network txt dog 69696 nyt ec2a 3lp +3647,Carlos says we can pick up from him later so yeah we're set,0,59,14,1,carlos say pick later yeah set +3648,"Hey babe, my friend had to cancel, still up for a visit ?",0,57,15,1,hey babe friend cancel still visit +3650,Hmm ill have to think about it... ok you're forgiven! =D,0,56,14,2,hmm ill think ok forgiven +3651,"We are hoping to get away by 7, from Langport. You still up for town tonight?",0,77,19,2,hoping get away 7 langport still town tonight +3652,Want to send me a virtual hug?... I need one,0,44,12,2,want send virtual hug need one +3653,"Probably not, still going over some stuff here",0,46,9,1,probably still going stuff +3654,It has issues right now. Ill fix for her by tomorrow.,0,53,13,2,issue right ill fix tomorrow +3655,Why i come in between you people,0,32,7,1,come people +3656,Senthil group company Apnt 5pm.,0,31,6,1,senthil group company apnt 5pm +3657,Oh really?? Did you make it on air? What's your talent?,0,55,16,3,oh really make air talent +3658,Studying. But i.ll be free next weekend.,0,40,9,2,studying free next weekend +3659,R u here yet? I'm wearing blue shirt n black pants.,0,51,14,2,r u yet wearing blue shirt n black pant +3660,Wait.i will come out.. <#> min:),0,39,15,1,come lt gt min +3661,I will reach ur home in <#> minutes,0,43,14,1,reach ur home lt gt minute +3662,Well then you have a great weekend!,0,35,8,1,well great weekend +3663,"What are you doing in langport? Sorry, but I'll probably be in bed by 9pm. It sucks being ill at xmas! When do you and go2sri lanka? ",0,133,33,4,langport sorry probably bed 9pm suck ill xmas go2sri lanka +3664,"Frnd s not juz a word.....not merely a relationship.....its a silent promise which says ... "" I will be with YOU "" Wherevr.. Whenevr.. Forevr... Gudnyt dear..",0,158,35,1,frnd juz word merely relationship silent promise say wherevr whenevr forevr gudnyt dear +3665,Huh? 6 also cannot? Then only how many mistakes?,0,48,13,3,huh 6 also many mistake +3666,Ha... U jus ate honey ar? So sweet...,0,37,11,2,ha u jus ate honey ar sweet +3667,I'm turning off my phone. My moms telling everyone I have cancer. And my sister won't stop calling. It hurts to talk. Can't put up with it. See u when u get home. Love u,0,169,44,7,turning phone mom telling everyone cancer sister wo stop calling hurt talk ca put see u u get home love u +3668,"Honey ? Sweetheart ? Darling ? Sexy buns ? Sugar plum ? Loverboy ? I miss you, boytoy ... *smacks your ass* Did you go to the gym too ?",0,135,33,7,honey sweetheart darling sexy bun sugar plum loverboy miss boytoy smack as go gym +3669,Thanks for loving me so. You rock,0,33,8,2,thanks loving rock +3670,Yeah imma come over cause jay wants to do some drugs,0,52,11,1,yeah imma come cause jay want drug +3671,Ok thanx... Take care then...,0,29,7,1,ok thanx take care +3672,Yup. Thk of u oso boring wat.,0,29,9,2,yup thk u oso boring wat +3673," came to look at the flat, seems ok, in his 50s? * Is away alot wiv work. Got woman coming at 6.30 too.",0,103,28,3,came look flat seems ok 50 away alot wiv work got woman coming +3674,Moji just informed me that you saved our lives. Thanks.,0,55,12,2,moji informed saved life thanks +3676,Whos this am in class:-),0,24,8,1,who class +3677,Hey r ü still online? I've finished the formatting...,0,54,12,2,hey r ã¼ still online finished formatting +3678,Great! So what attracts you to the brothas?,0,43,10,2,great attracts brothas +3679,Promotion Number: 8714714 - UR awarded a City Break and could WIN a £200 Summer Shopping spree every WK. Txt STORE to 88039 . SkilGme. TsCs087147403231Winawk!Age16 £1.50perWKsub,1,179,32,4,promotion number 8714714 ur awarded city break could win summer shopping spree every wk txt store 88039 skilgme tscs087147403231winawk age16 +3682,LOL what happens in Vegas stays in vegas,0,40,8,1,lol happens vega stay vega +3683,"Hello, hello, hi lou sorry it took so long 2 reply- I left mobile at friends in Lancaster, just got it bak Neway im sorry I couldn’t make ur b’day 2 hun!",0,155,36,1,hello hello hi lou sorry took long 2 left mobile friend lancaster got bak neway im sorry make ur 2 hun +3684,When did i use soc... I use it only at home... Ü dunno how 2 type it in word ar...,0,83,23,2,use soc use home dunno 2 type word ar +3685,Dad says hurry the hell up,0,26,6,1,dad say hurry hell +3686,Wake me up at <#> am morning:),0,38,15,1,wake lt gt morning +3687,"I get out of class in bsn in like <#> minutes, you know where advising is?",0,82,24,1,get class bsn like lt gt minute know advising +3688,Great! I shoot big loads so get ready!,0,38,10,2,great shoot big load get ready +3689,I'll meet you in the lobby,0,26,7,1,meet lobby +3690,You still coming tonight?,0,25,5,1,still coming tonight +3691,What happen dear tell me,0,24,5,1,happen dear tell +3692,"Sir, i am waiting for your call, once free please call me.",0,58,15,1,sir waiting call free please call +3694,I was about to do it when i texted. I finished a long time ago and showered and er'ything!,0,90,21,2,texted finished long time ago showered +3695,Ok im not sure what time i finish tomorrow but i wanna spend the evening with you cos that would be vewy vewy lubly! Love me xxx,0,128,29,2,ok im sure time finish tomorrow wan na spend evening co would vewy vewy lubly love xxx +3696,"Hello, As per request from <#> Rs.5 has been transfered to you",0,70,19,1,hello per request lt gt transfered +3697,I am in tirupur. call you da.,0,30,9,2,tirupur call da +3698,You are a winner you have been specially selected to receive £1000 cash or a £2000 award. Speak to a live operator to claim call 087147123779am-7pm. Cost 10p,1,159,30,3,winner specially selected receive cash award speak live operator claim call cost 10p +3699,S:)but he had some luck.2 catches put down:),0,44,13,1,catch put +3700,How i noe... Did ü specify da domain as nusstu... Ü still in sch...,0,69,17,1,noe ã¼ specify da domain nusstu still sch +3701,Oh...i asked for fun. Haha...take care. ü,0,42,13,3,oh asked fun haha take care ã¼ +3702,Shall i get my pouch?,0,21,6,1,shall get pouch +3703,Hey loverboy! I love you !! I had to tell ... I look at your picture and ache to feel you between my legs ... Fuck I want you ... I need you ... I crave you .,0,158,40,7,hey loverboy love tell look picture ache feel leg fuck want need crave +3704,"How is my boy? No sweet words left for me this morning ... *sighs* ... How goes you day, my love ? Did you start your studying?",0,127,32,3,boy sweet word left morning sigh go day love start studying +3705,Kent vale lor... Ü wait 4 me there ar?,0,39,11,1,kent vale lor wait 4 ar +3706,Ok. Very good. Its all about making that money.,0,47,12,3,good making money +3707,Reading gud habit.. Nan bari hudgi yorge pataistha ertini kano:-),0,65,14,1,reading gud habit nan bari hudgi yorge pataistha ertini kano +3708,Aight do you still want to get money,0,36,8,1,aight still want get money +3711,ARE YOU IN TOWN? THIS IS V. IMPORTANT,0,37,9,2,town important +3712,"Sorry pa, i dont knw who ru pa?",0,31,10,1,sorry pa dont knw ru pa +3713,Wat u doing there?,0,18,5,1,wat u +3714,If i not meeting ü all rite then i'll go home lor. If ü dun feel like comin it's ok.,0,86,24,2,meeting ã¼ rite go home lor ã¼ dun feel like comin ok +3715,"Oh, i will get paid. The most outstanding one is for a commercial i did for Hasbro...in AUGUST! They made us jump through so many hoops to get paid. Still not.",0,159,38,4,oh get paid outstanding one commercial hasbro august made u jump many hoop get paid still +3716,"I am late,so call you tomorrow morning.take care sweet dreams....u and me...ummifying...bye.",0,92,21,1,late call tomorrow care sweet dream u ummifying bye +3717,Networking technical support associate.,0,39,5,1,networking technical support associate +3718,I'm gonna rip out my uterus.,0,28,9,1,gon na rip uterus +3719,Cool. Do you like swimming? I have a pool and jacuzzi at my house.,0,66,17,3,cool like swimming pool jacuzzi house +3720,"Thanks for your ringtone order, reference number X49. Your mobile will be charged 4.50. Should your tone not arrive please call customer services 09065989182. From: [colour=red]text[/colour]TXTstar",1,197,38,4,thanks ringtone order reference number x49 mobile charged tone arrive please call customer service text txtstar +3721,"Yeah why not, is the gang all ready",0,35,9,1,yeah gang ready +3722,Blank is Blank. But wat is blank? Lol,0,37,10,3,blank blank wat blank lol +3723,I'm in a movie... Collect car oredi...,0,38,10,2,movie collect car oredi +3724,We left already we at orchard now.,0,34,8,1,left already orchard +3725,"Hi there, 2nights ur lucky night! Uve been invited 2 XCHAT, the Uks wildest chat! Txt CHAT to 86688 now! 150p/MsgrcvdHG/Suite342/2Lands/Row/W1J6HL LDN 18yrs",1,156,28,4,hi 2nights ur lucky night uve invited 2 xchat uk wildest chat txt chat 86688 ldn 18yrs +3726,Nothing spl..wat abt u and whr ru?,0,34,10,1,nothing spl wat abt u whr ru +3727,No chikku nt yet.. Ya i'm free,0,30,9,2,chikku nt yet ya free +3728,"Aldrine, rakhesh ex RTM here.pls call.urgent.",0,45,8,1,aldrine rakhesh ex rtm +3729,The search 4 happiness is 1 of d main sources of unhappiness! Accept life the way it comes! U will find happiness in every moment u live.,0,137,30,3,search 4 happiness 1 main source unhappiness accept life way come u find happiness every moment u live +3731,"I guess you could be as good an excuse as any, lol.",0,51,14,1,guess could good excuse lol +3732,"Isn't frnd a necesity in life? imagine urself witout a frnd.. hw'd u feel at ur colleg? wat'll u do wth ur cell? wat abt functions? thnk abt events espe'll cared, missed & irritated u? 4wrd it to all those dear-loving frnds wthout whom u cant live.. I jst did it.. Takecare..:) GOODMORNING",0,293,71,7,frnd necesity life imagine urself witout frnd hw u feel ur colleg wat u wth ur cell wat abt function thnk abt event espe cared missed amp irritated u 4wrd frnds wthout u cant live jst takecare goodmorning +3734,Old Orchard near univ. How about you?,0,37,9,2,old orchard near univ +3735,"4 tacos + 1 rajas burrito, right?",0,33,9,1,4 taco 1 raja burrito right +3736,"It‘s £6 to get in, is that ok?",0,33,10,1,get ok +3737,Hows the street where the end of library walk is?,0,49,11,1,hows street end library walk +3738,"Plz note: if anyone calling from a mobile Co. & asks u to type # <#> or # <#> . Do not do so. Disconnect the call,coz it iz an attempt of 'terrorist' to make use of the sim card no. Itz confirmd by nokia n motorola n has been verified by CNN IBN.",0,263,75,4,plz note anyone calling mobile amp asks u type lt gt lt gt disconnect call coz iz attempt make use sim card itz confirmd nokia n motorola n verified cnn ibn +3739,We stopped to get ice cream and will go back after,0,50,11,1,stopped get ice cream go back +3740,Did you stitch his trouser,0,26,5,1,stitch trouser +3742,2/2 146tf150p,1,13,2,1,146tf150p +3743,Hey i'm bored... So i'm thinking of u... So wat r u doing?,0,58,18,3,hey bored thinking u wat r u +3744,"Nah, Wednesday. When should I bring the mini cheetos bag over?",0,62,14,2,nah wednesday bring mini cheetos bag +3745,Nobody names their penis a girls name this story doesn't add up at all,0,70,15,1,nobody name penis girl name story add +3746,"Aight, let me know when you're gonna be around usf",0,50,13,1,aight let know gon na around usf +3747,I'm not. She lip synced with shangela.,0,38,10,2,lip synced shangela +3748,Ü neva tell me how i noe... I'm not at home in da aft wat... ,0,62,18,2,neva tell noe home da aft wat +3749,"A bit of Ur smile is my hppnss, a drop of Ur tear is my sorrow, a part of Ur heart is my life, a heart like mine wil care for U, forevr as my GOODFRIEND",0,152,40,1,bit ur smile hppnss drop ur tear sorrow part ur heart life heart like mine wil care u forevr goodfriend +3750,Dear Voucher Holder 2 claim your 1st class airport lounge passes when using Your holiday voucher call 08704439680. When booking quote 1st class x 2,1,147,26,2,dear voucher holder 2 claim 1st class airport lounge pass using holiday voucher call booking quote 1st class x 2 +3751,"Buzz! Hey, my Love ! I think of you and hope your day goes well. Did you sleep in ? I miss you babe. I long for the moment we are together again*loving smile*",0,158,41,6,buzz hey love think hope day go well sleep miss babe long moment together loving smile +3752,"Haha... Sounds crazy, dunno can tahan anot...",0,45,10,2,haha sound crazy dunno tahan anot +3753,Why are u up so early?,0,22,7,1,u early +3754,Ya that one is slow as poo,0,26,7,1,ya one slow poo +3756,"""Im on gloucesterroad what are uup to later?""",0,45,11,1,im gloucesterroad uup later +3759,Lol no ouch but wish i'd stayed out a bit longer,0,48,12,1,lol ouch wish stayed bit longer +3760,"GOD ASKED, ""What is forgiveness?"" A little child gave lovely reply, ""It is d wonderful fruit that a tree gives when it is being hurt by a stone.. Good night......",0,162,38,2,god asked forgiveness little child gave lovely reply wonderful fruit tree give hurt stone good night +3761,We'll join the <#> bus,0,30,12,1,join lt gt bus +3762,Was just about to ask. Will keep this one. Maybe that's why you didn't get all the messages we sent you on glo,0,110,27,3,ask keep one maybe get message sent glo +3764,K.i will send in <#> min:),0,34,14,1,send lt gt min +3765,Would me smoking you out help us work through this difficult time,0,65,12,1,would smoking help u work difficult time +3766,"Someone U know has asked our dating service 2 contact you! Cant guess who? CALL 09058095107 NOW all will be revealed. POBox 7, S3XY 150p ",1,137,29,4,someone u know asked dating service 2 contact cant guess call 09058095107 revealed pobox 7 s3xy 150p +3767,Yes.mum lookin strong:),0,23,5,1,lookin strong +3768,"Sir Goodmorning, Once free call me.",0,35,8,1,sir goodmorning free call +3769,Where are you call me.,0,22,6,1,call +3771,Love it! The girls at the office may wonder why you are smiling but sore...,0,75,17,2,love girl office may wonder smiling sore +3772,"Hi, wlcome back, did wonder if you got eaten by a lion or something, nothing much",0,81,19,1,hi wlcome back wonder got eaten lion something nothing much +3773,Does uncle timi help in clearing cars,0,37,7,1,uncle timi help clearing car +3774,I came hostel. I m going to sleep. Plz call me up before class. Hrishi.,0,71,19,4,came hostel going sleep plz call class hrishi +3775,Ok... But bag again..,0,21,6,2,ok bag +3777,Ok lor. Msg me b4 u call.,0,25,9,2,ok lor msg b4 u call +3778,"Mila, age23, blonde, new in UK. I look sex with UK guys. if u like fun with me. Text MTALK to 69866.18 . 30pp/txt 1st 5free. £1.50 increments. Help08718728876",1,159,37,7,mila age23 blonde new uk look sex uk guy u like fun text mtalk 1st 5free increment help08718728876 +3779,"Once a fishrman woke early in d mrng. It was very dark. He waited a while & found a sack ful of stones. He strtd throwin thm in2 d sea 2 pass time. Atlast he had jus 1stone, sun rose up & he found out tht those r nt stones, those were diamonds. Moral:""Dont wake up early in d mrng'' GOOD night",0,301,77,6,fishrman woke early mrng dark waited amp found sack ful stone strtd throwin thm in2 sea 2 pas time atlast jus 1stone sun rose amp found tht r nt stone diamond moral dont wake early mrng good night +3780,"Claim a 200 shopping spree, just call 08717895698 now! Have you won! MobStoreQuiz10ppm",1,86,16,3,claim 200 shopping spree call 08717895698 mobstorequiz10ppm +3781,Then ur physics get a-?,0,23,6,1,ur physic get +3782,"Dear friends, sorry for the late information. Today is the birthday of our loving Ar.Praveesh. for more details log on to face book and see. Its his number + <#> . Dont miss a delicious treat.",0,198,47,5,dear friend sorry late information today birthday loving detail log face book see number lt gt dont miss delicious treat +3783,How r ü going to send it to me?,0,32,10,1,r ã¼ going send +3784,Can you do online transaction?,0,30,6,1,online transaction +3785,Dear got train and seat mine lower seat,0,39,8,1,dear got train seat mine lower seat +3786,Let me know if you need anything else. Salad or desert or something... How many beers shall i get?,0,98,22,2,let know need anything else salad desert something many beer shall get +3788,WHORE YOU ARE UNBELIEVABLE.,0,27,5,1,whore unbelievable +3789,"Want to funk up ur fone with a weekly new tone reply TONES2U 2 this text. www.ringtones.co.uk, the original n best. Tones 3GBP network operator rates apply",1,155,30,3,want funk ur fone weekly new tone reply tones2u 2 text original n best tone 3gbp network operator rate apply +3790,"Are you sure you don't mean ""get here, we made you hold all the weed""",0,69,19,1,sure mean get made hold weed +3791,"I love you !!! You know? Can you feel it? Does it make your belly warm? I wish it does, my love ... I shall meet you in your dreams, Ahmad ... *adoring kiss*",0,157,43,7,love know feel make belly warm wish love shall meet dream ahmad adoring kiss +3792,"Twinks, bears, scallies, skins and jocks are calling now. Don't miss the weekend's fun. Call 08712466669 at 10p/min. 2 stop texts call 08712460324(nat rate)",1,156,35,4,twinks bear scallies skin jock calling miss weekend fun call 08712466669 2 stop text call 08712460324 nat rate +3793,Love it! I want to flood that pretty pussy with cum...,0,54,13,2,love want flood pretty pussy cum +3794,Hey are you angry with me. Reply me dr.,0,39,11,2,hey angry reply dr +3795,"Short But Cute: ""Be a good person, but dont try to prove it.."" .Gud noon....",0,76,21,1,short cute good person dont try prove noon +3796,Also remember the beads don't come off. Ever.,0,45,11,2,also remember bead come ever +3797,They have a thread on the wishlist section of the forums where ppl post nitro requests. Start from the last page and collect from the bottom up.,0,144,29,2,thread wishlist section forum ppl post nitro request start last page collect bottom +3798,For The First Time In The History 'Need' 'Comfort' And 'Luxury' Are Sold At Same Price In India..!! Onion-Rs. <#> Petrol-Rs. <#> Beer-Rs. <#> SHESIL <#>,0,180,59,5,first time history sold price india lt gt lt gt lt gt shesil lt gt +3800,"Actually nvm, got hella cash, we still on for <#> ish?",0,61,20,1,actually nvm got hella cash still lt gt ish +3801,We tried to contact you re your reply to our offer of a Video Handset? 750 anytime any networks mins? UNLIMITED TEXT? Camcorder? Reply or call 08000930705 NOW,1,158,32,5,tried contact reply offer video handset 750 anytime network min unlimited text camcorder reply call 08000930705 +3802,"It's ok, at least armand's still around",0,39,10,1,ok least armand still around +3803,No da. I am happy that we sit together na,0,41,11,2,da happy sit together na +3804,Yup song bro. No creative. Neva test quality. He said check review online.,0,74,17,4,yup song bro creative neva test quality said check review online +3805,"No dude, its not fake..my frnds got money, thts y i'm reffering u..if u member wit my mail link, u vl be credited <#> rs and il be getiing <#> rs..i can draw my acc wen it is <#> rs..",0,204,69,1,dude fake frnds got money thts reffering u u member wit mail link u vl credited lt gt r il getiing lt gt r draw acc wen lt gt r +3806,Dude while were makin those weirdy brownies my sister made awesome cookies. I took pics.,0,88,17,2,dude makin weirdy brownie sister made awesome cooky took pic +3807,URGENT! We are trying to contact you. Last weekends draw shows that you have won a £900 prize GUARANTEED. Call 09061701851. Claim code K61. Valid 12hours only,1,159,32,6,urgent trying contact last weekend draw show prize guaranteed call claim code k61 valid 12hours +3808,Pls dont restrict her from eating anythin she likes for the next two days.,0,74,15,1,pls dont restrict eating anythin like next two day +3809,Mm you ask him to come its enough :-),0,37,11,1,mm ask come enough +3810,At the funeral home with Audrey and dad,0,39,8,1,funeral home audrey dad +3811,"Aight, can you text me the address?",0,35,9,1,aight text address +3812,Excellent! Wish we were together right now!,0,43,9,2,excellent wish together right +3813,Yep then is fine 7.30 or 8.30 for ice age.,0,42,11,1,yep fine ice age +3814,Pls i wont belive god.not only jesus.,0,37,8,1,pls wont belive jesus +3815,Can. Dunno wat to get 4 her...,0,30,9,2,dunno wat get 4 +3816,"Not yet chikku..k, then wat abt tht guy did he stopped irritating or msging to u..",0,82,20,1,yet chikku k wat abt tht guy stopped irritating msging u +3817,How long does it take to get it.,0,32,9,1,long take get +3818,This is my number by vivek..,0,28,7,1,number vivek +3819,74355 XMAS iscoming & ur awarded either £500 CD gift vouchers & free entry 2 r £100 weekly draw txt MUSIC to 87066 TnC,1,120,24,1,74355 xmas iscoming ur awarded either cd gift voucher free entry 2 r weekly draw txt music 87066 tnc +3820,"sorry brah, just finished the last of my exams, what up",0,55,13,1,sorry brah finished last exam +3821,"I got arrested for possession at, I shit you not, <TIME> pm",0,67,20,1,got arrested possession shit lt time gt pm +3822,You are right though. I can't give you the space you want and need. This is really starting to become an issue. I was going to suggest setting a definite move out--if i'm still there-- after greece. But maybe you are ready and should do it now.,0,244,57,5,right though ca give space want need really starting become issue going suggest setting definite move still greece maybe ready +3823,Just normal only here :),0,24,6,1,normal +3824,"Please protect yourself from e-threats. SIB never asks for sensitive information like Passwords,ATM/SMS PIN thru email. Never share your password with anybody.",0,159,27,3,please protect sib never asks sensitive information like password pin thru email never share password anybody +3825,I miss you so much I'm so desparate I have recorded the message you left for me the other day and listen to it just to hear the sound of your voice. I love you,0,159,37,2,miss much desparate recorded message left day listen hear sound voice love +3826,Hi. I'm always online on yahoo and would like to chat with you someday,0,70,16,2,hi always online yahoo would like chat someday +3827,"Goodmorning,my grandfather expired..so am on leave today.",0,57,12,1,goodmorning grandfather expired leave today +3828,Congratulations U can claim 2 VIP row A Tickets 2 C Blu in concert in November or Blu gift guaranteed Call 09061104276 to claim TS&Cs www.smsco.net cost£3.75max ,1,162,29,1,congratulation u claim 2 vip row ticket 2 c blu concert november blu gift guaranteed call 09061104276 claim t c +3829,Where are you ? What are you doing ? Are yuou working on getting the pc to your mom's ? Did you find a spot that it would work ? I need you,0,139,34,5,yuou working getting pc mom find spot would work need +3830,"Sure, I'll see if I can come by in a bit",0,40,13,1,sure see come bit +3831,I agree. So i can stop thinkin about ipad. Can you please ask macho the same question.,0,86,20,3,agree stop thinkin ipad please ask macho question +3832,Let's pool our money together and buy a bunch of lotto tickets. If we win I get <#> % u get <#> %. Deal?,0,116,40,3,let pool money together buy bunch lotto ticket win get lt gt u get lt gt deal +3835,Watching tv lor. Nice one then i like lor.,0,42,11,2,watching tv lor nice one like lor +3836,I'm thinking that chennai forgot to come for auction..,0,54,11,1,thinking chennai forgot come auction +3837,Then ü come n pick me at 530 ar?,0,33,10,1,ã¼ come n pick 530 ar +3838,Early bird! Any purchases yet?,0,30,7,2,early bird purchase yet +3839,Went to pay rent. So i had to go to the bank to authorise the payment.,0,70,18,2,went pay rent go bank authorise payment +3840,"Erm … ill pick you up at about 6.45pm. That'll give enough time to get there, park and that.",0,94,23,2,erm ill pick give enough time get park +3841,HEY MATE! HOWS U HONEY?DID U AVE GOOD HOLIDAY? GIMMI DE GOSS!x,0,62,18,3,hey mate hows u honey u ave good holiday gimmi de go x +3842,Howz pain.it will come down today.do as i said ystrday.ice and medicine.,0,72,13,1,howz come said medicine +3843,"chile, please! It's only a <DECIMAL> hour drive for me. I come down all the time and will be subletting feb-april for audition season.",0,142,35,3,chile please lt decimal gt hour drive come time subletting audition season +3844,Yes ammae....life takes lot of turns you can only sit and try to hold the steering...,0,85,19,1,yes ammae life take lot turn sit try hold steering +3845,"Yeah that's what I thought, lemme know if anything's goin on later",0,66,16,1,yeah thought lem know anything goin later +3846,Mmmm.... I cant wait to lick it!,0,32,9,2,mmmm cant wait lick +3847,Pls go there today <#> . I dont want any excuses,0,55,17,2,pls go today lt gt dont want excuse +3849,Can you plz tell me the ans. BSLVYL sent via fullonsms.com,0,58,12,2,plz tell an bslvyl sent via +3850,U in town alone?,0,16,5,1,u town alone +3851,I to am looking forward to all the sex cuddling.. Only two more sleeps ,0,71,15,1,looking forward sex cuddling two sleep +3852,We have all rounder:)so not required:),0,38,11,1,rounder required +3853,"No, its true..k,Do u knw dis no. <#> ?",0,44,21,2,true k u knw dis lt gt +3854,"Dont worry, 1 day very big lambu ji vl come..til then enjoy batchlor party:-)",0,77,20,1,dont worry 1 day big lambu ji vl come til enjoy batchlor party +3855,oh ya... Got hip hop open. Haha i was thinking can go for jazz then zoom to cine... Actually tonight i'm free leh... And there's a kb lesson tonight,0,148,35,2,oh ya got hip hop open haha thinking go jazz zoom cine actually tonight free leh kb lesson tonight +3856,Free msg: Single? Find a partner in your area! 1000s of real people are waiting to chat now!Send CHAT to 62220Cncl send STOPCS 08717890890£1.50 per msg,1,152,31,3,free msg single find partner area 1000 real people waiting chat send chat 62220cncl send stopcs per msg +3857,I'm ok. Will do my part tomorrow,0,32,8,1,part tomorrow +3858,"No! But we found a diff farm shop to buy some cheese. On way back now, can i call in?",0,85,24,3,found diff farm shop buy cheese way back call +3859,R u still working now?,0,22,6,1,r u still working +3860,"Win the newest “Harry Potter and the Order of the Phoenix (Book 5) reply HARRY, answer 5 questions - chance to be the first among readers!",1,139,30,1,win newest potter order phoenix book 5 reply harry answer 5 question chance first among reader +3861,Yep. I do like the pink furniture tho.,0,38,10,2,yep like pink furniture tho +3862,Free Msg: Ringtone!From: http://tms. widelive.com/index. wml?id=1b6a5ecef91ff9*37819&first=true18:0430-JUL-05,1,109,20,3,free msg ringtone http wml 37819 +3863,"Customer place, i wil cal u sir.",0,32,9,1,customer place wil cal u sir +3864,"Oh my god! I've found your number again! I'm so glad, text me back xafter this msgs cst std ntwk chg £1.50",1,107,27,3,oh god found number glad text back xafter msg cst std ntwk chg +3865,A pure hearted person can have a wonderful smile that makes even his/her enemies to feel guilty for being an enemy.. So catch the world with your smile..:) GOODMORNING & HAVE A SMILEY SUNDAY..:),0,198,43,2,pure hearted person wonderful smile make even enemy feel guilty enemy catch world smile goodmorning amp smiley sunday +3866,"THAT’S ALRITE GIRL, U KNOW GAIL IS NEVA WRONG!!TAKE CARE SWEET AND DON’T WORRY.C U L8TR HUN!LOVE Yaxxx",0,104,24,2,alrite girl u know gail neva wrong take care sweet u l8tr hun love yaxxx +3867,"Theoretically yeah, he could be able to come",0,44,9,1,theoretically yeah could able come +3868,"Alright we're hooked up, where you guys at",0,42,10,1,alright hooked guy +3869,"not that I know of, most people up here are still out of town",0,61,15,1,know people still town +3870,No let me do the math. Your not good at it.,0,43,13,2,let math good +3871,Oh ok wait 4 me there... My lect havent finish,0,46,11,1,oh ok wait 4 lect havent finish +3872,Yeah my usual guy's out of town but there're definitely people around I know,0,76,16,1,yeah usual guy town definitely people around know +3873,I am joining today formally.Pls keep praying.will talk later.,0,61,10,1,joining today keep talk later +3874,"Happy or sad , one thing about past is- ""Its no more"" GOOD MORNING :-):-).",0,74,23,1,happy sad one thing past good morning +3875,No. Did you multimedia message them or e-mail?,0,46,10,2,multimedia message +3876,Okie but i scared u say i fat... Then u dun wan me already...,0,61,16,1,okie scared u say fat u dun wan already +3877,did u get that message,0,22,5,1,u get message +3878,"Sorry sir, i will call you tomorrow. senthil.hsbc",0,50,10,2,sorry sir call tomorrow +3879,What you need. You have a person to give na.,0,44,12,2,need person give na +3880,She left it very vague. She just said she would inform the person in accounting about the delayed rent and that i should discuss with the housing agency about my renting another place. But checking online now and all places around usc are <#> and up,0,257,54,3,left vague said would inform person accounting delayed rent discus housing agency renting another place checking online place around usc lt gt +3881,Hi juan. Im coming home on fri hey. Of course i expect a welcome party and lots of presents. Ill phone u when i get back. Loads of love nicky x x x x x x x x x,0,159,43,5,hi juan im coming home fri hey course expect welcome party lot present ill phone u get back load love nicky x x x x x x x x x +3884,"Gumby's has a special where a <#> "" cheese pizza is $2 so I know what we're doin tonight",0,95,28,1,gumby special lt gt cheese pizza 2 know doin tonight +3885,A link to your picture has been sent. You can also use http://alto18.co.uk/wave/wave.asp?o=44345,1,96,18,2,link picture sent also use http +3886,Like a personal sized or what,0,29,6,1,like personal sized +3887,"Same, I'm at my great aunts anniversary party in tarpon springs",0,63,13,1,great aunt anniversary party tarpon spring +3888,Cab is available.they pick up and drop at door steps.,0,53,11,1,cab pick drop door step +3889,ok....take care.umma to you too...,0,34,8,1,ok take +3890,Unlimited texts. Limited minutes.,0,33,6,2,unlimited text limited minute +3891,"Double Mins & 1000 txts on Orange tariffs. Latest Motorola, SonyEricsson & Nokia with Bluetooth FREE! Call MobileUpd8 on 08000839402 or call2optout/HF8",1,151,25,3,double min 1000 txts orange tariff latest motorola sonyericsson nokia bluetooth free call mobileupd8 08000839402 +3892,No problem. We will be spending a lot of quality time together...,0,65,14,2,problem spending lot quality time together +3893,URGENT This is our 2nd attempt to contact U. Your £900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702893. ACL03530150PM,1,151,27,4,urgent 2nd attempt contact prize yesterday still awaiting collection claim call acl03530150pm +3894,Have you heard from this week?,0,30,7,1,heard week +3895,Dear Dave this is your final notice to collect your 4* Tenerife Holiday or #5000 CASH award! Call 09061743806 from landline. TCs SAE Box326 CW25WX 150ppm,1,153,30,3,dear dave final notice collect 4 tenerife holiday 5000 cash award call 09061743806 landline tc sae box326 cw25wx 150ppm +3896,Yes. Last practice,0,19,4,2,yes last practice +3897,tells u 2 call 09066358152 to claim £5000 prize. U have 2 enter all ur mobile & personal details @ the prompts. Careful!,1,121,26,3,tell u 2 call 09066358152 claim prize u 2 enter ur mobile personal detail prompt careful +3898,No. Thank you. You've been wonderful,0,36,9,3,thank wonderful +3900,Ü mean it's confirmed... I tot they juz say oni... Ok then... ,0,63,16,2,mean confirmed tot juz say oni ok +3902,That depends. How would you like to be treated? :),0,50,13,3,depends would like treated +3903,"Right on brah, see you later",0,28,7,1,right brah see later +3904,Waiting in e car 4 my mum lor. U leh? Reach home already?,0,57,16,3,waiting e car 4 mum lor u leh reach home already +3905,Your 2004 account for 07XXXXXXXXX shows 786 unredeemed points. To claim call 08719181259 Identifier code: XXXXX Expires 26.03.05,1,128,20,2,2004 account 07xxxxxxxxx show 786 unredeemed point claim call 08719181259 identifier code xxxxx expires +3906,Do you want a new video handset? 750 anytime any network mins? Half Price Line Rental? Camcorder? Reply or call 08000930705 for delivery tomorrow,1,145,28,5,want new video handset 750 anytime network min half price line rental camcorder reply call 08000930705 delivery tomorrow +3907,Went fast asleep dear.take care.,0,32,6,1,went fast asleep care +3908,No that just means you have a fat head,0,38,9,1,mean fat head +3909,Sounds like a plan! Cardiff is still here and still cold! I'm sitting on the radiator!,0,86,20,3,sound like plan cardiff still still cold sitting radiator +3910,Serious? What like proper tongued her,0,37,7,2,serious like proper tongued +3911,She.s good. She was wondering if you wont say hi but she.s smiling now. So how are you coping with the long distance,0,116,25,3,good wondering wont say hi smiling coping long distance +3912,How i noe... She's in da car now... Later then c lar... I'm wearing shorts...,0,77,21,2,noe da car later c lar wearing short +3914,Yeah whatever lol,0,17,3,1,yeah whatever lol +3916,Ard 530 lor. I ok then message ü lor.,0,38,11,2,ard 530 lor ok message ã¼ lor +3917,Ok. C u then.,0,13,5,1,c u +3918,Eh ur laptop got no stock lei... He say mon muz come again to take a look c got a not...,0,88,23,2,eh ur laptop got stock lei say mon muz come take look c got +3919,No need to ke qi... Ü too bored izzit y suddenly thk of this...,0,64,16,1,need ke qi bored izzit suddenly thk +3920,I wish! I don't think its gonna snow that much. But it will be more than those flurries we usually get that melt before they hit the ground. Eek! We haven't had snow since <#> before I was even born!,0,205,54,5,wish think gon na snow much flurry usually get melt hit ground eek snow since lt gt even born +3921,FREE>Ringtone! Reply REAL or POLY eg REAL1 1. PushButton 2. DontCha 3. BabyGoodbye 4. GoldDigger 5. WeBeBurnin 1st tone FREE and 6 more when u join for £3/wk,1,158,36,7,free ringtone reply real poly eg real1 pushbutton dontcha babygoodbye golddigger webeburnin 1st tone free 6 u join +3923,"Oh really? perform, write a paper, go to a movie AND be home by midnight, huh?",0,78,21,2,oh really perform write paper go movie home midnight huh +3924,Okay lor... Will they still let us go a not ah? Coz they will not know until later. We drop our cards into the box right?,0,121,30,3,okay lor still let u go ah coz know later drop card box right +3925,How? Izzit still raining?,0,25,6,2,izzit still raining +3926,As if i wasn't having enough trouble sleeping.,0,46,10,1,enough trouble sleeping +3927,I havent add ü yet right.. ,0,28,7,1,havent add ã¼ yet right +3928,Lol ... I really need to remember to eat when I'm drinking but I do appreciate you keeping me company that night babe *smiles*,0,126,27,2,lol really need remember eat drinking appreciate keeping company night babe smile +3929,Babe ? I lost you ... Will you try rebooting ?,0,46,11,2,babe lost try rebooting +3930,Yes. Nigh you cant aha.,0,23,7,2,yes nigh cant aha +3931,I thk ü gotta go home by urself. Cos i'll b going out shopping 4 my frens present. ,0,84,22,2,thk ã¼ got ta go home urself co b going shopping 4 frens present +3932,Nooooooo I'm gonna be bored to death all day. Cable and internet outage.,0,72,17,2,nooooooo gon na bored death day cable internet outage +3933,Sos! Any amount i can get pls.,0,30,9,2,so amount get pls +3934,"Playin space poker, u?",0,22,6,1,playin space poker u +3935,How come guoyang go n tell her? Then u told her?,0,48,13,2,come guoyang go n tell u told +3936,You need to get up. Now.,0,24,8,2,need get +3937,They r giving a second chance to rahul dengra.,0,46,10,1,r giving second chance rahul dengra +3938,"Yeah, in fact he just asked if we needed anything like an hour ago. When and how much?",0,86,21,2,yeah fact asked needed anything like hour ago much +3939,WHEN THE FIRST STRIKE IS A RED ONE. THE BIRD + ANTELOPE BEGIN TOPLAY IN THE FIELDOF SELFINDEPENDENCE BELIEVE THIS + THE FLOWER OF CONTENTION WILL GROW.RANDOM!,0,158,29,2,first strike red one bird antelope begin toplay fieldof selfindependence believe flower contention +3940,Y ü wan to go there? C doctor?,0,31,10,2,ã¼ wan go c doctor +3941,Does daddy have a bb now.,0,25,7,1,daddy bb +3942,"Free Msg: get Gnarls Barkleys ""Crazy"" ringtone TOTALLY FREE just reply GO to this message right now!",1,100,21,1,free msg get gnarl barkley crazy ringtone totally free reply go message right +3943,She's borderline but yeah whatever.,0,35,7,1,borderline yeah whatever +3945,"Until 545 lor... Ya, can go 4 dinner together...",0,48,12,2,545 lor ya go 4 dinner together +3946,I will be gentle princess! We will make sweet gentle love...,0,60,13,2,gentle princess make sweet gentle love +3947,How u doin baby girl ?? hope u are okay every time I call ure phone is off! I miss u get in touch,0,97,26,4,u doin baby girl hope u okay every time call ure phone miss u get touch +3948,"Sorry, went to bed early, nightnight",0,36,8,1,sorry went bed early nightnight +3949,I like to think there's always the possibility of being in a pub later.,0,71,16,1,like think always possibility pub later +3950,HMM yeah if your not too grooved out! And im looking forward to my pound special :),0,83,19,2,hmm yeah grooved im looking forward pound special +3951,I got to video tape pple type in message lor. U so free wan 2 help me? Hee... Cos i noe u wan 2 watch infernal affairs so ask u along. Asking shuhui oso.,0,153,39,4,got video tape pple type message lor u free wan 2 help hee co noe u wan 2 watch infernal affair ask u along asking shuhui oso +3952,Hi dude hw r u da realy mising u today,0,38,10,1,hi dude hw r u da realy mising u today +3953,Me hungry buy some food good lei... But mum n yun dun wan juz buy a little bit... ,0,82,20,2,hungry buy food good lei mum n yun dun wan juz buy little bit +3954,Refused a loan? Secured or Unsecured? Can't get credit? Call free now 0800 195 6669 or text back 'help' & we will!,1,114,28,4,refused loan secured unsecured ca get credit call free 0800 195 6669 text back +3955,I probably won't eat at all today. I think I'm gonna pop. How was your weekend? Did u miss me?,0,94,27,4,probably wo eat today think gon na pop weekend u miss +3956,I knew it... U slept v late yest? Wake up so late...,0,52,15,2,knew u slept v late yest wake late +3957,Haha... dont be angry with yourself... Take it as a practice for the real thing. =) ,0,84,20,2,haha dont angry take practice real thing +3958,Where is that one day training:-),0,33,9,1,one day training +3959,So i could kiss and feel you next to me...,0,42,11,1,could kiss feel next +3960,Have a nice day my dear.,0,24,7,1,nice day dear +3961,I sent lanre fakeye's Eckankar details to the mail box,0,54,11,1,sent lanre fakeye eckankar detail mail box +3962,Your dad is back in ph?,0,23,7,1,dad back ph +3963,"You have been specially selected to receive a ""3000 award! Call 08712402050 BEFORE the lines close. Cost 10ppm. 16+. T&Cs apply. AG Promo",1,137,31,6,specially selected receive 3000 award call 08712402050 line close cost 10ppm c apply ag promo +3964,If you ask her or she say any please message.,0,45,11,1,ask say please message +3965,"If e timing can, then i go w u lor...",0,37,12,1,e timing go w u lor +3967,I was just callin to say hi. Take care bruv!,0,44,12,2,callin say hi take care bruv +3968,YOU HAVE WON! As a valued Vodafone customer our computer has picked YOU to win a £150 prize. To collect is easy. Just call 09061743386,1,135,28,4,valued vodafone customer computer picked win prize collect easy call 09061743386 +3969,Did u turn on the heater? The heater was on and set to <#> degrees.,0,73,23,2,u turn heater heater set lt gt degree +3970,Thanks for your message. I really appreciate your sacrifice. I'm not sure of the process of direct pay but will find out on my way back from the test tomorrow. I'm in class now. Do have a wonderful day.,0,202,46,5,thanks message really appreciate sacrifice sure process direct pay find way back test tomorrow class wonderful day +3971,"That's the trouble with classes that go well - you're due a dodgey one … Expecting mine tomo! See you for recovery, same time, same place ",0,140,31,2,trouble class go well due dodgey one expecting mine tomo see recovery time place +3972,Free video camera phones with Half Price line rental for 12 mths and 500 cross ntwk mins 100 txts. Call MobileUpd8 08001950382 or Call2OptOut/674&,1,146,26,2,free video camera phone half price line rental 12 mths 500 cross ntwk min 100 txts call mobileupd8 08001950382 +3973,WOT U UP 2 J?,0,13,6,1,wot u 2 j +3974,"Night night, see you tomorrow",0,29,6,1,night night see tomorrow +3975,Roger that. We‘re probably going to rem in about 20,0,53,11,2,roger probably going rem 20 +3976,do u think that any girl will propose u today by seing ur bloody funky shit fucking face...............asssssholeeee................,0,132,21,1,u think girl propose u today seing ur bloody funky shit fucking face asssssholeeee +3977,I wish u were here. I feel so alone,0,35,10,2,wish u feel alone +3979,Reason is if the team budget is available at last they buy the unsold players for at base rate..,0,96,20,1,reason team budget available last buy unsold player base rate +3980,CERI U REBEL! SWEET DREAMZ ME LITTLE BUDDY!! C YA 2MORO! WHO NEEDS BLOKES,0,73,18,4,ceri u rebel sweet dreamz little buddy c ya 2moro need bloke +3981,ringtoneking 84484,1,18,2,1,ringtoneking 84484 +3982,Huh i cant thk of more oredi how many pages do we have?,0,55,14,1,huh cant thk oredi many page +3983,His frens go then he in lor. Not alone wif my mum n sis lor.,0,60,17,2,frens go lor alone wif mum n si lor +3984,Nationwide auto centre (or something like that) on Newport road. I liked them there,0,83,17,2,nationwide auto centre something like newport road liked +3985,"Hey, I missed you tm of last night as my phone was on the charge ... *smiles* ... I am meeting a friend shortly",0,111,27,2,hey missed tm last night phone charge smile meeting friend shortly +3986,"Whatever, juliana. Do whatever you want.",0,40,9,2,whatever juliana whatever want +3988,Ringtone Club: Gr8 new polys direct to your mobile every week !,1,63,13,1,ringtone club gr8 new polys direct mobile every week +3989,"Hello. Sort of out in town already. That . So dont rush home, I am eating nachos. Will let you know eta.",0,104,27,5,hello sort town already dont rush home eating nacho let know eta +3990,Ok lor. Anyway i thk we cant get tickets now cos like quite late already. U wan 2 go look 4 ur frens a not? Darren is wif them now...,0,133,34,4,ok lor anyway thk cant get ticket co like quite late already u wan 2 go look 4 ur frens darren wif +3991,(Bank of Granite issues Strong-Buy) EXPLOSIVE PICK FOR OUR MEMBERS *****UP OVER 300% *********** Nasdaq Symbol CDGT That is a $5.00 per..,1,137,42,1,bank granite issue explosive pick member 300 nasdaq symbol cdgt per +3993,"Dizzamn, aight I'll ask my suitemates when I get back",0,53,12,1,dizzamn aight ask suitemates get back +3994,"Nimbomsons. Yep phone knows that one. Obviously, cos thats a real word",0,70,15,3,nimbomsons yep phone know one obviously co thats real word +3995,I love to cuddle! I want to hold you in my strong arms right now...,0,67,17,2,love cuddle want hold strong arm right +3996,R u in this continent?,0,22,6,1,r u continent +3997,We'll you pay over like <#> yrs so its not too difficult,0,63,19,1,pay like lt gt yr difficult +3998,Bored housewives! Chat n date now! 0871750.77.11! BT-national rate 10p/min only from landlines!,1,95,17,4,bored housewife chat n date rate landline +3999,We tried to call you re your reply to our sms for a video mobile 750 mins UNLIMITED TEXT free camcorder Reply or call now 08000930705 Del Thurs,1,143,28,1,tried call reply sm video mobile 750 min unlimited text free camcorder reply call 08000930705 del thurs +4000,K...k...when will you give treat?,0,33,10,1,k k give treat +4001,"This is the 2nd time we have tried to contact u. U have won the £400 prize. 2 claim is easy, just call 087104711148 NOW! Only 10p per minute. BT-national-rate",1,159,34,4,2nd time tried contact u prize 2 claim easy call 087104711148 10p per minute +4002,He's just gonna worry for nothing. And he won't give you money its no use.,0,74,20,2,gon na worry nothing wo give money use +4003,Did you get any gift? This year i didnt get anything. So bad,0,60,15,3,get gift year didnt get anything bad +4005,Well there's a pattern emerging of my friends telling me to drive up and come smoke with them and then telling me that I'm a weed fiend/make them smoke too much/impede their doing other things so you see how I'm hesitant,0,220,44,1,well pattern emerging friend telling drive come smoke telling weed smoke thing see hesitant +4006,", ow u dey.i paid 60,400thousad.i told u would call . ",0,55,11,1,ow u paid told u would call +4007,IM FINE BABES AINT BEEN UP 2 MUCH THO! SAW SCARY MOVIE YEST ITS QUITE FUNNY! WANT 2MRW AFTERNOON? AT TOWN OR MALL OR SUMTHIN?xx,0,127,30,4,im fine babe aint 2 much tho saw scary movie yest quite funny want 2mrw afternoon town mall sumthin xx +4008,I'm reaching home in 5 min.,0,27,8,1,reaching home 5 min +4009,"Forgot you were working today! Wanna chat, but things are ok so drop me a text when you're free / bored etc and i'll ring. Hope all is well, nose essay and all xx",0,162,41,3,forgot working today wan na chat thing ok drop text free bored etc ring hope well nose essay xx +4010,Ha... Then we must walk to everywhere... Cannot take tram. My cousin said can walk to vic market from our hotel ,0,112,25,3,ha must walk everywhere take tram cousin said walk vic market hotel +4013,Discussed with your mother ah?,0,30,6,1,discussed mother ah +4015,"Sorry, I can't text & drive coherently, see you in twenty",0,61,16,1,sorry ca text amp drive coherently see twenty +4016,You will be receiving this week's Triple Echo ringtone shortly. Enjoy it!,1,73,15,2,receiving week triple echo ringtone shortly enjoy +4017,In which place i can get rooms cheap:-),0,39,11,1,place get room cheap +4018,Eek that's a lot of time especially since American Pie is like 8 minutes long. I can't stop singing it.,0,103,24,2,eek lot time especially since american pie like 8 minute long ca stop singing +4019,"""GRAN ONLYFOUND OUT AFEW DAYS AGO.CUSOON HONI""",0,46,9,1,gran onlyfound afew day honi +4020,"U've been selected to stay in 1 of 250 top British hotels - FOR NOTHING! Holiday valued at £350! Dial 08712300220 to claim - National Rate Call. Bx526, SW73SS",1,159,34,4,u selected stay 1 250 top british hotel nothing holiday valued dial 08712300220 claim national rate call bx526 sw73ss +4021,University of southern california.,0,34,5,1,university southern california +4022,We have to pick rayan macleran there.,0,37,8,1,pick rayan macleran +4023,U gd lor go shopping i got stuff to do. U wan 2 watch infernal affairs a not? Come lar...,0,89,23,3,u gd lor go shopping got stuff u wan 2 watch infernal affair come lar +4024,Well. Balls. Time to make calls,0,31,8,3,well ball time make call +4025,Wat time ü wan today?,0,22,6,1,wat time ã¼ wan today +4026, <#> in mca. But not conform.,0,36,14,2,lt gt mca conform +4027,Oh ok.. Wat's ur email?,0,23,8,1,oh ok wat ur email +4028,"Yes, princess. Are you going to make me moan?",0,45,12,2,yes princess going make moan +4029,Lol its ok I didn't remember til last nite,0,42,10,1,lol ok remember til last nite +4030,"[…] anyway, many good evenings to u! s",0,40,12,2,anyway many good evening u +4031,"Cool, I'll text you in a few",0,28,9,1,cool text +4032,"Sorry vikky, i'm Watching olave mandara movie kano in trishul theatre wit my frnds..",0,84,17,1,sorry vikky watching olave mandara movie kano trishul theatre wit frnds +4033,I'm very happy for you babe ! Woo hoo party on dude!,0,52,14,2,happy babe woo hoo party dude +4034,I am taking you for italian food. How about a pretty dress with no panties? :),0,78,19,3,taking italian food pretty dress panty +4035,Wot u up 2? Thout u were gonna call me!! Txt bak luv K,0,54,18,3,wot u 2 thout u gon na call txt bak luv k +4036,YOU ARE CHOSEN TO RECEIVE A £350 AWARD! Pls call claim number 09066364311 to collect your award which you are selected to receive as a valued mobile customer.,1,159,30,2,chosen receive award pls call claim number 09066364311 collect award selected receive valued mobile customer +4037,How are you holding up?,0,23,6,1,holding +4038,Dont flatter yourself... Tell that man of mine two pints of carlin in ten minutes please.... ,0,93,18,1,dont flatter tell man mine two pint carlin ten minute please +4039,Hope you are not scared!,0,24,6,1,hope scared +4041,I'm at home n ready...,0,22,7,1,home n ready +4043,What time do u get out?,0,23,7,1,time u get +4044,I am literally in bed and have been up for like <#> hours,0,65,19,1,literally bed like lt gt hour +4045,"Yes, my reg is Ciao!",0,21,7,1,yes reg ciao +4046,If You mean the website. Yes.,0,29,8,2,mean website yes +4047,Win a £1000 cash prize or a prize worth £5000,1,47,10,1,win cash prize prize worth +4048,"Thanks for your ringtone order, reference number X49.Your mobile will be charged 4.50. Should your tone not arrive please call customer services 09065989182",1,156,25,2,thanks ringtone order reference number mobile charged tone arrive please call customer service 09065989182 +4049,Lol or I could just starve and lose a pound by the end of the day.,0,66,17,1,lol could starve lose pound end day +4050,Yeah that's the impression I got,0,32,7,1,yeah impression got +4051,Ok ok take care. I can understand.,0,34,9,2,ok ok take care understand +4052,"Motivate Behind every darkness, there is a shining light waiting for you to find it... Behind every best friend, there is always trust and love... BSLVYL",0,153,30,2,motivate behind every darkness shining light waiting find behind every best friend always trust love bslvyl +4053,"Ya ok, then had dinner?",0,23,7,1,ya ok dinner +4054,I was slept that time.you there?,0,32,7,1,slept +4055,dont make ne plans for nxt wknd coz she wants us to come down then ok,0,69,16,1,dont make ne plan nxt wknd coz want u come ok +4056,When is school starting. Where will you stay. What's the weather like. And the food. Do you have a social support system like friends in the school. All these things are important.,0,180,39,6,school starting stay weather like food social support system like friend school thing important +4057,"Ha ha nan yalrigu heltini..Iyo kothi chikku, u shared many things wit me..so far i didn't told any body and even uttered a word abt u.. If ur trusting me so much how can i tell these to others.. Plz nxt time dont use those words to me..ok, chikku:-);-)B-)",0,255,68,2,ha ha nan yalrigu heltini iyo kothi chikku u shared many thing wit far told body even uttered word abt u ur trusting much tell others plz nxt time dont use word ok chikku +4058,Noice. Text me when you're here,0,31,8,2,noice text +4059,Hi di is yijue we're meeting at 7 pm at esaplanade tonight.,0,59,14,1,hi di yijue meeting 7 pm esaplanade tonight +4060,Moby Pub Quiz.Win a £100 High Street prize if u know who the new Duchess of Cornwall will be? Txt her first name to 82277.unsub STOP £1.50 008704050406 SP,1,156,30,2,moby pub high street prize u know new duchess cornwall txt first name stop 008704050406 sp +4061,"This weeks SavaMob member offers are now accessible. Just call 08709501522 for details! SavaMob, POBOX 139, LA3 2WU. Only £1.50/week. SavaMob - offers mobile!",1,159,31,5,week savamob member offer accessible call 08709501522 detail savamob pobox 139 la3 2wu savamob offer mobile +4062,"Aight I've been set free, think you could text me blake's address? It occurs to me I'm not quite as sure what I'm doing as I thought I was",0,138,35,2,aight set free think could text blake address occurs quite sure thought +4063,Hi dear we saw dear. We both are happy. Where you my battery is low,0,67,17,3,hi dear saw dear happy battery low +4064,How are you. Its been ages. How's abj,0,37,11,3,age abj +4065,Prof: you have passed in all the papers in this sem congrats . . . . Student: Enna kalaachutaarama..!! Prof:???? Gud mrng!,0,122,33,7,prof passed paper sem congrats student enna kalaachutaarama prof gud mrng +4066,Dont kick coco when he's down,0,29,7,1,dont kick coco +4067,Fyi I'm gonna call you sporadically starting at like <#> bc we are not not doin this shit,0,97,26,1,fyi gon na call sporadically starting like lt gt bc doin shit +4068,"You are being contacted by our Dating Service by someone you know! To find out who it is, call from your mobile or landline 09064017305 PoBox75LDNS7 ",1,149,28,2,contacted dating service someone know find call mobile landline 09064017305 pobox75ldns7 +4069,TBS/PERSOLVO. been chasing us since Sept for£38 definitely not paying now thanks to your information. We will ignore them. Kath. Manchester.,1,141,26,5,chasing u since sept definitely paying thanks information ignore kath manchester +4070,Hope you’re not having too much fun without me!! see u tomorrow love jess x,0,76,17,2,hope much fun without see u tomorrow love jess x +4071,Ok i wont call or disturb any one. I know all are avoiding me. I am a burden for all,0,84,22,3,ok wont call disturb one know avoiding burden +4072,I've reached home n i bathe liao... U can call me now...,0,56,15,1,reached home n bathe liao u call +4073,Loans for any purpose even if you have Bad Credit! Tenants Welcome. Call NoWorriesLoans.com on 08717111821,1,106,18,3,loan purpose even bad credit tenant welcome call 08717111821 +4074,Was the actual exam harder than NBME,0,36,7,1,actual exam harder nbme +4075,A lot of this sickness thing going round. Take it easy. Hope u feel better soon. Lol,0,84,20,4,lot sickness thing going round take easy hope u feel better soon lol +4077,87077: Kick off a new season with 2wks FREE goals & news to ur mobile! Txt ur club name to 87077 eg VILLA to 87077,1,114,27,2,87077 kick new season 2wks free goal news ur mobile txt ur club name 87077 eg villa 87077 +4078,Hey sathya till now we dint meet not even a single time then how can i saw the situation sathya.,0,96,21,1,hey sathya till dint meet even single time saw situation sathya +4079,Gam gone after outstanding innings.,0,35,6,1,gam gone outstanding inning +4080,O i played smash bros <#> religiously.,0,46,14,1,played smash bros lt gt religiously +4081,"Sir, good morning. Hope you had a good weekend. I called to let you know that i was able to raise <#> from my dad. He however said he would make the rest available by mid feb. This amount is still quite short and i was hoping you would help. Do have a good day. Abiola",0,276,69,7,sir good morning hope good weekend called let know able raise lt gt dad however said would make rest available mid amount still quite short hoping would help good day abiola +4082,Hurry home. Soup is DONE!,0,25,7,2,hurry home soup done +4084,"Good afternoon, my love. It was good to see your words on YM and get your tm. Very smart move, my slave ... *smiles* ... I drink my coffee and await you.",0,153,39,4,good afternoon love good see word ym get tm smart move slave smile drink coffee await +4085,Quite ok but a bit ex... U better go eat smth now else i'll feel guilty...,0,74,19,1,quite ok bit ex u better go eat smth else feel guilty +4086,"Orange brings you ringtones from all time Chart Heroes, with a free hit each week! Go to Ringtones & Pics on wap. To stop receiving these tips reply STOP.",1,154,33,3,orange brings ringtones time chart hero free hit week go ringtones pic wap stop receiving tip reply stop +4087,Lemme know when you're here,0,27,7,1,lem know +4088,PRIVATE! Your 2003 Account Statement for 07973788240 shows 800 un-redeemed S. I. M. points. Call 08715203649 Identifier Code: 40533 Expires 31/10/04,1,148,24,3,private 2003 account statement 07973788240 show 800 point call 08715203649 identifier code 40533 expires +4089,He needs to stop going to bed and make with the fucking dealing,0,63,13,1,need stop going bed make fucking dealing +4090,"How are you, my Love ? Are you with your brother ? Time to talk english with him ? *grins* Say : Hey Muhommad, Penny says hello from across the sea",0,147,35,4,love brother time talk english grin say hey muhommad penny say hello across sea +4091,We tried to call you re your reply to our sms for a video mobile 750 mins UNLIMITED TEXT + free camcorder Reply of call 08000930705 Now,1,135,27,1,tried call reply sm video mobile 750 min unlimited text free camcorder reply call 08000930705 +4092,"Hey doc pls I want to get nice t shirt for my hubby nice fiting ones my budget is <#> k help pls I will load d card abi hw,keep me posted luv. 2 mj",0,154,44,2,hey doc pls want get nice shirt hubby nice fiting one budget lt gt k help pls load card abi hw keep posted luv 2 mj +4093,I remain unconvinced that this isn't an elaborate test of my willpower,0,70,13,1,remain unconvinced elaborate test willpower +4094,"""Life is nothing wen v get everything"". But ""life is everything wen v miss something "". Real value of people wil be realized only in their absence.... gud mrng",0,159,35,3,life nothing wen v get everything life everything wen v miss something real value people wil realized absence gud mrng +4095,how are you? I miss you!,0,24,8,2,miss +4096,I ain't answerin no phone at what is actually a pretty reasonable hour but I'm sleepy,0,85,18,1,ai answerin phone actually pretty reasonable hour sleepy +4097,"Hey , is * rite u put »10 evey mnth is that all?",0,49,16,1,hey rite u put â 10 evey mnth +4098,i am going to bed now prin,0,26,7,1,going bed prin +4099,I think just yourself …Thanks and see you tomo,0,48,9,1,think see tomo +4100,If u dun drive then how i go 2 sch.,0,35,11,1,u dun drive go 2 sch +4101,I not at home now lei...,0,24,7,1,home lei +4102,GSOH? Good with SPAM the ladies?U could b a male gigolo? 2 join the uk's fastest growing mens club reply ONCALL. mjzgroup. 08714342399.2stop reply STOP. msg@£1.50rcvd,1,167,36,6,gsoh good spam lady u could b male gigolo 2 join uk fastest growing men club reply oncall mjzgroup reply stop msg +4105,Do u hav any frnd by name ashwini in ur college?,0,48,12,1,u hav frnd name ashwini ur college +4106,Jus finish my lunch on my way home lor... I tot u dun wan 2 stay in sch today...,0,80,21,2,jus finish lunch way home lor tot u dun wan 2 stay sch today +4107,K then 2marrow are you coming to class.,0,39,9,1,k 2marrow coming class +4108,"HOT LIVE FANTASIES call now 08707500020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870 is a national rate call",1,122,25,1,hot live fantasy call 08707500020 20p per min ntt ltd po box 1327 croydon cr9 5wb 0870 national rate call +4109,Pls send me your address sir.,0,29,7,1,pls send address sir +4110,I want to lick your pussy now...,0,32,8,1,want lick pussy +4111,"Yo, you gonna still be in stock tomorrow/today? I'm trying to get a dubsack",0,75,18,2,yo gon na still stock trying get dubsack +4112,URGENT! Your Mobile number has been awarded a 2000 prize GUARANTEED. Call 09061790125 from landline. Claim 3030. Valid 12hrs only 150ppm,1,141,28,5,urgent mobile number awarded ukp 2000 prize guaranteed call 09061790125 landline claim valid 12hrs 150ppm +4113,"I'll see, but prolly yeah",0,25,7,1,see prolly yeah +4114,Thought we could go out for dinner. I'll treat you! Seem ok?,0,60,16,3,thought could go dinner treat seem ok +4115,Where are you ? What do you do ? How can you stand to be away from me ? Doesn't your heart ache without me ? Don't you wonder of me ? Don't you crave me ?,0,154,40,6,stand away heart ache without wonder crave +4116,Sorry. You never hear unless you book it. One was kinda a joke--thet were really looking for skinny white girls. The other was one line--you can only do so much on camera with that. Something like that they're casting on the look.,0,230,52,5,sorry never hear unless book one kinda joke thet really looking skinny white girl one line much camera something like casting look +4118,"Sure thing big man. i have hockey elections at 6, shouldn‘t go on longer than an hour though",0,94,20,2,sure thing big man hockey election 6 go longer hour though +4119,Watch lor. I saw a few swatch one i thk quite ok. Ard 116 but i need 2nd opinion leh...,0,87,22,2,watch lor saw swatch one thk quite ard 116 need 2nd opinion leh +4120,Hiya do u like the hlday pics looked horrible in them so took mo out! Hows the camp Amrca thing? Speak soon Serena:),0,116,27,3,hiya u like hlday pic looked horrible took mo hows camp amrca thing speak soon serena +4121,"Babe! How goes that day ? What are you up to ? I miss you already, my Love ... * loving kiss* ... I hope everything goes well.",0,126,32,5,babe go day miss already love loving kiss hope everything go well +4122,Yunny... I'm goin to be late,0,28,8,2,yunny goin late +4123,Doc prescribed me morphine cause the other pain meds aren't enough. Waiting for my mom to bring it. That med should kick in fast so I'm gonna try to be on later,0,160,37,3,doc prescribed morphine cause pain med enough waiting mom bring med kick fast gon na try later +4124,"Cool, want me to go to kappa or should I meet you outside mu",0,60,15,1,cool want go kappa meet outside mu +4125,"Hey sexy buns ! Have I told you ? I adore you, loverboy. I hope you remember to thank your sister in law for those meatballs *grins* ... i love you, babe",0,153,37,4,hey sexy bun told adore loverboy hope remember thank sister law meatball grin love babe +4126,May b approve panalam...but it should have more posts..,0,55,12,1,may b approve panalam post +4127,"SPJanuary Male Sale! Hot Gay chat now cheaper, call 08709222922. National rate from 1.5p/min cheap to 7.8p/min peak! To stop texts call 08712460324 (10p/min)",1,157,30,4,spjanuary male sale hot gay chat cheaper call national rate cheap peak stop text call 08712460324 +4130,Me i'm not workin. Once i get job...,0,36,11,2,workin get job +4131,And by when you're done I mean now,0,34,9,1,done mean +4132,"""Its Ur luck to Love someone. Its Ur fortune to Love the one who Loves U. But, its a miracle to Love a person who can't Love anyone except U..."" Gud nyt...",0,155,40,3,ur luck love someone ur fortune love one love miracle love person ca love anyone except u gud nyt +4133,Hi baby ive just got back from work and i was wanting to see u allday! I hope i didnt piss u off on the phone today. If u are up give me a call xxx,0,147,38,3,hi baby ive got back work wanting see u allday hope didnt piss u phone today u give call xxx +4134,FreeMsg Today's the day if you are ready! I'm horny & live in your town. I love sex fun & games! Netcollex Ltd 08700621170150p per msg reply Stop to end,1,152,35,4,freemsg today day ready horny live town love sex fun game netcollex ltd 08700621170150p per msg reply stop end +4135,Is it your yahoo boys that bring in the perf? Or legal.,0,55,14,2,yahoo boy bring perf legal +4136,No need to say anything to me. I know i am an outsider,0,54,14,2,need say anything know outsider +4137,have you ever had one foot before?,0,34,8,1,ever one foot +4138,Just got to <#>,0,22,10,1,got lt gt +4139,"Good! No, don‘t need any receipts—well done! (…) Yes, please tell . What‘s her number, i could ring her",0,111,26,4,good need done yes please tell number could ring +4141,Leave it wif me lar... Ü wan to carry meh so heavy... Is da num 98321561 familiar to ü?,0,89,22,1,leave wif lar wan carry meh heavy da num 98321561 familiar ã¼ +4142,Beautiful truth : Expression of the face could Be seen by everyone... But the depression of heart Could be understood only By the Loved ones.. Gud Ni8;-),0,153,32,2,beautiful truth expression face could seen everyone depression heart could understood loved one gud ni8 +4143,Infact happy new year. How are you where are you when are we seeing,0,67,15,2,infact happy new year seeing +4144,"In The Simpsons Movie released in July 2007 name the band that died at the start of the film? A-Green Day, B-Blue Day, C-Red Day. (Send A, B or C)",1,146,37,3,simpson movie released july 2007 name band died start film day day day send b c +4145,That's a shame! Maybe cld meet for few hrs tomo?,0,48,13,2,shame maybe cld meet hr tomo +4146,Lol I would but despite these cramps I like being a girl.,0,57,13,1,lol would despite cramp like girl +4147,I can’t wait for cornwall. Hope tonight isn’t too bad as well but it’s rock night shite. Anyway i’m going for a kip now have a good night. Speak to you soon.,0,161,36,4,wait cornwall hope tonight bad well rock night shite anyway going kip good night speak soon +4148,Pls help me tell sura that i'm expecting a battery from hont. And that if should pls send me a message about how to download movies. Thanks,0,139,30,3,pls help tell sura expecting battery hont pls send message download movie thanks +4149,Please call Amanda with regard to renewing or upgrading your current T-Mobile handset free of charge. Offer ends today. Tel 0845 021 3680 subject to T's and C's,1,160,32,3,please call amanda regard renewing upgrading current handset free charge offer end today tel 0845 021 3680 subject c +4150,"Haven't found a way to get another app for your phone, eh ? Will you go to the net cafe ? Did you take that job? Geeee I need you babe. I crave to see you ...",0,158,41,5,found way get another app phone eh go net cafe take job geeee need babe crave see +4151,I only work from mon to thurs but Sat i cant leh... Booked liao... Which other day u free?,0,90,22,3,work mon thurs sat cant leh booked liao day u free +4152,Ü comin to fetch us oredi...,0,29,7,1,comin fetch u oredi +4153,What's nannys address?,0,22,5,1,nanny address +4155,Haf u eaten? Wat time u wan me 2 come?,0,38,12,2,haf u eaten wat time u wan 2 come +4156,Want a new Video Phone? 750 anytime any network mins? Half price line rental free text for 3 months? Reply or call 08000930705 for free delivery,1,144,29,4,want new video phone 750 anytime network min half price line rental free text 3 month reply call 08000930705 free delivery +4157,"Yo, call me when you get the chance, a friend of mine wanted me to ask you about a big order",0,92,23,1,yo call get chance friend mine wanted ask big order +4158,This single single answers are we fighting? Plus i said am broke and you didnt reply,0,84,17,2,single single answer fighting plus said broke didnt reply +4159,It certainly puts things into perspective when something like this happens,0,74,11,1,certainly put thing perspective something like happens +4160,Now got tv 2 watch meh? U no work today?,0,40,12,2,got tv 2 watch meh u work today +4161,i felt so...not any conveying reason.. Ese he... What about me?,0,63,16,1,felt conveying reason ese +4163,How's it going? Got any exciting karaoke type activities planned? I'm debating whether to play football this eve. Feeling lazy though.,0,134,27,4,going got exciting karaoke type activity planned debating whether play football eve feeling lazy though +4164,I told that am coming on wednesday.,0,35,8,1,told coming wednesday +4165,"Its ok, called mom instead have fun",0,35,8,1,ok called mom instead fun +4166,"Dear Voucher Holder, To claim this weeks offer, at your PC please go to http://www.wtlp.co.uk/text. Ts&Cs apply.",1,112,25,2,dear voucher holder claim week offer pc please go http t c apply +4167,Well if I'm that desperate I'll just call armand again,0,54,12,1,well desperate call armand +4168,Are you at work right now ?,0,27,7,1,work right +4170,Haven't heard anything and he's not answering my texts so I'm guessing he flaked. That said the jb is fantastic,0,111,24,2,heard anything answering text guessing flaked said jb fantastic +4171,"Mmmmmm ... I love you,so much, Ahmad ... I can't wait for this year to begin as every second takes me closer to being at your side. Happy New Year, my love!!",0,157,40,5,mmmmmm love much ahmad ca wait year begin every second take closer side happy new year love +4172,Pls what's the full name of joke's school cos fees in university of florida seem to actually be <#> k. Pls holla back,0,124,31,1,pls full name joke school co fee university florida seem actually lt gt pls holla back +4174,Ok... But they said i've got wisdom teeth hidden inside n mayb need 2 remove.,0,77,18,2,ok said got wisdom teeth hidden inside n mayb need 2 remove +4175,And pls pls drink plenty plenty water,0,37,7,1,pls pls drink plenty plenty water +4176,How are you doing. How's the queen. Are you going for the royal wedding,0,71,17,3,queen going royal wedding +4177,He's in lag. That's just the sad part but we keep in touch thanks to skype,0,74,19,2,lag sad part keep touch thanks skype +4178,Ok lor then we go tog lor...,0,28,8,1,ok lor go tog lor +4179,Two teams waiting for some players,0,34,6,1,two team waiting player +4180,Can ü send me a copy of da report?,0,35,10,1,ã¼ send copy da report +4181,"swhrt how u dey,hope ur ok, tot about u 2day.love n miss.take care.",0,67,17,1,swhrt u dey hope ur ok tot u n care +4182,"Ok da, i already planned. I wil pick you.",0,41,12,2,ok da already planned wil pick +4183,"Urgent! Please call 0906346330. Your ABTA complimentary 4* Spanish Holiday or £10,000 cash await collection SAE T&Cs BOX 47 PO19 2EZ 150ppm 18+",1,144,28,3,urgent please call abta complimentary 4 spanish holiday cash await collection sae c box 47 po19 2ez 150ppm +4185,I just really need shit before tomorrow and I know you won't be awake before like 6,0,83,18,1,really need shit tomorrow know wo awake like 6 +4186,I'm good. Have you registered to vote?,0,38,10,2,good registered vote +4187,"Hmm ok, i'll stay for like an hour cos my eye is really sore!",0,61,17,1,hmm ok stay like hour co eye really sore +4188,Dear got bus directly to calicut,0,32,6,1,dear got bus directly calicut +4189,Mm umma ask vava also to come tell him can play later together,0,62,13,1,mm umma ask vava also come tell play later together +4190,"Well the general price is <#> /oz, let me know if/when/how much you want",0,79,21,1,well general price lt gt let know much want +4192,"Each Moment in a day,has its own value-Morning brings hope,afternoon brings faith,Evening brings luv,Night brings rest,Wish u find them all today.Good Morning",0,158,32,1,moment day brings hope afternoon brings faith evening brings luv night brings rest wish u find morning +4193,<#> w jetton ave if you forgot,0,37,13,1,lt gt w jetton ave forgot +4194,Ok i'm coming home now.,0,23,7,1,ok coming home +4195,Can not use foreign stamps in this country.,0,43,9,1,use foreign stamp country +4197,"Sorry, it's a lot of friend-of-a-friend stuff, I'm just now about to talk to the actual guy who wants to buy",0,108,25,1,sorry lot stuff talk actual guy want buy +4200,"cmon babe, make me horny, *turn* me on! Txt me your fantasy now babe -) Im hot, sticky and need you now. All replies cost £1.50. 2 cancel send STOP",1,148,39,4,cmon babe make horny turn txt fantasy babe im hot sticky need reply cost 2 cancel send stop +4202,Wylie update: my weed dealer carlos went to freedom and had a class with lunsford,0,81,16,1,wylie update weed dealer carlos went freedom class lunsford +4203,Are you happy baby ? Are you alright ? Did you take that job ? I hope your fine. I send you a kiss to make you smile from across the sea ... *kiss* *kiss*,0,154,40,5,happy baby alright take job hope fine send kiss make smile across sea kiss kiss +4204,C movie is juz last minute decision mah. Juz watch 2 lar but i tot ü not interested.,0,85,20,2,c movie juz last minute decision mah juz watch 2 lar tot ã¼ interested +4205,How are you enjoying this semester? Take care brother.,0,54,11,2,enjoying semester take care brother +4206,IMPORTANT INFORMATION 4 ORANGE USER 0796XXXXXX. TODAY IS UR LUCKY DAY!2 FIND OUT WHY LOG ONTO http://www.urawinner.com THERE'S A FANTASTIC PRIZEAWAITING YOU!,1,157,29,2,important information 4 orange user 0796xxxxxx today ur lucky day 2 find log onto http fantastic prizeawaiting +4207,"Get the door, I'm here",0,22,7,1,get door +4208,"Lets use it next week, princess :)",0,34,9,1,let use next week princess +4209,Or i go home first lar ü wait 4 me lor.. I put down my stuff first..,0,69,19,2,go home first lar ã¼ wait 4 lor put stuff first +4210,I want kfc its Tuesday. Only buy 2 meals ONLY 2. No gravy. Only 2 Mark. 2!,0,74,22,5,want kfc tuesday buy 2 meal gravy 2 mark 2 +4211,No da:)he is stupid da..always sending like this:)don believe any of those message.pandy is a mental:),0,102,26,1,da stupid da always sending like believe mental +4212,Oi when you gonna ring,0,22,6,1,oi gon na ring +4213,Missed call alert. These numbers called but left no message. 07008009200,1,72,13,3,missed call alert number called left message 07008009200 +4214,I attended but nothing is there.,0,32,7,1,attended nothing +4215,Ard 530 like dat lor. We juz meet in mrt station then ü dun haf to come out.,0,77,20,2,ard 530 like dat lor juz meet mrt station ã¼ dun haf come +4216,No dear i was sleeping :-P,0,26,7,1,dear sleeping +4217,Er mw im filled tuth is aight,0,29,7,1,er mw im filled tuth aight +4218,Will be office around 4 pm. Now i am going hospital.,0,52,13,2,office around 4 pm going hospital +4219,Actually i'm waiting for 2 weeks when they start putting ad.,0,60,13,1,actually waiting 2 week start putting ad +4220,Anything lor if they all go then i go lor...,0,44,11,1,anything lor go go lor +4221,U free on sat rite? U wan 2 watch infernal affairs wif me n darren n mayb xy?,0,77,20,2,u free sat rite u wan 2 watch infernal affair wif n darren n mayb xy +4223,Yo you around? A friend of mine's lookin to pick up later tonight,0,65,15,2,yo around friend mine lookin pick later tonight +4224,Stupid auto correct on my phone,0,31,6,1,stupid auto correct phone +4225,Double eviction this week - Spiral and Michael and good riddance to them!,0,73,14,1,double eviction week spiral michael good riddance +4226,"""The world suffers a lot... Not because of the violence of bad people. But because of the silence of good people!"", Gud night....",0,129,30,3,world suffers lot violence bad people silence good people gud night +4227,"Ok thats cool. Its , just off either raglan rd or edward rd. Behind the cricket ground. Gimme ring when ur closeby see you tuesday.",0,131,30,4,ok thats cool either raglan rd edward rd behind cricket ground gim ring ur closeby see tuesday +4228,Buy one egg for me da..please:),0,31,10,1,buy one egg da please +4229,Have you started in skye,0,24,5,1,started skye +4230,Have you bookedthe hut? And also your time off? How are you by the way?,0,71,18,3,bookedthe hut also time way +4231,And several to you sir.,0,23,6,1,several sir +4232,U really pig leh sleep so much. My dad wake me up at 10 smth 2 eat lunch today.,0,79,21,2,u really pig leh sleep much dad wake 10 smth 2 eat lunch today +4234,My love ... I hope your not doing anything drastic. Don't you dare sell your pc or your phone ...,0,97,22,3,love hope anything drastic dare sell pc phone +4236,FREEMSG: Our records indicate you may be entitled to 3750 pounds for the Accident you had. To claim for free reply with YES to this msg. To opt out text STOP,1,157,34,3,freemsg record indicate may entitled 3750 pound accident claim free reply yes msg opt text stop +4238,Life style garments account no please.,0,38,7,1,life style garment account please +4239,Lol wtf random. Btw is that your lunch break,0,44,10,2,lol wtf random btw lunch break +4240,"Sez, hows u & de arab boy? Hope u r all good give my love 2 evry1 love ya eshxxxxxxxxxxx",0,88,22,2,sez hows u de arab boy hope u r good give love 2 evry1 love ya eshxxxxxxxxxxx +4241,"The LAY MAN! Just to let you know you are missed and thought off. Do have a great day. And if you can send me bimbo and ugo's numbers, ill appreciate. Safe",0,155,38,5,lay man let know missed thought great day send bimbo ugo number ill appreciate safe +4242,Detroit. The home of snow. Enjoy it.,0,36,10,3,detroit home snow enjoy +4243,Show ur colours! Euro 2004 2-4-1 Offer! Get an England Flag & 3Lions tone on ur phone! Click on the following service message for info!,1,135,29,4,show ur colour euro 2004 offer get england flag 3lions tone ur phone click following service message info +4245,"Aight, I'm chillin in a friend's room so text me when you're on the way",0,71,19,1,aight chillin friend room text way +4246,Is toshiba portege m100 gd?,0,27,6,1,toshiba portege m100 gd +4247,Well welp is sort of a semiobscure internet thing,0,49,9,1,well welp sort semiobscure internet thing +4248,Text PASS to 69669 to collect your polyphonic ringtones. Normal gprs charges apply only. Enjoy your tones,1,105,19,3,text pas 69669 collect polyphonic ringtones normal gprs charge apply enjoy tone +4249,"accordingly. I repeat, just text the word ok on your mobile phone and send",1,74,16,2,accordingly repeat text word ok mobile phone send +4250,Loosu go to hospital. De dont let it careless.,0,46,11,2,loosu go hospital de dont let careless +4251,How much for an eighth?,0,23,6,1,much eighth +4252,Omg Joanna is freaking me out. She's looked thru all my friends to find photos of me. And then she's asking about stuff on my MySpace which I haven't even logged on in like a year. :/,0,183,44,4,omg joanna freaking looked thru friend find photo asking stuff myspace even logged like year +4253,"Send ur birthdate with month and year, I will tel u ur LIFE PARTNER'S name. and the method of calculation. Reply must.",0,118,27,3,send ur birthdate month year tel u ur life partner name method calculation reply must +4254,Juz now havent woke up so a bit blur blur... Can? Dad went out liao... I cant cum now oso...,0,92,24,3,juz havent woke bit blur blur dad went liao cant cum oso +4255,"How about clothes, jewelry, and trips?",0,38,9,1,clothes jewelry trip +4256,Block Breaker now comes in deluxe format with new features and great graphics from T-Mobile. Buy for just £5 by replying GET BBDELUXE and take the challenge,1,157,28,2,block breaker come deluxe format new feature great graphic buy replying get bbdeluxe take challenge +4257,Aah! A cuddle would be lush! I'd need lots of tea and soup before any kind of fumbling!,0,87,22,3,aah cuddle would lush need lot tea soup kind fumbling +4258,important information 4 orange user . today is your lucky day!2find out why log onto http://www.urawinner.com THERE'S A FANTASTIC SURPRISE AWAITING YOU!,1,152,28,2,important information 4 orange user today lucky day 2find log onto http fantastic surprise awaiting +4261,Are you plans with your family set in stone ?,0,45,10,1,plan family set stone +4262,Pls dont forget to study,0,24,5,1,pls dont forget study +4263,You'll never believe this but i have actually got off at taunton. Wow,0,69,15,2,never believe actually got taunton wow +4264,"Den only weekdays got special price... Haiz... Cant eat liao... Cut nails oso muz wait until i finish drivin wat, lunch still muz eat wat... ",0,141,30,1,den weekday got special price haiz cant eat liao cut nail oso muz wait finish drivin wat lunch still muz eat wat +4265,She just broke down a list of reasons why nobody's in town and I can't tell if she's being sarcastic or just faggy,0,114,26,1,broke list reason nobody town ca tell sarcastic faggy +4266, <DECIMAL> m but its not a common car here so its better to buy from china or asia. Or if i find it less expensive. I.ll holla,0,132,35,3,lt decimal gt common car better buy china asia find le expensive holla +4267,The greatest test of courage on earth is to bear defeat without losing heart....gn tc,0,85,17,1,greatest test courage earth bear defeat without losing heart gn tc +4268,SORRY IM STIL FUCKED AFTER LAST NITE WENT TOBED AT 430 GOT UP 4 WORK AT 630,0,75,17,1,sorry im stil fucked last nite went tobed 430 got 4 work 630 +4269,Hey so whats the plan this sat? ,0,32,8,1,hey whats plan sat +4270,Beauty sleep can help ur pimples too.,0,37,8,1,beauty sleep help ur pimple +4271,Great. Hope you are using your connections from mode men also cos you can never know why old friends can lead you to today,0,122,25,2,great hope using connection mode men also co never know old friend lead today +4272,Natalja (25/F) is inviting you to be her friend. Reply YES-440 or NO-440 See her: www.SMS.ac/u/nat27081980 STOP? Send STOP FRND to 62468,1,136,27,3,natalja inviting friend reply see stop send stop frnd 62468 +4273,Where to get those?,0,19,5,1,get +4274,"Kind of. Just missed train cos of asthma attack, nxt one in half hr so driving in. not sure where to park.",0,106,26,3,kind missed train co asthma attack nxt one half hr driving sure park +4275,Ball is moving a lot.will spin in last :)so very difficult to bat:),0,67,17,1,ball moving spin last difficult bat +4276,Haiyoh... Maybe your hamster was jealous of million,0,51,9,1,haiyoh maybe hamster jealous million +4277,Can you please send me my aunty's number,0,40,9,1,please send aunty number +4278,I'm glad. You are following your dreams.,0,40,10,2,glad following dream +4279,I've reached home finally...,0,28,6,1,reached home finally +4280,"URGENT. Important information for 02 user. Today is your lucky day! 2 find out why , log onto http://www.urawinner.com there is a fantastic surprise awaiting you !",1,163,32,4,urgent important information 02 user today lucky day 2 find log onto http fantastic surprise awaiting +4282,"Wn u r hurt by d prsn who s close 2 u, do fight wit dem. Coz somtimes dis fight saves a relation bt being quiet leaves nothin in a relation.. Gud eveB-)",0,152,37,2,wn u r hurt prsn close 2 u fight wit dem coz somtimes dis fight save relation bt quiet leaf nothin relation gud +4283,U can call now...,0,17,5,1,u call +4284,"Science tells that chocolate will melt under the sunlight. Please don't walk under the sunlight. BCoz,I don't want to loss a sweet friend.",0,138,30,3,science tell chocolate melt sunlight please walk sunlight bcoz want loss sweet friend +4285,Yes. I come to nyc for audiitions and am trying to relocate.,0,60,14,2,yes come nyc audiitions trying relocate +4286,I pocked you up there before,0,28,6,1,pocked +4287,Congrats. That's great. I wanted to tell you not to tell me your score cos it might make me relax. But its motivating me so thanks for sharing,0,142,32,4,congrats great wanted tell tell score co might make relax motivating thanks sharing +4288,I wud never mind if u dont miss me or if u dont need me.. But u wil really hurt me wen u need me & u dont tell me......... Take care:-),0,139,39,2,wud never mind u dont miss u dont need u wil really hurt wen u need amp u dont tell take care +4289,Hey mr whats the name of that bill brison book the one about language and words ,0,80,16,1,hey mr whats name bill brison book one language word +4290,"Okay, good, no problem, and thanx!",0,34,10,1,okay good problem thanx +4291,"For you information, IKEA is spelled with all caps. That is not yelling. when you thought i had left you, you were sitting on the bed among the mess when i came in. i said we were going after you got home from class. please don't try and bullshit me. It makes me want to listen to you less.",0,290,68,6,information ikea spelled cap yelling thought left sitting bed among mess came said going got home class please try bullshit make want listen le +4292,Call me when u're done...,0,25,7,1,call u done +4293,G.W.R,0,5,1,1, +4294,You best watch what you say cause I get drunk as a motherfucker,0,63,13,1,best watch say cause get drunk motherfucker +4295,Kit Strip - you have been billed 150p. Netcollex Ltd. PO Box 1013 IG11 OJA,1,74,16,2,kit strip billed 150p netcollex po box 1013 ig11 oja +4297,Please CALL 08712402578 immediately as there is an urgent message waiting for you,1,81,13,1,please call 08712402578 immediately urgent message waiting +4298,thesmszone.com lets you send free anonymous and masked messages..im sending this message from there..do you see the potential for abuse???,1,138,27,2,let send free anonymous masked message im sending message see potential abuse +4301,"Erm... Woodland avenue somewhere. Do you get the parish magazine, his telephone number will be in there.",0,104,21,2,erm woodland avenue somewhere get parish magazine telephone number +4302,Are there TA jobs available? Let me know please cos i really need to start working,0,82,17,2,ta job available let know please co really need start working +4303,Aiyar hard 2 type. U later free then tell me then i call n scold n tell u.,0,74,20,2,aiyar hard 2 type u later free tell call n scold n tell u +4304,Yup i'm free...,0,15,5,1,yup free +4305,"Good good, billy mates all gone. Just been jogging, again! Did enjoy concert?",0,77,18,3,good good billy mate gone jogging enjoy concert +4306,Yo come over carlos will be here soon,0,37,8,1,yo come carlos soon +4307,Awww dat is sweet! We can think of something to do he he! Have a nice time tonight ill probably txt u later cos im lonely :( xxx.,0,129,32,3,awww dat sweet think something nice time tonight ill probably txt u later co im lonely xxx +4308,I guess it is useless calling u 4 something important.,0,54,11,1,guess useless calling u 4 something important +4309,Ha ha - had popped down to the loo when you hello-ed me. Hello!,0,63,16,2,ha ha popped loo hello +4310,He dint tell anything. He is angry on me that why you told to abi.,0,66,17,2,dint tell anything angry told abi +4312,It so happens that there r 2waxsto do wat you want. She can come and ill get her medical insurance. And she'll be able to deliver and have basic care. I'm currently shopping for the right medical insurance for her. So just give me til friday morning. Thats when i.ll see the major person that can guide me to the right insurance.,0,329,70,6,happens r 2waxsto wat want come ill get medical insurance able deliver basic care currently shopping right medical insurance give til friday morning thats see major person guide right insurance +4313,I keep ten rs in my shelf:) buy two egg.,0,40,13,1,keep ten r shelf buy two egg +4314,"I wasn't well babe, i have swollen glands at my throat ... What did you end up doing ?",0,86,21,1,well babe swollen gland throat end +4315,Is ur changes 2 da report big? Cos i've already made changes 2 da previous report.,0,82,19,2,ur change 2 da report big co already made change 2 da previous report +4316,Captain is in our room:),0,24,7,1,captain room +4317,"I can't speak, bcaz mobile have problem. I can listen you but you cann't listen my voice. So i calls you later.",0,111,28,3,ca speak bcaz mobile problem listen listen voice call later +4318,HIYA STU WOT U UP 2.IM IN SO MUCH TRUBLE AT HOME AT MOMENT EVONE HATES ME EVEN U! WOT THE HELL AV I DONE NOW? Y WONT U JUST TELL ME TEXT BCK PLEASE LUV DAN ,0,156,39,3,hiya stu wot u much truble home moment evone hate even u wot hell av done wont u tell text bck please luv dan +4319,S...i will take mokka players only:),0,36,10,1,take mokka player +4320,Are you still playing with gautham?,0,35,7,1,still playing gautham +4321,Hey mr and I are going to the sea view and having a couple of gays I mean games! Give me a bell when ya finish ,0,112,27,2,hey mr going sea view couple gay mean game give bell ya finish +4322,"K, jason says he's gonna be around so I'll be up there around <#>",0,72,24,1,k jason say gon na around around lt gt +4323,Sorry . I will be able to get to you. See you in the morning.,0,61,17,3,sorry able get see morning +4324,Aight well keep me informed,0,27,5,1,aight well keep informed +4326,Am only searching for good dual sim mobile pa.,0,46,10,1,searching good dual sim mobile pa +4327,That seems unnecessarily hostile,0,32,4,1,seems unnecessarily hostile +4328,Dude got a haircut. Now its breezy up there,0,43,10,2,dude got haircut breezy +4329,"Congrats! 2 mobile 3G Videophones R yours. call 09061744553 now! videochat wid ur mates, play java games, Dload polyH music, noline rentl. bx420. ip4. 5we. 150pm",1,161,36,8,congrats 2 mobile 3g videophones r call 09061744553 videochat wid ur mate play java game dload polyh music noline rentl bx420 ip4 5we 150pm +4330,1Apple/Day=No Doctor. 1Tulsi Leaf/Day=No Cancer. 1Lemon/Day=No Fat. 1Cup Milk/day=No Bone Problms 3 Litres Watr/Day=No Diseases Snd ths 2 Whom U Care..:-),0,154,28,4,doctor 1tulsi cancer fat 1cup bone problms 3 litre disease snd th 2 u care +4331,i thought we were doing a king of the hill thing there.,0,55,13,1,thought king hill thing +4332,Nope i'll come online now..,0,27,7,1,nope come online +4333,ALSO TELL HIM I SAID HAPPY BIRTHDAY,0,35,7,1,also tell said happy birthday +4334,Y bishan lei... I tot ü say lavender? ,0,39,10,2,bishan lei tot ã¼ say lavender +4335,Boo what time u get out? U were supposed to take me shopping today. :(,0,70,18,3,boo time u get u supposed take shopping today +4336,"Now u sound like manky scouse boy steve,like! I is travelling on da bus home.wot has u inmind 4 recreation dis eve?",0,115,26,2,u sound like manky scouse boy steve like travelling da bus u inmind 4 recreation dis eve +4337,"Fyi I'm taking a quick shower, be at epsilon in like <#> min",0,68,21,1,fyi taking quick shower epsilon like lt gt min +4338,on a Tuesday night r u 4 real,0,29,8,1,tuesday night r u 4 real +4339,Yes when is the appt again?,0,27,7,1,yes appt +4340,Just got outta class gonna go gym.,0,34,9,1,got outta class gon na go gym +4341,I want to sent <#> mesages today. Thats y. Sorry if i hurts,0,66,21,3,want sent lt gt mesages today thats sorry hurt +4342,Ü all write or wat..,0,21,6,1,write wat +4343,Ha! I wouldn't say that I just didn't read anything into way u seemed. I don't like 2 be judgemental....i save that for fridays in the pub!,0,139,35,3,ha would say read anything way u seemed like 2 judgemental save friday pub +4344,Its a valentine game. . . send dis msg to all ur friends. . If 5 answers r d same then someone really loves u. . Ques- which colour suits me the best?,0,150,36,7,valentine game send dis msg ur friend 5 answer r someone really love colour suit best +4345,Hi:)did you asked to waheeda fathima about leave?,0,49,12,1,hi asked waheeda fathima leave +4346,Enjoy urself tmr...,0,19,4,1,enjoy urself tmr +4347,You still around? I could use a half-8th,0,40,9,2,still around could use +4349,You give us back my id proof and <#> rs. We wont allow you to work. We will come to your home within days,0,113,32,3,give u back id proof lt gt r wont allow work come home within day +4350,Ü bot notes oredi... Cos i juz rem i got...,0,44,12,1,bot note oredi co juz rem got +4351,Yes. Rent is very expensive so its the way we save.,0,51,13,2,yes rent expensive way save +4353,Hows the pain dear?y r u smiling?,0,33,10,1,hows pain dear r u smiling +4354,"Fun fact: although you would think armand would eventually build up a tolerance or some shit considering how much he smokes, he gets fucked up in like 2 hits",0,157,31,1,fun fact although would think armand would eventually build tolerance shit considering much smoke get fucked like 2 hit +4355,important information 4 orange user 0789xxxxxxx. today is your lucky day!2find out why log onto http://www.urawinner.com THERE'S A FANTASTIC SURPRISE AWAITING YOU!,1,163,29,2,important information 4 orange user 0789xxxxxxx today lucky day 2find log onto http fantastic surprise awaiting +4357,Great. So should i send you my account number.,0,46,11,2,great send account number +4358,"HELLOGORGEOUS, HOWS U? MY FONE WAS ON CHARGE LST NITW WEN U TEXD ME. HOPEU AD A NICE WKEND AS IM SURE U DID LOOKIN 4WARD 2 C-IN U 2MRW LUV JAZ",0,142,35,3,hellogorgeous hows u fone charge lst nitw wen u texd hopeu ad nice wkend im sure u lookin 4ward 2 u 2mrw luv jaz +4359,"Our dating service has been asked 2 contact U by someone shy! CALL 09058091870 NOW all will be revealed. POBox84, M26 3UZ 150p",1,126,26,3,dating service asked 2 contact u someone shy call 09058091870 revealed pobox84 m26 3uz 150p +4360,Ü only send me the contents page...,0,36,8,1,send content page +4361,"Night sweet, sleep well! I've just been to see The Exorcism of Emily Rose and may never sleep again! Hugs and snogs! ",0,117,27,3,night sweet sleep well see exorcism emily rose may never sleep hug snogs +4362,"Don't Think About ""What u Have Got"" Think About ""How to Use It That You Have Got"" gooD ni8",0,90,24,1,think u got think use got good ni8 +4363,"I can't right this second, gotta hit people up first",0,52,13,1,ca right second got ta hit people first +4364,"Evry Emotion dsn't hav Words.Evry Wish dsn't hav Prayrs.. If u Smile,D World is wit u.Othrwise even d Drop of Tear dsn't lik 2 Stay wit u.So b happy.. Good morning, keep smiling:-)",0,180,44,2,evry emotion d hav wish d hav prayrs u smile world wit even drop tear d lik 2 stay wit b happy good morning keep smiling +4365,So what about you. What do you remember,0,39,9,2,remember +4366,Ujhhhhhhh computer shipped out with address to sandiago and parantella lane. Wtf. Poop.,0,87,16,3,ujhhhhhhh computer shipped address sandiago parantella lane wtf poop +4367,Mm yes dear look how i am hugging you both. :-P,0,47,13,2,mm yes dear look hugging +4368,I like dis sweater fr mango but no more my size already so irritating.,0,70,15,1,like dis sweater fr mango size already irritating +4369,1 I don't have her number and 2 its gonna be a massive pain in the ass and i'd rather not get involved if that's possible,0,121,30,1,1 number 2 gon na massive pain as rather get involved possible +4370,Anytime lor...,0,14,3,1,anytime lor +4371,Do you want a new Video handset? 750 any time any network mins? UNLIMITED TEXT? Camcorder? Reply or Call now 08000930705 for del Sat AM,1,135,29,5,want new video handset 750 time network min unlimited text camcorder reply call 08000930705 del sat +4373,"Ur balance is now £600. Next question: Complete the landmark, Big, A. Bob, B. Barry or C. Ben ?. Text A, B or C to 83738. Good luck!",1,133,38,5,ur balance next question complete landmark big bob barry ben text b c good luck +4374,Me fine..absolutly fine,0,23,5,1,fine absolutly fine +4375,K and you're sure I don't have to have consent forms to do it :V,0,64,18,1,k sure consent form v +4376,Ur TONEXS subscription has been renewed and you have been charged £4.50. You can choose 10 more polys this month. www.clubzed.co.uk *BILLING MSG*,1,146,27,3,ur tonexs subscription renewed charged choose 10 polys month billing msg +4377,"If you don't, your prize will go to another customer. T&C at www.t-c.biz 18+ 150p/min Polo Ltd Suite 373 London W1J 6HL Please call back if busy",1,144,32,2,prize go another customer c polo ltd suite 373 london w1j 6hl please call back busy +4378,How much is torch in 9ja.,0,25,7,1,much torch 9ja +4379,"Doing nothing, then u not having dinner w us?",0,45,11,1,nothing u dinner w u +4380,How are you. Just checking up on you,0,36,9,2,checking +4381,Done it but internet connection v slow and can‘t send it. Will try again later or first thing tomo.,0,101,21,2,done internet connection v slow send try later first thing tomo +4382,Mathews or tait or edwards or anderson,0,38,7,1,mathews tait edward anderson +4383,yeah sure thing mate haunt got all my stuff sorted but im going sound anyway promoting hex for .by the way who is this? dont know number. Joke,0,142,30,3,yeah sure thing mate haunt got stuff sorted im going sound anyway promoting hex way dont know number joke +4384,No need lar i go engin? Cos my sis at arts today...,0,51,14,2,need lar go engin co si art today +4385,Thanks honey but still haven't heard anything I will leave it a bit longer so not 2 crowd him and will try later - great advice thanks hope cardiff is still there!,0,163,34,1,thanks honey still heard anything leave bit longer 2 crowd try later great advice thanks hope cardiff still +4386,Do you want a New Nokia 3510i Colour Phone Delivered Tomorrow? With 200 FREE minutes to any mobile + 100 FREE text + FREE camcorder Reply or Call 8000930705,1,156,30,2,want new nokia 3510i colour phone delivered tomorrow 200 free minute mobile 100 free text free camcorder reply call 8000930705 +4387,", im .. On the snowboarding trip. I was wondering if your planning to get everyone together befor we go..a meet and greet kind of affair? Cheers, ",0,146,32,3,im snowboarding trip wondering planning get everyone together befor go meet greet kind affair cheer +4388,S.i'm watching it in live..,0,27,7,1,watching live +4389,"see you then, we're all christmassy here!",0,41,10,1,see christmassy +4390,"K I'm ready, <#> ?",0,25,13,1,k ready lt gt +4393,what are your new years plans?,0,30,7,1,new year plan +4394,RECPT 1/3. You have ordered a Ringtone. Your order is being processed...,1,72,15,3,recpt ordered ringtone order processed +4395,Baaaaaaaabe! Wake up ! I miss you ! I crave you! I need you!,0,60,17,5,baaaaaaaabe wake miss crave need +4396,"Only just got this message, not ignoring you. Yes, i was. Shopping that is",0,74,18,3,got message ignoring yes shopping +4397,Dear :-/ why you mood off. I cant drive so i brother to drive,0,61,16,2,dear mood cant drive brother drive +4398,When did dad get back.,0,22,6,1,dad get back +4399,"Can you tell Shola to please go to college of medicine and visit the academic department, tell the academic secretary what the current situation is and ask if she can transfer there. She should ask someone to check Sagamu for the same thing and lautech. Its vital she completes her medical education in Nigeria. Its less expensive much less expensive. Unless she will be getting citizen rates in new zealand.",0,408,76,5,tell shola please go college medicine visit academic department tell academic secretary current situation ask transfer ask someone check sagamu thing lautech vital completes medical education nigeria le expensive much le expensive unless getting citizen rate new zealand +4400,Yes just finished watching days of our lives. I love it.,0,56,13,2,yes finished watching day life love +4401,Juz go google n search 4 qet...,0,31,8,1,juz go google n search 4 qet +4402,Many times we lose our best ones bcoz we are ,0,45,10,1,many time lose best one bcoz +4403,"Good FRIENDS CaRE for each Other.. CLoSE Friends UNDERSTaND each Other... and TRUE Friends STaY forever beyond words, beyond time. Gud ni8",0,138,26,2,good friend care close friend understand true friend stay forever beyond word beyond time gud ni8 +4404,Just getting back home,0,22,4,1,getting back home +4405,"Sorry, I'll call later <#> mins",0,38,14,1,sorry call later lt gt min +4406,Dun need to use dial up juz open da browser n surf...,0,53,13,1,dun need use dial juz open da browser n surf +4407,As one of our registered subscribers u can enter the draw 4 a 100 G.B. gift voucher by replying with ENTER. To unsubscribe text STOP,1,132,27,3,one registered subscriber u enter draw 4 100 gift voucher replying enter unsubscribe text stop +4408,"Awesome, plan to get here any time after like <#> , I'll text you details in a wee bit",0,93,27,1,awesome plan get time like lt gt text detail wee bit +4409,Take care and sleep well.you need to learn to change in life.you only need to get CONVINCED on that.i will wait but no more conversations between us.GET CONVINCED by that time.Your family is over for you in many senses.respect them but not overemphasise.or u have no role in my life.,0,283,51,1,take care sleep need learn change need get convinced wait conversation convinced family many u role life +4410,"For your chance to WIN a FREE Bluetooth Headset then simply reply back with ""ADP""",1,81,17,1,chance win free bluetooth headset simply reply back adp +4411,You also didnt get na hi hi hi hi hi,0,36,10,1,also didnt get na hi hi hi hi hi +4412,Ya but it cant display internal subs so i gotta extract them,0,60,13,1,ya cant display internal sub got ta extract +4413,If i said anything wrong sorry de:-),0,36,10,1,said anything wrong sorry de +4415,How stupid to say that i challenge god.You dont think at all on what i write instead you respond immed.,0,103,21,1,stupid say challenge dont think write instead respond immed +4416,"Yeah I should be able to, I'll text you when I'm ready to meet up",0,65,18,1,yeah able text ready meet +4417,V skint too but fancied few bevies.waz gona go meet &othrs in spoon but jst bin watchng planet earth&sofa is v comfey; If i dont make it hav gd night,0,149,34,1,v skint fancied gona go meet othrs spoon jst bin watchng planet earth sofa v comfey dont make hav gd night +4418," says that he's quitting at least5times a day so i wudn't take much notice of that. Nah, she didn't mind. Are you gonna see him again? Do you want to come to taunton tonight? U can tell me all about !",0,200,50,5,say quitting least5times day wud take much notice nah mind gon na see want come taunton tonight u tell +4419,"When you get free, call me",0,26,7,1,get free call +4420,How have your little darlings been so far this week? Need a coffee run tomo?Can't believe it's that time of week already …,0,124,28,2,little darling far week need coffee run tomo ca believe time week already +4422,Still at west coast... Haiz... Ü'll take forever to come back...,0,65,15,1,still west coast haiz take forever come back +4423,MMM ... Fuck .... Merry Christmas to me,0,39,8,1,mmm fuck merry christmas +4424,alright. Thanks for the advice. Enjoy your night out. I'ma try to get some sleep...,0,83,19,4,alright thanks advice enjoy night try get sleep +4425,Update your face book status frequently :),0,42,8,1,update face book status frequently +4426,Just now saw your message.it k da:),0,35,9,1,saw k da +4427,Was it something u ate?,0,23,6,1,something u ate +4428,So what did the bank say about the money?,0,41,10,1,bank say money +4429,Aiyar dun disturb u liao... Thk u have lots 2 do aft ur cupboard come...,0,72,17,1,aiyar dun disturb u liao thk u lot 2 aft ur cupboard come +4430,Hey they r not watching movie tonight so i'll prob b home early...,0,66,15,1,hey r watching movie tonight prob b home early +4431,Yar lor... How u noe? U used dat route too?,0,43,13,2,yar lor u noe u used dat route +4432,2mro i am not coming to gym machan. Goodnight.,0,46,11,2,2mro coming gym machan goodnight +4433,Dont think you need yellow card for uk travel. Ask someone that has gone before. If you do its just <#> bucks,0,116,30,3,dont think need yellow card uk travel ask someone gone lt gt buck +4434,Can u look 4 me in da lib i got stuff havent finish yet.,0,56,15,1,u look 4 da lib got stuff havent finish yet +4435,Sounds great! Im going to sleep now. Have a good night!,0,55,14,3,sound great im going sleep good night +4436,Don't b floppy... b snappy & happy! Only gay chat service with photo upload call 08718730666 (10p/min). 2 stop our texts call 08712460324,1,137,29,3,b floppy b snappy happy gay chat service photo upload call 08718730666 2 stop text call 08712460324 +4438,How come u got nothing to do?,0,29,8,1,come u got nothing +4439,Nothing will ever be easy. But don't be looking for a reason not to take a risk on life and love,0,96,23,2,nothing ever easy looking reason take risk life love +4440,i want to grasp your pretty booty :),0,36,9,1,want grasp pretty booty +4441,I've got it down to a tea. not sure which flavour,0,49,13,2,got tea sure flavour +4442,I'm going 2 orchard now laready me reaching soon. U reaching?,0,61,14,2,going 2 orchard laready reaching soon u reaching +4443,Dear i am not denying your words please,0,39,8,1,dear denying word please +4444,You know my old Dom I told you about yesterday ? His name is Roger? He got in touch with me last night and wants me to meet him today at 2 pm,0,141,34,3,know old dom told yesterday name roger got touch last night want meet today 2 pm +4445,COME BACK TO TAMPA FFFFUUUUUUU,0,30,5,1,come back tampa ffffuuuuuuu +4446,"2 celebrate my b’day, y else?",0,30,8,1,2 celebrate else +4447,Merry christmas to u too annie!,0,31,7,1,merry christmas u annie +4448,Please tell me you have some of that special stock you were talking about,0,73,14,1,please tell special stock talking +4449,I sent them. Do you like?,0,25,8,2,sent like +4451,"Awesome, be there in a minute",0,29,7,1,awesome minute +4452,"And that is the problem. You walk around in ""julianaland"" oblivious to what is going on around you. I say the same things constantly and they go in one ear and out the other while you go off doing whatever you want to do. It's not that you don't know why I'm upset--it's that you don't listen when i tell you WHAT is going to upset me. Then you want to be surprised when I'm mad.",0,379,91,5,problem walk around julianaland oblivious going around say thing constantly go one ear go whatever want know upset listen tell going upset want surprised mad +4453,I've told you everything will stop. Just dont let her get dehydrated.,0,69,15,2,told everything stop dont let get dehydrated +4454,Or I guess <#> min,0,26,11,1,guess lt gt min +4455,I'm home. Ard wat time will u reach?,0,36,11,2,home ard wat time u reach +4457,"If you want to mapquest it or something look up ""usf dogwood drive"", that's the tiny street where the parking lot is",0,116,26,1,want mapquest something look usf dogwood drive tiny street parking lot +4458,Aight should I just plan to come up later tonight?,0,50,11,1,aight plan come later tonight +4459,Die... I accidentally deleted e msg i suppose 2 put in e sim archive. Haiz... I so sad...,0,89,22,4,die accidentally deleted e msg suppose 2 put e sim archive haiz sad +4460,"Welcome to UK-mobile-date this msg is FREE giving you free calling to 08719839835. Future mgs billed at 150p daily. To cancel send ""go stop"" to 89123",1,149,30,3,welcome msg free giving free calling future mg billed 150p daily cancel send go stop 89123 +4461,This is wishing you a great day. Moji told me about your offer and as always i was speechless. You offer so easily to go to great lengths on my behalf and its stunning. My exam is next friday. After that i will keep in touch more. Sorry.,0,237,54,6,wishing great day moji told offer always speechless offer easily go great length behalf stunning exam next friday keep touch sorry +4462,"Thanks again for your reply today. When is ur visa coming in. And r u still buying the gucci and bags. My sister things are not easy, uncle john also has his own bills so i really need to think about how to make my own money. Later sha.",0,236,55,5,thanks reply today ur visa coming r u still buying gucci bag sister thing easy uncle john also bill really need think make money later sha +4463,"Sorry I flaked last night, shit's seriously goin down with my roommate, what you up to tonight?",0,95,21,1,sorry flaked last night shit seriously goin roommate tonight +4464,He said i look pretty wif long hair wat. But i thk he's cutting quite short 4 me leh.,0,85,22,2,said look pretty wif long hair wat thk cutting quite short 4 leh +4466,"""CHEERS FOR CALLIN BABE.SOZI CULDNT TALKBUT I WANNATELL U DETAILS LATER WENWECAN CHAT PROPERLY X""",0,97,17,1,cheer callin culdnt talkbut wannatell u detail later wenwecan chat properly x +4467,Hey u still at the gym?,0,23,7,1,hey u still gym +4469,Much better now thanks lol,0,26,5,1,much better thanks lol +4470,"Nothing, smsing u n xy lor. Sorry lor da guys neva c u in person but they sort of know u lor. So u wan 2 meet them xy ask me 2 bring u along 4 our next meeting.",0,160,43,3,nothing smsing u n xy lor sorry lor da guy neva c u person sort know u lor u wan 2 meet xy ask 2 bring u along 4 next meeting +4471,"Lemme know when I can swing by and pick up, I'm free basically any time after 1 all this semester",0,97,23,1,lem know swing pick free basically time 1 semester +4472,Wa... U so efficient... Gee... Thanx...,0,39,10,1,wa u efficient gee thanx +4473,3. You have received your mobile content. Enjoy,1,47,10,3,received mobile content enjoy +4474,S but not able to sleep.,0,24,7,1,able sleep +4475,Want explicit SEX in 30 secs? Ring 02073162414 now! Costs 20p/min,1,65,13,3,want explicit sex 30 sec ring 02073162414 cost +4476,We will meet soon princess! Ttyl!,0,33,8,2,meet soon princess ttyl +4477,I'll pick you up at about 5.15pm to go to taunton if you still want to come.,0,76,19,1,pick go taunton still want come +4478,Oh :-)only 4 outside players allowed to play know,0,49,12,1,oh 4 outside player allowed play know +4479,I anything lor.,0,15,4,1,anything lor +4480,Erutupalam thandiyachu,0,22,2,1,erutupalam thandiyachu +4481,"Y cant u try new invention to fly..i'm not joking.,",0,51,14,1,cant u try new invention fly +4482,No..its ful of song lyrics..,0,28,8,1,ful song lyric +4483,"What do u reckon as need 2 arrange transport if u can't do it, thanks",0,69,17,1,u reckon need 2 arrange transport u ca thanks +4484,True lov n care wil nevr go unrecognized. though somone often makes mistakes when valuing it. but they will definitly undrstnd once when they start missing it.,0,159,30,3,true lov n care wil nevr go unrecognized though somone often make mistake valuing definitly undrstnd start missing +4485,Shopping? Eh ger i toking abt syd leh...Haha,0,44,11,2,shopping eh ger toking abt syd leh haha +4486,What not under standing.,0,24,5,1,standing +4487,have * good weekend.,0,20,5,1,good weekend +4488,Miss call miss call khelate kintu opponenter miss call dhorte lage. Thats d rule. One with great phone receiving quality wins.,0,126,24,3,miss call miss call khelate kintu opponenter miss call dhorte lage thats rule one great phone receiving quality win +4489,Call me when you get the chance plz <3,0,41,12,1,call get chance plz lt 3 +4490,The new deus ex game comin early next yr,0,40,9,1,new deus ex game comin early next yr +4491,My computer just fried the only essential part we don't keep spares of because my fucking idiot roommates looovvve leaving the thing running on full <#> /7,0,162,34,1,computer fried essential part keep spare fucking idiot roommate looovvve leaving thing running full lt gt +4492,"My friend, she's studying at warwick, we've planned to go shopping and to concert tmw, but it may be canceled, havn't seen for ages, yeah we should get together sometime!",0,171,39,1,friend studying warwick planned go shopping concert tmw may canceled hav seen age yeah get together sometime +4493,Probably a couple hours tops,0,28,5,1,probably couple hour top +4494,"LOL .. *grins* .. I'm not babe, but thanks for thinking of me!",0,62,18,2,lol grin babe thanks thinking +4495,Man this bus is so so so slow. I think you're gonna get there before me,0,71,19,2,man bus slow think gon na get +4496,Hope this text meets you smiling. If not then let this text give you a reason to smile. Have a beautiful day.,0,109,25,3,hope text meet smiling let text give reason smile beautiful day +4497,"In case you wake up wondering where I am, I forgot I have to take care of something for grandma today, should be done before the parade",0,135,29,1,case wake wondering forgot take care something grandma today done parade +4499,"Latest Nokia Mobile or iPOD MP3 Player +£400 proze GUARANTEED! Reply with: WIN to 83355 now! Norcorp Ltd.£1,50/Mtmsgrcvd18+",1,125,21,3,latest nokia mobile ipod mp3 player proze guaranteed reply win 83355 norcorp +4500,"SMS SERVICES. for your inclusive text credits, pls goto www.comuk.net login= 3qxj9 unsubscribe with STOP, no extra charge. help 08702840625.COMUK. 220-CM2 9AE",1,158,27,4,sm service inclusive text credit pls goto 3qxj9 unsubscribe stop extra charge help 9ae +4501,Nvm take ur time.,0,17,5,1,nvm take ur time +4502,So wat's da decision?,0,21,6,1,wat da decision +4503,Wot is u up 2 then bitch?,0,25,8,1,wot u 2 bitch +4505,She told to hr that he want posting in chennai:)because i'm working here:),0,74,19,1,told hr want posting chennai working +4506,Mobile Club: Choose any of the top quality items for your mobile. 7cfca1a,1,73,15,2,mobile club choose top quality item mobile 7cfca1a +4507,When are you guys leaving?,0,26,6,1,guy leaving +4508,He neva grumble but i sad lor... Hee... Buy tmr lor aft lunch. But we still meetin 4 lunch tmr a not. Neva hear fr them lei. Ü got a lot of work ar?,0,149,40,4,neva grumble sad lor hee buy tmr lor aft lunch still meetin 4 lunch tmr neva hear fr lei got lot work ar +4509,Not able to do anything.,0,24,6,1,able anything +4510,Ü takin linear algebra today?,0,30,6,1,takin linear algebra today +4511,This weekend is fine (an excuse not to do too much decorating),0,62,14,1,weekend fine excuse much decorating +4512,"Sorry I missed you babe. I was up late and slept in. I hope you enjoy your driving lesson, boytoy. I miss you too ... *teasing kiss*",0,132,33,4,sorry missed babe late slept hope enjoy driving lesson boytoy miss teasing kiss +4513,Now project pa. After that only i can come.,0,43,10,1,project come +4514,Money i have won wining number 946 wot do i do next,1,51,12,1,money wining number 946 wot next +4515,"Sure, whenever you show the fuck up >:(",0,42,13,1,sure whenever show fuck gt +4516,That was random saw my old roomate on campus. He graduated,0,58,12,2,random saw old roomate campus graduated +4518,"Men always needs a beautiful, intelligent, caring, loving, adjustable, cooperative wife. But the law allows only one wife....",0,125,25,2,men always need beautiful intelligent caring loving adjustable cooperative wife law allows one wife +4519,That sucks. So what do you got planned for your yo valentine? I am your yo valentine aren't I?,0,94,23,3,suck got planned yo valentine yo valentine +4520,"Just got part Nottingham - 3 hrs 63miles. Good thing i love my man so much, but only doing 40mph. Hey ho",0,104,25,3,got part nottingham 3 hr 63miles good thing love man much 40mph hey ho +4521,What to think no one saying clearly. Ok leave no need to ask her. I will go if she come or not,0,94,24,3,think one saying clearly ok leave need ask go come +4522,Hi good mornin.. Thanku wish u d same..,0,39,10,1,hi good mornin thanku wish u +4523,DO U WANT 2 MEET UP 2MORRO,0,26,7,1,u want 2 meet 2morro +4524,Actually I decided I was too hungry so I haven't left yet :V,0,60,15,1,actually decided hungry left yet v +4525,I've sent ü my part..,0,22,7,1,sent ã¼ part +4526,Cos i was out shopping wif darren jus now n i called him 2 ask wat present he wan lor. Then he started guessing who i was wif n he finally guessed darren lor.,0,158,36,2,co shopping wif darren jus n called 2 ask wat present wan lor started guessing wif n finally guessed darren lor +4527,"I want some cock! My hubby's away, I need a real man 2 satisfy me. Txt WIFE to 89938 for no strings action. (Txt STOP 2 end, txt rec £1.50ea. OTBox 731 LA1 7WS. )",1,163,44,5,want cock hubby away need real man 2 satisfy txt wife 89938 string action txt stop 2 end txt rec otbox 731 la1 7ws +4528,Understand. his loss is my gain :) so do you work? School?,0,58,16,3,understand loss gain work school +4529,HOW ARE U? I HAVE MISSED U! I HAVENT BEEN UP 2 MUCH A BIT BORED WITH THE HOLIDAY WANT 2 GO BAK 2 COLLEGE! SAD ISNT IT?xx,0,120,33,4,u missed u havent 2 much bit bored holiday want 2 go bak 2 college sad isnt xx +4530,"Hiya, probably coming home * weekend after next",0,47,9,1,hiya probably coming home weekend next +4531,Don't forget though that I love you .... And I walk beside you. Watching over you and keeping your heart warm.,0,110,24,2,forget though love walk beside watching keeping heart warm +4532,I wish things were different. I wonder when i will be able to show you how much i value you. Pls continue the brisk walks no drugs without askin me please and find things to laugh about. I love you dearly.,0,205,45,4,wish thing different wonder able show much value pls continue brisk walk drug without askin please find thing laugh love dearly +4533,Ok both our days. So what are you making for dinner tonite? Am I invited?,0,73,18,3,ok day making dinner tonite invited +4534,Gr8 new service - live sex video chat on your mob - see the sexiest dirtiest girls live on ur phone - 4 details text horny to 89070 to cancel send STOP to 89070,1,160,34,1,gr8 new service live sex video chat mob see sexiest dirtiest girl live ur phone 4 detail text horny 89070 cancel send stop 89070 +4535,I have no money 4 steve mate! !,0,31,9,2,money 4 steve mate +4536,IM LATE TELLMISS IM ON MY WAY,0,29,7,1,im late tellmiss im way +4538,Normally i use to drink more water daily:),0,42,10,1,normally use drink water daily +4539,Dare i ask... Any luck with sorting out the car?,0,48,12,1,dare ask luck sorting car +4540,"Party's at my place at usf, no charge (but if you can contribute in any way it is greatly appreciated) and yeah, we got room for one more",0,137,33,1,party place usf charge contribute way greatly appreciated yeah got room one +4541,"Urgh, coach hot, smells of chip fat! Thanks again, especially for the duvet (not a predictive text word).",0,105,25,2,urgh coach hot smell chip fat thanks especially duvet predictive text word +4542,Hiya. How was last night? I've been naughty and bought myself clothes and very little ... Ready for more shopping tho! What kind of time do you wanna meet?,0,155,35,4,hiya last night naughty bought clothes little ready shopping tho kind time wan na meet +4543,FreeMsg Hi baby wow just got a new cam moby. Wanna C a hot pic? or Fancy a chat?Im w8in 4uTxt / rply CHAT to 82242 Hlp 08712317606 Msg150p 2rcv,1,143,35,3,freemsg hi baby wow got new cam moby wan na c hot pic fancy chat im w8in 4utxt rply chat 82242 hlp 08712317606 msg150p 2rcv +4544,I've been trying to reach him without success,0,45,9,1,trying reach without success +4545,when you and derek done with class?,0,35,8,1,derek done class +4546,Never y lei... I v lazy... Got wat? Dat day ü send me da url cant work one...,0,78,22,3,never lei v lazy got wat dat day ã¼ send da url cant work one +4547,Never try alone to take the weight of a tear that comes out of ur heart and falls through ur eyes... Always remember a STUPID FRIEND is here to share... BSLVYL,0,159,33,2,never try alone take weight tear come ur heart fall ur eye always remember stupid friend share bslvyl +4548,Hey mate. Spoke to the mag people. We‘re on. the is deliver by the end of the month. Deliver on the 24th sept. Talk later. ,0,126,30,5,hey mate spoke mag people deliver end month deliver 24th talk later +4550,"Haha, my friend tyler literally just asked if you could get him a dubsack",0,73,15,1,haha friend tyler literally asked could get dubsack +4551,"""Hey! do u fancy meetin me at 4 at cha – hav a lil beverage on me. if not txt or ring me and we can meet up l8r. quite tired got in at 3 v.pist ;) love Pete x x x""",0,164,48,4,hey u fancy meetin 4 cha hav lil beverage txt ring meet l8r quite tired got 3 love pete x x x +4552,Great. Have a safe trip. Dont panic surrender all.,0,50,12,3,great safe trip dont panic surrender +4553,"""SYMPTOMS"" when U are in love: ""1.U like listening songs 2.U get stopped where u see the name of your beloved 3.U won't get angry when your",0,139,32,1,symptom u love like listening song get stopped u see name beloved wo get angry +4554,Sun ah... Thk mayb can if dun have anythin on... Thk have to book e lesson... E pilates is at orchard mrt u noe hor... ,0,120,29,1,sun ah thk mayb dun anythin thk book e lesson e pilate orchard mrt u noe hor +4555,Try to do something dear. You read something for exams,0,54,11,2,try something dear read something exam +4557,Gettin rdy to ship comp,0,23,5,1,gettin rdy ship comp +4558,I am in hospital da. . I will return home in evening,0,52,13,3,hospital da return home evening +4559,PISS IS TALKING IS SOMEONE THAT REALISE U THAT POINT THIS AT IS IT.(NOW READ IT BACKWARDS),0,90,21,2,piss talking someone realise u point read backwards +4560,Think + da. You wil do.,0,23,8,2,think da wil +4561,I'm awake oh. What's up.,0,24,9,2,awake oh +4562,Good afternoon my boytoy. How goes that walking here and there day ? Did you get that police abstract? Are you still out and about? I wake and miss you babe,0,156,34,5,good afternoon boytoy go walking day get police abstract still wake miss babe +4563,How much u trying to get?,0,25,7,1,much u trying get +4564,"Come around <DECIMAL> pm vikky..i'm otside nw, il come by tht time",0,73,22,1,come around lt decimal gt pm vikky otside nw il come tht time +4565,Tell me again what your address is,0,34,7,1,tell address +4567,Should i buy him a blackberry bold 2 or torch. Should i buy him new or used. Let me know. Plus are you saying i should buy the <#> g wifi ipad. And what are you saying about the about the <#> g?,0,208,60,5,buy blackberry bold 2 torch buy new used let know plus saying buy lt gt g wifi ipad saying lt gt g +4568,But you were together so you should be thinkin about him,0,56,11,1,together thinkin +4569,hiya hows it going in sunny africa? hope u r avin a good time. give that big old silver back a big kiss from me.,0,112,28,3,hiya hows going sunny africa hope u r avin good time give big old silver back big kiss +4570,At WHAT TIME should i come tomorrow,0,35,7,1,time come tomorrow +4571,Wanna have a laugh? Try CHIT-CHAT on your mobile now! Logon by txting the word: CHAT and send it to No: 8883 CM PO Box 4217 London W1A 6ZF 16+ 118p/msg rcvd,1,156,37,3,wan na laugh try mobile logon txting word chat send 8883 cm po box 4217 london w1a 6zf rcvd +4572,"""CHA QUITEAMUZING THAT’SCOOL BABE,PROBPOP IN & CU SATTHEN HUNNY 4BREKKIE! LOVE JEN XXX. PSXTRA LRG PORTIONS 4 ME PLEASE """,0,122,25,3,cha quiteamuzing babe probpop cu satthen hunny 4brekkie love jen xxx psxtra lrg portion 4 please +4573,Omg how did u know what I ate?,0,30,9,1,omg u know ate +4574,"""URGENT! This is the 2nd attempt to contact U!U have WON £1000CALL 09071512432 b4 300603t&csBCM4235WC1N3XX.callcost150ppmmobilesvary. max£7. 50""",1,146,26,4,urgent 2nd attempt contact u u 09071512432 b4 300603t 50 +4575,:( but your not here....,0,24,7,1, +4576,Not directly behind... Abt 4 rows behind ü...,0,46,10,1,directly behind abt 4 row behind ã¼ +4577,Congratulations ur awarded 500 of CD vouchers or 125gift guaranteed & Free entry 2 100 wkly draw txt MUSIC to 87066,1,115,21,1,congratulation ur awarded 500 cd voucher 125gift guaranteed free entry 2 100 wkly draw txt music 87066 +4578,"Had your contract mobile 11 Mnths? Latest Motorola, Nokia etc. all FREE! Double Mins & Text on Orange tariffs. TEXT YES for callback, no to remove from records",1,159,34,5,contract mobile 11 mnths latest motorola nokia etc free double min text orange tariff text yes callback remove record +4579,"Urgent! call 09066350750 from your landline. Your complimentary 4* Ibiza Holiday or 10,000 cash await collection SAE T&Cs PO BOX 434 SK3 8WP 150 ppm 18+",1,152,31,3,urgent call 09066350750 landline complimentary 4 ibiza holiday cash await collection sae c po box 434 sk3 8wp 150 ppm +4580,No plans yet. What are you doing ?,0,34,9,2,plan yet +4581,Hi ....My engagement has been fixd on <#> th of next month. I know its really shocking bt....hmm njan vilikkam....t ws al of a sudn;-(.,0,142,41,2,hi engagement fixd lt gt th next month know really shocking bt hmm njan vilikkam w al sudn +4582,Not course. Only maths one day one chapter with in one month we can finish.,0,75,17,2,course math one day one chapter one month finish +4583,Wow didn't think it was that common. I take it all back ur not a freak! Unless u chop it off:-),0,95,27,3,wow think common take back ur freak unless u chop +4585,Noooooooo please. Last thing I need is stress. For once in your life be fair.,0,77,18,3,noooooooo please last thing need stress life fair +4586,U have a Secret Admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09065171142-stopsms-08718727870150ppm,1,158,26,1,u secret admirer looking 2 make contact r reveal think ur +4588,"I'll see if I can swing by in a bit, got some things to take care of here firsg",0,79,21,1,see swing bit got thing take care firsg +4589,I wanted to wish you a Happy New Year and I wanted to talk to you about some legal advice to do with when Gary and I split but in person. I'll make a trip to Ptbo for that. I hope everything is good with you babe and I love ya :),0,229,56,3,wanted wish happy new year wanted talk legal advice gary split person make trip ptbo hope everything good babe love ya +4590,Have you not finished work yet or something?,0,44,9,1,finished work yet something +4593,Right it wasnt you who phoned it was someone with a number like yours!,0,70,15,1,right wasnt phoned someone number like +4594,It's ok i wun b angry. Msg u aft i come home tonight.,0,53,16,2,ok wun b angry msg u aft come home tonight +4595,I had a good time too. Its nice to do something a bit different with my weekends for a change. See ya soon,0,106,25,3,good time nice something bit different weekend change see ya soon +4596,Yo sorry was in the shower sup,0,30,7,1,yo sorry shower sup +4597,"Carlos is down but I have to pick it up from him, so I'll swing by usf in a little bit",0,86,23,1,carlos pick swing usf little bit +4598,Full heat pa:-) i have applyed oil pa.,0,38,12,1,full heat pa applyed oil pa +4599,I'm stuck in da middle of da row on da right hand side of da lt... ,0,67,18,1,stuck da middle da row da right hand side da lt +4600,Have you laid your airtel line to rest?,0,39,9,1,laid airtel line rest +4601,Hi did u decide wot 2 get 4 his bday if not ill prob jus get him a voucher frm virgin or sumfing ,0,97,23,1,hi u decide wot 2 get 4 bday ill prob jus get voucher frm virgin sumfing +4602,FreeMsg: Txt: CALL to No: 86888 & claim your reward of 3 hours talk time to use from your phone now! Subscribe6GBP/mnth inc 3hrs 16 stop?txtStop,1,144,32,2,freemsg txt call 86888 claim reward 3 hour talk time use phone inc 3hrs 16 stop txtstop +4603,"""Hey j! r u feeling any better, hopeSo hunny. i amnow feelin ill & ithink i may have tonsolitusaswell! damn iam layin in bedreal bored. lotsof luv me xxxx""",0,155,36,5,hey j r u feeling better hopeso hunny amnow feelin ill ithink may tonsolitusaswell damn iam layin bedreal bored lotsof luv xxxx +4604,And I don't plan on staying the night but I prolly won't be back til late,0,73,18,1,plan staying night prolly wo back til late +4605,THANX 4 PUTTIN DA FONE DOWN ON ME!!,0,35,10,2,thanx 4 puttin da fone +4606,"I need an 8th but I'm off campus atm, could I pick up in an hour or two?",0,72,21,1,need 8th campus atm could pick hour two +4607,"Oh... Haha... Den we shld had went today too... Gee, nvm la... Kaiez, i dun mind goin jazz oso... Scared hiphop open cant catch up... ",0,134,33,1,oh haha den shld went today gee nvm la kaiez dun mind goin jazz oso scared hiphop open cant catch +4608,Been running but only managed 5 minutes and then needed oxygen! Might have to resort to the roller option!,0,106,21,2,running managed 5 minute needed oxygen might resort roller option +4609,We live in the next <#> mins,0,35,13,1,live next lt gt min +4610,Y de asking like this.,0,22,6,1,de asking like +4611,Just glad to be talking to you.,0,31,8,1,glad talking +4612,Wat time ü finish?,0,19,5,1,wat time ã¼ finish +4613,Sorry da. I gone mad so many pending works what to do.,0,54,14,2,sorry da gone mad many pending work +4614,How much you got for cleaning,0,29,6,1,much got cleaning +4615,hows my favourite person today? r u workin hard? couldn't sleep again last nite nearly rang u at 4.30,0,101,22,3,hows favourite person today r u workin hard could sleep last nite nearly rang u +4616,Sunshine Quiz! Win a super Sony DVD recorder if you canname the capital of Australia? Text MQUIZ to 82277. B,1,108,23,4,sunshine quiz win super sony dvd recorder canname capital australia text mquiz b +4617,Ü called dad oredi...,0,22,5,1,called dad oredi +4618,Good. do you think you could send me some pix? I would love to see your top and bottom...,0,89,22,3,good think could send pix would love see top bottom +4619,Nvm... I'm going to wear my sport shoes anyway... I'm going to be late leh.,0,75,20,3,nvm going wear sport shoe anyway going late leh +4620,"Sorry, I'll call later In meeting.",0,34,9,1,sorry call later meeting +4621,THIS IS A LONG FUCKIN SHOWR,0,27,6,1,long fuckin showr +4622,"Received, understood n acted upon!",0,34,7,1,received understood n acted upon +4623,They finally came to fix the ceiling.,0,37,8,1,finally came fix ceiling +4624,"U need my presnts always bcz U cant mis love. ""jeevithathile irulinae neekunna prakasamanu sneham"" prakasam ennal prabha 'That mns prabha is'LOVE' Got it. Dont mis me....",0,170,33,3,u need presnts always bcz u cant mi love jeevithathile irulinae neekunna prakasamanu sneham prakasam ennal prabha mn prabha got dont mi +4625,Jus finish blowing my hair. U finish dinner already?,0,52,11,2,jus finish blowing hair u finish dinner already +4626,I'm on the bus. Love you,0,24,8,2,bus love +4627,Lol ... I knew that .... I saw him in the dollar store,0,54,13,3,lol knew saw dollar store +4629,Todays Voda numbers ending with 7634 are selected to receive a £350 reward. If you have a match please call 08712300220 quoting claim code 7684 standard rates apply.,1,166,30,2,today voda number ending 7634 selected receive reward match please call 08712300220 quoting claim code 7684 standard rate apply +4630,Only saturday and sunday holiday so its very difficult:),0,56,11,1,saturday sunday holiday difficult +4631,Everybody had fun this evening. Miss you.,0,41,9,2,everybody fun evening miss +4632,"Got hella gas money, want to go on a grand nature adventure with galileo in a little bit?",0,89,20,1,got hella gas money want go grand nature adventure galileo little bit +4634,Oh wow thats gay. Will firmware update help,0,43,9,2,oh wow thats gay firmware update help +4635,These won't do. Have to move on to morphine,0,43,11,2,wo move morphine +4636,How come i din c ü... Yup i cut my hair...,0,43,13,1,come din c ã¼ yup cut hair +4637,K k pa Had your lunch aha.,0,26,8,1,k k pa lunch aha +4639,Captain vijaykanth is doing comedy in captain tv..he is drunken :),0,66,14,1,captain vijaykanth comedy captain tv drunken +4640,Of course. I guess god's just got me on hold right now.,0,55,15,2,course guess god got hold right +4641,Do you hide anythiing or keeping distance from me,0,49,9,1,hide anythiing keeping distance +4642,Havent.,0,7,2,1,havent +4643,You are being ripped off! Get your mobile content from www.clubmoby.com call 08717509990 poly/true/Pix/Ringtones/Games six downloads for only 3,1,143,20,2,ripped get mobile content call 08717509990 six downloads 3 +4644,Sorry i din lock my keypad.,0,27,7,1,sorry din lock keypad +4646,Are you planning to come chennai?,0,33,7,1,planning come chennai +4647,We tried to contact you re your reply to our offer of a Video Phone 750 anytime any network mins Half Price Line Rental Camcorder Reply or call 08000930705,1,155,29,1,tried contact reply offer video phone 750 anytime network min half price line rental camcorder reply call 08000930705 +4648,God created gap btwn ur fingers so dat sum1 vry special will fill those gaps by holding ur hands.. Now plz dont ask y he created so much gap between legs !!!,0,157,35,3,god created gap btwn ur finger dat sum1 vry special fill gap holding ur hand plz dont ask created much gap leg +4649,We are okay. Going to sleep now. Later,0,38,10,3,okay going sleep later +4651,"Finally it has happened..! Aftr decades..! BEER is now cheaper than PETROL! The goverment expects us to ""DRINK"". . . But don't ""DRIVE """,0,135,34,7,finally happened aftr decade beer cheaper petrol goverment expects u drink drive +4652,A £400 XMAS REWARD IS WAITING FOR YOU! Our computer has randomly picked you from our loyal mobile customers to receive a £400 reward. Just call 09066380611 ,1,158,29,3,xmas reward waiting computer randomly picked loyal mobile customer receive reward call 09066380611 +4653,Where r e meeting tmr?,0,22,6,1,r e meeting tmr +4654,Lol yes. But it will add some spice to your day.,0,48,13,2,lol yes add spice day +4656,Our Prasanth ettans mother passed away last night. Just pray for her and family.,0,80,16,2,prasanth ettans mother passed away last night pray family +4657,"K, I'll work something out",0,26,7,1,k work something +4658,PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08718738002 Identifier Code: 48922 Expires 21/11/04,1,136,23,3,private 2003 account statement show 800 point call 08718738002 identifier code 48922 expires +4659,This message is from a great Doctor in India:-): 1) Do not drink APPY FIZZ. It contains Cancer causing age,0,106,26,2,message great doctor india 1 drink appy fizz contains cancer causing age +4661,You call him and tell now infront of them. Call him now.,0,56,14,2,call tell infront call +4662,Ok no prob...,0,13,4,1,ok prob +4663,Ladies first and genus second k .,0,33,7,1,lady first genus second k +4664,No. Yes please. Been swimming?,0,30,8,3,yes please swimming +4665,Mum not going robinson already.,0,31,6,1,mum going robinson already +4666,Ok set let u noe e details later...,0,35,9,1,ok set let u noe e detail later +4667,Not..tel software name..,0,24,6,1,tel software name +4668,I send the print outs da.,0,26,7,1,send print out da +4669,IM REALY SOZ IMAT MY MUMS 2NITE WHAT ABOUT 2MORO ,0,49,10,1,im realy soz imat mum 2nite 2moro +4670,"When I was born, GOD said, ""Oh No! Another IDIOT"". When you were born, GOD said, ""OH No! COMPETITION"". Who knew, one day these two will become FREINDS FOREVER!",0,159,43,5,born god said oh another idiot born god said oh competition knew one day two become freinds forever +4671,"I didnt get ur full msg..sometext is missing, send it again",0,59,14,1,didnt get ur full msg sometext missing send +4672,"Probably not, I'm almost out of gas and I get some cash tomorrow",0,64,15,1,probably almost gas get cash tomorrow +4673,"Customer service announcement. We recently tried to make a delivery to you but were unable to do so, please call 07099833605 to re-schedule. Ref:9280114",1,152,27,3,customer service announcement recently tried make delivery unable please call 07099833605 +4674,I forgot 2 ask ü all smth.. There's a card on da present lei... How? Ü all want 2 write smth or sign on it?,0,109,30,3,forgot 2 ask ã¼ smth card da present lei want 2 write smth sign +4675,I'm leaving my house now.,0,25,7,1,leaving house +4676,"Hi babe its Chloe, how r u? I was smashed on saturday night, it was great! How was your weekend? U been missing me? SP visionsms.com Text stop to stop 150p/text",1,160,37,5,hi babe chloe r u smashed saturday night great weekend u missing sp text stop stop +4677,Ü ready then call me...,0,24,6,1,ready call +4678,Wewa is 130. Iriver 255. All 128 mb.,0,36,11,3,wewa iriver 128 mb +4679,It is a good thing I'm now getting the connection to bw,0,55,13,1,good thing getting connection bw +4680,Sry da..jst nw only i came to home..,0,36,11,1,sry da jst nw came home +4681,"That's cool he'll be here all night, lemme know when you're around",0,66,17,1,cool night lem know around +4682,Are you staying in town ?,0,25,6,1,staying town +4683,"Haha yeah, 2 oz is kind of a shitload",0,37,10,1,haha yeah 2 oz kind shitload +4684,Ok u can take me shopping when u get paid =D,0,44,11,1,ok u take shopping u get paid +4686,"Alright we'll bring it to you, see you in like <#> mins",0,63,20,1,alright bring see like lt gt min +4687,But pls dont play in others life.,0,33,8,1,pls dont play others life +4688,Eatin my lunch...,0,17,4,1,eatin lunch +4689,Hmmm.but you should give it on one day..,0,40,9,1,give one day +4690,"Didn't try, g and I decided not to head out",0,43,12,1,try g decided head +4691,Ok no prob,0,10,3,1,ok prob +4692,Surly ill give it to you:-) while coming to review.,0,51,14,1,surly ill give coming review +4693,"By march ending, i should be ready. But will call you for sure. The problem is that my capital never complete. How far with you. How's work and the ladies",0,154,36,5,march ending ready call sure problem capital never complete far work lady +4695,Pls give her the food preferably pap very slowly with loads of sugar. You can take up to an hour to give it. And then some water. Very very slowly.,0,147,34,4,pls give food preferably pap slowly load sugar take hour give water slowly +4696,"URGENT! Your Mobile No 07808726822 was awarded a £2,000 Bonus Caller Prize on 02/09/03! This is our 2nd attempt to contact YOU! Call 0871-872-9758 BOX95QU",1,155,28,4,urgent mobile 07808726822 awarded bonus caller prize 2nd attempt contact call box95qu +4697,A guy who gets used but is too dumb to realize it.,0,50,13,1,guy get used dumb realize +4698,"Okey dokey, i‘ll be over in a bit just sorting some stuff out.",0,64,15,1,okey dokey bit sorting stuff +4700,Yes fine ,0,9,2,1,yes fine +4702,I liked the new mobile,0,22,5,1,liked new mobile +4703,Anytime...,0,10,2,1,anytime +4704,Mmmmmmm *snuggles into you* ...*deep contented sigh* ... *whispers* ... I fucking love you so much I can barely stand it ...,0,124,29,2,mmmmmmm snuggle deep contented sigh whisper fucking love much barely stand +4705,Yar but they say got some error.,0,32,8,1,yar say got error +4706,Hey anyway i have to :-),0,24,8,1,hey anyway +4707,Wow so healthy. Old airport rd lor. Cant thk of anything else. But i'll b bathing my dog later.,0,95,24,4,wow healthy old airport rd lor cant thk anything else b bathing dog later +4708,Wif my family booking tour package.,0,35,7,1,wif family booking tour package +4709,"Did you say bold, then torch later. Or one torch and 2bold?",0,59,15,2,say bold torch later one torch 2bold +4710,"Haha awesome, I might need to take you up on that, what you doin tonight?",0,73,18,1,haha awesome might need take doin tonight +4711,Ya i knw u vl giv..its ok thanks kano..anyway enjoy wit ur family wit 1st salary..:-);-),0,88,27,1,ya knw u vl giv ok thanks kano anyway enjoy wit ur family wit 1st salary +4712,Huh so slow i tot u reach long ago liao... U 2 more days only i 4 more leh...,0,77,21,1,huh slow tot u reach long ago liao u 2 day 4 leh +4713,Thats cool princess! I will cover your face in hot sticky cum :),0,64,15,2,thats cool princess cover face hot sticky cum +4714,Big brother‘s really scraped the barrel with this shower of social misfits,0,76,12,1,big really scraped barrel shower social misfit +4715,Oops i thk i dun haf enuff... I go check then tell ü..,0,55,15,2,oops thk dun haf enuff go check tell ã¼ +4716,S:)8 min to go for lunch:),0,26,11,1,8 min go lunch +4717,"Hey. What happened? U switch off ur cell d whole day. This isnt good. Now if u do care, give me a call tomorrow.",0,112,30,5,hey happened u switch ur cell whole day isnt good u care give call tomorrow +4718,"K will do, addie & I are doing some art so I'll be here when you get home",0,77,22,1,k addie amp art get home +4720,"Aiyo... Her lesson so early... I'm still sleepin, haha... Okie, u go home liao den confirm w me lor...",0,102,26,3,aiyo lesson early still sleepin haha okie u go home liao den confirm w lor +4721,Forgot to tell ü smth.. Can ü like number the sections so that it's clearer..,0,79,18,1,forgot tell ã¼ smth ã¼ like number section clearer +4722,"Yup. Anything lor, if u dun wan it's ok...",0,42,13,2,yup anything lor u dun wan ok +4723,"I'm home, my love ... If your still awake ... *loving kiss*",0,59,16,2,home love still awake loving kiss +4724,HELLO PEACH! MY CAKE TASTS LUSH!,0,32,8,2,hello peach cake tasts lush +4725,"FREE GAME. Get Rayman Golf 4 FREE from the O2 Games Arcade. 1st get UR games settings. Reply POST, then save & activ8. Press 0 key for Arcade. Termsapply",1,153,35,6,free game get rayman golf 4 free o2 game arcade 1st get ur game setting reply post save activ8 press 0 key arcade termsapply +4726,"There'll be a minor shindig at my place later tonight, you interested?",0,70,15,1,minor shindig place later tonight interested +4727,Jason says it's cool if we pick some up from his place in like an hour,0,70,17,1,jason say cool pick place like hour +4728,"Had your mobile 10 mths? Update to the latest Camera/Video phones for FREE. KEEP UR SAME NUMBER, Get extra free mins/texts. Text YES for a call",1,143,30,4,mobile 10 mths update latest phone free keep ur number get extra free text yes call +4729,I (Career Tel) have added u as a contact on INDYAROCKS.COM to send FREE SMS. To remove from phonebook - sms NO to <#>,0,124,33,2,career tel added u contact send free sm remove phonebook sm lt gt +4730,I've reached already.,0,21,5,1,reached already +4731,I dont know ask to my brother. Nothing problem some thing that. Just i told .,0,77,18,3,dont know ask brother nothing problem thing told +4732,K:)eng rocking in ashes:),0,25,9,1,k eng rocking ash +4733,Wat time r ü going to xin's hostel?,0,36,10,1,wat time r ã¼ going xin hostel +4734,Good Morning my Dear Shijutta........... Have a great & successful day.,0,75,15,1,good morning dear shijutta great amp successful day +4736,Oh k:)after that placement there ah?,0,36,10,1,oh k placement ah +4737,"Not for possession, especially not first offense",0,48,8,1,possession especially first offense +4738,"Nt only for driving even for many reasons she is called BBD..thts it chikku, then hw abt dvg cold..heard tht vinobanagar violence hw is the condition..and hw ru ? Any problem?",0,175,39,2,nt driving even many reason called bbd thts chikku hw abt dvg cold heard tht vinobanagar violence hw condition hw ru problem +4739,I bought the test yesterday. Its something that lets you know the exact day u ovulate.when will get 2u in about 2 to 3wks. But pls pls dont fret. I know u r worried. Pls relax. Also is there anything in ur past history u need to tell me?,0,237,55,6,bought test yesterday something let know exact day u get 2u 2 3wks pls pls dont fret know u r worried pls relax also anything ur past history u need tell +4740,We have pizza if u want,0,23,6,1,pizza u want +4741,"I keep seeing weird shit and bein all ""woah"" then realising it's actually reasonable and I'm all ""oh""",0,101,24,1,keep seeing weird shit bein woah realising actually reasonable oh +4742,Many more happy returns of the day. I wish you happy birthday.,0,62,14,2,many happy return day wish happy birthday +4745,"""Thinking of u ;) x""",0,20,8,1,thinking u x +4747,Orh i tot u say she now still dun believe.,0,42,11,1,orh tot u say still dun believe +4748,"When you just put in the + sign, choose my number and the pin will show. Right?",0,79,20,2,put sign choose number pin show right +4749,The beauty of life is in next second.. which hides thousands of secrets. I wish every second will be wonderful in ur life...!! gud n8,0,133,30,3,beauty life next second hide thousand secret wish every second wonderful ur life gud n8 +4750,Thanx u darlin!im cool thanx. A few bday drinks 2 nite. 2morrow off! Take care c u soon.xxx,0,91,23,4,thanx u darlin im cool thanx bday drink 2 nite 2morrow take care c u +4751,"If you're still up, maybe leave the credit card so I can get gas when I get back like he told me to",0,99,25,1,still maybe leave credit card get gas get back like told +4752,Your weekly Cool-Mob tones are ready to download !This weeks new Tones include: 1) Crazy Frog-AXEL F>>> 2) Akon-Lonely>>> 3) Black Eyed-Dont P >>>More info in n,1,160,41,1,weekly tone ready download week new tone include 1 crazy f 2 3 black p info n +4753,Well boy am I glad G wasted all night at applebees for nothing,0,62,13,1,well boy glad g wasted night applebees nothing +4754,Cashbin.co.uk (Get lots of cash this weekend!) www.cashbin.co.uk Dear Welcome to the weekend We have got our biggest and best EVER cash give away!! These..,1,155,31,3,get lot cash weekend dear welcome weekend got biggest best ever cash give away +4755,Ok lor... Or u wan me go look 4 u?,0,34,12,1,ok lor u wan go look 4 u +4756,U wan 2 haf lunch i'm in da canteen now.,0,40,12,1,u wan 2 haf lunch da canteen +4757,Don't make life too stressfull.. Always find time to Laugh.. It may not add years to your Life! But surely adds more life to ur years!! Gud ni8..swt dreams..,0,157,38,5,make life stressfull always find time laugh may add year life surely add life ur year gud ni8 swt dream +4758,"hey, looks like I was wrong and one of the kappa guys numbers is still on my phone, if you want I can text him and see if he's around",0,133,33,1,hey look like wrong one kappa guy number still phone want text see around +4760,Thanks 4 your continued support Your question this week will enter u in2 our draw 4 £100 cash. Name the NEW US President? txt ans to 80082,1,139,29,3,thanks 4 continued support question week enter u in2 draw 4 cash name new u president txt an 80082 +4761,I'm home. Doc gave me pain meds says everything is fine.,0,56,14,2,home doc gave pain med say everything fine +4762,It's é only $140 ard...É rest all ard $180 at least...Which is é price 4 é 2 bedrm ($900),0,93,29,1,140 ard rest ard 180 least price 4 2 bedrm 900 +4763,Me too! Have a lovely night xxx,0,31,8,2,lovely night xxx +4764,Prepare to be pleasured :),0,26,6,1,prepare pleasured +4765,Hi.:)technical support.providing assistance to us customer through call and email:),0,83,16,2,hi technical assistance u customer call email +4766,if you text on your way to cup stop that should work. And that should be BUS,0,76,18,2,text way cup stop work bus +4767,Whens your radio show?,0,22,5,1,whens radio show +4768,Your unique user ID is 1172. For removal send STOP to 87239 customer services 08708034412,1,89,16,2,unique user id removal send stop 87239 customer service 08708034412 +4769,I'm not sure if its still available though,0,42,9,1,sure still available though +4770,watever reLation u built up in dis world only thing which remains atlast iz lonlines with lotz n lot memories! feeling..,0,120,23,2,watever relation u built dis world thing remains atlast iz lonlines lotz n lot memory feeling +4771,CHEERS LOU! YEAH WAS A GOODNITE SHAME U NEVA CAME! C YA GAILxx,0,62,15,3,cheer lou yeah goodnite shame u neva came c ya gailxx +4772,Hi..i got the money da:),0,24,9,1,hi got money da +4774,Ok then u tell me wat time u coming later lor.,0,46,12,1,ok u tell wat time u coming later lor +4775,U repeat e instructions again. Wat's e road name of ur house?,0,61,15,2,u repeat e instruction wat e road name ur house +4777,Quite lor. But dun tell him wait he get complacent...,0,53,12,2,quite lor dun tell wait get complacent +4778,Sorry completely forgot * will pop em round this week if your still here?,0,73,15,1,sorry completely forgot pop em round week still +4779,U R THE MOST BEAUTIFUL GIRL IVE EVER SEEN. U R MY BABY COME AND C ME IN THE COMMON ROOM,0,87,22,2,u r beautiful girl ive ever seen u r baby come c common room +4780,O we cant see if we can join denis and mina? Or does denis want alone time,0,74,18,2,cant see join denis mina denis want alone time +4781,Sen told that he is going to join his uncle finance in cbe,0,58,13,1,sen told going join uncle finance cbe +4782,Yup... Hey then one day on fri we can ask miwa and jiayin take leave go karaoke ,0,80,18,1,yup hey one day fri ask miwa jiayin take leave go karaoke +4783,"Call me, i am senthil from hsbc.",0,32,9,1,call senthil hsbc +4784,"Especially since i talk about boston all up in my personal statement, lol! I woulda changed that if i had realized it said nyc! It says boston now.",0,147,32,3,especially since talk boston personal statement lol woulda changed realized said nyc say boston +4785,Indeed and by the way it was either or - not both !,0,51,13,1,indeed way either +4786,"Urgent -call 09066649731from Landline. Your complimentary 4* Ibiza Holiday or £10,000 cash await collection SAE T&Cs PO BOX 434 SK3 8WP 150ppm 18+",1,147,27,2,urgent 09066649731from landline complimentary 4 ibiza holiday cash await collection sae c po box 434 sk3 8wp 150ppm +4787,Holy living christ what is taking you so long,0,45,9,1,holy living christ taking long +4788,Ü thk of wat to eat tonight.,0,29,8,1,thk wat eat tonight +4789,"Thanx. Yup we coming back on sun. Finish dinner going back 2 hotel now. Time flies, we're tog 4 exactly a mth today. Hope we'll haf many more mths to come...",0,157,39,5,thanx yup coming back sun finish dinner going back 2 hotel time fly tog 4 exactly mth today hope haf many mths come +4790,We're on the opposite side from where we dropped you off,0,56,12,1,opposite side dropped +4791,Yup. Izzit still raining heavily cos i'm in e mrt i can't c outside.,0,68,18,2,yup izzit still raining heavily co e mrt ca c outside +4792,Send me your resume:-),0,22,7,1,send resume +4793,Gd luck 4 ur exams :-),0,22,8,1,gd luck 4 ur exam +4794,Or u ask they all if next sat can a not. If all of them can make it then i'm ok lor.,0,84,25,2,u ask next sat make ok lor +4795,Sorry that was my uncle. I.ll keep in touch,0,43,10,2,sorry uncle keep touch +4796,Saw Guys and Dolls last night with Patrick Swayze it was great,0,62,12,1,saw guy doll last night patrick swayze great +4797,URGENT This is our 2nd attempt to contact U. Your £900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702893,1,136,25,3,urgent 2nd attempt contact prize yesterday still awaiting collection claim call 09061702893 +4798,Santa calling! Would your little ones like a call from Santa Xmas Eve? Call 09077818151 to book you time. Calls1.50ppm last 3mins 30s T&C www.santacalling.com,1,158,30,4,santa calling would little one like call santa xmas eve call 09077818151 book time last 3mins 30 c +4799,Just come home. I don't want u to be miserable,0,46,12,2,come home want u miserable +4800,I dont know why she.s not getting your messages,0,47,9,1,dont know getting message +4801,"its cool but tyler had to take off so we're gonna buy for him and drop it off at his place later tonight. Our total order is a quarter, you got enough?",0,151,37,2,cool tyler take gon na buy drop place later tonight total order quarter got enough +4802,"The guy at the car shop who was flirting with me got my phone number from the paperwork and called and texted me. I'm nervous because of course now he may have my address. Should i call his boss and tell him, knowing this may get him fired?",0,240,53,3,guy car shop flirting got phone number paperwork called texted nervous course may address call bos tell knowing may get fired +4804,How do you plan to manage that,0,30,7,1,plan manage +4805,"Er, hello, things didn‘t quite go to plan – is limping slowly home followed by aa and with exhaust hanging off",0,114,23,1,er hello thing quite go plan limping slowly home followed aa exhaust hanging +4806,Sorry for the delay. Yes masters,0,32,7,2,sorry delay yes master +4807,Call me when u finish then i come n pick u.,0,43,12,1,call u finish come n pick u +4808,PRIVATE! Your 2004 Account Statement for 078498****7 shows 786 unredeemed Bonus Points. To claim call 08719180219 Identifier Code: 45239 Expires 06.05.05,1,153,29,3,private 2004 account statement 078498 7 show 786 unredeemed bonus point claim call 08719180219 identifier code 45239 expires +4809,What's up my own oga. Left my phone at home and just saw ur messages. Hope you are good. Have a great weekend.,0,110,28,4,oga left phone home saw ur message hope good great weekend +4810,"Don't worry though, I understand how important it is that I be put in my place with a poorly thought out punishment in the face of the worst thing that has ever happened to me. Brb gonna go kill myself",0,201,44,2,worry though understand important put place poorly thought punishment face worst thing ever happened brb gon na go kill +4811,"Honey, can you pls find out how much they sell Predicte in Nigeria. And how many times can it be used. Its very important to have a reply before monday",0,151,33,3,honey pls find much sell predicte nigeria many time used important reply monday +4812,E admin building there? I might b slightly earlier... I'll call u when i'm reaching...,0,86,20,3,e admin building might b slightly earlier call u reaching +4813,"fyi I'm at usf now, swing by the room whenever",0,46,12,1,fyi usf swing room whenever +4814,i can call in <#> min if thats ok,0,41,15,1,call lt gt min thats ok +4816,Ü no home work to do meh... ,0,29,8,1,home work meh +4817,Anything is valuable in only 2 situations: First- Before getting it... Second- After loosing it...,0,98,18,1,anything valuable 2 situation getting loosing +4818,Me too. Mark is taking forever to pick up my prescription and the pain is coming back.,0,86,19,2,mark taking forever pick prescription pain coming back +4819,How's ur paper?,0,15,5,1,ur paper +4820,Got smaller capacity one? Quite ex...,0,37,8,2,got smaller capacity one quite ex +4821,Check Out Choose Your Babe Videos @ sms.shsex.netUN fgkslpoPW fgkslpo,1,69,10,1,check choose babe video fgkslpopw fgkslpo +4822,Im good! I have been thinking about you...,0,42,10,2,im good thinking +4823,u r a winner U ave been specially selected 2 receive £1000 cash or a 4* holiday (flights inc) speak to a live operator 2 claim 0871277810710p/min (18 ),1,152,33,1,u r winner u ave specially selected 2 receive cash 4 holiday flight inc speak live operator 2 claim 18 +4824,:-) :-),0,7,6,1, +4825,Not thought bout it... || Drink in tap & spile at seven. || Is that pub on gas st off broad st by canal. || Ok?,0,111,30,3,thought bout drink tap spile seven pub gas st broad st canal ok +4826,I am going to sleep. I am tired of travel.,0,42,12,2,going sleep tired travel +4827,"Haha, just what I was thinkin",0,29,7,1,haha thinkin +4828,Yup but it's not giving me problems now so mayb i'll jus leave it...,0,68,17,1,yup giving problem mayb jus leave +4829,Lol no. Just trying to make your day a little more interesting,0,62,13,2,lol trying make day little interesting +4830,"How long before you get reply, just defer admission til next semester",0,69,13,1,long get reply defer admission til next semester +4831,"The word ""Checkmate"" in chess comes from the Persian phrase ""Shah Maat"" which means; ""the king is dead.."" Goodmorning.. Have a good day..:)",0,139,35,1,word checkmate chess come persian phrase shah maat mean king dead goodmorning good day +4832,Po de :-):):-):-):-). No need job aha.,0,38,22,2,po de need job aha +4833,Rats. Hey did u ever vote for the next themes?,0,46,12,2,rat hey u ever vote next theme +4834,"New Mobiles from 2004, MUST GO! Txt: NOKIA to No: 89545 & collect yours today! From ONLY £1. www.4-tc.biz 2optout 087187262701.50gbp/mtmsg18 TXTAUCTION.",1,153,29,4,new mobile 2004 must go txt nokia 89545 collect today 2optout txtauction +4835,I hope your pee burns tonite.,0,29,7,1,hope pee burn tonite +4836,"OH RITE. WELL IM WITH MY BEST MATE PETE, WHO I WENT OUT WITH 4 A WEEK+ NOW WERE 2GEVA AGAIN. ITS BEEN LONGER THAN A WEEK.",0,121,31,3,oh rite well im best mate pete went 4 2geva longer week +4837,Yay can't wait to party together!,0,33,8,1,yay ca wait party together +4838,....photoshop makes my computer shut down.,0,42,8,1,photoshop make computer shut +4839,All boys made fun of me today. Ok i have no problem. I just sent one message just for fun,0,89,22,3,boy made fun today ok problem sent one message fun +4840,That's one of the issues but california is okay. No snow so its manageable,0,74,16,2,one issue california okay snow manageable +4841,PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08715203652 Identifier Code: 42810 Expires 29/10/0,1,135,23,3,private 2003 account statement show 800 point call 08715203652 identifier code 42810 expires +4842,"Hmmm.... Mayb can try e shoppin area one, but forgot e name of hotel...",0,71,17,1,hmmm mayb try e shoppin area one forgot e name hotel +4843,"Awesome, that gonna be soon or later tonight?",0,45,11,1,awesome gon na soon later tonight +4844,I need details about that online job.,0,37,8,1,need detail online job +4845,YOU HAVE WON! As a valued Vodafone customer our computer has picked YOU to win a £150 prize. To collect is easy. Just call 09061743386 ,1,136,28,4,valued vodafone customer computer picked win prize collect easy call 09061743386 +4846,Missing you too.pray inshah allah,0,33,5,1,missing inshah allah +4847,Pls help me tell Ashley that i cant find her number oh,0,54,12,1,pls help tell ashley cant find number oh +4849,S.this will increase the chance of winning.,0,43,8,1,increase chance winning +4850,either way works for me. I am <#> years old. Hope that doesnt bother you.,0,81,24,3,either way work lt gt year old hope doesnt bother +4851,Maybe you should find something else to do instead???,0,53,12,2,maybe find something else instead +4852,Gain the rights of a wife.dont demand it.i am trying as husband too.Lets see,0,76,14,1,gain right demand trying husband see +4853,I liked your new house,0,22,5,1,liked new house +4854,I'm fine. Hope you are also,0,27,8,2,fine hope also +4855,"Also north carolina and texas atm, you would just go to the gre site and pay for the test results to be sent.",0,109,25,1,also north carolina texas atm would go gre site pay test result sent +4856,Same to u...,0,12,4,1,u +4857,yes baby! I need to stretch open your pussy!,0,44,11,2,yes baby need stretch open pussy +4858,Thanks and ! Or bomb and date as my phone wanted to say! ,0,58,14,2,thanks bomb date phone wanted say +4860,"Hey, a guy I know is breathing down my neck to get him some bud, anyway you'd be able to get a half track to usf tonight?",0,121,31,1,hey guy know breathing neck get bud anyway able get half track usf tonight +4861,"""Response"" is one of d powerful weapon 2 occupy a place in others 'HEART'... So, always give response 2 who cares 4 U""... Gud night..swt dreams..take care",0,154,38,2,response one powerful weapon 2 occupy place others always give response 2 care 4 u gud night swt dream take care +4862,Nokia phone is lovly..,0,22,5,1,nokia phone lovly +4863,**FREE MESSAGE**Thanks for using the Auction Subscription Service. 18 . 150p/MSGRCVD 2 Skip an Auction txt OUT. 2 Unsubscribe txt STOP CustomerCare 08718726270,1,159,30,4,free message thanks using auction subscription service 18 2 skip auction txt 2 unsubscribe txt stop customercare 08718726270 +4865,Sorry da..today i wont come to play..i have driving clas..,0,58,15,1,sorry da today wont come play driving clas +4866,I'm really sorry I lit your hair on fire,0,40,10,1,really sorry lit hair fire +4867,"Oh! Shit, I thought that was your trip! Loooooool ... That just makes SO much more sense now ... *grins* and the sofa reference was ... The ""sleep on a couch"" link you sent me ... Wasn't that how you went on your trip ? Oh ... And didn't your babe go with you for that celebration with your rents?",0,297,70,5,oh shit thought trip loooooool make much sense grin sofa reference sleep couch link sent went trip oh babe go celebration rent +4868,Okey dokey swashbuckling stuff what oh.,0,39,7,1,okey dokey swashbuckling stuff oh +4870,1. Tension face 2. Smiling face 3. Waste face 4. Innocent face 5.Terror face 6.Cruel face 7.Romantic face 8.Lovable face 9.decent face <#> .joker face.,0,158,36,5,tension face smiling face waste face innocent face face face face face face lt gt face +4871,Dip's cell dead. So i m coming with him. U better respond else we shall come back.,0,82,21,3,dip cell dead coming u better respond else shall come back +4872,Well. You know what i mean. Texting,0,35,9,3,well know mean texting +4873,Hi dis is yijue i would be happy to work wif ü all for gek1510...,0,66,16,1,hi dis yijue would happy work wif ã¼ gek1510 +4874,Lol! Oops sorry! Have fun. ,0,27,8,3,lol oops sorry fun +4875,Wat happened to the cruise thing,0,32,6,1,wat happened cruise thing +4876,"I know dat feelin had it with Pete! Wuld get with em , nuther place nuther time mayb?",0,85,20,2,know dat feelin pete wuld get em nuther place nuther time mayb +4877,lyricalladie(21/F) is inviting you to be her friend. Reply YES-910 or NO-910. See her: www.SMS.ac/u/hmmross STOP? Send STOP FRND to 62468,1,137,28,4,lyricalladie inviting friend reply see stop send stop frnd 62468 +4878,The world's most happiest frnds never have the same characters... Dey just have the best understanding of their differences...,0,126,22,1,world happiest frnds never character dey best understanding difference +4880,Yeah just open chat and click friend lists. Then make the list. Easy as pie,0,75,17,3,yeah open chat click friend list make list easy pie +4881,alright tyler's got a minor crisis and has to be home sooner than he thought so be here asap,0,92,20,1,alright tyler got minor crisis home sooner thought asap +4882,When/where do I pick you up,0,27,6,1,pick +4883,As usual u can call me ard 10 smth.,0,35,10,1,usual u call ard 10 smth +4885,For many things its an antibiotic and it can be used for chest abdomen and gynae infections even bone infections.,0,113,21,1,many thing antibiotic used chest abdomen gynae infection even bone infection +4886,Poor girl can't go one day lmao,0,31,8,1,poor girl ca go one day lmao +4887,Or just do that 6times,0,22,5,1,6times +4889,You have to pls make a note of all she.s exposed to. Also find out from her school if anyone else was vomiting. Is there a dog or cat in the house? Let me know later.,0,166,40,4,pls make note exposed also find school anyone else vomiting dog cat house let know later +4891,Sounds like there could be a lot of time spent in that chastity device boy ... *grins* ... Or take your beatings like a good dog. Going to lounge in a nice long bath now ?,0,171,39,2,sound like could lot time spent chastity device boy grin take beating like good dog going lounge nice long bath +4892,Its worse if if uses half way then stops. Its better for him to complete it.,0,76,18,2,worse us half way stop better complete +4893,Miserable. They don't tell u that the side effects of birth control are massive gut wrenching cramps for the first 2 months. I didn't sleep at all last night.,0,158,34,3,miserable tell u side effect birth control massive gut wrenching cramp first 2 month sleep last night +4894,Send me the new number,0,22,5,1,send new number +4896,Want the latest Video handset? 750 anytime any network mins? Half price line rental? Reply or call 08000930705 for delivery tomorrow,1,132,24,4,want latest video handset 750 anytime network min half price line rental reply call 08000930705 delivery tomorrow +4897,2 and half years i missed your friendship:-),0,44,11,1,2 half year missed friendship +4899,Oh for fuck's sake she's in like tallahassee,0,44,10,1,oh fuck sake like tallahassee +4900,"Haha, that was the first person I was gonna ask",0,47,12,1,haha first person gon na ask +4901,"ou are guaranteed the latest Nokia Phone, a 40GB iPod MP3 player or a £500 prize! Txt word: COLLECT to No: 83355! IBHltd LdnW15H 150p/Mtmsgrcvd18",1,146,30,3,ou guaranteed latest nokia phone 40gb ipod mp3 player prize txt word collect 83355 ibhltd ldnw15h +4902,Taka lor. Wat time u wan 2 come n look 4 us?,0,44,14,2,taka lor wat time u wan 2 come n look 4 u +4903,* FREE* POLYPHONIC RINGTONE Text SUPER to 87131 to get your FREE POLY TONE of the week now! 16 SN PoBox202 NR31 7ZS subscription 450pw,1,134,27,2,free polyphonic ringtone text super 87131 get free poly tone week 16 sn pobox202 nr31 7zs subscription 450pw +4904,"""I;m reaching in another 2 stops.""",0,34,11,1,reaching another 2 stop +4905,"no, i *didn't* mean to post it. I wrote it, and like so many other times i've ritten stuff to you, i let it sit there. it WAS what i was feeling at the time. I was angry. Before i left, i hit send, then stop. It wasn't there. I checked on my phone when i got to my car. It wasn't there. You said you didn't sleep, you were bored. So why wouldn't THAT be the time to clean, fold laundry, etc.? At least make the bed?",0,415,115,11,mean post wrote like many time ritten stuff let sit feeling time angry left hit send stop checked phone got car said sleep bored would time clean fold laundry least make bed +4906,Warner Village 83118 C Colin Farrell in SWAT this wkend @Warner Village & get 1 free med. Popcorn!Just show msg+ticket@kiosk.Valid 4-7/12. C t&c @kiosk. Reply SONY 4 mre film offers,1,181,41,4,warner village 83118 c colin farrell swat wkend warner village get 1 free med popcorn show c c kiosk reply sony 4 mre film offer +4907,Will you come online today night,0,32,6,1,come online today night +4908,Then anything special?,0,22,4,1,anything special +4909,"I'm in solihull, | do you want anything?",0,40,11,1,solihull want anything +4910,Will do. Have a good day,0,24,7,2,good day +4911,WE REGRET TO INFORM U THAT THE NHS HAS MADE A MISTAKE.U WERE NEVER ACTUALLY BORN.PLEASE REPORT 2 YOR LOCAL HOSPITAL 2B TERMINATED.WE R SORRY 4 THE INCONVENIENCE,0,160,28,1,regret inform u nh made never actually report 2 yor local hospital 2b r sorry 4 inconvenience +4912,Love that holiday Monday feeling even if I have to go to the dentists in an hour,0,80,17,1,love holiday monday feeling even go dentist hour +4913,I am on the way to tirupur.,0,27,8,1,way tirupur +4914,"Goal! Arsenal 4 (Henry, 7 v Liverpool 2 Henry scores with a simple shot from 6 yards from a pass by Bergkamp to give Arsenal a 2 goal margin after 78 mins.",1,155,36,2,goal arsenal 4 henry 7 v liverpool 2 henry score simple shot 6 yard pas bergkamp give arsenal 2 goal margin 78 min +4915,You've already got a flaky parent. It'snot supposed to be the child's job to support the parent...not until they're The Ride age anyway. I'm supposed to be there to support you. And now i've hurt you. unintentional. But hurt nonetheless.,0,237,53,6,already got flaky parent supposed child job support parent ride age anyway supposed support hurt unintentional hurt nonetheless +4916,We took hooch for a walk toaday and i fell over! Splat! Grazed my knees and everything! Should have stayed at home! See you tomorrow! ,0,134,30,5,took hooch walk toaday fell splat grazed knee everything stayed home see tomorrow +4917,"Just dropped em off, omw back now",0,33,8,1,dropped em omw back +4919,Sitting in mu waiting for everyone to get out of my suite so I can take a shower,0,80,18,1,sitting mu waiting everyone get suite take shower +4920,Re your call; You didn't see my facebook huh?,0,45,12,1,call see facebook huh +4921,"G says you never answer your texts, confirm/deny",0,48,9,1,g say never answer text +4922,"Its so common hearin How r u? Wat r u doing? How was ur day? So let me ask u something different. Did u smile today? If not, do it now.... Gud evng.",0,148,41,6,common hearin r u wat r u ur day let ask u something different u smile today gud evng +4924,Oh yah... We never cancel leh... Haha ,0,38,9,1,oh yah never cancel leh haha +4925,We can go 4 e normal pilates after our intro... ,0,49,11,1,go 4 e normal pilate intro +4926,Ok... Let u noe when i leave my house.,0,38,11,1,ok let u noe leave house +4927,"Oh yes, why is it like torture watching england?",0,48,11,1,oh yes like torture watching england +4928,Wanna do some art?! :D,0,22,9,2,wan na art +4929,Just hopeing that wasn‘t too pissed up to remember and has gone off to his sisters or something!,0,98,19,1,hopeing pissed remember gone sister something +4931,"Hi, the SEXYCHAT girls are waiting for you to text them. Text now for a great night chatting. send STOP to stop this service",1,124,27,3,hi sexychat girl waiting text text great night chatting send stop stop service +4932,"Good morning, my boytoy! How's those yummy lips ? Where's my sexy buns now ? What do you do ? Do you think of me ? Do you crave me ? Do you need me ?",0,149,40,7,good morning boytoy yummy lip sexy bun think crave need +4933,Match started.india <#> for 2,0,37,11,1,match lt gt 2 +4934,Once free call me sir.,0,22,6,1,free call sir +4935,Hey do you want anything to buy:),0,33,9,1,hey want anything buy +4936,"Hey babe, how's it going ? Did you ever figure out where your going for New Years ?",0,83,20,2,hey babe going ever figure going new year +4937,K..k.:)congratulation ..,0,24,7,1,k congratulation +4938,G wants to know where the fuck you are,0,38,9,1,g want know fuck +4939,No it was cancelled yeah baby! Well that sounds important so i understand my darlin give me a ring later on this fone love Kate x,0,129,27,2,cancelled yeah baby well sound important understand darlin give ring later fone love kate x +4940,Tomarrow i want to got to court. At <DECIMAL> . So you come to bus stand at 9.,0,85,26,3,tomarrow want got court lt decimal gt come bus stand 9 +4941,Ü go home liao? Ask dad to pick me up at 6...,0,46,14,2,go home liao ask dad pick 6 +4942,Omg you can make a wedding chapel in frontierville? Why do they get all the good stuff?,0,87,19,2,omg make wedding chapel frontierville get good stuff +4943,"I'm eatin now lor, but goin back to work soon... E mountain deer show huh... I watch b4 liao, very nice...",0,106,27,2,eatin lor goin back work soon e mountain deer show huh watch b4 liao nice +4944,Check mail.i have mailed varma and kept copy to you regarding membership.take care.insha allah.,0,95,15,1,check mailed varma kept copy regarding allah +4945,Wrong phone! This phone! I answer this one but assume the other is people i don't well,0,86,20,3,wrong phone phone answer one assume people well +4946,"Anyway I don't think I can secure anything up here, lemme know if you want me to drive down south and chill",0,107,25,1,anyway think secure anything lem know want drive south chill +4947,I'm already back home so no probably not,0,40,9,1,already back home probably +4949,"Hi this is Amy, we will be sending you a free phone number in a couple of days, which will give you an access to all the adult parties...",1,137,32,1,hi amy sending free phone number couple day give access adult party +4950,I am in bus on the way to calicut,0,33,9,1,bus way calicut +4951,Hi its me you are probably having too much fun to get this message but i thought id txt u cos im bored! and james has been farting at me all night,0,146,33,2,hi probably much fun get message thought id txt u co im bored james farting night +4952,hi baby im sat on the bloody bus at the mo and i wont be home until about 7:30 wanna do somethin later? call me later ortxt back jess xx,0,136,32,2,hi baby im sat bloody bus mo wont home wan na somethin later call later ortxt back jess xx +4953,"Welcome to Select, an O2 service with added benefits. You can now call our specially trained advisors FREE from your mobile by dialling 402.",1,140,27,2,welcome select o2 service added benefit call specially trained advisor free mobile dialling 402 +4954,I lost 4 pounds since my doc visit last week woot woot! Now I'm gonna celebrate by stuffing my face!,0,100,24,2,lost 4 pound since doc visit last week woot woot gon na celebrate stuffing face +4955,U coming back 4 dinner rite? Dad ask me so i re confirm wif u...,0,64,17,2,u coming back 4 dinner rite dad ask confirm wif u +4956,Doing my masters. When will you buy a bb cos i have for sale and how's bf,0,73,19,2,master buy bb co sale bf +4957,"Ahhhh...just woken up!had a bad dream about u tho,so i dont like u right now :) i didnt know anything about comedy night but i guess im up for it.",0,146,38,1,ahhhh woken bad dream u tho dont like u right didnt know anything comedy night guess im +4958,I'm vivek:)i got call from your number.,0,39,12,1,vivek got call number +4959,Why didn't u call on your lunch?,0,32,9,1,u call lunch +4960,"What i mean was i left too early to check, cos i'm working a 9-6.",0,65,18,1,mean left early check co working +4961,I want <#> rs da:)do you have it?,0,41,18,1,want lt gt r da +4964,I want to see your pretty pussy...,0,34,8,1,want see pretty pussy +4965,Dear Voucher holder Have your next meal on us. Use the following link on your pc 2 enjoy a 2 4 1 dining experiencehttp://www.vouch4me.com/etlp/dining.asp,1,153,27,2,dear voucher holder next meal u use following link pc 2 enjoy 2 4 1 dining experiencehttp +4966,"A few people are at the game, I'm at the mall with iouri and kaila",0,66,17,1,people game mall iouri kaila +4967,URGENT! We are trying to contact U. Todays draw shows that you have won a £2000 prize GUARANTEED. Call 09058094507 from land line. Claim 3030. Valid 12hrs only,1,160,32,5,urgent trying contact today draw show prize guaranteed call 09058094507 land line claim valid 12hrs +4968,You can donate £2.50 to UNICEF's Asian Tsunami disaster support fund by texting DONATE to 864233. £2.50 will be added to your next bill,1,137,26,2,donate unicef asian tsunami disaster support fund texting donate added next bill +4969,Future is not what we planned for tomorrow.....! it is the result of what we do today...! Do the best in present... enjoy the future.,0,133,31,3,future planned tomorrow result today best present enjoy future +4970,I will cme i want to go to hos 2morow. After that i wil cme. This what i got from her dear what to do. She didnt say any time,0,125,33,4,cme want go ho 2morow wil cme got dear didnt say time +4971,We are supposed to meet to discuss abt our trip... Thought xuhui told you? In the afternoon. Thought we can go for lesson after that,0,132,28,4,supposed meet discus abt trip thought xuhui told afternoon thought go lesson +4972,Hey come online! Use msn... We are all there,0,44,11,2,hey come online use msn +4973,I'm fine. Hope you are good. Do take care.,0,42,13,3,fine hope good take care +4974,Oops I was in the shower when u called. Hey a parking garage collapsed at university hospital. See I'm not crazy. Stuff like that DOES happen.,0,142,31,4,oops shower u called hey parking garage collapsed university hospital see crazy stuff like happen +4975,Aiyo u so poor thing... Then u dun wan 2 eat? U bathe already?,0,62,17,2,aiyo u poor thing u dun wan 2 eat u bathe already +4976,Yar... I tot u knew dis would happen long ago already.,0,54,13,2,yar tot u knew dis would happen long ago already +4977,You are gorgeous! keep those pix cumming :) thank you!,0,54,13,2,gorgeous keep pix cumming thank +4979,JADE ITS PAUL. Y DIDN’T U TXT ME? DO U REMEMBER ME FROM BARMED? I WANT 2 TALK 2 U! TXT ME,0,90,26,5,jade paul u txt u remember barmed want 2 talk 2 u txt +4980,Spending new years with my brother and his family. Lets plan to meet next week. Are you ready to be spoiled? :),0,111,26,4,spending new year brother family let plan meet next week ready spoiled +4981,So what u doing today?,0,22,6,1,u today +4982,I said its okay. Sorry,0,22,6,2,said okay sorry +4983,Slept? I thinkThis time ( <#> pm) is not dangerous,0,57,18,2,slept thinkthis time lt gt pm dangerous +4984,Networking job is there.,0,24,5,1,networking job +4985,goldviking (29/M) is inviting you to be his friend. Reply YES-762 or NO-762 See him: www.SMS.ac/u/goldviking STOP? Send STOP FRND to 62468,1,138,27,3,goldviking inviting friend reply see stop send stop frnd 62468 +4986,Dont let studying stress you out. L8r.,0,38,9,2,dont let studying stress l8r +4987,That's y u haf 2 keep me busy...,0,32,10,1,u haf 2 keep busy +4988,No rushing. I'm not working. I'm in school so if we rush we go hungry.,0,70,20,3,rushing working school rush go hungry +4989,Which channel:-):-):):-).,0,25,14,1,channel +4990,So your telling me I coulda been your real Valentine and I wasn't? U never pick me for NOTHING!!,0,96,23,3,telling coulda real valentine u never pick nothing +4991,Phony £350 award - Todays Voda numbers ending XXXX are selected to receive a £350 award. If you have a match please call 08712300220 quoting claim code 3100 standard rates app,1,177,32,2,phony award today voda number ending xxxx selected receive award match please call 08712300220 quoting claim code 3100 standard rate app +4992,"We made it! Eta at taunton is 12:30 as planned, hope that‘s still okday?! Good to see you! :-xx",0,97,25,4,made eta taunton planned hope still okday good see +4993,I'm hungry buy smth home...,0,27,7,1,hungry buy smth home +4994,"""HEY KATE, HOPE UR OK... WILL GIVE U A BUZ WEDLUNCH. GO OUTSOMEWHERE 4 ADRINK IN TOWN..CUD GO 2WATERSHD 4 A BIT? PPL FROMWRK WILL BTHERE. LOVE PETEXXX.""",0,152,38,4,hey kate hope ur ok give u buz wedlunch go outsomewhere 4 adrink town cud go 2watershd 4 bit ppl fromwrk bthere love petexxx +4995,My drive can only be read. I need to write,0,42,11,2,drive read need write +4996,"Just looked it up and addie goes back Monday, sucks to be her",0,61,14,1,looked addie go back monday suck +4997,Happy new year. Hope you are having a good semester,0,51,11,2,happy new year hope good semester +4998,Esplanade lor. Where else...,0,28,6,2,esplanade lor else +4999,Can you talk with me..,0,22,6,1,talk +5000,"Hmph. Go head, big baller.",0,26,8,2,hmph go head big baller +5001,Well its not like you actually called someone a punto. That woulda been worse.,0,78,16,2,well like actually called someone punto woulda worse +5002,"Nope. Since ayo travelled, he has forgotten his guy",0,51,11,2,nope since ayo travelled forgotten guy +5003,You still around? Looking to pick up later,0,42,9,2,still around looking pick later +5004,CDs 4u: Congratulations ur awarded £500 of CD gift vouchers or £125 gift guaranteed & Freeentry 2 £100 wkly draw xt MUSIC to 87066 TnCs www.ldew.com1win150ppmx3age16 ,1,169,27,1,cd 4u congratulation ur awarded cd gift voucher gift guaranteed freeentry 2 wkly draw xt music 87066 tncs +5005,There's someone here that has a year <#> toyota camry like mr olayiwola's own. Mileage is <#> k.its clean but i need to know how much will it sell for. If i can raise the dough for it how soon after landing will it sell. Holla back.,0,247,65,4,someone year lt gt toyota camry like mr olayiwola mileage lt gt clean need know much sell raise dough soon landing sell holla back +5006,Guess which pub im in? Im as happy as a pig in clover or whatever the saying is! ,0,81,20,2,guess pub im im happy pig clover whatever saying +5007,ILL B DOWN SOON,0,15,4,1,ill b soon +5008,Oh k. . I will come tomorrow,0,28,7,2,oh come tomorrow +5009,Go fool dont cheat others ok,0,28,6,1,go fool dont cheat others ok +5010,"My mobile number.pls sms ur mail id.convey regards to achan,amma.Rakhesh.Qatar",0,78,12,1,mobile sm ur mail regard achan +5011,"By the way, 'rencontre' is to meet again. Mountains dont....",0,60,14,2,way meet mountain dont +5012,You have WON a guaranteed £1000 cash or a £2000 prize. To claim yr prize call our customer service representative on 08714712412 between 10am-7pm Cost 10p,1,156,27,2,guaranteed cash prize claim yr prize call customer service representative 08714712412 cost 10p +5013,U attend ur driving lesson how many times a wk n which day?,0,59,14,1,u attend ur driving lesson many time wk n day +5014,"Uncle G, just checking up on you. Do have a rewarding month",0,59,14,2,uncle g checking rewarding month +5015,Hello boytoy ! Geeee ... I'm missing you today. I like to send you a tm and remind you I'm thinking of you ... And you are loved ... *loving kiss*,0,146,36,4,hello boytoy geeee missing today like send tm remind thinking loved loving kiss +5016,I think the other two still need to get cash but we can def be ready by 9,0,73,18,1,think two still need get cash def ready 9 +5017,Hey gals...U all wanna meet 4 dinner at nìte? ,0,47,13,1,hey gal u wan na meet 4 dinner +5018,Dear 0776xxxxxxx U've been invited to XCHAT. This is our final attempt to contact u! Txt CHAT to 86688 150p/MsgrcvdHG/Suite342/2Lands/Row/W1J6HL LDN 18yrs,1,154,25,3,dear 0776xxxxxxx u invited xchat final attempt contact u txt chat 86688 ldn 18yrs +5019,Babe ! What are you doing ? Where are you ? Who are you talking to ? Do you think of me ? Are you being a good boy? Are you missing me? Do you love me ?,0,152,40,8,babe talking think good boy missing love +5020,Great! How is the office today?,0,31,8,2,great office today +5021,"It's cool, we can last a little while. Getting more any time soon?",0,66,17,2,cool last little getting time soon +5022,:-( sad puppy noise,0,19,6,1,sad puppy noise +5023,Yes its possible but dint try. Pls dont tell to any one k,0,57,14,2,yes possible dint try pls dont tell one k +5024,Anyway holla at me whenever you're around because I need an excuse to go creep on people in sarasota,0,100,20,1,anyway holla whenever around need excuse go creep people sarasota +5025,Where you. What happen,0,22,5,2,happen +5026,I was gonna ask you lol but i think its at 7,0,44,13,1,gon na ask lol think 7 +5027,Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send GO to 86688 only 150p/meg. CC: 08718720201 HG/Suite342/2lands Row/W1j6HL,1,146,24,2,ur currently 500 pound maximize ur send go 86688 cc 08718720201 +5028,PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S.I.M. points. Call 08715203685 Identifier Code:4xx26 Expires 13/10/04,1,133,20,4,private 2003 account statement show 800 point call 08715203685 identifier expires +5029,Go chase after her and run her over while she's crossing the street,0,67,14,1,go chase run crossing street +5030,I'd like to tell you my deepest darkest fantasies. Call me 09094646631 just 60p/min. To stop texts call 08712460324 (nat rate),1,126,26,3,like tell deepest darkest fantasy call 09094646631 stop text call 08712460324 nat rate +5032,Hey... Very inconvenient for your sis a not huh?,0,48,11,2,hey inconvenient si huh +5033,Ok i vl..do u know i got adsense approved..,0,43,12,1,ok vl u know got adsense approved +5034,"* Was really good to see you the other day dudette, been missing you!",0,69,16,1,really good see day dudette missing +5035,I want to go to perumbavoor,0,27,6,1,want go perumbavoor +5036,How many times i told in the stage all use to laugh. You not listen aha.,0,72,18,2,many time told stage use laugh listen aha +5038,(You didn't hear it from me),0,28,9,1,hear +5039,Thanks for being there for me just to talk to on saturday. You are very dear to me. I cherish having you as a brother and role model.,0,133,31,3,thanks talk saturday dear cherish brother role model +5040,Pls clarify back if an open return ticket that i have can be preponed for me to go back to kerala.,0,98,22,1,pls clarify back open return ticket preponed go back kerala +5041,Natalie (20/F) is inviting you to be her friend. Reply YES-165 or NO-165 See her: www.SMS.ac/u/natalie2k9 STOP? Send STOP FRND to 62468,1,135,27,3,natalie inviting friend reply see stop send stop frnd 62468 +5042,She ran off with a younger man. we will make pretty babies together :),0,70,16,2,ran younger man make pretty baby together +5043,Jamster! To get your free wallpaper text HEART to 88888 now! T&C apply. 16 only. Need Help? Call 08701213186.,1,109,27,6,jamster get free wallpaper text heart 88888 c apply 16 need help call 08701213186 +5044,O ic lol. Should play 9 doors sometime yo,0,41,10,2,ic lol play 9 door sometime yo +5045,"Dunno, my dad said he coming home 2 bring us out 4 lunch. Yup i go w u lor. I call u when i reach school lor...",0,111,31,3,dunno dad said coming home 2 bring u 4 lunch yup go w u lor call u reach school lor +5047,Desires- u going to doctor 4 liver. And get a bit stylish. Get ur hair managed. Thats it.,0,89,22,4,u going doctor 4 liver get bit stylish get ur hair managed thats +5048,Hmmm.still we dont have opener?,0,31,6,1,dont opener +5049,Yeah so basically any time next week you can get away from your mom & get up before 3,0,89,21,1,yeah basically time next week get away mom amp get 3 +5051,I will vote for wherever my heart guides me,0,43,9,1,vote wherever heart guide +5052,With my sis lor... We juz watched italian job.,0,46,11,1,si lor juz watched italian job +5053,"Tick, tick, tick .... Where are you ? I could die of loneliness you know ! *pouts* *stomps feet* I need you ...",0,111,29,3,tick tick tick could die loneliness know pout stomp foot need +5054,Lmao you know me so well...,0,27,7,1,lmao know well +5056,Am on a train back from northampton so i'm afraid not! I'm staying skyving off today ho ho! Will be around wednesday though. Do you fancy the comedy club this week by the way?,0,175,40,4,train back northampton afraid staying skyving today ho ho around wednesday though fancy comedy club week way +5057,Goodnight da thangam I really miss u dear.,0,42,9,1,goodnight da thangam really miss u dear +5058,Hey next sun 1030 there's a basic yoga course... at bugis... We can go for that... Pilates intro next sat.... Tell me what time you r free,0,138,32,1,hey next sun 1030 basic yoga course bugis go pilate intro next sat tell time r free +5059,"Geeeee ... Your internet is really bad today, eh ?",0,50,11,2,geeeee internet really bad today eh +5060,Free video camera phones with Half Price line rental for 12 mths and 500 cross ntwk mins 100 txts. Call MobileUpd8 08001950382 or Call2OptOut/674,1,145,25,2,free video camera phone half price line rental 12 mths 500 cross ntwk min 100 txts call mobileupd8 08001950382 +5061,I think i am disturbing her da,0,30,7,1,think disturbing da +5062,"Sorry, I'll call you later. I am in meeting sir.",0,49,14,2,sorry call later meeting sir +5063,Havent stuck at orchard in my dad's car. Going 4 dinner now. U leh? So r they free tonight?,0,91,24,4,havent stuck orchard dad car going 4 dinner u leh r free tonight +5064,Ok i also wan 2 watch e 9 pm show...,0,36,11,1,ok also wan 2 watch e 9 pm show +5065,I dunno lei... Like dun haf...,0,30,8,1,dunno lei like dun haf +5066,But your brother transfered only <#> + <#> . Pa.,0,63,23,2,brother transfered lt gt lt gt pa +5067,I calls you later. Afternoon onwords mtnl service get problem in south mumbai. I can hear you but you cann't listen me.,0,119,26,3,call later afternoon onwords mtnl service get problem south mumbai hear listen +5068,83039 62735=£450 UK Break AccommodationVouchers terms & conditions apply. 2 claim you mustprovide your claim number which is 15541 ,1,132,20,2,83039 uk break accommodationvouchers term condition apply 2 claim mustprovide claim number 15541 +5069,Talk to g and x about that,0,26,7,1,talk g x +5070,Hai dear friends... This is my new & present number..:) By Rajitha Raj (Ranju),0,82,22,2,hai dear friend new amp present number rajitha raj ranju +5071,5p 4 alfie Moon's Children in need song on ur mob. Tell ur m8s. Txt Tone charity to 8007 for Nokias or Poly charity for polys: zed 08701417012 profit 2 charity.,1,160,36,3,5p 4 alfie moon child need song ur mob tell ur m8s txt tone charity 8007 nokias poly charity polys zed 08701417012 profit 2 charity +5072,As in different styles?,0,23,5,1,different style +5073,WIN a £200 Shopping spree every WEEK Starting NOW. 2 play text STORE to 88039. SkilGme. TsCs08714740323 1Winawk! age16 £1.50perweeksub.,1,137,25,5,win shopping spree every week starting 2 play text store skilgme tscs08714740323 1winawk age16 +5074,Gud ni8 dear..slp well..take care..swt dreams..Muah..,0,53,15,1,gud ni8 dear slp well take care swt dream muah +5076,"This is the 2nd attempt to contract U, you have won this weeks top prize of either £1000 cash or £200 prize. Just call 09066361921",1,132,27,2,2nd attempt contract u week top prize either cash prize call 09066361921 +5077,"Well, i'm glad you didn't find it totally disagreeable ... Lol",0,62,14,1,well glad find totally disagreeable lol +5078,"Guy, no flash me now. If you go call me, call me. How madam. Take care oh.",0,74,23,4,guy flash go call call madam take care oh +5079,Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930705.,1,158,30,2,want new nokia 3510i colour phone deliveredtomorrow 300 free minute mobile 100 free text free camcorder reply call 08000930705 +5080,Mark works tomorrow. He gets out at 5. His work is by your house so he can meet u afterwards.,0,93,23,3,mark work tomorrow get work house meet u afterwards +5081,"""Keep ur problems in ur heart, b'coz nobody will fight for u. Only u & u have to fight for ur self & win the battle. -VIVEKANAND- G 9t.. SD..",0,149,40,3,keep ur problem ur heart nobody fight u amp u fight ur self amp win battle g 9t sd +5082,"Yeah, give me a call if you've got a minute",0,43,12,1,yeah give call got minute +5083,"""HI BABE UAWAKE?FEELLIKW SHIT.JUSTFOUND OUT VIA ALETTER THATMUM GOTMARRIED 4thNOV.BEHIND OURBACKS – FUCKINNICE!SELFISH,DEVIOUSBITCH.ANYWAY,I’L CALL U""",0,152,25,1,hi babe uawake feellikw via aletter thatmum gotmarried ourbacks fuckinnice selfish call u +5084,Amazing : If you rearrange these letters it gives the same meaning... Dormitory = Dirty room Astronomer = Moon starer The eyes = They see Election results = Lies lets recount Mother-in-law = Woman Hitler Eleven plus two =Twelve plus one Its Amazing... !:-),0,256,49,4,amazing rearrange letter give meaning dormitory dirty room astronomer moon starer eye see election result lie let recount woman hitler eleven plus two plus one amazing +5085,Aiya we discuss later lar... Pick ü up at 4 is it?,0,51,14,2,aiya discus later lar pick ã¼ 4 +5086,Hey happy birthday...,0,21,4,1,hey happy birthday +5087,Sorry i missed your call. Can you please call back.,0,51,12,2,sorry missed call please call back +5088,Omg if its not one thing its another. My cat has worms :/ when does this bad day end?,0,85,22,2,omg one thing another cat worm bad day end +5089,"Good morning, im suffering from fever and dysentry ..will not be able to come to office today.",0,94,20,1,good morning im suffering fever dysentry able come office today +5090,I wont do anything de.,0,22,6,1,wont anything de +5091,What type of stuff do you sing?,0,31,8,1,type stuff sing +5092,"St andre, virgil's cream",0,24,6,1,st andre virgil cream +5094,"My fri ah... Okie lor,goin 4 my drivin den go shoppin after tt...",0,65,17,1,fri ah okie lor goin 4 drivin den go shoppin tt +5095,Gokila is talking with you aha:),0,32,8,1,gokila talking aha +5096,"Hi Shanil,Rakhesh here.thanks,i have exchanged the uncut diamond stuff.leaving back. Excellent service by Dino and Prem.",0,120,22,2,hi shanil rakhesh exchanged uncut diamond back excellent service dino prem +5097,K.k.this month kotees birthday know?,0,36,6,1,month kotees birthday know +5098,But i'm really really broke oh. No amount is too small even <#> ,0,71,21,2,really really broke oh amount small even lt gt +5099,Sorry about that this is my mates phone and i didnt write it love Kate,0,70,15,1,sorry mate phone didnt write love kate +5100,"TheMob>Hit the link to get a premium Pink Panther game, the new no. 1 from Sugababes, a crazy Zebra animation or a badass Hoody wallpaper-all 4 FREE!",1,149,33,2,themob hit link get premium pink panther game new 1 sugababes crazy zebra animation badass hoody 4 free +5101,"Ah, well that confuses things, doesnt it? I thought was friends with now. Maybe i did the wrong thing but i already sort of invited -tho he may not come cos of money.",0,166,38,3,ah well confuses thing doesnt thought friend maybe wrong thing already sort invited may come co money +5102,"Aight, call me once you're close",0,32,8,1,aight call close +5103,Nope thats fine. I might have a nap tho! ,0,41,11,2,nope thats fine might nap tho +5104,This msg is for your mobile content order It has been resent as previous attempt failed due to network error Queries to customersqueries@netvision.uk.com,1,153,25,1,msg mobile content order resent previous attempt failed due network error query customersqueries +5105,In other news after hassling me to get him weed for a week andres has no money. HAUGHAIGHGTUJHYGUJ,0,98,19,2,news hassling get weed week andres money haughaighgtujhyguj +5108,Ding me on ya break fassyole! Blacko from londn,0,47,10,2,ding ya break fassyole blacko londn +5109,I REALLY NEED 2 KISS U I MISS U MY BABY FROM UR BABY 4EVA,0,57,15,1,really need 2 kiss u miss u baby ur baby 4eva +5111,Oh you got many responsibilities.,0,33,6,1,oh got many responsibility +5112,You have 1 new message. Please call 08715205273,1,47,9,2,1 new message please call 08715205273 +5113,I've reached sch already...,0,27,6,1,reached sch already +5114,December only! Had your mobile 11mths+? You are entitled to update to the latest colour camera mobile for Free! Call The Mobile Update VCo FREE on 08002986906 ,1,159,30,4,december mobile entitled update latest colour camera mobile free call mobile update vco free 08002986906 +5115,U definitely need a module from e humanities dis sem izzit? U wan 2 take other modules 1st?,0,91,20,2,u definitely need module e humanity dis sem izzit u wan 2 take module 1st +5116,Argh why the fuck is nobody in town ;_;,0,39,11,1,argh fuck nobody town +5117,"Get 3 Lions England tone, reply lionm 4 mono or lionp 4 poly. 4 more go 2 www.ringtones.co.uk, the original n best. Tones 3GBP network operator rates apply.",1,156,33,3,get 3 lion england tone reply lionm 4 mono lionp 4 poly 4 go 2 original n best tone 3gbp network operator rate apply +5118,Thanks. Fills me with complete calm and reassurance! ,0,53,10,2,thanks fill complete calm reassurance +5119,Aslamalaikkum....insha allah tohar beeen muht albi mufti mahfuuz...meaning same here....,0,88,15,1,aslamalaikkum insha allah tohar beeen muht albi mufti mahfuuz meaning +5120,Are you driving or training?,0,28,6,1,driving training +5121,Lol for real. She told my dad I have cancer,0,43,11,2,lol real told dad cancer +5122,PRIVATE! Your 2003 Account Statement for 078,1,44,8,2,private 2003 account statement 078 +5123,"Oops I did have it, <#> ?",0,32,14,1,oops lt gt +5124,"""NOT ENUFCREDEIT TOCALL.SHALL ILEAVE UNI AT 6 +GET A BUS TO YOR HOUSE?""",0,71,16,1,enufcredeit ileave uni 6 bus yor house +5125,"Hi Chikku, send some nice msgs",0,30,7,1,hi chikku send nice msg +5126,"He is impossible to argue with and he always treats me like his sub, like he never released me ... Which he did and I will remind him of that if necessary",0,154,33,2,impossible argue always treat like sub like never released remind necessary +5127,"After my work ah... Den 6 plus lor... U workin oso rite... Den go orchard lor, no other place to go liao...",0,107,27,1,work ah den 6 plus lor u workin oso rite den go orchard lor place go liao +5128,"To the wonderful Okors, have a great month. We cherish you guys and wish you well each day. MojiBiola",0,101,22,3,wonderful okors great month cherish guy wish well day mojibiola +5129,Cuz ibored. And don wanna study,0,31,8,2,cuz ibored wan na study +5130,Wot about on wed nite I am 3 then but only til 9!,0,49,14,1,wot wed nite 3 til 9 +5132,Any way where are you and what doing.,0,37,9,1,way +5133,That sucks. I'll go over so u can do my hair. You'll do it free right?,0,70,21,3,suck go u hair free right +5134,it's still not working. And this time i also tried adding zeros. That was the savings. The checking is <#> ,0,114,30,4,still working time also tried adding zero saving checking lt gt +5135,"Hmm... Dunno leh, mayb a bag 4 goigng out dat is not too small. Or jus anything except perfume, smth dat i can keep.",0,116,29,2,hmm dunno leh mayb bag 4 goigng dat small jus anything except perfume smth dat keep +5136,Sday only joined.so training we started today:),0,47,9,1,sday training started today +5137,Sorry * was at the grocers.,0,27,7,1,sorry grocer +5138,There are some nice pubs near here or there is Frankie n Bennys near the warner cinema?,0,87,18,1,nice pub near frankie n benny near warner cinema +5139,"YOU VE WON! Your 4* Costa Del Sol Holiday or £5000 await collection. Call 09050090044 Now toClaim. SAE, TC s, POBox334, Stockport, SK38xh, Cost£1.50/pm, Max10mins",1,164,35,4,4 costa del sol holiday await collection call 09050090044 toclaim sae tc pobox334 stockport sk38xh max10mins +5140,Yup... I havent been there before... You want to go for the yoga? I can call up to book ,0,88,22,3,yup havent want go yoga call book +5141,Oh shut it. Omg yesterday I had a dream that I had 2 kids both boys. I was so pissed. Not only about the kids but them being boys. I even told mark in my dream that he was changing diapers cause I'm not getting owed in the face.,0,228,55,5,oh shut omg yesterday dream 2 kid boy pissed kid boy even told mark dream changing diaper cause getting owed face +5142,Yeah I imagine he would be really gentle. Unlike the other docs who treat their patients like turkeys.,0,102,20,2,yeah imagine would really gentle unlike doc treat patient like turkey +5144,Now that you have started dont stop. Just pray for more good ideas and anything i see that can help you guys i.ll forward you a link.,0,133,29,2,started dont stop pray good idea anything see help guy forward link +5145,Hi darlin im on helens fone im gonna b up the princes 2 nite please come up tb love Kate,0,88,21,1,hi darlin im helen fone im gon na b prince 2 nite please come tb love kate +5146,I'm in office now da:)where are you?,0,36,12,1,office da +5147,Aiyar u so poor thing... I give u my support k... Jia you! I'll think of u...,0,77,22,3,aiyar u poor thing give u support k jia think u +5148,Oh unintentionally not bad timing. Great. Fingers the trains play along! Will give fifteen min warning.,0,104,20,4,oh unintentionally bad timing great finger train play along give fifteen min warning +5149,Get your garden ready for summer with a FREE selection of summer bulbs and seeds worth £33:50 only with The Scotsman this Saturday. To stop go2 notxt.co.uk,1,156,28,2,get garden ready summer free selection summer bulb seed worth scotsman saturday stop go2 +5150,K..then come wenever u lik to come and also tel vikky to come by getting free time..:-),0,87,23,1,k come wenever u lik come also tel vikky come getting free time +5151,Pls call me da. What happen.,0,28,8,2,pls call da happen +5152,"Happy new year to u and ur family...may this new year bring happiness , stability and tranquility to ur vibrant colourful life:):)",0,130,28,1,happy new year u ur family may new year bring happiness stability tranquility ur vibrant colourful life +5153,No problem with the renewal. I.ll do it right away but i dont know his details.,0,79,18,2,problem renewal right away dont know detail +5154,Idk. I'm sitting here in a stop and shop parking lot right now bawling my eyes out because i feel like i'm a failure in everything. Nobody wants me and now i feel like i'm failing you.,0,184,43,3,idk sitting stop shop parking lot right bawling eye feel like failure everything nobody want feel like failing +5155,Haven't left yet so probably gonna be here til dinner,0,53,12,1,left yet probably gon na til dinner +5156,"Like <#> , same question",0,31,11,1,like lt gt question +5157,MY NEW YEARS EVE WAS OK. I WENT TO A PARTY WITH MY BOYFRIEND. WHO IS THIS SI THEN HEY,0,85,22,3,new year eve went party boyfriend si hey +5158,"Sir, I need Velusamy sir's date of birth and company bank facilities details.",0,77,16,1,sir need velusamy sir date birth company bank facility detail +5159,K k:) sms chat with me.,0,23,9,1,k k sm chat +5160,I will come with karnan car. Please wait till 6pm will directly goto doctor.,0,76,16,2,come karnan car please wait till 6pm directly goto doctor +5161,No but the bluray player can,0,28,6,1,bluray player +5162,Ok... Then r we meeting later?,0,30,8,1,ok r meeting later +5163,Lol no. I just need to cash in my nitros. Hurry come on before I crash out!,0,75,20,3,lol need cash nitros hurry come crash +5164,Just send a text. We'll skype later.,0,36,10,2,send text skype later +5165,Ok leave no need to ask,0,23,6,1,ok leave need ask +5167,Ü still got lessons? Ü in sch?,0,33,9,2,still got lesson sch +5168,Y she dun believe leh? I tot i told her it's true already. I thk she muz c us tog then she believe.,0,99,27,3,dun believe leh tot told true already thk muz c u tog believe +5169,Oh did you charge camera,0,24,5,1,oh charge camera +5170,"I‘ve got some salt, you can rub it in my open wounds if you like!",0,67,17,1,got salt rub open wound like +5171,Now i'm going for lunch.,0,24,7,1,going lunch +5172,I'm in school now n i'll be in da lab doing some stuff give me a call when ü r done.,0,85,24,1,school n da lab stuff give call ã¼ r done +5174,"Aight, text me tonight and we'll see what's up",0,46,12,1,aight text tonight see +5175,U 2.,0,4,3,1,u 2 +5176,Water logging in desert. Geoenvironmental implications.,0,55,8,2,water logging desert geoenvironmental implication +5179,"Very strange. and are watching the 2nd one now but i'm in bed. Sweet dreams, miss u ",0,86,21,3,strange watching 2nd one bed sweet dream miss u +5180,SMS AUCTION - A BRAND NEW Nokia 7250 is up 4 auction today! Auction is FREE 2 join & take part! Txt NOKIA to 86021 now!,1,119,29,3,sm auction brand new nokia 7250 4 auction today auction free 2 join take part txt nokia 86021 +5181,"Hi hope u r both ok, he said he would text and he hasn't, have u seen him, let me down gently please ",0,101,27,1,hi hope u r ok said would text u seen let gently please +5182,"Babe! I fucking love you too !! You know? Fuck it was so good to hear your voice. I so need that. I crave it. I can't get enough. I adore you, Ahmad *kisses*",0,157,45,9,babe fucking love know fuck good hear voice need crave ca get enough adore ahmad kiss +5183,K sure am in my relatives home. Sms me de. Pls:-),0,49,16,3,k sure relative home sm de pls +5185,"Fuuuuck I need to stop sleepin, sup",0,35,8,1,fuuuuck need stop sleepin sup +5186,I'm in town now so i'll jus take mrt down later.,0,48,14,1,town jus take mrt later +5187,I just cooked a rather nice salmon a la you,0,43,10,1,cooked rather nice salmon la +5188,I uploaded mine to Facebook,0,27,5,1,uploaded mine facebook +5189,WHAT TIME U WRKIN?,0,18,5,1,time u wrkin +5191,ree entry in 2 a weekly comp for a chance to win an ipod. Txt POD to 80182 to get entry (std txt rate) T&C's apply 08452810073 for details 18+,1,142,36,2,ree entry 2 weekly comp chance win ipod txt pod 80182 get entry std txt rate c apply 08452810073 detail +5192,Our records indicate u maybe entitled to 5000 pounds in compensation for the Accident you had. To claim 4 free reply with CLAIM to this msg. 2 stop txt STOP,1,156,32,3,record indicate u maybe entitled 5000 pound compensation accident claim 4 free reply claim msg 2 stop txt stop +5194,Oh oh... Den muz change plan liao... Go back have to yan jiu again...,0,69,17,1,oh oh den muz change plan liao go back yan jiu +5195,"It's wylie, you in tampa or sarasota?",0,37,10,1,wylie tampa sarasota +5196,Ok... Take ur time n enjoy ur dinner...,0,39,10,1,ok take ur time n enjoy ur dinner +5197,Darren was saying dat if u meeting da ge den we dun meet 4 dinner. Cos later u leave xy will feel awkward. Den u meet him 4 lunch lor.,0,134,33,3,darren saying dat u meeting da ge den dun meet 4 dinner co later u leave xy feel awkward den u meet 4 lunch lor +5198,"Spook up your mob with a Halloween collection of a logo & pic message plus a free eerie tone, txt CARD SPOOK to 8007 zed 08701417012150p per logo/pic ",1,150,29,1,spook mob halloween collection logo pic message plus free eerie tone txt card spook 8007 zed 08701417012150p per +5199,I like cheap! But i‘m happy to splash out on the wine if it makes you feel better..,0,85,20,2,like cheap happy splash wine make feel better +5200,She.s fine. I have had difficulties with her phone. It works with mine. Can you pls send her another friend request.,0,116,25,4,fine difficulty phone work mine pls send another friend request +5201,Ugh my leg hurts. Musta overdid it on mon.,0,42,11,2,ugh leg hurt musta overdid mon +5202,Call Germany for only 1 pence per minute! Call from a fixed line via access number 0844 861 85 85. No prepayment. Direct access! www.telediscount.co.uk,1,151,29,5,call germany 1 penny per minute call fixed line via access number 0844 861 85 prepayment direct access +5204,WOT STUDENT DISCOUNT CAN U GET ON BOOKS?,0,40,9,1,wot student discount u get book +5206,How come she can get it? Should b quite diff to guess rite...,0,61,15,2,come get b quite diff guess rite +5207,Had your mobile 11mths ? Update for FREE to Oranges latest colour camera mobiles & unlimited weekend calls. Call Mobile Upd8 on freefone 08000839402 or 2StopTxt,1,160,27,3,mobile 11mths update free orange latest colour camera mobile unlimited weekend call call mobile upd8 freefone 08000839402 2stoptxt +5209,"Babe, I'm answering you, can't you see me ? Maybe you'd better reboot YM ... I got the photo ... It's great !",0,109,29,4,babe answering ca see maybe better reboot ym got photo great +5210,Hi.what you think about match?,0,30,6,1,think match +5211,"I know you are thinkin malaria. But relax, children cant handle malaria. She would have been worse and its gastroenteritis. If she takes enough to replace her loss her temp will reduce. And if you give her malaria meds now she will just vomit. Its a self limiting illness she has which means in a few days it will completely stop",0,329,67,6,know thinkin malaria relax child cant handle malaria would worse gastroenteritis take enough replace loss temp reduce give malaria med vomit self limiting illness mean day completely stop +5212,Dai i downloaded but there is only exe file which i can only run that exe after installing.,0,91,19,1,dai downloaded exe file run exe installing +5213,It is only yesterday true true.,0,31,7,1,yesterday true true +5214,K.k.how is your business now?,0,29,6,1,business +5215,3 pa but not selected.,0,22,6,1,3 pa selected +5219,Well thats nice. Too bad i cant eat it,0,38,10,2,well thats nice bad cant eat +5220,I accidentally brought em home in the box,0,41,8,1,accidentally brought em home box +5221,Pls she needs to dat slowly or she will vomit more.,0,51,12,1,pls need dat slowly vomit +5222,I have to take exam with in march 3,0,35,9,1,take exam march 3 +5223,"Jane babes not goin 2 wrk, feel ill after lst nite. Foned in already cover 4 me chuck.:-)",0,89,24,3,jane babe goin 2 wrk feel ill lst nite foned already cover 4 chuck +5224,5 nights...We nt staying at port step liao...Too ex,0,51,13,1,5 night nt staying port step liao ex +5225,If I die I want u to have all my stuffs.,0,40,12,1,die want u stuff +5226,"""OH FUCK. JUSWOKE UP IN A BED ON A BOATIN THE DOCKS. SLEPT WID 25 YEAR OLD. SPINOUT! GIV U DA GOSSIP L8R. XXX""",0,110,31,6,oh fuck juswoke bed boatin dock slept wid 25 year old spinout giv u da gossip l8r xxx +5229,I re-met alex nichols from middle school and it turns out he's dealing!,0,71,15,1,alex nichols middle school turn dealing +5230,PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08715203656 Identifier Code: 42049 Expires 26/10/04,1,146,27,3,private 2003 account statement fone show 800 point call 08715203656 identifier code 42049 expires +5231,It means u could not keep ur words.,0,35,9,1,mean u could keep ur word +5232,"Nope, I'm still in the market",0,29,8,1,nope still market +5233,I realise you are a busy guy and i'm trying not to be a bother. I have to get some exams outta the way and then try the cars. Do have a gr8 day,0,143,37,3,realise busy guy trying bother get exam outta way try car gr8 day +5235,Hey what how about your project. Started aha da.,0,48,11,2,hey project started aha da +5236,Ok cool. See ya then.,0,21,7,2,ok cool see ya +5237,Am on the uworld site. Am i buying the qbank only or am i buying it with the self assessment also?,0,98,23,2,uworld site buying qbank buying self assessment also +5239,Someonone you know is trying to contact you via our dating service! To find out who it could be call from your mobile or landline 09064015307 BOX334SK38ch ,1,155,28,2,someonone know trying contact via dating service find could call mobile landline 09064015307 box334sk38ch +5240,Yeah I can still give you a ride,0,32,8,1,yeah still give ride +5241,"Jay wants to work out first, how's 4 sound?",0,43,12,1,jay want work first 4 sound +5242,"Gud gud..k, chikku tke care.. sleep well gud nyt",0,48,13,1,gud gud k chikku tke care sleep well gud nyt +5244,Hmm thinking lor...,0,19,4,1,hmm thinking lor +5245,Of course ! Don't tease me ... You know I simply must see ! *grins* ... Do keep me posted my prey ... *loving smile* *devouring kiss*,0,133,34,3,course tease know simply must see grin keep posted prey loving smile devouring kiss +5246,thanks for the temales it was wonderful. Thank. Have a great week.,0,66,15,3,thanks temales wonderful thank great week +5247,Thank you princess! I want to see your nice juicy booty...,0,58,13,2,thank princess want see nice juicy booty +5248,Haven't eaten all day. I'm sitting here staring at this juicy pizza and I can't eat it. These meds are ruining my life.,0,119,29,3,eaten day sitting staring juicy pizza ca eat med ruining life +5250,U come n search tat vid..not finishd..,0,38,10,1,u come n search tat vid finishd +5251,"K I'm leaving soon, be there a little after 9",0,45,12,1,k leaving soon little 9 +5252,Urgent! Please call 09061213237 from a landline. £5000 cash or a 4* holiday await collection. T &Cs SAE PO Box 177 M227XY. 16+,1,127,29,5,urgent please call 09061213237 landline cash 4 holiday await collection c sae po box 177 m227xy +5253,"Yeah work is fine, started last week, all the same stuff as before, dull but easy and guys are fun!",0,99,24,1,yeah work fine started last week stuff dull easy guy fun +5254,You do your studies alone without anyones help. If you cant no need to study.,0,77,17,2,study alone without anyones help cant need study +5255,Please tell me not all of my car keys are in your purse,0,55,13,1,please tell car key purse +5256,I didnt get anything da,0,23,5,1,didnt get anything da +5257,Ok... Sweet dreams...,0,21,5,1,ok sweet dream +5258,Well she's in for a big surprise!,0,33,9,1,well big surprise +5260,1 in cbe. 2 in chennai.,0,23,8,2,1 cbe 2 chennai +5261,Can help u swoop by picking u up from wherever ur other birds r meeting if u want.,0,82,19,1,help u swoop picking u wherever ur bird r meeting u want +5262,If anyone calls for a treadmill say you'll buy it. Make sure its working. I found an ad on Craigslist selling for $ <#> .,0,127,34,3,anyone call treadmill say buy make sure working found ad craigslist selling lt gt +5263,I absolutely LOVE South Park! I only recently started watching the office.,0,74,14,2,absolutely love south park recently started watching office +5264,Did you see that film:),0,23,7,1,see film +5265,Pls speak with me. I wont ask anything other then you friendship.,0,65,14,2,pls speak wont ask anything friendship +5267,Gud ni8.swt drms.take care,0,26,4,1,gud care +5268,HI DARLIN ITS KATE ARE U UP FOR DOIN SOMETHIN TONIGHT? IM GOING TO A PUB CALLED THE SWAN OR SOMETHING WITH MY PARENTS FOR ONE DRINK SO PHONE ME IF U CAN,0,152,34,2,hi darlin kate u doin somethin tonight im going pub called swan something parent one drink phone u +5269,Anything lar then ü not going home 4 dinner?,0,45,10,1,anything lar ã¼ going home 4 dinner +5270,"""ER, ENJOYIN INDIANS AT THE MO..yeP. SaLL gOoD HehE ;> hows bout u shexy? Pete Xx""",0,82,24,3,er enjoyin indian mo yep sall good hehe hows bout u shexy pete xx +5271,"If you don't, your prize will go to another customer. T&C at www.t-c.biz 18+ 150p/min Polo Ltd Suite 373 London W1J 6HL Please call back if busy ",1,145,32,2,prize go another customer c polo ltd suite 373 london w1j 6hl please call back busy +5272,Did u fix the teeth?if not do it asap.ok take care.,0,51,14,1,u fix teeth take care +5273,So u wan 2 come for our dinner tonight a not?,0,45,12,1,u wan 2 come dinner tonight +5274,"Hello.How u doing?What u been up 2?When will u b moving out of the flat, cos I will need to arrange to pick up the lamp, etc. Take care. Hello caroline!",0,152,40,3,u u 2 u b moving flat co need arrange pick lamp etc take care hello caroline +5275,Its too late:)but its k.wish you the same.,0,42,12,1,late +5276,"Hi. Hope ur day * good! Back from walk, table booked for half eight. Let me know when ur coming over.",0,101,26,4,hi hope ur day good back walk table booked half eight let know ur coming +5277,Oh yeah clearly it's my fault,0,29,7,1,oh yeah clearly fault +5278,Dunno leh cant remember mayb lor. So wat time r we meeting tmr?,0,63,15,2,dunno leh cant remember mayb lor wat time r meeting tmr +5279,"Best msg: It's hard to be with a person, when u know that one more step foward will make u fall in love.. & One step back can ruin ur friendship.. good night:-) ...",0,168,44,1,best msg hard person u know one step foward make u fall love amp one step back ruin ur friendship good night +5280,URGENT! Your Mobile number has been awarded with a £2000 prize GUARANTEED. Call 09061790126 from land line. Claim 3030. Valid 12hrs only 150ppm,1,144,27,5,urgent mobile number awarded prize guaranteed call 09061790126 land line claim valid 12hrs 150ppm +5282,"Vikky, come around <TIME> ..",0,35,12,1,vikky come around lt time gt +5283,"And how you will do that, princess? :)",0,38,11,2,princess +5284,I have gone into get info bt dont know what to do,0,49,12,1,gone get info bt dont know +5285,"Yeah, probably here for a while",0,31,7,1,yeah probably +5288,I'm still pretty weak today .. Bad day ?,0,40,10,1,still pretty weak today bad day +5289,Hey ! Don't forget ... You are MINE ... For ME ... My possession ... MY property ... MMM ... *childish smile* ...,0,113,26,2,hey forget mine possession property mmm childish smile +5290,An excellent thought by a misundrstud frnd: I knw u hate me bt the day wen u'll knw the truth u'll hate urself:-( Gn:-),0,119,33,1,excellent thought misundrstud frnd knw u hate bt day wen u knw truth u hate urself gn +5291,Hey! Congrats 2u2. id luv 2 but ive had 2 go home!,0,50,15,3,hey congrats 2u2 id luv 2 ive 2 go home +5292,Dear where you. Call me,0,23,6,2,dear call +5293,Xy trying smth now. U eat already? We havent...,0,47,12,3,xy trying smth u eat already havent +5294,Urgent! Please call 09061213237 from landline. £5000 cash or a luxury 4* Canary Islands Holiday await collection. T&Cs SAE PO Box 177. M227XY. 150ppm. 16+,1,155,34,7,urgent please call 09061213237 landline cash luxury 4 canary island holiday await collection c sae po box m227xy 150ppm +5295,I donno its in your genes or something,0,38,8,1,donno gene something +5296,XMAS iscoming & ur awarded either £500 CD gift vouchers & free entry 2 r £100 weekly draw txt MUSIC to 87066 TnC www.Ldew.com1win150ppmx3age16subscription ,1,157,24,1,xmas iscoming ur awarded either cd gift voucher free entry 2 r weekly draw txt music 87066 tnc +5297,Alex says he's not ok with you not being ok with it,0,51,13,1,alex say ok ok +5298,Are u coming to the funeral home,0,32,7,1,u coming funeral home +5299,My darling sister. How are you doing. When's school resuming. Is there a minimum wait period before you reapply? Do take care,0,125,27,5,darling sister school resuming minimum wait period reapply take care +5300,I.ll hand her my phone to chat wit u,0,36,9,1,hand phone chat wit u +5301,Well good morning mr . Hows london treatin' ya treacle?,0,55,12,2,well good morning mr hows london treatin ya treacle +5302,I can't make it tonight,0,23,6,1,ca make tonight +5304,About <#> bucks. The banks fees are fixed. Better to call the bank and find out.,0,87,25,3,lt gt buck bank fee fixed better call bank find +5305,"I can. But it will tell quite long, cos i haven't finish my film yet...",0,71,19,2,tell quite long co finish film yet +5306,Pls ask macho how much is budget for bb bold 2 is cos i saw a new one for <#> dollars.,0,94,28,1,pls ask macho much budget bb bold 2 co saw new one lt gt dollar +5307,"""Hi missed your Call and my mumHas beendropping red wine all over theplace! what is your adress?""",0,97,21,2,hi missed call mumhas beendropping red wine theplace adress +5308,Ill be at yours in about 3 mins but look out for me,0,51,13,1,ill 3 min look +5309,What you did in leave.,0,23,6,1,leave +5310,I'm coming back on Thursday. Yay. Is it gonna be ok to get the money. Cheers. Oh yeah and how are you. Everything alright. Hows school. Or do you call it work now,0,162,42,8,coming back thursday yay gon na ok get money cheer oh yeah everything alright hows school call work +5311,"Jolly good! By the way, will give u tickets for sat eve 7.30. Speak before then x",0,82,20,3,jolly good way give u ticket sat eve speak x +5312,"yeah, that's what I was thinking",0,32,8,1,yeah thinking +5313,K.k:)i'm going to tirunelvali this week to see my uncle ..i already spend the amount by taking dress .so only i want money.i will give it on feb 1,0,146,34,1,going tirunelvali week see uncle already spend amount taking dress want give feb 1 +5314,Here got ur favorite oyster... N got my favorite sashimi... Ok lar i dun say already... Wait ur stomach start rumbling...,0,121,25,2,got ur favorite oyster n got favorite sashimi ok lar dun say already wait ur stomach start rumbling +5315,My sister going to earn more than me da.,0,40,10,1,sister going earn da +5318,Jus finish watching tv... U?,0,28,7,1,jus finish watching tv u +5319,"K, fyi I'm back in my parents' place in south tampa so I might need to do the deal somewhere else",0,97,24,1,k fyi back parent place south tampa might need deal somewhere else +5320,"Good morning, my Love ... I go to sleep now and wish you a great day full of feeling better and opportunity ... You are my last thought babe, I LOVE YOU *kiss*",0,159,37,2,good morning love go sleep wish great day full feeling better opportunity last thought babe love kiss +5321,Kothi print out marandratha.,0,28,5,1,kothi print marandratha +5322,But we havent got da topic yet rite?,0,36,9,1,havent got da topic yet rite +5323,Ok no problem... Yup i'm going to sch at 4 if i rem correctly...,0,64,17,1,ok problem yup going sch 4 rem correctly +5324,"Thanks, I'll keep that in mind",0,30,8,1,thanks keep mind +5325,Aah bless! How's your arm?,0,26,8,2,aah bless arm +5326,"Dear Sir,Salam Alaikkum.Pride and Pleasure meeting you today at the Tea Shop.We are pleased to send you our contact number at Qatar.Rakhesh an Indian.Pls save our Number.Respectful Regards.",0,189,31,1,dear sir salam pleasure meeting today tea pleased send contact number save regard +5327,"Gal n boy walking in d park. gal-can i hold ur hand? boy-y? do u think i would run away? gal-no, jst wana c how it feels walking in heaven with an prince..GN:-)",0,160,43,5,gal n boy walking park hold ur hand u think would run away jst wana c feel walking heaven prince gn +5328,What makes you most happy?,0,26,6,1,make happy +5329,Wishing you a wonderful week.,0,29,6,1,wishing wonderful week +5330,Sweet heart how are you?,0,24,6,1,sweet heart +5331,"Sir, waiting for your letter.",0,29,7,1,sir waiting letter +5332,Dude im no longer a pisces. Im an aquarius now.,0,47,12,2,dude im longer pisces im aquarius +5333,X course it 2yrs. Just so her messages on messenger lik you r sending me,0,72,16,2,x course 2yrs message messenger lik r sending +5334,I think steyn surely get one wicket:),0,37,9,1,think steyn surely get one wicket +5335,"Neither [in sterm voice] - i'm studying. All fine with me! Not sure the thing will be resolved, tho. Anyway. Have a fab hols",0,125,32,5,neither sterm voice studying fine sure thing resolved tho anyway fab hols +5336,"Garbage bags, eggs, jam, bread, hannaford wheat chex",0,52,12,1,garbage bag egg jam bread hannaford wheat chex +5337,No. It's not pride. I'm almost <#> years old and shouldn't be takin money from my kid. You're not supposed to have to deal with this stuff. This is grownup stuff--why i don't tell you.,0,192,53,5,pride almost lt gt year old takin money kid supposed deal stuff grownup stuff tell +5338,Sounds better than my evening im just doing my costume. Im not sure what time i finish tomorrow but i will txt you at the end.,0,126,28,2,sound better evening im costume im sure time finish tomorrow txt end +5339,My birthday is on feb <#> da. .,0,39,15,2,birthday feb lt gt da +5340,So when do you wanna gym?,0,25,8,1,wan na gym +5341,You'd like that wouldn't you? Jerk!,0,35,10,2,like would jerk +5342,Are u awake? Is there snow there?,0,33,9,2,u awake snow +5343,And of course you should make a stink!,0,38,9,1,course make stink +5344,"u r subscribed 2 TEXTCOMP 250 wkly comp. 1st wk?s free question follows, subsequent wks charged@150p/msg.2 unsubscribe txt STOP 2 84128,custcare 08712405020",1,156,30,2,u r subscribed 2 textcomp 250 wkly comp 1st wk free question follows subsequent wks charged unsubscribe txt stop 2 84128 custcare 08712405020 +5345,No go. No openings for that room 'til after thanksgiving without an upcharge.,0,77,15,2,go opening room thanksgiving without upcharge +5346,When you guys planning on coming over?,0,38,8,1,guy planning coming +5347,Wat ü doing now?,0,17,5,1,wat ã¼ +5349,No sir. That's why i had an 8-hr trip on the bus last week. Have another audition next wednesday but i think i might drive this time.,0,133,31,3,sir trip bus last week another audition next wednesday think might drive time +5350,Do I? I thought I put it back in the box,0,40,12,2,thought put back box +5351,I'm home...,0,11,4,1,home +5352,No one interested. May be some business plan.,0,45,10,2,one interested may business plan +5353,Yup it's at paragon... I havent decided whether 2 cut yet... Hee...,0,67,16,2,yup paragon havent decided whether 2 cut yet hee +5354,Good morning princess! Have a great day!,0,40,9,2,good morning princess great day +5355,Guai... Ü shd haf seen him when he's naughty... Ü so free today? Can go jogging...,0,84,21,2,guai shd haf seen naughty free today go jogging +5356,Aiyo cos i sms ü then ü neva reply so i wait 4 ü to reply lar. I tot ü havent finish ur lab wat.,0,100,27,2,aiyo co sm ã¼ ã¼ neva reply wait 4 ã¼ reply lar tot ã¼ havent finish ur lab wat +5357,"Living is very simple.. Loving is also simple.. Laughing is too simple.. Winning is tooo simple.. But, Being 'SIMPLE' is very difficult...;-) :-)",0,145,35,3,living simple loving also simple laughing simple winning tooo simple difficult +5358,Tell me something. Thats okay.,0,30,7,2,tell something thats okay +5360,Hmm. Shall i bring a bottle of wine to keep us amused? Just joking! I'll still bring a bottle. Red or white? See you tomorrow,0,125,31,6,hmm shall bring bottle wine keep u amused joking still bring bottle red white see tomorrow +5361,This is ur face test ( 1 2 3 4 5 6 7 8 9 <#> ) select any number i will tell ur face astrology.... am waiting. quick reply...,0,133,39,2,ur face test 1 2 3 4 5 6 7 8 9 lt gt select number tell ur face astrology waiting quick reply +5362,"Hey, iouri gave me your number, I'm wylie, ryan's friend",0,56,15,1,hey iouri gave number wylie ryan friend +5363,Yep get with the program. You're slacking.,0,42,10,2,yep get program slacking +5364,I'm in inside office..still filling forms.don know when they leave me.,0,70,15,1,inside office still filling know leave +5365,"I think your mentor is , but not 100 percent sure.",0,50,12,1,think mentor 100 percent sure +5366,Call 09095350301 and send our girls into erotic ecstacy. Just 60p/min. To stop texts call 08712460324 (nat rate),1,112,22,3,call 09095350301 send girl erotic ecstacy stop text call 08712460324 nat rate +5368,A £400 XMAS REWARD IS WAITING FOR YOU! Our computer has randomly picked you from our loyal mobile customers to receive a £400 reward. Just call 09066380611,1,157,29,3,xmas reward waiting computer randomly picked loyal mobile customer receive reward call 09066380611 +5369,Just trying to figure out when I'm suppose to see a couple different people this week. We said we'd get together but I didn't set dates,0,135,30,2,trying figure suppose see couple different people week said get together set date +5370,IMPORTANT MESSAGE. This is a final contact attempt. You have important messages waiting out our customer claims dept. Expires 13/4/04. Call 08717507382 NOW!,1,156,28,5,important message final contact attempt important message waiting customer claim dept expires call 08717507382 +5371,Hi mom we might be back later than <#> ,0,46,15,1,hi mom might back later lt gt +5372,dating:i have had two of these. Only started after i sent a text to talk sport radio last week. Any connection do you think or coincidence?,1,139,31,3,dating two started sent text talk sport radio last week connection think coincidence +5373,"Lol, oh you got a friend for the dog ?",0,38,11,1,lol oh got friend dog +5374,"Ok., is any problem to u frm him? Wats matter?",0,46,13,2,problem u frm wats matter +5375,"K I'll head out in a few mins, see you there",0,44,13,1,k head min see +5378,I don't want you to leave. But i'm barely doing what i can to stay sane. fighting with you constantly isn't helping.,0,116,28,3,want leave barely stay sane fighting constantly helping +5379,The current leading bid is 151. To pause this auction send OUT. Customer Care: 08718726270,1,90,18,3,current leading bid pause auction send customer care 08718726270 +5380,"Free entry to the gr8prizes wkly comp 4 a chance to win the latest Nokia 8800, PSP or £250 cash every wk.TXT GREAT to 80878 http//www.gr8prizes.com 08715705022",1,160,28,1,free entry gr8prizes wkly comp 4 chance win latest nokia 8800 psp cash every great 80878 08715705022 +5381,Somebody set up a website where you can play hold em using eve online spacebucks,0,80,15,1,somebody set website play hold em using eve online spacebucks +5382,Its sunny in california. The weather's just cool,0,48,10,2,sunny california weather cool +5383,You have 1 new message. Call 0207-083-6089,1,42,8,2,1 new message call +5384,"I can make it up there, squeezed <#> bucks out of my dad",0,64,20,1,make squeezed lt gt buck dad +5385,Good day to You too.Pray for me.Remove the teeth as its painful maintaining other stuff.,0,88,16,1,good day teeth painful maintaining stuff +5386,How are you babes. Hope your doing ok. I had a shit nights sleep. I fell asleep at 5.I’m knackered and i’m dreading work tonight. What are thou upto tonight. X,0,161,36,6,babe hope shit night sleep fell asleep knackered dreading work tonight thou upto tonight x +5387,How do friends help us in problems? They give the most stupid suggestion that Lands us into another problem and helps us forgt the previous problem,0,147,27,2,friend help u problem give stupid suggestion land u another problem help u forgt previous problem +5389,I will be gentle baby! Soon you will be taking all <#> inches deep inside your tight pussy...,0,101,26,2,gentle baby soon taking lt gt inch deep inside tight pussy +5390,NOT MUCH NO FIGHTS. IT WAS A GOOD NITE!!,0,40,12,3,much fight good nite +5392,Nt joking seriously i told,0,26,5,1,nt joking seriously told +5393,Watching ajith film ah?,0,23,5,1,watching ajith film ah +5394,Ooooooh I forgot to tell u I can get on yoville on my phone,0,59,14,1,ooooooh forgot tell u get yoville phone +5395,"All done, all handed in. Don't know if mega shop in asda counts as celebration but thats what i'm doing!",0,104,25,2,done handed know mega shop asda count celebration thats +5396,I dont know exactly could you ask chechi.,0,41,9,1,dont know exactly could ask chechi +5397,Dunno lei shd b driving lor cos i go sch 1 hr oni.,0,50,14,1,dunno lei shd b driving lor co go sch 1 hr oni +5398,As in i want custom officer discount oh.,0,40,9,1,want custom officer discount oh +5399,That's necessarily respectful,0,29,4,1,necessarily respectful +5400,Hi. Hope you had a good day. Have a better night.,0,49,14,3,hi hope good day better night +5401,And he's apparently bffs with carly quick now,0,45,9,1,apparently bffs carly quick +5402,HARD BUT TRUE: How much you show & express your love to someone....that much it will hurt when they leave you or you get seperated...!鈥┾??〨ud evening...,0,163,38,2,hard true much show amp express love someone much hurt leave get seperated evening +5403,Babes I think I got ur brolly I left it in English wil bring it in 2mrw 4 u luv Franxx,0,86,21,1,babe think got ur brolly left english wil bring 2mrw 4 u luv franxx +5404,Hi babe its me thanks for coming even though it didnt go that well!i just wanted my bed! Hope to see you soon love and kisses xxx,0,129,30,2,hi babe thanks coming even though didnt go well wanted bed hope see soon love kiss xxx +5405,So gd got free ice cream... I oso wan...,0,40,11,2,gd got free ice cream oso wan +5406,Pls give her prometazine syrup. 5mls then <#> mins later feed.,0,69,19,2,pls give prometazine syrup 5mls lt gt min later feed +5407,So how many days since then?,0,28,7,1,many day since +5408,Dear are you angry i was busy dear,0,34,8,1,dear angry busy dear +5409,Yup he msg me: is tat yijue? Then i tot it's my group mate cos we meeting today mah... I'm askin if ü leaving earlier or wat mah cos mayb ü haf to walk v far...,0,162,42,3,yup msg tat yijue tot group mate co meeting today mah askin ã¼ leaving earlier wat mah co mayb ã¼ haf walk v far +5410,... Are you in the pub?,0,23,7,1,pub +5411,There is a first time for everything :),0,39,9,1,first time everything +5412,"Daddy, shu shu is looking 4 u... U wan me 2 tell him u're not in singapore or wat?",0,82,23,1,daddy shu shu looking 4 u u wan 2 tell u singapore wat +5413,I ask if u meeting da ge tmr nite...,0,36,10,1,ask u meeting da ge tmr nite +5414,Gr8. So how do you handle the victoria island traffic. Plus when's the album due,0,80,18,3,gr8 handle victoria island traffic plus album due +5415,Nite nite pocay wocay luv u more than n e thing 4eva I promise ring u 2morrowxxxx,0,81,17,1,nite nite pocay wocay luv u n e thing 4eva promise ring u 2morrowxxxx +5416,East coast,0,10,2,1,east coast +5417,You should get more chicken broth if you want ramen unless there's some I don't know about,0,90,19,1,get chicken broth want ramen unless know +5418,My slave! I want you to take 2 or 3 pictures of yourself today in bright light on your cell phone! Bright light!,0,112,26,3,slave want take 2 3 picture today bright light cell phone bright light +5419,Nope. I just forgot. Will show next week,0,40,10,3,nope forgot show next week +5420,So how are you really. What are you up to. How's the masters. And so on.,0,72,21,4,really master +5421,I'm at bruce & fowler now but I'm in my mom's car so I can't park (long story),0,82,26,1,bruce amp fowler mom car ca park long story +5422,I dont know oh. Hopefully this month.,0,37,9,2,dont know oh hopefully month +5423,"Hi elaine, is today's meeting confirmed?",0,40,9,1,hi elaine today meeting confirmed +5424,Ok k..sry i knw 2 siva..tats y i askd..,0,39,14,1,ok k sry knw 2 siva tat askd +5426,U horrible gal... U knew dat i was going out wif him yest n u still come n ask me...,0,84,22,1,u horrible gal u knew dat going wif yest n u still come n ask +5428,Oh yeah! And my diet just flew out the window,0,45,11,2,oh yeah diet flew window +5429,Santa Calling! Would your little ones like a call from Santa Xmas eve? Call 09058094583 to book your time.,1,106,22,3,santa calling would little one like call santa xmas eve call 09058094583 book time +5430,You didnt complete your gist oh.,0,32,7,1,didnt complete gist oh +5431,"Er yeah, i will b there at 15:26, sorry! Just tell me which pub/cafe to sit in and come wen u can",0,97,25,2,er yeah b sorry tell sit come wen u +5432,"If you can make it any time tonight or whenever you can it's cool, just text me whenever you're around",0,102,23,1,make time tonight whenever cool text whenever around +5433,If I was I wasn't paying attention,0,34,8,1,paying attention +5434,Thanx a lot 4 ur help!,0,22,7,1,thanx lot 4 ur help +5435,You're gonna have to be way more specific than that,0,51,12,1,gon na way specific +5436,Jesus armand really is trying to tell everybody he can find,0,59,11,1,jesus armand really trying tell everybody find +5437,I'm wif him now buying tix lar...,0,33,9,1,wif buying tix lar +5438,Mode men or have you left.,0,26,7,1,mode men left +5439,Am slow in using biola's fne,0,28,7,1,slow using biola fne +5440,"""What are youdoing later? Sar xxx""",0,34,9,2,youdoing later sar xxx +5441,Hey i've booked the 2 lessons on sun liao...,0,44,11,1,hey booked 2 lesson sun liao +5442,Thank you. do you generally date the brothas?,0,45,10,2,thank generally date brothas +5443,"By the way, make sure u get train to worc foregate street not shrub hill. Have fun night x",0,90,21,2,way make sure u get train worc foregate street shrub hill fun night x +5444,"I thought i'd get him a watch, just cos thats the kind of thing u get4an18th. And he loves so much!",0,99,25,2,thought get watch co thats kind thing u get4an18th love much +5445,You have won a guaranteed 32000 award or maybe even £1000 cash to claim ur award call free on 0800 ..... (18+). Its a legitimat efreefone number wat do u think???,1,163,37,3,guaranteed 32000 award maybe even cash claim ur award call free 0800 legitimat efreefone number wat u think +5446,Good morning. At the repair shop--the ONLY reason i'm up at this hour.,0,70,18,2,good morning repair shop reason hour +5447,"And that's fine, I got enough bud to last most of the night at least",0,68,17,1,fine got enough bud last night least +5448,I am back. Good journey! Let me know if you need any of the receipts. Shall i tell you like the pendent?,0,104,26,4,back good journey let know need receipt shall tell like pendent +5449,So that takes away some money worries,0,37,7,1,take away money worry +5450,"aight we can pick some up, you open before tonight?",0,51,12,1,aight pick open tonight +5451,"Latest News! Police station toilet stolen, cops have nothing to go on!",1,70,15,2,latest news police station toilet stolen cop nothing go +5452,Sac needs to carry on:),0,23,7,1,sac need carry +5453,Just sing HU. I think its also important to find someone female that know the place well preferably a citizen that is also smart to help you navigate through. Even things like choosing a phone plan require guidance. When in doubt ask especially girls.,0,251,48,4,sing hu think also important find someone female know place well preferably citizen also smart help navigate even thing like choosing phone plan require guidance doubt ask especially girl +5454,What???? Hello wats talks email address?,0,40,11,2,hello wats talk email address +5455,Except theres a chick with huge boobs.,0,38,8,1,except there chick huge boob +5456,Im just wondering what your doing right now?,0,44,9,1,im wondering right +5457,Wishing you a beautiful day. Each moment revealing even more things to keep you smiling. Do enjoy it.,0,101,21,3,wishing beautiful day moment revealing even thing keep smiling enjoy +5458,"""For the most sparkling shopping breaks from 45 per person; call 0121 2025050 or visit www.shortbreaks.org.uk""",1,110,19,1,sparkling shopping break 45 per person call 0121 2025050 visit +5461,If you hear a loud scream in about <#> minutes its cause my Gyno will be shoving things up me that don't belong :/,0,120,32,1,hear loud scream lt gt minute cause gyno shoving thing belong +5463,Ok i thk i got it. Then u wan me 2 come now or wat?,0,51,17,2,ok thk got u wan 2 come wat +5464,Txt: CALL to No: 86888 & claim your reward of 3 hours talk time to use from your phone now! Subscribe6GBP/mnth inc 3hrs 16 stop?txtStop www.gamb.tv,1,147,31,2,txt call 86888 claim reward 3 hour talk time use phone inc 3hrs 16 stop txtstop +5465,U GOIN OUT 2NITE?,0,17,5,1,u goin 2nite +5466,I will treasure every moment we spend together...,0,49,9,1,treasure every moment spend together +5467,Shall I bring us a bottle of wine to keep us amused? Only joking! I‘ll bring one anyway,0,89,20,3,shall bring u bottle wine keep u amused joking bring one anyway +5468,http//tms. widelive.com/index. wml?id=820554ad0a1705572711&first=true¡C C Ringtone¡,1,85,11,3,wml c +5470,"URGENT! Last weekend's draw shows that you have won £1000 cash or a Spanish holiday! CALL NOW 09050000332 to claim. T&C: RSTM, SW7 3SS. 150ppm",1,143,34,5,urgent last weekend draw show cash spanish holiday call 09050000332 claim c rstm sw7 3 150ppm +5472,I thought slide is enough.,0,26,6,1,thought slide enough +5474,Well obviously not because all the people in my cool college life went home ;_;,0,79,17,1,well obviously people cool college life went home +5475,Ok lor ü reaching then message me.,0,35,8,1,ok lor ã¼ reaching message +5476,Where's mummy's boy ? Is he being good or bad ? Is he being positive or negative ? Why is mummy being made to wait? Hmmmm?,0,122,30,5,mummy boy good bad positive negative mummy made wait hmmmm +5477,Dhoni have luck to win some big title.so we will win:),0,54,13,1,dhoni luck win big win +5478,Yes princess! I want to please you every night. Your wish is my command...,0,74,17,3,yes princess want please every night wish command +5480,No probably <#> %.,0,25,11,1,probably lt gt +5481,Really do hope the work doesnt get stressful. Have a gr8 day.,0,61,14,2,really hope work doesnt get stressful gr8 day +5482,Have you seen who's back at Holby?!,0,35,10,2,seen back holby +5483,Shall call now dear having food,0,31,6,1,shall call dear food +5484,URGENT We are trying to contact you Last weekends draw shows u have won a £1000 prize GUARANTEED Call 09064017295 Claim code K52 Valid 12hrs 150p pm,1,149,27,1,urgent trying contact last weekend draw show u prize guaranteed call 09064017295 claim code k52 valid 12hrs 150p pm +5485,So li hai... Me bored now da lecturer repeating last weeks stuff waste time... ,0,79,16,1,li hai bored da lecturer repeating last week stuff waste time +5486,", , and picking them up from various points | going 2 yeovil | and they will do the motor project 4 3 hours | and then u take them home. || 12 2 5.30 max. || Very easy",0,169,41,3,picking various point going 2 yeovil motor project 4 3 hour u take home 12 2 max easy +5487,Also fuck you and your family for going to rhode island or wherever the fuck and leaving me all alone the week I have a new bong >:(,0,135,32,1,also fuck family going rhode island wherever fuck leaving alone week new bong gt +5488,Ofcourse I also upload some songs,0,33,6,1,ofcourse also upload song +5489,2p per min to call Germany 08448350055 from your BT line. Just 2p per min. Check PlanetTalkInstant.com for info & T's & C's. Text stop to opt out,1,145,33,4,2p per min call germany 08448350055 bt line 2p per min check info c text stop opt +5491,Oh thanks a lot..i already bought 2 eggs ..,0,43,11,1,oh thanks lot already bought 2 egg +5493,U studying in sch or going home? Anyway i'll b going 2 sch later.,0,65,17,2,u studying sch going home anyway b going 2 sch later +5494,Marvel Mobile Play the official Ultimate Spider-man game (£4.50) on ur mobile right now. Text SPIDER to 83338 for the game & we ll send u a FREE 8Ball wallpaper,1,161,33,2,marvel mobile play official ultimate game ur mobile right text spider 83338 game send u free 8ball wallpaper +5495,I think if he rule tamilnadu..then its very tough for our people.,0,65,15,1,think rule tamilnadu tough people +5496,"Cool, we shall go and see, have to go to tip anyway. Are you at home, got something to drop in later? So lets go to town tonight! Maybe mum can take us in.",0,155,41,4,cool shall go see go tip anyway home got something drop later let go town tonight maybe mum take u +5497,"Good afternoon, my love ... How goes your day ? How did you sleep ? I hope your well, my boytoy ... I think of you ...",0,118,29,4,good afternoon love go day sleep hope well boytoy think +5498,Yes... I trust u to buy new stuff ASAP so I can try it out,0,58,16,2,yes trust u buy new stuff asap try +5500,Why did I wake up on my own >:(,0,34,13,1,wake gt +5501,Now get step 2 outta the way. Congrats again.,0,45,11,2,get step 2 outta way congrats +5502,Love has one law; Make happy the person you love. In the same way friendship has one law; Never make ur friend feel alone until you are alive.... Gud night,0,155,34,2,love one law make happy person love way friendship one law never make ur friend feel alone alive gud night +5503,PRIVATE! Your 2003 Account Statement for 07808247860 shows 800 un-redeemed S. I. M. points. Call 08719899229 Identifier Code: 40411 Expires 06/11/04,1,148,24,3,private 2003 account statement 07808247860 show 800 point call 08719899229 identifier code 40411 expires +5504,Apo all other are mokka players only,0,36,7,1,apo mokka player +5505,"Perhaps * is much easy give your account identification, so i will tomorrow at UNI",0,82,16,1,perhaps much easy give account identification tomorrow uni +5506,Wait . I will msg after <#> min.,0,40,15,2,wait msg lt gt min +5507,What i told before i tell. Stupid hear after i wont tell anything to you. You dad called to my brother and spoken. Not with me.,0,127,30,4,told tell stupid hear wont tell anything dad called brother spoken +5508,God's love has no limit. God's grace has no measure. God's power has no boundaries. May u have God's endless blessings always in ur life...!! Gud ni8,0,149,37,5,god love limit god grace measure god power boundary may u god endless blessing always ur life gud ni8 +5509,I want to be inside you every night...,0,38,9,1,want inside every night +5510,"Machan you go to gym tomorrow, i wil come late goodnight.",0,58,13,1,machan go gym tomorrow wil come late goodnight +5511,Lol they were mad at first but then they woke up and gave in.,0,61,15,1,lol mad first woke gave +5513,"It‘s reassuring, in this crazy world.",0,39,8,1,reassuring crazy world +5514,"Just making dinner, you ?",0,25,6,1,making dinner +5515,Yes. Please leave at <#> . So that at <#> we can leave,0,69,26,3,yes please leave lt gt lt gt leave +5516,Oh... Okie lor...We go on sat... ,0,33,10,1,oh okie lor go sat +5517,You are a great role model. You are giving so much and i really wish each day for a miracle but God as a reason for everything and i must say i wish i knew why but i dont. I've looked up to you since i was young and i still do. Have a great day.,0,245,61,4,great role model giving much really wish day miracle god reason everything must say wish knew dont looked since young still great day +5518,"Ya, i'm referin to mei's ex wat... No ah, waitin 4 u to treat, somebody shld b rich liao...So gd, den u dun have to work frm tmr onwards...",0,139,39,1,ya referin mei ex wat ah waitin 4 u treat somebody shld b rich liao gd den u dun work frm tmr onwards +5519,Miles and smiles r made frm same letters but do u know d difference..? smile on ur face keeps me happy even though I am miles away from u.. :-)keep smiling.. Good nyt,0,166,40,2,mile smile r made frm letter u know difference smile ur face keep happy even though mile away u keep smiling good nyt +5520,"By the way, i've put a skip right outside the front of the house so you can see which house it is. Just pull up before it.",0,122,31,2,way put skip right outside front house see house pull +5521,Can you pls send me that company name. In saibaba colany,0,56,12,2,pls send company name saibaba colany +5522,No. I dont want to hear anything,0,32,8,2,dont want hear anything +5523,You are a big chic. Common. Declare,0,35,9,3,big chic common declare +5524,Thats cool. I want to please you...,0,35,9,2,thats cool want please +5525,Going to join tomorrow.,0,23,5,1,going join tomorrow +5527,I want to tell you how bad I feel that basically the only times I text you lately are when I need drugs,0,103,23,1,want tell bad feel basically time text lately need drug +5528,PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S.I.M. points. Call 08718738001 Identifier Code: 49557 Expires 26/11/04,1,134,22,4,private 2003 account statement show 800 point call 08718738001 identifier code 49557 expires +5529,"Total disappointment, when I texted you was the craziest shit got :(",0,68,14,1,total disappointment texted craziest shit got +5530,Its just the effect of irritation. Just ignore it,0,49,10,2,effect irritation ignore +5531,What about this one then.,0,25,6,1,one +5532,I think that tantrum's finished so yeah I'll be by at some point,0,64,15,1,think tantrum finished yeah point +5533,Compliments to you. Was away from the system. How your side.,0,60,14,3,compliment away system side +5534,happened here while you were adventuring,0,40,6,1,happened adventuring +5535,"Hey chief, can you give me a bell when you get this. Need to talk to you about this royal visit on the 1st june. ",0,113,28,2,hey chief give bell get need talk royal visit 1st june +5536,Ok which your another number,0,28,5,1,ok another number +5538,Aiyah ok wat as long as got improve can already wat...,0,54,12,1,aiyah ok wat long got improve already wat +5539,Want explicit SEX in 30 secs? Ring 02073162414 now! Costs 20p/min Gsex POBOX 2667 WC1N 3XX,1,90,18,3,want explicit sex 30 sec ring 02073162414 cost gsex pobox 2667 wc1n 3xx +5540,I can't believe how attached I am to seeing you every day. I know you will do the best you can to get to me babe. I will go to teach my class at your midnight,0,158,39,3,ca believe attached seeing every day know best get babe go teach class midnight +5542,ASKED 3MOBILE IF 0870 CHATLINES INCLU IN FREE MINS. INDIA CUST SERVs SED YES. L8ER GOT MEGA BILL. 3 DONT GIV A SHIT. BAILIFF DUE IN DAYS. I O £250 3 WANT £800,1,160,38,6,asked 3mobile 0870 chatlines inclu free min india cust servs sed yes l8er got mega bill 3 dont giv shit bailiff due day 3 want +5543,Yeah it's jus rite...,0,21,6,1,yeah jus rite +5544,Armand says get your ass over to epsilon,0,40,8,1,armand say get as epsilon +5545,U still havent got urself a jacket ah?,0,38,9,1,u still havent got urself jacket ah +5546,"I'm taking derek & taylor to walmart, if I'm not back by the time you're done just leave the mouse on my desk and I'll text you when priscilla's ready",0,154,38,1,taking derek amp taylor walmart back time done leave mouse desk text priscilla ready +5547,Hi its in durban are you still on this number,0,45,10,1,hi durban still number +5548,Ic. There are a lotta childporn cars then.,0,42,10,2,ic lotta childporn car +5549,"Had your contract mobile 11 Mnths? Latest Motorola, Nokia etc. all FREE! Double Mins & Text on Orange tariffs. TEXT YES for callback, no to remove from records.",1,160,35,5,contract mobile 11 mnths latest motorola nokia etc free double min text orange tariff text yes callback remove record +5550,"No, I was trying it all weekend ;V",0,34,10,1,trying weekend v +5551,"You know, wot people wear. T shirts, jumpers, hat, belt, is all we know. We r at Cribbs",0,87,25,3,know wot people wear shirt jumper hat belt know r cribbs +5552,"Cool, what time you think you can get here?",0,43,11,1,cool time think get +5553,Wen did you get so spiritual and deep. That's great,0,51,12,2,wen get spiritual deep great +5554,Have a safe trip to Nigeria. Wish you happiness and very soon company to share moments with,0,91,18,2,safe trip nigeria wish happiness soon company share moment +5556,Well keep in mind I've only got enough gas for one more round trip barring a sudden influx of cash,0,98,21,1,well keep mind got enough gas one round trip barring sudden influx cash +5557,Yeh. Indians was nice. Tho it did kane me off a bit he he. We shud go out 4 a drink sometime soon. Mite hav 2 go 2 da works 4 a laugh soon. Love Pete x x,0,153,43,6,yeh indian nice tho kane bit shud go 4 drink sometime soon mite hav 2 go 2 da work 4 laugh soon love pete x x +5558,Yes i have. So that's why u texted. Pshew...missing you so much,0,63,17,3,yes u texted pshew missing much +5559,No. I meant the calculation is the same. That <#> units at <#> . This school is really expensive. Have you started practicing your accent. Because its important. And have you decided if you are doing 4years of dental school or if you'll just do the nmde exam.,0,273,67,7,meant calculation lt gt unit lt gt school really expensive started practicing accent important decided 4years dental school nmde exam +5561,if you aren't here in the next <#> hours imma flip my shit,0,66,20,1,next lt gt hour imma flip shit +5562,Anything lor. Juz both of us lor.,0,33,9,2,anything lor juz u lor +5563,Get me out of this dump heap. My mom decided to come to lowes. BORING.,0,70,18,3,get dump heap mom decided come lowes boring +5564,Ok lor... Sony ericsson salesman... I ask shuhui then she say quite gd 2 use so i considering...,0,96,21,2,ok lor sony ericsson salesman ask shuhui say quite gd 2 use considering +5565,Ard 6 like dat lor.,0,19,6,1,ard 6 like dat lor +5566,Why don't you wait 'til at least wednesday to see if you get your .,0,67,16,1,wait least wednesday see get +5567,Huh y lei...,0,12,4,1,huh lei +5568,"REMINDER FROM O2: To get 2.50 pounds free call credit and details of great offers pls reply 2 this text with your valid name, house no and postcode",1,147,30,1,reminder o2 get pound free call credit detail great offer pls reply 2 text valid name house postcode +5569,"This is the 2nd time we have tried 2 contact u. U have won the £750 Pound prize. 2 claim is easy, call 087187272008 NOW1! Only 10p per minute. BT-national-rate.",1,161,35,4,2nd time tried 2 contact u pound prize 2 claim easy call 087187272008 now1 10p per minute +5570,Will ü b going to esplanade fr home?,0,37,9,1,ã¼ b going esplanade fr home +5571,"Pity, * was in mood for that. So...any other suggestions?",0,57,15,2,pity mood suggestion +5572,The guy did some bitching but I acted like i'd be interested in buying something else next week and he gave it to us for free,0,125,27,1,guy bitching acted like interested buying something else next week gave u free +5573,Rofl. Its true to its name,0,26,7,2,rofl true name diff --git a/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Dataset/spam-vs-ham-dataset.csv b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Dataset/spam-vs-ham-dataset.csv new file mode 100644 index 0000000000..a8531bcb3d --- /dev/null +++ b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Dataset/spam-vs-ham-dataset.csv @@ -0,0 +1,5575 @@ +Text,Label +"Go until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat...",ham +Ok lar... Joking wif u oni...,ham +Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's,spam +U dun say so early hor... U c already then say...,ham +"Nah I don't think he goes to usf, he lives around here though",ham +"FreeMsg Hey there darling it's been 3 week's now and no word back! I'd like some fun you up for it still? Tb ok! XxX std chgs to send, £1.50 to rcv",spam +Even my brother is not like to speak with me. They treat me like aids patent.,ham +As per your request 'Melle Melle (Oru Minnaminunginte Nurungu Vettam)' has been set as your callertune for all Callers. Press *9 to copy your friends Callertune,ham +WINNER!! As a valued network customer you have been selected to receivea £900 prize reward! To claim call 09061701461. Claim code KL341. Valid 12 hours only.,spam +Had your mobile 11 months or more? U R entitled to Update to the latest colour mobiles with camera for Free! Call The Mobile Update Co FREE on 08002986030,spam +"I'm gonna be home soon and i don't want to talk about this stuff anymore tonight, k? I've cried enough today.",ham +"SIX chances to win CASH! From 100 to 20,000 pounds txt> CSH11 and send to 87575. Cost 150p/day, 6days, 16+ TsandCs apply Reply HL 4 info",spam +"URGENT! You have won a 1 week FREE membership in our £100,000 Prize Jackpot! Txt the word: CLAIM to No: 81010 T&C www.dbuk.net LCCLTD POBOX 4403LDNW1A7RW18",spam +I've been searching for the right words to thank you for this breather. I promise i wont take your help for granted and will fulfil my promise. You have been wonderful and a blessing at all times.,ham +I HAVE A DATE ON SUNDAY WITH WILL!!,ham +"XXXMobileMovieClub: To use your credit, click the WAP link in the next txt message or click here>> http://wap. xxxmobilemovieclub.com?n=QJKGIGHJJGCBL",spam +Oh k...i'm watching here:),ham +Eh u remember how 2 spell his name... Yes i did. He v naughty make until i v wet.,ham +Fine if that’s the way u feel. That’s the way its gota b,ham +"England v Macedonia - dont miss the goals/team news. Txt ur national team to 87077 eg ENGLAND to 87077 Try:WALES, SCOTLAND 4txt/ú1.20 POBOXox36504W45WQ 16+",spam +Is that seriously how you spell his name?,ham +I‘m going to try for 2 months ha ha only joking,ham +So ü pay first lar... Then when is da stock comin...,ham +Aft i finish my lunch then i go str down lor. Ard 3 smth lor. U finish ur lunch already?,ham +Ffffffffff. Alright no way I can meet up with you sooner?,ham +Just forced myself to eat a slice. I'm really not hungry tho. This sucks. Mark is getting worried. He knows I'm sick when I turn down pizza. Lol,ham +Lol your always so convincing.,ham +Did you catch the bus ? Are you frying an egg ? Did you make a tea? Are you eating your mom's left over dinner ? Do you feel my Love ?,ham +"I'm back & we're packing the car now, I'll let you know if there's room",ham +Ahhh. Work. I vaguely remember that! What does it feel like? Lol,ham +"Wait that's still not all that clear, were you not sure about me being sarcastic or that that's why x doesn't want to live with us",ham +Yeah he got in at 2 and was v apologetic. n had fallen out and she was actin like spoilt child and he got caught up in that. Till 2! But we won't go there! Not doing too badly cheers. You? ,ham +K tell me anything about you.,ham +For fear of fainting with the of all that housework you just did? Quick have a cuppa,ham +Thanks for your subscription to Ringtone UK your mobile will be charged £5/month Please confirm by replying YES or NO. If you reply NO you will not be charged,spam +Yup... Ok i go home look at the timings then i msg ü again... Xuhui going to learn on 2nd may too but her lesson is at 8am,ham +"Oops, I'll let you know when my roommate's done",ham +I see the letter B on my car,ham +Anything lor... U decide...,ham +Hello! How's you and how did saturday go? I was just texting to see if you'd decided to do anything tomo. Not that i'm trying to invite myself or anything!,ham +Pls go ahead with watts. I just wanted to be sure. Do have a great weekend. Abiola,ham +"Did I forget to tell you ? I want you , I need you, I crave you ... But most of all ... I love you my sweet Arabian steed ... Mmmmmm ... Yummy",ham +07732584351 - Rodger Burns - MSG = We tried to call you re your reply to our sms for a free nokia mobile + free camcorder. Please call now 08000930705 for delivery tomorrow,spam +WHO ARE YOU SEEING?,ham +Great! I hope you like your man well endowed. I am <#> inches...,ham +No calls..messages..missed calls,ham +Didn't you get hep b immunisation in nigeria.,ham +"Fair enough, anything going on?",ham +"Yeah hopefully, if tyler can't do it I could maybe ask around a bit",ham +U don't know how stubborn I am. I didn't even want to go to the hospital. I kept telling Mark I'm not a weak sucker. Hospitals are for weak suckers.,ham +What you thinked about me. First time you saw me in class.,ham +"A gram usually runs like <#> , a half eighth is smarter though and gets you almost a whole second gram for <#>",ham +K fyi x has a ride early tomorrow morning but he's crashing at our place tonight,ham +"Wow. I never realized that you were so embarassed by your accomodations. I thought you liked it, since i was doing the best i could and you always seemed so happy about ""the cave"". I'm sorry I didn't and don't have more to give. I'm sorry i offered. I'm sorry your room was so embarassing.",ham +SMS. ac Sptv: The New Jersey Devils and the Detroit Red Wings play Ice Hockey. Correct or Incorrect? End? Reply END SPTV,spam +Do you know what Mallika Sherawat did yesterday? Find out now @ <URL>,ham +"Congrats! 1 year special cinema pass for 2 is yours. call 09061209465 now! C Suprman V, Matrix3, StarWars3, etc all 4 FREE! bx420-ip4-5we. 150pm. Dont miss out! ",spam +"Sorry, I'll call later in meeting.",ham +Tell where you reached,ham +Yes..gauti and sehwag out of odi series.,ham +Your gonna have to pick up a $1 burger for yourself on your way home. I can't even move. Pain is killing me.,ham +Ha ha ha good joke. Girls are situation seekers.,ham +Its a part of checking IQ,ham +"Sorry my roommates took forever, it ok if I come by now?",ham +Ok lar i double check wif da hair dresser already he said wun cut v short. He said will cut until i look nice.,ham +"As a valued customer, I am pleased to advise you that following recent review of your Mob No. you are awarded with a £1500 Bonus Prize, call 09066364589",spam +"Today is ""song dedicated day.."" Which song will u dedicate for me? Send this to all ur valuable frnds but first rply me...",ham +"Urgent UR awarded a complimentary trip to EuroDisinc Trav, Aco&Entry41 Or £1000. To claim txt DIS to 87121 18+6*£1.50(moreFrmMob. ShrAcomOrSglSuplt)10, LS1 3AJ",spam +"Did you hear about the new ""Divorce Barbie""? It comes with all of Ken's stuff!",spam +I plane to give on this month end.,ham +Wah lucky man... Then can save money... Hee...,ham +Finished class where are you.,ham +HI BABE IM AT HOME NOW WANNA DO SOMETHING? XX,ham +K..k:)where are you?how did you performed?,ham +U can call me now...,ham +I am waiting machan. Call me once you free.,ham +Thats cool. i am a gentleman and will treat you with dignity and respect.,ham +I like you peoples very much:) but am very shy pa.,ham +Does not operate after <#> or what,ham +Its not the same here. Still looking for a job. How much do Ta's earn there.,ham +"Sorry, I'll call later",ham +K. Did you call me just now ah? ,ham +Ok i am on the way to home hi hi,ham +You will be in the place of that man,ham +Yup next stop.,ham +"I call you later, don't have network. If urgnt, sms me.",ham +For real when u getting on yo? I only need 2 more tickets and one more jacket and I'm done. I already used all my multis.,ham +Yes I started to send requests to make it but pain came back so I'm back in bed. Double coins at the factory too. I gotta cash in all my nitros.,ham +I'm really not up to it still tonight babe,ham +"Ela kano.,il download, come wen ur free..",ham +Yeah do! Don‘t stand to close tho- you‘ll catch something!,ham +Sorry to be a pain. Is it ok if we meet another night? I spent late afternoon in casualty and that means i haven't done any of y stuff42moro and that includes all my time sheets and that. Sorry. ,ham +Smile in Pleasure Smile in Pain Smile when trouble pours like Rain Smile when sum1 Hurts U Smile becoz SOMEONE still Loves to see u Smiling!!,ham +Please call our customer service representative on 0800 169 6031 between 10am-9pm as you have WON a guaranteed £1000 cash or £5000 prize!,spam +Havent planning to buy later. I check already lido only got 530 show in e afternoon. U finish work already?,ham +"Your free ringtone is waiting to be collected. Simply text the password ""MIX"" to 85069 to verify. Get Usher and Britney. FML, PO Box 5249, MK17 92H. 450Ppw 16",spam +Watching telugu movie..wat abt u?,ham +i see. When we finish we have loads of loans to pay,ham +"Hi. Wk been ok - on hols now! Yes on for a bit of a run. Forgot that i have hairdressers appointment at four so need to get home n shower beforehand. Does that cause prob for u?""",ham +I see a cup of coffee animation,ham +Please don't text me anymore. I have nothing else to say.,ham +Okay name ur price as long as its legal! Wen can I pick them up? Y u ave x ams xx,ham +I'm still looking for a car to buy. And have not gone 4the driving test yet.,ham +As per your request 'Melle Melle (Oru Minnaminunginte Nurungu Vettam)' has been set as your callertune for all Callers. Press *9 to copy your friends Callertune,ham +"wow. You're right! I didn't mean to do that. I guess once i gave up on boston men and changed my search location to nyc, something changed. Cuz on my signin page it still says boston.",ham +Umma my life and vava umma love you lot dear,ham +Thanks a lot for your wishes on my birthday. Thanks you for making my birthday truly memorable.,ham +"Aight, I'll hit you up when I get some cash",ham +How would my ip address test that considering my computer isn't a minecraft server,ham +I know! Grumpy old people. My mom was like you better not be lying. Then again I am always the one to play jokes...,ham +Dont worry. I guess he's busy.,ham +What is the plural of the noun research?,ham +Going for dinner.msg you after.,ham +I'm ok wif it cos i like 2 try new things. But i scared u dun like mah. Cos u said not too loud.,ham +GENT! We are trying to contact you. Last weekends draw shows that you won a £1000 prize GUARANTEED. Call 09064012160. Claim Code K52. Valid 12hrs only. 150ppm,spam +"Wa, ur openin sentence very formal... Anyway, i'm fine too, juz tt i'm eatin too much n puttin on weight...Haha... So anythin special happened?",ham +"As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch. After lunch she invited me to her apartment. We went there.",ham +You are a winner U have been specially selected 2 receive £1000 or a 4* holiday (flights inc) speak to a live operator 2 claim 0871277810910p/min (18+) ,spam +Goodo! Yes we must speak friday - egg-potato ratio for tortilla needed! ,ham +Hmm...my uncle just informed me that he's paying the school directly. So pls buy food.,ham +PRIVATE! Your 2004 Account Statement for 07742676969 shows 786 unredeemed Bonus Points. To claim call 08719180248 Identifier Code: 45239 Expires,spam +"URGENT! Your Mobile No. was awarded £2000 Bonus Caller Prize on 5/9/03 This is our final try to contact U! Call from Landline 09064019788 BOX42WR29C, 150PPM",spam +here is my new address -apples&pairs&all that malarky,ham +Todays Voda numbers ending 7548 are selected to receive a $350 award. If you have a match please call 08712300220 quoting claim code 4041 standard rates app,spam +I am going to sao mu today. Will be done only at 12 ,ham +Ü predict wat time ü'll finish buying?,ham +"Good stuff, will do.",ham +"Just so that you know,yetunde hasn't sent money yet. I just sent her a text not to bother sending. So its over, you dont have to involve yourself in anything. I shouldn't have imposed anything on you in the first place so for that, i apologise.",ham +Are you there in room.,ham +HEY GIRL. HOW R U? HOPE U R WELL ME AN DEL R BAK! AGAIN LONG TIME NO C! GIVE ME A CALL SUM TIME FROM LUCYxx,ham +K..k:)how much does it cost?,ham +I'm home.,ham +"Dear, will call Tmorrow.pls accomodate.",ham +First answer my question.,ham +Sunshine Quiz Wkly Q! Win a top Sony DVD player if u know which country the Algarve is in? Txt ansr to 82277. £1.50 SP:Tyrone,spam +Want 2 get laid tonight? Want real Dogging locations sent direct 2 ur mob? Join the UK's largest Dogging Network bt Txting GRAVEL to 69888! Nt. ec2a. 31p.msg@150p,spam +I only haf msn. It's yijue@hotmail.com,ham +He is there. You call and meet him,ham +No no. I will check all rooms befor activities,ham +You'll not rcv any more msgs from the chat svc. For FREE Hardcore services text GO to: 69988 If u get nothing u must Age Verify with yr network & try again,spam +Got c... I lazy to type... I forgot ü in lect... I saw a pouch but like not v nice...,ham +"K, text me when you're on the way",ham +"Sir, Waiting for your mail.",ham +"A swt thought: ""Nver get tired of doing little things 4 lovable persons.."" Coz..somtimes those little things occupy d biggest part in their Hearts.. Gud ni8",ham +I know you are. Can you pls open the back?,ham +Yes see ya not on the dot,ham +Whats the staff name who is taking class for us?,ham +"FreeMsg Why haven't you replied to my text? I'm Randy, sexy, female and live local. Luv to hear from u. Netcollex Ltd 08700621170150p per msg reply Stop to end",spam +Ummma.will call after check in.our life will begin from qatar so pls pray very hard.,ham +K..i deleted my contact that why?,ham +Sindu got job in birla soft ..,ham +The wine is flowing and i'm i have nevering..,ham +Yup i thk cine is better cos no need 2 go down 2 plaza mah.,ham +Ok... Ur typical reply...,ham +As per your request 'Melle Melle (Oru Minnaminunginte Nurungu Vettam)' has been set as your callertune for all Callers. Press *9 to copy your friends Callertune,ham +"You are everywhere dirt, on the floor, the windows, even on my shirt. And sometimes when i open my mouth, you are all that comes flowing out. I dream of my world without you, then half my chores are out too. A time of joy for me, lots of tv shows i.ll see. But i guess like all things you just must exist, like rain, hail and mist, and when my time here is done, you and i become one.",ham +Aaooooright are you at work?,ham +I'm leaving my house now...,ham +"Hello, my love. What are you doing? Did you get to that interview today? Are you you happy? Are you being a good boy? Do you think of me?Are you missing me ?",ham +Customer service annoncement. You have a New Years delivery waiting for you. Please call 07046744435 now to arrange delivery,spam +You are a winner U have been specially selected 2 receive £1000 cash or a 4* holiday (flights inc) speak to a live operator 2 claim 0871277810810,spam +Keep yourself safe for me because I need you and I miss you already and I envy everyone that see's you in real life,ham +New car and house for my parents.:)i have only new job in hand:),ham +I'm so in love with you. I'm excited each day i spend with you. You make me so happy.,ham +-PLS STOP bootydelious (32/F) is inviting you to be her friend. Reply YES-434 or NO-434 See her: www.SMS.ac/u/bootydelious STOP? Send STOP FRND to 62468,spam +"BangBabes Ur order is on the way. U SHOULD receive a Service Msg 2 download UR content. If U do not, GoTo wap. bangb. tv on UR mobile internet/service menu",spam +I place all ur points on e cultures module already.,ham +URGENT! We are trying to contact you. Last weekends draw shows that you have won a £900 prize GUARANTEED. Call 09061701939. Claim code S89. Valid 12hrs only,spam +"Hi frnd, which is best way to avoid missunderstding wit our beloved one's?",ham +Great escape. I fancy the bridge but needs her lager. See you tomo ,ham +Yes :)it completely in out of form:)clark also utter waste.,ham +"Sir, I need AXIS BANK account no and bank address.",ham +"Hmmm.. Thk sure got time to hop ard... Ya, can go 4 free abt... Muz call u to discuss liao... ",ham +What time you coming down later? ,ham +"Bloody hell, cant believe you forgot my surname Mr . Ill give u a clue, its spanish and begins with m... ",ham +"Well, i'm gonna finish my bath now. Have a good...fine night.",ham +Let me know when you've got the money so carlos can make the call,ham +U still going to the mall?,ham +"Turns out my friends are staying for the whole show and won't be back til ~ <#> , so feel free to go ahead and smoke that $ <#> worth",ham +Text her. If she doesnt reply let me know so i can have her log in,ham +Hi! You just spoke to MANEESHA V. We'd like to know if you were satisfied with the experience. Reply Toll Free with Yes or No.,ham +You lifted my hopes with the offer of money. I am in need. Especially when the end of the month approaches and it hurts my studying. Anyways have a gr8 weekend,ham +Lol no. U can trust me.,ham +ok. I am a gentleman and will treat you with dignity and respect.,ham +"He will, you guys close?",ham +Going on nothing great.bye,ham +Hello handsome ! Are you finding that job ? Not being lazy ? Working towards getting back that net for mummy ? Where's my boytoy now ? Does he miss me ?,ham +"Haha awesome, be there in a minute",ham +Please call our customer service representative on FREEPHONE 0808 145 4742 between 9am-11pm as you have WON a guaranteed £1000 cash or £5000 prize!,spam +Have you got Xmas radio times. If not i will get it now,ham +I jus reached home. I go bathe first. But my sis using net tell u when she finishes k...,ham +Are you unique enough? Find out from 30th August. www.areyouunique.co.uk,spam +I'm sorry. I've joined the league of people that dont keep in touch. You mean a great deal to me. You have been a friend at all times even at great personal cost. Do have a great week.|,ham +Hi :)finally i completed the course:),ham +It will stop on itself. I however suggest she stays with someone that will be able to give ors for every stool.,ham +How are you doing? Hope you've settled in for the new school year. Just wishin you a gr8 day,ham +Gud mrng dear hav a nice day,ham +Did u got that persons story,ham +is your hamster dead? Hey so tmr i meet you at 1pm orchard mrt? ,ham +Hi its Kate how is your evening? I hope i can see you tomorrow for a bit but i have to bloody babyjontet! Txt back if u can. :) xxx,ham +"Found it, ENC <#> , where you at?",ham +I sent you <#> bucks,ham +Hello darlin ive finished college now so txt me when u finish if u can love Kate xxx,ham +Your account has been refilled successfully by INR <DECIMAL> . Your KeralaCircle prepaid account balance is Rs <DECIMAL> . Your Transaction ID is KR <#> .,ham +Goodmorning sleeping ga.,ham +U call me alter at 11 ok.,ham +Ü say until like dat i dun buy ericsson oso cannot oredi lar...,ham +"As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch. After lunch she invited me to her apartment. We went there.",ham +"Aight yo, dats straight dogg",ham +You please give us connection today itself before <DECIMAL> or refund the bill,ham +Both :) i shoot big loads so get ready!,ham +"What's up bruv, hope you had a great break. Do have a rewarding semester.",ham +Home so we can always chat,ham +K:)k:)good:)study well.,ham +Yup... How ü noe leh...,ham +Sounds great! Are you home now?,ham +Finally the match heading towards draw as your prediction.,ham +Tired. I haven't slept well the past few nights.,ham +Easy ah?sen got selected means its good..,ham +I have to take exam with march 3,ham +Yeah you should. I think you can use your gt atm now to register. Not sure but if there's anyway i can help let me know. But when you do be sure you are ready.,ham +Ok no prob. Take ur time.,ham +There is os called ubandu which will run without installing in hard disk...you can use that os to copy the important files in system and give it to repair shop..,ham +"Sorry, I'll call later",ham +U say leh... Of course nothing happen lar. Not say v romantic jus a bit only lor. I thk e nite scenery not so nice leh.,ham +"500 New Mobiles from 2004, MUST GO! Txt: NOKIA to No: 89545 & collect yours today!From ONLY £1 www.4-tc.biz 2optout 087187262701.50gbp/mtmsg18",spam +Would really appreciate if you call me. Just need someone to talk to.,ham +"Will u meet ur dream partner soon? Is ur career off 2 a flyng start? 2 find out free, txt HORO followed by ur star sign, e. g. HORO ARIES",spam +Hey company elama po mudyadhu.,ham +"Life is more strict than teacher... Bcoz Teacher teaches lesson & then conducts exam, But Life first conducts Exam & then teaches Lessons. Happy morning. . .",ham +Dear good morning now only i am up,ham +Get down in gandhipuram and walk to cross cut road. Right side <#> street road and turn at first right.,ham +Dear we are going to our rubber place,ham +"Sorry battery died, yeah I'm here",ham +Yes:)here tv is always available in work place..,ham +Text & meet someone sexy today. U can find a date or even flirt its up to U. Join 4 just 10p. REPLY with NAME & AGE eg Sam 25. 18 -msg recd@thirtyeight pence,spam +I have printed it oh. So <#> come upstairs,ham +Or ill be a little closer like at the bus stop on the same street,ham +Where are you?when wil you reach here?,ham +"New Theory: Argument wins d SITUATION, but loses the PERSON. So dont argue with ur friends just.. . . . kick them & say, I'm always correct.!",ham +U 447801259231 have a secret admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09058094597,spam +Tomarrow final hearing on my laptop case so i cant.,ham +PLEASSSSSSSEEEEEE TEL ME V AVENT DONE SPORTSx,ham +"Okay. No no, just shining on. That was meant to be signing, but that sounds better.",ham +"Although i told u dat i'm into baig face watches now but i really like e watch u gave cos it's fr u. Thanx 4 everything dat u've done today, i'm touched...",ham +U don't remember that old commercial?,ham +Too late. I said i have the website. I didn't i have or dont have the slippers,ham +I asked you to call him now ok,ham +Kallis wont bat in 2nd innings.,ham +It didnt work again oh. Ok goodnight then. I.ll fix and have it ready by the time you wake up. You are very dearly missed have a good night sleep.,ham +Congratulations ur awarded 500 of CD vouchers or 125gift guaranteed & Free entry 2 100 wkly draw txt MUSIC to 87066 TnCs www.Ldew.com1win150ppmx3age16,spam +Ranjith cal drpd Deeraj and deepak 5min hold,ham +"Wen ur lovable bcums angry wid u, dnt take it seriously.. Coz being angry is d most childish n true way of showing deep affection, care n luv!.. kettoda manda... Have nice day da.",ham +What you doing?how are you?,ham +"Ups which is 3days also, and the shipping company that takes 2wks. The other way is usps which takes a week but when it gets to lag you may have to bribe nipost to get your stuff.",ham +"I'm back, lemme know when you're ready",ham +Don't necessarily expect it to be done before you get back though because I'm just now headin out,ham +Mmm so yummy babe ... Nice jolt to the suzy,ham +Where are you lover ? I need you ...,ham +We tried to contact you re your reply to our offer of a Video Handset? 750 anytime networks mins? UNLIMITED TEXT? Camcorder? Reply or call 08000930705 NOW,spam +I‘m parked next to a MINI!!!! When are you coming in today do you think?,ham +Yup,ham +Anyway i'm going shopping on my own now. Cos my sis not done yet. Dun disturb u liao.,ham +MY NO. IN LUTON 0125698789 RING ME IF UR AROUND! H*,ham +Hey I am really horny want to chat or see me naked text hot to 69698 text charged at 150pm to unsubscribe text stop 69698,spam +Why you Dint come with us.,ham +Same. Wana plan a trip sometme then,ham +"Not sure yet, still trying to get a hold of him",ham +Ur ringtone service has changed! 25 Free credits! Go to club4mobiles.com to choose content now! Stop? txt CLUB STOP to 87070. 150p/wk Club4 PO Box1146 MK45 2WT,spam +The evo. I just had to download flash. Jealous?,ham +Ringtone Club: Get the UK singles chart on your mobile each week and choose any top quality ringtone! This message is free of charge.,spam +"Come to mu, we're sorting out our narcotics situation",ham +"Night has ended for another day, morning has come in a special way. May you smile like the sunny rays and leaves your worries at the blue blue bay.",ham +HMV BONUS SPECIAL 500 pounds of genuine HMV vouchers to be won. Just answer 4 easy questions. Play Now! Send HMV to 86688 More info:www.100percent-real.com,spam +"Usf I guess, might as well take 1 car",ham +No objection. My bf not coming.,ham +Thanx...,ham +Tell rob to mack his gf in the theater,ham +"Awesome, I'll see you in a bit",ham +Just sent it. So what type of food do you like?,ham +All done? All handed in? Celebrations in full swing yet?,ham +You got called a tool?,ham +"""Wen u miss someone, the person is definitely special for u..... But if the person is so special, why to miss them, just Keep-in-touch"" gdeve..",ham +Ok. I asked for money how far,ham +Okie...,ham +"Yeah I think my usual guy's still passed out from last night, if you get ahold of anybody let me know and I'll throw down",ham +"K, I might come by tonight then if my class lets out early",ham +Ok..,ham +hi baby im cruisin with my girl friend what r u up 2? give me a call in and hour at home if thats alright or fone me on this fone now love jenny xxx,ham +"My life Means a lot to me, Not because I love my life, But because I love the people in my life, The world calls them friends, I call them my World:-).. Ge:-)..",ham +"Dear,shall mail tonite.busy in the street,shall update you tonite.things are looking ok.varunnathu edukkukayee raksha ollu.but a good one in real sense.",ham +Hey you told your name to gautham ah?,ham +Haf u found him? I feel so stupid da v cam was working.,ham +Oops. 4 got that bit.,ham +Are you this much buzy,ham +I accidentally deleted the message. Resend please.,ham +T-Mobile customer you may now claim your FREE CAMERA PHONE upgrade & a pay & go sim card for your loyalty. Call on 0845 021 3680.Offer ends 28thFeb.T&C's apply,spam +Unless it's a situation where YOU GO GURL would be more appropriate,ham +Hurt me... Tease me... Make me cry... But in the end of my life when i die plz keep one rose on my grave and say STUPID I MISS U.. HAVE A NICE DAY BSLVYL,ham +I cant pick the phone right now. Pls send a message,ham +Need a coffee run tomo?Can't believe it's that time of week already,ham +"Awesome, I remember the last time we got somebody high for the first time with diesel :V",ham +"Shit that is really shocking and scary, cant imagine for a second. Def up for night out. Do u think there is somewhere i could crash for night, save on taxi?",ham +Oh and by the way you do have more food in your fridge! Want to go out for a meal tonight? ,ham +He is a womdarfull actor,ham +"SMS. ac Blind Date 4U!: Rodds1 is 21/m from Aberdeen, United Kingdom. Check Him out http://img. sms. ac/W/icmb3cktz8r7!-4 no Blind Dates send HIDE",spam +Yup... From what i remb... I think should be can book... ,ham +Jos ask if u wana meet up?,ham +Lol yes. Our friendship is hanging on a thread cause u won't buy stuff.,ham +"TheMob> Check out our newest selection of content, Games, Tones, Gossip, babes and sport, Keep your mobile fit and funky text WAP to 82468",spam +Where are the garage keys? They aren't on the bookshelf,ham +Today is ACCEPT DAY..U Accept me as? Brother Sister Lover Dear1 Best1 Clos1 Lvblefrnd Jstfrnd Cutefrnd Lifpartnr Belovd Swtheart Bstfrnd No rply means enemy,ham +"Think ur smart ? Win £200 this week in our weekly quiz, text PLAY to 85222 now!T&Cs WinnersClub PO BOX 84, M26 3UZ. 16+. GBP1.50/week",spam +He says he'll give me a call when his friend's got the money but that he's definitely buying before the end of the week,ham +"Hi the way I was with u 2day, is the normal way&this is the real me. UR unique&I hope I know u 4 the rest of mylife. Hope u find wot was lost.",ham +You made my day. Do have a great day too.,ham +K.k:)advance happy pongal.,ham +"Hmmm... Guess we can go 4 kb n power yoga... Haha, dunno we can tahan power yoga anot... Thk got lo oso, forgot liao...",ham +"Not really dude, have no friends i'm afraid :(",ham +December only! Had your mobile 11mths+? You are entitled to update to the latest colour camera mobile for Free! Call The Mobile Update Co FREE on 08002986906,spam +"Coffee cake, i guess...",ham +"Merry Christmas to you too babe, i love ya *kisses*",ham +Hey... Why dont we just go watch x men and have lunch... Haha ,ham +cud u tell ppl im gona b a bit l8 cos 2 buses hav gon past cos they were full & im still waitin 4 1. Pete x,ham +That would be great. We'll be at the Guild. Could meet on Bristol road or somewhere - will get in touch over weekend. Our plans take flight! Have a good week,ham +No problem. How are you doing?,ham +No calls..messages..missed calls,ham +Hi da:)how is the todays class?,ham +"I'd say that's a good sign but, well, you know my track record at reading women",ham +"Cool, text me when you're parked",ham +I'm reading the text i just sent you. Its meant to be a joke. So read it in that light,ham +K.k:)apo k.good movie.,ham +Maybe i could get book out tomo then return it immediately ..? Or something.,ham +Call Germany for only 1 pence per minute! Call from a fixed line via access number 0844 861 85 85. No prepayment. Direct access!,spam +Any chance you might have had with me evaporated as soon as you violated my privacy by stealing my phone number from your employer's paperwork. Not cool at all. Please do not contact me again or I will report you to your supervisor.,ham +Valentines Day Special! Win over £1000 in our quiz and take your partner on the trip of a lifetime! Send GO to 83600 now. 150p/msg rcvd. CustCare:08718720201.,spam +"Ta-Daaaaa! I am home babe, are you still up ?",ham +Cool. So how come you havent been wined and dined before?,ham +Just sleeping..and surfing,ham +"Sorry, I'll call later",ham +U calling me right? Call my hand phone...,ham +Ok that's great thanx a lot.,ham +I take it the post has come then! You must have 1000s of texts now! Happy reading. My one from wiv hello caroline at the end is my favourite. Bless him,ham +Where u been hiding stranger?,ham +Am not interested to do like that.,ham +My sister cleared two round in birla soft yesterday.,ham +Gudnite....tc...practice going on,ham +Dis is yijue. I jus saw ur mail. In case huiming havent sent u my num. Dis is my num.,ham +One small prestige problem now.,ham +Fancy a shag? I do.Interested? sextextuk.com txt XXUK SUZY to 69876. Txts cost 1.50 per msg. TnCs on website. X,spam +Just checking in on you. Really do miss seeing Jeremiah. Do have a great month,ham +"Nah can't help you there, I've never had an iphone",ham +If you're not in my car in an hour and a half I'm going apeshit,ham +"TODAY is Sorry day.! If ever i was angry with you, if ever i misbehaved or hurt you? plz plz JUST SLAP URSELF Bcoz, Its ur fault, I'm basically GOOD",ham +Yo you guys ever figure out how much we need for alcohol? Jay and I are trying to figure out how much we can safely spend on weed,ham +<#> ISH MINUTES WAS 5 MINUTES AGO. WTF.,ham +"Thank You for calling.Forgot to say Happy Onam to you Sirji.I am fine here and remembered you when i met an insurance person.Meet You in Qatar Insha Allah.Rakhesh, ex Tata AIG who joined TISSCO,Tayseer.",ham +Congratulations ur awarded 500 of CD vouchers or 125gift guaranteed & Free entry 2 100 wkly draw txt MUSIC to 87066 TnCs www.Ldew.com1win150ppmx3age16,spam +Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send CASH to 86688 only 150p/msg. CC: 08708800282 HG/Suite342/2Lands Row/W1J6HL,spam +"I'm an actor. When i work, i work in the evening and sleep late. Since i'm unemployed at the moment, i ALWAYS sleep late. When you're unemployed, every day is saturday.",ham +"Hello! Just got here, st andrews-boy its a long way! Its cold. I will keep you posted",ham +Ha ha cool cool chikku chikku:-):-DB-),ham +Oh ok no prob..,ham +Check audrey's status right now,ham +Busy here. Trying to finish for new year. I am looking forward to finally meeting you...,ham +"Good afternoon sunshine! How dawns that day ? Are we refreshed and happy to be alive? Do we breathe in the air and smile ? I think of you, my love ... As always",ham +Well i know Z will take care of me. So no worries.,ham +"Update_Now - Xmas Offer! Latest Motorola, SonyEricsson & Nokia & FREE Bluetooth! Double Mins & 1000 Txt on Orange. Call MobileUpd8 on 08000839402 or call2optout/F4Q=",spam +Here is your discount code RP176781. To stop further messages reply stop. www.regalportfolio.co.uk. Customer Services 08717205546,spam +Wat uniform? In where get?,ham +"Cool, text me when you're ready",ham +"Hello my boytoy ... Geeee I miss you already and I just woke up. I wish you were here in bed with me, cuddling me. I love you ...",ham +I will spoil you in bed as well :),ham +I'm going for bath will msg you next <#> min..,ham +I cant keep talking to people if am not sure i can pay them if they agree to price. So pls tell me what you want to really buy and how much you are willing to pay,ham +"Thanks for your Ringtone Order, Reference T91. You will be charged GBP 4 per week. You can unsubscribe at anytime by calling customer services on 09057039994",spam +Can you say what happen,ham +You could have seen me..i did't recognise you Face.:),ham +Well there's not a lot of things happening in Lindsay on New years *sighs* Some bars in Ptbo and the blue heron has something going,ham +Keep my payasam there if rinu brings,ham +I taught that Ranjith sir called me. So only i sms like that. Becaus hes verifying about project. Prabu told today so only pa dont mistake me..,ham +"I guess that's why you re worried. You must know that there's a way the body repairs itself. And i'm quite sure you shouldn't worry. We'll take it slow. First the tests, they will guide when your ovulation is then just relax. Nothing you've said is a reason to worry but i.ll keep on followin you up.",ham +"Yeah sure, give me a couple minutes to track down my wallet",ham +Hey leave it. not a big deal:-) take care.,ham +Hey i will be late ah... Meet you at 945+,ham +"Double mins and txts 4 6months FREE Bluetooth on Orange. Available on Sony, Nokia Motorola phones. Call MobileUpd8 on 08000839402 or call2optout/N9DX",spam +It took Mr owl 3 licks,ham +Customer place i will call you.,ham +Mm that time you dont like fun,ham +4mths half price Orange line rental & latest camera phones 4 FREE. Had your phone 11mths ? Call MobilesDirect free on 08000938767 to update now! or2stoptxt,spam +Yup having my lunch buffet now.. U eat already?,ham +Huh so late... Fr dinner?,ham +Hey so this sat are we going for the intro pilates only? Or the kickboxing too? ,ham +Morning only i can ok.,ham +Yes i think so. I am in office but my lap is in room i think thats on for the last few days. I didnt shut that down,ham +Pick you up bout 7.30ish? What time are and that going?,ham +From here after The performance award is calculated every two month.not for current one month period..,ham +Was actually sleeping and still might when u call back. So a text is gr8. You rock sis. Will send u a text wen i wake.,ham +"You are always putting your business out there. You put pictures of your ass on facebook. You are one of the most open people i've ever met. Why would i think a picture of your room would hurt you, make you feel violated.",ham +"Good evening Sir, Al Salam Wahleykkum.sharing a happy news.By the grace of God, i got an offer from Tayseer,TISSCO and i joined.Hope you are fine.Inshah Allah,meet you sometime.Rakhesh,visitor from India.",ham +Hmmm...k...but i want to change the field quickly da:-)i wanna get system administrator or network administrator..,ham +"FREE RINGTONE text FIRST to 87131 for a poly or text GET to 87131 for a true tone! Help? 0845 2814032 16 after 1st free, tones are 3x£150pw to e£nd txt stop",spam +Dear how is chechi. Did you talk to her,ham +The hair cream has not been shipped.,ham +None of that's happening til you get here though,ham +"Yep, the great loxahatchee xmas tree burning of <#> starts in an hour",ham +"Haha get used to driving to usf man, I know a lot of stoners",ham +All was well until slightly disastrous class this pm with my fav darlings! Hope day off ok. Coffee wld be good as can't stay late tomorrow. Same time + place as always?,ham +Hello! Good week? Fancy a drink or something later?,ham +Headin towards busetop,ham +Message:some text missing* Sender:Name Missing* *Number Missing *Sent:Date missing *Missing U a lot thats y everything is missing sent via fullonsms.com,ham +Come by our room at some point so we can iron out the plan for this weekend,ham +Cos i want it to be your thing,ham +"Okies... I'll go yan jiu too... We can skip ard oso, go cine den go mrt one, blah blah blah... ",ham +Bring home some Wendy =D,ham +100 dating service cal;l 09064012103 box334sk38ch,spam +Whatsup there. Dont u want to sleep,ham +Alright i have a new goal now,ham +FREE entry into our £250 weekly competition just text the word WIN to 80086 NOW. 18 T&C www.txttowin.co.uk,spam +"Alright, I'll head out in a few minutes, text me where to meet you",ham +Send a logo 2 ur lover - 2 names joined by a heart. Txt LOVE NAME1 NAME2 MOBNO eg LOVE ADAM EVE 07123456789 to 87077 Yahoo! POBox36504W45WQ TxtNO 4 no ads 150p,spam +Yes:)from last week itself i'm taking live call.,ham +Someone has contacted our dating service and entered your phone because they fancy you! To find out who it is call from a landline 09111032124 . PoBox12n146tf150p,spam +Siva is in hostel aha:-.,ham +URGENT! Your Mobile number has been awarded with a £2000 prize GUARANTEED. Call 09058094455 from land line. Claim 3030. Valid 12hrs only,spam +Send this to ur friends and receive something about ur voice..... How is my speaking expression? 1.childish 2.naughty 3.Sentiment 4.rowdy 5.ful of attitude 6.romantic 7.shy 8.Attractive 9.funny <#> .irritating <#> .lovable. reply me..,ham +Ok. She'll be ok. I guess,ham +aathi..where are you dear..,ham +Any pain on urination any thing else?,ham +7 at esplanade.. Do ü mind giving me a lift cos i got no car today..,ham +I wnt to buy a BMW car urgently..its vry urgent.but hv a shortage of <#> Lacs.there is no source to arng dis amt. <#> lacs..thats my prob,ham +At home watching tv lor.,ham +Does she usually take fifteen fucking minutes to respond to a yes or no question,ham +Congrats! Nokia 3650 video camera phone is your Call 09066382422 Calls cost 150ppm Ave call 3mins vary from mobiles 16+ Close 300603 post BCM4284 Ldn WC1N3XX,spam +Booked ticket for pongal?,ham +You available now? I'm like right around hillsborough & <#> th,ham +The message sent is askin for <#> dollars. Shoul i pay <#> or <#> ?,ham +"Ask g or iouri, I've told the story like ten times already",ham +How long does applebees fucking take,ham +"Hi hope u get this txt~journey hasnt been gd,now about 50 mins late I think.",ham +But i have to. I like to have love and arrange.,ham +Yes..he is really great..bhaji told kallis best cricketer after sachin in world:).very tough to get out.,ham +You were supposed to wake ME up >:(,ham +Oic... I saw him too but i tot he din c me... I found a group liao...,ham +"Sorry, I'll call later",ham +"""HEY HEY WERETHE MONKEESPEOPLE SAY WE MONKEYAROUND! HOWDY GORGEOUS, HOWU DOIN? FOUNDURSELF A JOBYET SAUSAGE?LOVE JEN XXX""",ham +"Sorry, my battery died, I can come by but I'm only getting a gram for now, where's your place?",ham +"Well done, blimey, exercise, yeah, i kinda remember wot that is, hmm. ",ham +I wont get concentration dear you know you are my mind and everything :-),ham +LOL ... Have you made plans for new years?,ham +10 min later k...,ham +hanks lotsly!,ham +Thanks for this hope you had a good day today,ham +K:)k:)what are detail you want to transfer?acc no enough?,ham +Ok i will tell her to stay out. Yeah its been tough but we are optimistic things will improve this month.,ham +"Loan for any purpose £500 - £75,000. Homeowners + Tenants welcome. Have you been previously refused? We can still help. Call Free 0800 1956669 or text back 'help'",spam +Si si. I think ill go make those oreo truffles.,ham +"LOOK AT AMY URE A BEAUTIFUL, INTELLIGENT WOMAN AND I LIKE U A LOT. I KNOW U DON’T LIKE ME LIKE THAT SO DON’T WORRY.",ham +I hope you that's the result of being consistently intelligent and kind. Start asking him about practicum links and keep your ears open and all the best. ttyl,ham +"1.20 that call cost. Which i guess isnt bad. Miss ya, need ya, want ya, love ya",ham +Going thru a very different feeling.wavering decisions and coping up with the same is the same individual.time will heal everything i believe.,ham +Where did u go? My phone is gonna die you have to stay in here,ham +Great. Never been better. Each day gives even more reasons to thank God,ham +"UpgrdCentre Orange customer, you may now claim your FREE CAMERA PHONE upgrade for your loyalty. Call now on 0207 153 9153. Offer ends 26th July. T&C's apply. Opt-out available",spam +"Sorry, I'll call later ok bye",ham +Ok i am on the way to railway,ham +great princess! I love giving and receiving oral. Doggy style is my fave position. How about you? I enjoy making love <#> times per night :),ham +They don't put that stuff on the roads to keep it from getting slippery over there?,ham +When are you going to ride your bike?,ham +"Yup, no need. I'll jus wait 4 e rain 2 stop.",ham +There are many company. Tell me the language.,ham +okmail: Dear Dave this is your final notice to collect your 4* Tenerife Holiday or #5000 CASH award! Call 09061743806 from landline. TCs SAE Box326 CW25WX 150ppm,spam +"How long has it been since you screamed, princess?",ham +"Nothing. I meant that once the money enters your account here, the bank will remove its flat rate. Someone transfered <#> to my account and <#> dollars got removed. So the banks differ and charges also differ.be sure you trust the 9ja person you are sending account details to cos...",ham +Want 2 get laid tonight? Want real Dogging locations sent direct 2 ur Mob? Join the UK's largest Dogging Network by txting MOAN to 69888Nyt. ec2a. 31p.msg@150p,spam +Nice line said by a broken heart- Plz don't cum 1 more times infront of me... Other wise once again I ll trust U... Good 9t:),ham +Ok I'm gonna head up to usf in like fifteen minutes,ham +Love you aathi..love u lot..,ham +Tension ah?what machi?any problem?,ham +"K, can I pick up another 8th when you're done?",ham +When're you guys getting back? G said you were thinking about not staying for mcr,ham +"Almost there, see u in a sec",ham +"Yo carlos, a few friends are already asking me about you, you working at all this weekend?",ham +Watching tv lor...,ham +Thank you baby! I cant wait to taste the real thing...,ham +You should change your fb to jaykwon thuglyfe falconerf,ham +If we win its really no 1 side for long time.,ham +"FREE MESSAGE Activate your 500 FREE Text Messages by replying to this message with the word FREE For terms & conditions, visit www.07781482378.com",spam +Dear reached railway. What happen to you,ham +"Depends on quality. If you want the type i sent boye, faded glory, then about 6. If you want ralphs maybe 2",ham +I think i've fixed it can you send a test message?,ham +"Sorry man my account's dry or I would, if you want we could trade back half or I could buy some shit with my credit card",ham +"Congrats! 1 year special cinema pass for 2 is yours. call 09061209465 now! C Suprman V, Matrix3, StarWars3, etc all 4 FREE! bx420-ip4-5we. 150pm. Dont miss out!",spam +"Sorry,in meeting I'll call later",ham +What class of <#> reunion?,ham +Are you free now?can i call now?,ham +Got meh... When?,ham +Nope... Think i will go for it on monday... Sorry i replied so late,ham +Some of them told accenture is not confirm. Is it true.,ham +"Kate jackson rec center before 7ish, right?",ham +Dear i have reache room,ham +"Fighting with the world is easy, u either win or lose bt fightng with some1 who is close to u is dificult if u lose - u lose if u win - u still lose.",ham +When can ü come out?,ham +Check with nuerologist.,ham +Lolnice. I went from a fish to ..water.?,ham ++123 Congratulations - in this week's competition draw u have won the £1450 prize to claim just call 09050002311 b4280703. T&Cs/stop SMS 08718727868. Over 18 only 150ppm,spam +No it's waiting in e car dat's bored wat. Cos wait outside got nothing 2 do. At home can do my stuff or watch tv wat.,ham +"Maybe westshore or hyde park village, the place near my house?",ham +You should know now. So how's anthony. Are you bringing money. I've school fees to pay and rent and stuff like that. Thats why i need your help. A friend in need....|,ham +What's the significance?,ham +Your opinion about me? 1. Over 2. Jada 3. Kusruthi 4. Lovable 5. Silent 6. Spl character 7. Not matured 8. Stylish 9. Simple Pls reply..,ham +"8 at the latest, g's still there if you can scrounge up some ammo and want to give the new ak a try",ham +Prabha..i'm soryda..realy..frm heart i'm sory,ham +Lol ok your forgiven :),ham +No..jst change tat only..,ham +"You are guaranteed the latest Nokia Phone, a 40GB iPod MP3 player or a £500 prize! Txt word: COLLECT to No: 83355! IBHltd LdnW15H 150p/Mtmsgrcvd18+",spam +S:)no competition for him.,ham +Boltblue tones for 150p Reply POLY# or MONO# eg POLY3 1. Cha Cha Slide 2. Yeah 3. Slow Jamz 6. Toxic 8. Come With Me or STOP 4 more tones txt MORE,spam +Your credits have been topped up for http://www.bubbletext.com Your renewal Pin is tgxxrz,spam +"That way transport is less problematic than on sat night. By the way, if u want to ask n to join my bday, feel free. But need to know definite nos as booking on fri. ",ham +Usually the person is unconscious that's in children but in adults they may just behave abnormally. I.ll call you now,ham +But that's on ebay it might be less elsewhere.,ham +Shall i come to get pickle,ham +Were gonna go get some tacos,ham +"That's very rude, you on campus?",ham +"URGENT!: Your Mobile No. was awarded a £2,000 Bonus Caller Prize on 02/09/03! This is our 2nd attempt to contact YOU! Call 0871-872-9755 BOX95QU",spam +Hi i won't b ard 4 christmas. But do enjoy n merry x'mas.,ham +"Today's Offer! Claim ur £150 worth of discount vouchers! Text YES to 85023 now! SavaMob, member offers mobile! T Cs 08717898035. £3.00 Sub. 16 . Unsub reply X",spam +Yes! How is a pretty lady like you single?,ham +You will recieve your tone within the next 24hrs. For Terms and conditions please see Channel U Teletext Pg 750,spam +Jay says that you're a double-faggot,ham +PRIVATE! Your 2003 Account Statement for 07815296484 shows 800 un-redeemed S.I.M. points. Call 08718738001 Identifier Code 41782 Expires 18/11/04 ,spam +What Today-sunday..sunday is holiday..so no work..,ham +Gudnite....tc...practice going on,ham +I'll be late...,ham +"I've not called you in a while. This is hoping it was l8r malaria and that you know that we miss you guys. I miss Bani big, so pls give her my love especially. Have a great day.",ham +"Good afternoon, my love! How goes that day ? I hope maybe you got some leads on a job. I think of you, boytoy and send you a passionate kiss from across the sea",ham +"Probably gonna be here for a while, see you later tonight <)",ham +Or maybe my fat fingers just press all these buttons and it doesn't know what to do.,ham +Ummmmmaah Many many happy returns of d day my dear sweet heart.. HAPPY BIRTHDAY dear,ham +"I am in tirupur da, once you started from office call me.",ham +from www.Applausestore.com MonthlySubscription@50p/msg max6/month T&CsC web age16 2stop txt stop,spam +"A famous quote : when you develop the ability to listen to 'anything' unconditionally without losing your temper or self confidence, it means you are ......... 'MARRIED'",ham +But am going to college pa. What to do. are else ill come there it self. Pa.,ham +4 oclock at mine. Just to bash out a flat plan.,ham +This girl does not stay in bed. This girl doesn't need recovery time. Id rather pass out while having fun then be cooped up in bed,ham +Then any special there?,ham +I know but you need to get hotel now. I just got my invitation but i had to apologise. Cali is to sweet for me to come to some english bloke's weddin,ham +"Sorry that took so long, omw now",ham +Wait <#> min..,ham +Ok give me 5 minutes I think I see her. BTW you're my alibi. You were cutting my hair the whole time.,ham +"Imagine you finally get to sink into that bath after I have put you through your paces, maybe even having you eat me for a while before I left ... But also imagine the feel of that cage on your cock surrounded by the bath water, reminding you always who owns you ... Enjoy, my cuck",ham +"Hurry up, I've been weed-deficient for like three days",ham +"Sure, if I get an acknowledgement from you that it's astoundingly tactless and generally faggy to demand a blood oath fo",ham +Ok. Every night take a warm bath drink a cup of milk and you'll see a work of magic. You still need to loose weight. Just so that you know,ham +I‘ll have a look at the frying pan in case it‘s cheap or a book perhaps. No that‘s silly a frying pan isn‘t likely to be a book,ham +O. Well uv causes mutations. Sunscreen is like essential thesedays,ham +Having lunch:)you are not in online?why?,ham +I know that my friend already told that.,ham +Hi Princess! Thank you for the pics. You are very pretty. How are you?,ham +"Aiyo... U always c our ex one... I dunno abt mei, she haven reply... First time u reply so fast... Y so lucky not workin huh, got bao by ur sugardad ah...gee.. ",ham +Hi msg me:)i'm in office..,ham +Thanx 4 e brownie it's v nice...,ham +Geeeee ... I love you so much I can barely stand it,ham +GENT! We are trying to contact you. Last weekends draw shows that you won a £1000 prize GUARANTEED. Call 09064012160. Claim Code K52. Valid 12hrs only. 150ppm ,spam +"Fuck babe ... I miss you already, you know ? Can't you let me send you some money towards your net ? I need you ... I want you ... I crave you ...",ham +"Ill call u 2mrw at ninish, with my address that icky American freek wont stop callin me 2 bad Jen k eh?",ham +Oooh bed ridden ey? What are YOU thinking of?,ham +"So anyways, you can just go to your gym or whatever, my love *smiles* I hope your ok and having a good day babe ... I miss you so much already",ham +Love it! Daddy will make you scream with pleasure! I am going to slap your ass with my dick!,ham +WOT U WANNA DO THEN MISSY?,ham +Yar lor wait 4 my mum 2 finish sch then have lunch lor... I whole morning stay at home clean my room now my room quite clean... Hee...,ham +Do you know where my lab goggles went,ham +Can you open the door?,ham +Waiting for your call.,ham +Nope i waiting in sch 4 daddy... ,ham +"You have won ?1,000 cash or a ?2,000 prize! To claim, call09050000327",spam +"I'm tired of arguing with you about this week after week. Do what you want and from now on, i'll do the same.",ham +Ü wait 4 me in sch i finish ard 5..,ham +"our mobile number has won £5000, to claim calls us back or ring the claims hot line on 09050005321.",spam +"Arngd marriage is while u r walkin unfortuntly a snake bites u. bt love marriage is dancing in frnt of d snake & sayin Bite me, bite me.",ham +Huh so early.. Then ü having dinner outside izzit?,ham +Ok anyway no need to change with what you said,ham +We tried to contact you re your reply to our offer of 750 mins 150 textand a new video phone call 08002988890 now or reply for free delivery tomorrow,spam +my ex-wife was not able to have kids. Do you want kids one day?,ham +So how's scotland. Hope you are not over showing your JJC tendencies. Take care. Live the dream,ham +Tell them u have a headache and just want to use 1 hour of sick time.,ham +"I dun thk i'll quit yet... Hmmm, can go jazz ? Yogasana oso can... We can go meet em after our lessons den... ",ham +"""Pete can you please ring meive hardly gotany credit""",ham +Ya srsly better than yi tho,ham +"I'm in a meeting, call me later at",ham +"For ur chance to win a £250 wkly shopping spree TXT: SHOP to 80878. T's&C's www.txt-2-shop.com custcare 08715705022, 1x150p/wk",spam +You have been specially selected to receive a 2000 pound award! Call 08712402050 BEFORE the lines close. Cost 10ppm. 16+. T&Cs apply. AG Promo,spam +PRIVATE! Your 2003 Account Statement for 07753741225 shows 800 un-redeemed S. I. M. points. Call 08715203677 Identifier Code: 42478 Expires 24/10/04,spam +You still at grand prix?,ham +"I met you as a stranger and choose you as my friend. As long as the world stands, our friendship never ends. Lets be Friends forever!!! Gud nitz...",ham +I am great! How are you?,ham +Gud mrng dear have a nice day,ham +You have an important customer service announcement. Call FREEPHONE 0800 542 0825 now!,spam +Will do. Was exhausted on train this morning. Too much wine and pie. You sleep well too,ham +I'm going out to buy mum's present ar.,ham +Mind blastin.. No more Tsunamis will occur from now on.. Rajnikant stopped swimming in Indian Ocean..:-D,ham +If u sending her home first it's ok lor. I'm not ready yet.,ham +Speaking of does he have any cash yet?,ham +Be happy there. I will come after noon,ham +Meet after lunch la...,ham +TaKe CaRE n gET WeLL sOOn,ham +XCLUSIVE@CLUBSAISAI 2MOROW 28/5 SOIREE SPECIALE ZOUK WITH NICHOLS FROM PARIS.FREE ROSES 2 ALL LADIES !!! info: 07946746291/07880867867 ,spam +what I meant to say is cant wait to see u again getting bored of this bridgwater banter,ham +Neva mind it's ok..,ham +"It's fine, imma get a drink or somethin. Want me to come find you?",ham +22 days to kick off! For Euro2004 U will be kept up to date with the latest news and results daily. To be removed send GET TXT STOP to 83222,spam +Its a valentine game. . . Send dis msg to all ur friends. .. If 5 answers r d same then someone really loves u. Ques- which colour suits me the best?rply me,ham +I have many dependents,ham +THANX4 TODAY CER IT WAS NICE 2 CATCH UP BUT WE AVE 2 FIND MORE TIME MORE OFTEN OH WELL TAKE CARE C U SOON.C,ham +I called and said all to him:)then he have to choose this future.,ham +"""Happy valentines day"" I know its early but i have hundreds of handsomes and beauties to wish. So i thought to finish off aunties and uncles 1st...",ham +He like not v shock leh. Cos telling shuhui is like telling leona also. Like dat almost all know liao. He got ask me abt ur reaction lor.,ham +For my family happiness..,ham +I come n pick ü up... Come out immediately aft ur lesson...,ham +Let there be snow. Let there be snow. This kind of weather brings ppl together so friendships can grow.,ham +Dear we got <#> dollars hi hi,ham +Good words.... But words may leave u in dismay many times.,ham +MAKE SURE ALEX KNOWS HIS BIRTHDAY IS OVER IN FIFTEEN MINUTES AS FAR AS YOU'RE CONCERNED,ham +"sorry, no, have got few things to do. may be in pub later.",ham +"Nah it's straight, if you can just bring bud or drinks or something that's actually a little more useful than straight cash",ham +"Haha good to hear, I'm officially paid and on the market for an 8th",ham +How many licks does it take to get to the center of a tootsie pop?,ham +Yup i thk they r e teacher said that will make my face look longer. Darren ask me not 2 cut too short.,ham +New TEXTBUDDY Chat 2 horny guys in ur area 4 just 25p Free 2 receive Search postcode or at gaytextbuddy.com. TXT ONE name to 89693,spam +Todays Vodafone numbers ending with 4882 are selected to a receive a £350 award. If your number matches call 09064019014 to receive your £350 award.,spam +Please dont say like that. Hi hi hi,ham +Thank u!,ham +Oh that was a forwarded message. I thought you send that to me,ham +Got it. Seventeen pounds for seven hundred ml – hope ok.,ham +"Dear Voucher Holder, 2 claim this weeks offer, at your PC go to http://www.e-tlp.co.uk/expressoffer Ts&Cs apply.2 stop texts txt STOP to 80062.",spam +Me n him so funny...,ham +"Sweetheart, hope you are not having that kind of day! Have one with loads of reasons to smile. Biola",ham +When ü login dat time... Dad fetching ü home now?,ham +"What will we do in the shower, baby?",ham +I had askd u a question some hours before. Its answer,ham +"Well imma definitely need to restock before thanksgiving, I'll let you know when I'm out",ham +" said kiss, kiss, i can't do the sound effects! He is a gorgeous man isn't he! Kind of person who needs a smile to brighten his day! ",ham +Probably gonna swing by in a wee bit,ham +Ya very nice. . .be ready on thursday,ham +Allo! We have braved the buses and taken on the trains and triumphed. I mean we‘re in b‘ham. Have a jolly good rest of week,ham +"Watching cartoon, listening music & at eve had to go temple & church.. What about u?",ham +Do you mind if I ask what happened? You dont have to say if it is uncomfortable.,ham +PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08715203694 Identifier Code: 40533 Expires 31/10/04,spam +No prob. I will send to your email.,ham +"You have won ?1,000 cash or a ?2,000 prize! To claim, call09050000327. T&C: RSTM, SW7 3SS. 150ppm",spam +Thats cool! Sometimes slow and gentle. Sonetimes rough and hard :),ham +I'm gonna say no. Sorry. I would but as normal am starting to panic about time. Sorry again! Are you seeing on Tuesday?,ham +"Wait, do you know if wesleys in town? I bet she does hella drugs!",ham +Fine i miss you very much.,ham +Did u got that persons story,ham +Tell them the drug dealer's getting impatient,ham +"Sun cant come to earth but send luv as rays. cloud cant come to river but send luv as rain. I cant come to meet U, but can send my care as msg to U. Gud evng",ham +You will be in the place of that man,ham +"It doesnt make sense to take it there unless its free. If you need to know more, wikipedia.com",ham +88800 and 89034 are premium phone services call 08718711108,spam +"Under the sea, there lays a rock. In the rock, there is an envelope. In the envelope, there is a paper. On the paper, there are 3 words... '",ham +Then mum's repent how?,ham +Sorry me going home first... Daddy come fetch ü later...,ham +Leave it de:-). Start Prepare for next:-)..,ham +Yes baby! We can study all the positions of the kama sutra ;),ham +En chikku nange bakra msg kalstiya..then had tea/coffee?,ham +Carlos'll be here in a minute if you still need to buy,ham +This pay is <DECIMAL> lakhs:),ham +Have a good evening! Ttyl,ham +Did u receive my msg?,ham +Ho ho - big belly laugh! See ya tomo,ham +"SMS. ac sun0819 posts HELLO:""You seem cool, wanted to say hi. HI!!!"" Stop? Send STOP to 62468",spam +Get ur 1st RINGTONE FREE NOW! Reply to this msg with TONE. Gr8 TOP 20 tones to your phone every week just £1.50 per wk 2 opt out send STOP 08452810071 16,spam +"Ditto. And you won't have to worry about me saying ANYTHING to you anymore. Like i said last night, you do whatever you want and i'll do the same. Peace.",ham +"I've got <#> , any way I could pick up?",ham +"I dont knw pa, i just drink milk..",ham +Maybe?! Say hi to and find out if got his card. Great escape or wetherspoons? ,ham +"Piggy, r u awake? I bet u're still sleeping. I'm going 4 lunch now...",ham +Cause I'm not freaky lol,ham +Missed your call cause I was yelling at scrappy. Miss u. Can't wait for u to come home. I'm so lonely today.,ham +What is this 'hex' place you talk of? Explain!,ham +Ü log off 4 wat. It's sdryb8i,ham +Is xy going 4 e lunch?,ham +Hi I'm sue. I am 20 years old and work as a lapdancer. I love sex. Text me live - I'm i my bedroom now. text SUE to 89555. By TextOperator G2 1DA 150ppmsg 18+,spam +I wanted to ask ü to wait 4 me to finish lect. Cos my lect finishes in an hour anyway.,ham +Have you finished work yet? :),ham +"Every King Was Once A Crying Baby And Every Great Building Was Once A Map.. Not Imprtant Where U r TODAY, BUT Where U Wil Reach TOMORW. Gud ni8",ham +"Dear,Me at cherthala.in case u r coming cochin pls call bfore u start.i shall also reach accordingly.or tell me which day u r coming.tmorow i am engaged ans its holiday.",ham +Thanks love. But am i doing torch or bold.,ham +Please CALL 08712404000 immediately as there is an urgent message waiting for you.,spam +Was the farm open?,ham +"Sorry to trouble u again. Can buy 4d for my dad again? 1405, 1680, 1843. All 2 big 1 small, sat n sun. Thanx.",ham +"My sister in law, hope you are having a great month. Just saying hey. Abiola",ham +Will purchase d stuff today and mail to you. Do you have a po box number?,ham +Ah poop. Looks like ill prob have to send in my laptop to get fixed cuz it has a gpu problem,ham +Good. Good job. I like entrepreneurs,ham +"Aight, you close by or still down around alex's place?",ham +meet you in corporation st outside gap … you can see how my mind is working!,ham +Mum ask ü to buy food home...,ham +K..u also dont msg or reply to his msg..,ham +How much r ü willing to pay?,ham +"Sorry, I'll call later",ham +What is important is that you prevent dehydration by giving her enough fluids,ham +"Thats a bit weird, even ?- where is the do supposed to be happening? But good idea, sure they will be in pub!",ham +True dear..i sat to pray evening and felt so.so i sms'd you in some time...,ham +"I don't think I can get away for a trek that long with family in town, sorry",ham +So when do you wanna gym harri,ham +Quite late lar... Ard 12 anyway i wun b drivin...,ham +"To review and KEEP the fantastic Nokia N-Gage game deck with Club Nokia, go 2 www.cnupdates.com/newsletter. unsubscribe from alerts reply with the word OUT",spam +4mths half price Orange line rental & latest camera phones 4 FREE. Had your phone 11mths+? Call MobilesDirect free on 08000938767 to update now! or2stoptxt T&Cs,spam +"Height of Confidence: All the Aeronautics professors wer calld & they wer askd 2 sit in an aeroplane. Aftr they sat they wer told dat the plane ws made by their students. Dey all hurried out of d plane.. Bt only 1 didnt move... He said:""if it is made by my students,this wont even start........ Datz confidence..",ham +It just seems like weird timing that the night that all you and g want is for me to come smoke is the same day as when a shitstorm is attributed to me always coming over and making everyone smoke,ham +08714712388 between 10am-7pm Cost 10p,spam +"Save yourself the stress. If the person has a dorm account, just send your account details and the money will be sent to you.",ham +He also knows about lunch menu only da. . I know,ham +When i have stuff to sell i.ll tell you,ham ++449071512431 URGENT! This is the 2nd attempt to contact U!U have WON £1250 CALL 09071512433 b4 050703 T&CsBCM4235WC1N3XX. callcost 150ppm mobilesvary. max£7. 50,spam +Book which lesson? then you msg me... I will call up after work or sth... I'm going to get specs. My membership is PX3748,ham +You have WON a guaranteed £1000 cash or a £2000 prize. To claim yr prize call our customer service representative on 08714712394 between 10am-7pm,spam +Macha dont feel upset.i can assume your mindset.believe me one evening with me and i have some wonderful plans for both of us.LET LIFE BEGIN AGAIN.call me anytime,ham +Oh is it? Send me the address,ham +S'fine. Anytime. All the best with it.,ham +That is wondar full flim.,ham +Ya even those cookies have jelly on them,ham +"The world is running and i am still.maybe all are feeling the same,so be it.or i have to admit,i am mad.then where is the correction?or let me call this is life.and keep running with the world,may be u r also running.lets run.",ham +Got it! It looks scrumptious... daddy wants to eat you all night long!,ham +Of cos can lar i'm not so ba dao ok... 1 pm lor... Y u never ask where we go ah... I said u would ask on fri but he said u will ask today...,ham +"Alright omw, gotta change my order to a half8th",ham +Exactly. Anyways how far. Is jide her to study or just visiting,ham +Dunno y u ask me.,ham +Email AlertFrom: Jeri StewartSize: 2KBSubject: Low-cost prescripiton drvgsTo listen to email call 123,spam +No he didn't. Spring is coming early yay!,ham +Lol you won't feel bad when I use her money to take you out to a steak dinner =D,ham +Even u dont get in trouble while convincing..just tel him once or twice and just tel neglect his msgs dont c and read it..just dont reply,ham +Leaving to qatar tonite in search of an opportunity.all went fast.pls add me in ur prayers dear.Rakhesh,ham +Then why no one talking to me,ham +Thanks for looking out for me. I really appreciate.,ham +Hi. Customer Loyalty Offer:The NEW Nokia6650 Mobile from ONLY £10 at TXTAUCTION! Txt word: START to No: 81151 & get yours Now! 4T&Ctxt TC 150p/MTmsg,spam +Wish i were with you now!,ham +Haha mayb u're rite... U know me well. Da feeling of being liked by someone is gd lor. U faster go find one then all gals in our group attached liao.,ham +Yes i will be there. Glad you made it.,ham +Do well :)all will for little time. Thing of good times ahead:,ham +Just got up. have to be out of the room very soon. …. i hadn't put the clocks back til at 8 i shouted at everyone to get up and then realised it was 7. wahay. another hour in bed.,ham +Ok. There may be a free gym about.,ham +Men like shorter ladies. Gaze up into his eyes.,ham +Dunno he jus say go lido. Same time 930.,ham +"I promise to take good care of you, princess. I have to run now. Please send pics when you get a chance. Ttyl!",ham +U are subscribed to the best Mobile Content Service in the UK for £3 per 10 days until you send STOP to 82324. Helpline 08706091795,spam +Is there a reason we've not spoken this year? Anyways have a great week and all the best in your exam,ham +By monday next week. Give me the full gist,ham +"Do you realize that in about 40 years, we'll have thousands of old ladies running around with tattoos?",spam +You have an important customer service announcement from PREMIER.,spam +Dont gimme that lip caveboy,ham +When did you get to the library,ham +Realy sorry-i don't recognise this number and am now confused :) who r u please?! ,ham +So why didnt you holla?,ham +Cant think of anyone with * spare room off * top of my head,ham +"Faith makes things possible,Hope makes things work,Love makes things beautiful,May you have all three this Christmas!Merry Christmas!",ham +U should have made an appointment,ham +"Call me when you/carlos is/are here, my phone's vibrate is acting up and I might not hear texts",ham +"Romantic Paris. 2 nights, 2 flights from £79 Book now 4 next year. Call 08704439680Ts&Cs apply.",spam +"We are at grandmas. Oh dear, u still ill? I felt Shit this morning but i think i am just hungover! Another night then. We leave on sat.",ham +Urgent Ur £500 guaranteed award is still unclaimed! Call 09066368327 NOW closingdate04/09/02 claimcode M39M51 £1.50pmmorefrommobile2Bremoved-MobyPOBox734LS27YF,spam +Nothing but we jus tot u would ask cos u ba gua... But we went mt faber yest... Yest jus went out already mah so today not going out... Jus call lor...,ham +"Wishing you and your family Merry ""X"" mas and HAPPY NEW Year in advance..",ham +UR awarded a City Break and could WIN a £200 Summer Shopping spree every WK. Txt STORE to 88039 . SkilGme. TsCs087147403231Winawk!Age16 £1.50perWKsub,spam +"I'm nt goin, got somethin on, unless they meetin 4 dinner lor... Haha, i wonder who will go tis time...",ham +"Sorry, I'll call later",ham +I cant pick the phone right now. Pls send a message,ham +Lol I know! They're so dramatic. Schools already closed for tomorrow. Apparently we can't drive in the inch of snow were supposed to get.,ham +Not getting anywhere with this damn job hunting over here!,ham +Lol! U drunkard! Just doing my hair at d moment. Yeah still up 4 tonight. Wats the plan? ,ham +"idc get over here, you are not weaseling your way out of this shit twice in a row",ham +I wil be there with in <#> minutes. Got any space,ham +Just sleeping..and surfing,ham +Thanks for picking up the trash.,ham +Why don't you go tell your friend you're not sure you want to live with him because he smokes too much then spend hours begging him to come smoke,ham +"""Hi its Kate it was lovely to see you tonight and ill phone you tomorrow. I got to sing and a guy gave me his card! xxx""",ham +Happy New year my dear brother. I really do miss you. Just got your number and decided to send you this text wishing you only happiness. Abiola,ham +That means get the door,ham +Your opinion about me? 1. Over 2. Jada 3. Kusruthi 4. Lovable 5. Silent 6. Spl character 7. Not matured 8. Stylish 9. Simple Pls reply..,ham +"Hmmm ... I thought we said 2 hours slave, not 3 ... You are late ... How should I punish you ?",ham +Beerage?,ham +You have an important customer service announcement from PREMIER. Call FREEPHONE 0800 542 0578 now!,spam +Dont think so. It turns off like randomlly within 5min of opening,ham +"She was supposed to be but couldn't make it, she's still in town though",ham +It does it on its own. Most of the time it fixes my spelling. But sometimes it gets a completely diff word. Go figure,ham +Ever thought about living a good life with a perfect partner? Just txt back NAME and AGE to join the mobile community. (100p/SMS),spam +"5 Free Top Polyphonic Tones call 087018728737, National Rate. Get a toppoly tune sent every week, just text SUBPOLY to 81618, £3 per pole. UnSub 08718727870.",spam +Gud mrng dear hav a nice day,ham +This is hoping you enjoyed your game yesterday. Sorry i've not been in touch but pls know that you are fondly bein thot off. Have a great week. Abiola,ham +All e best 4 ur driving tmr :-),ham +Y?WHERE U AT DOGBREATH? ITS JUST SOUNDING LIKE JAN C THAT’S AL!!!!!!!!!,ham +Omg I want to scream. I weighed myself and I lost more weight! Woohoo!,ham +There generally isn't one. It's an uncountable noun - u in the dictionary. pieces of research?,ham +it's really getting me down just hanging around.,ham +"Orange customer, you may now claim your FREE CAMERA PHONE upgrade for your loyalty. Call now on 0207 153 9996. Offer ends 14thMarch. T&C's apply. Opt-out availa",spam +"""Petey boy whereare you me and all your friendsare in theKingshead come down if you canlove Nic""",ham +Ok i msg u b4 i leave my house.,ham +"""Gimme a few"" was <#> minutes ago",ham +"Last Chance! Claim ur £150 worth of discount vouchers today! Text SHOP to 85023 now! SavaMob, offers mobile! T Cs SavaMob POBOX84, M263UZ. £3.00 Sub. 16",spam +Appt is at <TIME> am. Not my fault u don't listen. I told u twice,ham +FREE for 1st week! No1 Nokia tone 4 ur mobile every week just txt NOKIA to 8077 Get txting and tell ur mates. www.getzed.co.uk POBox 36504 W45WQ 16+ norm150p/tone,spam +You have won a guaranteed £200 award or even £1000 cashto claim UR award call free on 08000407165 (18+) 2 stop getstop on 88222 PHP. RG21 4JX,spam +K I'll be there before 4.,ham +I dled 3d its very imp,ham +"sure, but make sure he knows we ain't smokin yet",ham +Boooo you always work. Just quit.,ham +I am taking half day leave bec i am not well,ham +Ugh I don't wanna get out of bed. It's so warm.,ham +S:)s.nervous <#> :),ham +So there's a ring that comes with the guys costumes. It's there so they can gift their future yowifes. Hint hint,ham +Congratulations ur awarded either £500 of CD gift vouchers & Free entry 2 our £100 weekly draw txt MUSIC to 87066 TnCs www.Ldew.com1win150ppmx3age16,spam +I borrow ur bag ok.,ham +"U were outbid by simonwatson5120 on the Shinco DVD Plyr. 2 bid again, visit sms. ac/smsrewards 2 end bid notifications, reply END OUT",spam +Where's my boytoy? I miss you ... What happened?,ham +"He has lots of used ones babe, but the model doesn't help. Youi have to bring it over and he'll match it up",ham +Also are you bringing galileo or dobby,ham +Then why you not responding,ham +"""BOO BABE! U ENJOYIN YOURJOB? U SEEMED 2 B GETTIN ON WELL HUNNY!HOPE URE OK?TAKE CARE & I’LLSPEAK 2U SOONLOTS OF LOVEME XXXX.""",ham +Good afternoon starshine! How's my boytoy? Does he crave me yet? Ache to fuck me ? *sips cappuccino* I miss you babe *teasing kiss*,ham +On the road so cant txt,ham +"SMSSERVICES. for yourinclusive text credits, pls goto www.comuk.net login= 3qxj9 unsubscribe with STOP, no extra charge. help 08702840625.COMUK. 220-CM2 9AE",spam +25p 4 alfie Moon's Children in need song on ur mob. Tell ur m8s. Txt Tone charity to 8007 for Nokias or Poly charity for polys: zed 08701417012 profit 2 charity.,spam +Have a good evening! Ttyl,ham +Hmm .. Bits and pieces lol ... *sighs* ...,ham +Hahaha..use your brain dear,ham +Hey. You got any mail?,ham +"Sorry light turned green, I meant another friend wanted <#> worth but he may not be around",ham +Thanks for yesterday sir. You have been wonderful. Hope you enjoyed the burial. MojiBiola,ham +U have a secret admirer. REVEAL who thinks U R So special. Call 09065174042. To opt out Reply REVEAL STOP. 1.50 per msg recd. Cust care 07821230901,spam +Hi mate its RV did u hav a nice hol just a message 3 say hello coz haven’t sent u 1 in ages started driving so stay off roads!RVx,ham +"Dear Voucher Holder, To claim this weeks offer, at you PC please go to http://www.e-tlp.co.uk/expressoffer Ts&Cs apply. To stop texts, txt STOP to 80062",spam +"Thank you so much. When we skyped wit kz and sura, we didnt get the pleasure of your company. Hope you are good. We've given you ultimatum oh! We are countin down to aburo. Enjoy! This is the message i sent days ago",ham +Surely result will offer:),ham +Good Morning my Dear........... Have a great & successful day.,ham +Do you want 750 anytime any network mins 150 text and a NEW VIDEO phone for only five pounds per week call 08002888812 or reply for delivery tomorrow,spam +"Sir, I have been late in paying rent for the past few months and had to pay a $ <#> charge. I felt it would be inconsiderate of me to nag about something you give at great cost to yourself and that's why i didnt speak up. I however am in a recession and wont be able to pay the charge this month hence my askin well ahead of month's end. Can you please help. Thanks",ham +We tried to contact you re our offer of New Video Phone 750 anytime any network mins HALF PRICE Rental camcorder call 08000930705 or reply for delivery Wed,spam +Last chance 2 claim ur £150 worth of discount vouchers-Text YES to 85023 now!SavaMob-member offers mobile T Cs 08717898035. £3.00 Sub. 16 . Remove txt X or STOP,spam +I luv u soo much u don’t understand how special u r 2 me ring u 2morrow luv u xxx,ham +"Pls send me a comprehensive mail about who i'm paying, when and how much.",ham +Our Prashanthettan's mother passed away last night. pray for her and family.,ham +"Urgent! call 09066350750 from your landline. Your complimentary 4* Ibiza Holiday or 10,000 cash await collection SAE T&Cs PO BOX 434 SK3 8WP 150 ppm 18+ ",spam +K.k:)when are you going?,ham +Meanwhile in the shit suite: xavier decided to give us <#> seconds of warning that samantha was coming over and is playing jay's guitar to impress her or some shit. Also I don't think doug realizes I don't live here anymore,ham +My stomach has been thru so much trauma I swear I just can't eat. I better lose weight.,ham +I am in office:)whats the matter..msg me now.i will call you at break:).,ham +"Yeah there's barely enough room for the two of us, x has too many fucking shoes. Sorry man, see you later",ham +"Today's Offer! Claim ur £150 worth of discount vouchers! Text YES to 85023 now! SavaMob, member offers mobile! T Cs 08717898035. £3.00 Sub. 16 . Unsub reply X",spam +U reach orchard already? U wan 2 go buy tickets first?,ham +"I am real, baby! I want to bring out your inner tigress...",ham +No da if you run that it activate the full version da.,ham +"""AH POOR BABY!HOPE URFEELING BETTERSN LUV! PROBTHAT OVERDOSE OF WORK HEY GO CAREFUL SPK 2 U SN LOTS OF LOVEJEN XXX.""",ham +Stop the story. I've told him i've returned it and he's saying i should not re order it.,ham +Talk sexy!! Make new friends or fall in love in the worlds most discreet text dating service. Just text VIP to 83110 and see who you could meet.,spam +Going to take your babe out ?,ham +Hai ana tomarrow am coming on morning. <DECIMAL> ill be there in sathy then we ll go to RTO office. Reply me after came to home.,ham +Spoons it is then okay?,ham +Did he just say somebody is named tampa,ham +In work now. Going have in few min.,ham +Your brother is a genius,ham +"Sorry, I guess whenever I can get a hold of my connections, maybe an hour or two? I'll text you",ham +Did u find out what time the bus is at coz i need to sort some stuff out.,ham +Dude ive been seeing a lotta corvettes lately,ham +Congratulations ur awarded either a yrs supply of CDs from Virgin Records or a Mystery Gift GUARANTEED Call 09061104283 Ts&Cs www.smsco.net £1.50pm approx 3mins,spam +"Same here, but I consider walls and bunkers and shit important just because I never play on peaceful but I guess your place is high enough that it don't matter",ham +PRIVATE! Your 2003 Account Statement for 07808 XXXXXX shows 800 un-redeemed S. I. M. points. Call 08719899217 Identifier Code: 41685 Expires 07/11/04,spam +Hello. We need some posh birds and chaps to user trial prods for champneys. Can i put you down? I need your address and dob asap. Ta r,spam +What do U want for Xmas? How about 100 free text messages & a new video phone with half price line rental? Call free now on 0800 0721072 to find out more!,spam +"Well am officially in a philosophical hole, so if u wanna call am at home ready to be saved!",ham +Its going good...no problem..but still need little experience to understand american customer voice...,ham +I'll text you when I drop x off,ham +Ugh its been a long day. I'm exhausted. Just want to cuddle up and take a nap,ham +Talk With Yourself Atleast Once In A Day...!!! Otherwise You Will Miss Your Best FRIEND In This WORLD...!!! -Shakespeare- SHESIL <#>,ham +"Shop till u Drop, IS IT YOU, either 10K, 5K, £500 Cash or £100 Travel voucher, Call now, 09064011000. NTT PO Box CR01327BT fixedline Cost 150ppm mobile vary",spam +Are you in castor? You need to see something,ham +Sunshine Quiz Wkly Q! Win a top Sony DVD player if u know which country Liverpool played in mid week? Txt ansr to 82277. £1.50 SP:Tyrone,spam +U have a secret admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09058094565,spam +U have a Secret Admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09065171142-stopsms-08,spam +Reminder: You have not downloaded the content you have already paid for. Goto http://doit. mymoby. tv/ to collect your content.,spam +"see, i knew giving you a break a few times woul lead to you always wanting to miss curfew. I was gonna gibe you 'til one, but a MIDNIGHT movie is not gonna get out til after 2. You need to come home. You need to getsleep and, if anything, you need to b studdying ear training.",ham +I love to give massages. I use lots of baby oil... What is your fave position?,ham +Dude we should go sup again,ham +Yoyyooo u know how to change permissions for a drive in mac. My usb flash drive,ham +Gibbs unsold.mike hussey,ham +I like to talk pa but am not able to. I dont know y.,ham +Y dun cut too short leh. U dun like ah? She failed. She's quite sad.,ham +You unbelievable faglord,ham +Wife.how she knew the time of murder exactly,ham +Why do you ask princess?,ham +I am great princess! What are you thinking about me? :),ham +Nutter. Cutter. Ctter. Cttergg. Cttargg. Ctargg. Ctagg. ie you,ham +It's ok i noe u're busy but i'm really too bored so i msg u. I oso dunno wat colour she choose 4 me one.,ham +Doesn't g have class early tomorrow and thus shouldn't be trying to smoke at <#>,ham +"Superb Thought- ""Be grateful that u dont have everything u want. That means u still have an opportunity to be happier tomorrow than u are today."":-)",ham +Hope you are having a good week. Just checking in,ham +"I'm used to it. I just hope my agents don't drop me since i've only booked a few things this year. This whole me in boston, them in nyc was an experiment.",ham +"Thursday night? Yeah, sure thing, we'll work it out then",ham +"Your free ringtone is waiting to be collected. Simply text the password ""MIX"" to 85069 to verify. Get Usher and Britney. FML, PO Box 5249, MK17 92H. 450Ppw 16",spam +Probably money worries. Things are coming due and i have several outstanding invoices for work i did two and three months ago.,ham +How is it possible to teach you. And where.,ham +"I wonder if your phone battery went dead ? I had to tell you, I love you babe",ham +Lovely smell on this bus and it ain't tobacco... ,ham +"We're all getting worried over here, derek and taylor have already assumed the worst",ham +Hey what's up charles sorry about the late reply.,ham +"all the lastest from Stereophonics, Marley, Dizzee Racal, Libertines and The Strokes! Win Nookii games with Flirt!! Click TheMob WAP Bookmark or text WAP to 82468",spam +I.ll give her once i have it. Plus she said grinule greet you whenever we speak,ham +WHITE FUDGE OREOS ARE IN STORES,ham +"January Male Sale! Hot Gay chat now cheaper, call 08709222922. National rate from 1.5p/min cheap to 7.8p/min peak! To stop texts call 08712460324 (10p/min)",spam +My love ! How come it took you so long to leave for Zaher's? I got your words on ym and was happy to see them but was sad you had left. I miss you,ham +I am sorry it hurt you.,ham +Can't. I feel nauseous. I'm so pissed. I didn't eat any sweets all week cause today I was planning to pig out. I was dieting all week. And now I'm not hungry :/,ham +Ok lor but not too early. Me still having project meeting now.,ham +"Call me da, i am waiting for your call.",ham +I could ask carlos if we could get more if anybody else can chip in,ham +Was actually about to send you a reminder today. Have a wonderful weekend,ham +"When people see my msgs, They think Iam addicted to msging... They are wrong, Bcoz They don\'t know that Iam addicted to my sweet Friends..!! BSLVYL",ham +Hey you gave them your photo when you registered for driving ah? Tmr wanna meet at yck? ,ham +Dont talk to him ever ok its my word.,ham +When u wana see it then,ham +On ma way to school. Can you pls send me ashley's number,ham +It shall be fine. I have avalarr now. Will hollalater,ham +She went to attend another two rounds today..but still did't reach home..,ham +Actually i deleted my old website..now i m blogging at magicalsongs.blogspot.com,ham +"K, wait chikku..il send aftr <#> mins",ham +But I'm on a diet. And I ate 1 too many slices of pizza yesterday. Ugh I'm ALWAYS on a diet.,ham +K:)i will give my kvb acc details:),ham +Oh all have to come ah?,ham +money!!! you r a lucky winner ! 2 claim your prize text money 2 88600 over £1million to give away ! ppt150x3+normal text rate box403 w1t1jy,spam +I'm really sorry i won't b able 2 do this friday.hope u can find an alternative.hope yr term's going ok:-),ham +Congratulations ore mo owo re wa. Enjoy it and i wish you many happy moments to and fro wherever you go,ham +So do you have samus shoulders yet,ham +What time you think you'll have it? Need to know when I should be near campus,ham +"Dear Matthew please call 09063440451 from a landline, your complimentary 4*Lux Tenerife holiday or £1000 CASH await collection. ppm150 SAE T&Cs Box334 SK38XH.",spam +Then dun wear jeans lor...,ham +"Since when, which side, any fever, any vomitin.",ham +K:)k.are you in college?,ham +"Urgent! call 09061749602 from Landline. Your complimentary 4* Tenerife Holiday or £10,000 cash await collection SAE T&Cs BOX 528 HP20 1YF 150ppm 18+",spam +Better. Made up for Friday and stuffed myself like a pig yesterday. Now I feel bleh. But at least its not writhing pain kind of bleh.,ham +No we sell it all so we'll have tons if coins. Then sell our coins to someone thru paypal. Voila! Money back in life pockets:),ham +Theyre doing it to lots of places. Only hospitals and medical places are safe.,ham +How about getting in touch with folks waiting for company? Just txt back your NAME and AGE to opt in! Enjoy the community (150p/SMS),spam +And also I've sorta blown him off a couple times recently so id rather not text him out of the blue looking for weed,ham +"I sent my scores to sophas and i had to do secondary application for a few schools. I think if you are thinking of applying, do a research on cost also. Contact joke ogunrinde, her school is one me the less expensive ones",ham +I cant wait to see you! How were the photos were useful? :),ham +Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send GO to 86688 only 150p/msg. CC: 08718720201 PO BOX 114/14 TCR/W1,spam +Hey i booked the kb on sat already... what other lessons are we going for ah? Keep your sat night free we need to meet and confirm our lodging ,ham +Chk in ur belovd ms dict,ham +Is that what time you want me to come?,ham +"Awesome, lemme know whenever you're around",ham +Shb b ok lor... Thanx...,ham +"Beautiful Truth against Gravity.. Read carefully: ""Our heart feels light when someone is in it.. But it feels very heavy when someone leaves it.."" GOOD NIGHT",ham +Also remember to get dobby's bowl from your car,ham +Filthy stories and GIRLS waiting for your,spam +Sorry i now then c ur msg... Yar lor so poor thing... But only 4 one night... Tmr u'll have a brand new room 2 sleep in...,ham +"Love isn't a decision, it's a feeling. If we could decide who to love, then, life would be much simpler, but then less magical",ham +Welp apparently he retired,ham +My sort code is and acc no is . The bank is natwest. Can you reply to confirm i've sent this to the right person!,ham +Where @,ham +U sure u can't take any sick time?,ham +URGENT! We are trying to contact U. Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050001808 from land line. Claim M95. Valid12hrs only,spam +"Watching cartoon, listening music & at eve had to go temple & church.. What about u?",ham +Yo chad which gymnastics class do you wanna take? The site says Christians class is full..,ham +Are you this much buzy,ham +Or better still can you catch her and let ask her if she can sell <#> for me.,ham +I am not sure about night menu. . . I know only about noon menu,ham +What do u want when i come back?.a beautiful necklace as a token of my heart for you.thats what i will give but ONLY to MY WIFE OF MY LIKING.BE THAT AND SEE..NO ONE can give you that.dont call me.i will wait till i come.,ham +Are you willing to go for aptitude class.,ham +"It wont b until 2.15 as trying 2 sort house out, is that ok?",ham +"Yar lor he wan 2 go c horse racing today mah, so eat earlier lor. I ate chicken rice. U?",ham +"Haha awesome, omw back now then",ham +Yup i thk so until e shop closes lor.,ham +what is your account number?,ham +Eh u send wrongly lar...,ham +Hey no I ad a crap nite was borin without ya 2 boggy with me u boring biatch! Thanx but u wait til nxt time il ave ya ,ham +Ok i shall talk to him,ham +Dont hesitate. You know this is the second time she has had weakness like that. So keep i notebook of what she eat and did the day before or if anything changed the day before so that we can be sure its nothing,ham +Hey you can pay. With salary de. Only <#> .,ham +Another month. I need chocolate weed and alcohol.,ham +If he started searching he will get job in few days.he have great potential and talent.,ham +Reckon need to be in town by eightish to walk from * carpark.,ham +"Congrats! 2 mobile 3G Videophones R yours. call 09063458130 now! videochat wid your mates, play java games, Dload polyPH music, noline rentl.",spam +LOOK AT THE FUCKIN TIME. WHAT THE FUCK YOU THINK IS UP,ham +Yo guess what I just dropped,ham +Carlos says he'll be at mu in <#> minutes,ham +I'm in office now . I will call you <#> min:),ham +"Geeee ... I miss you already, you know ? Your all I can think about. Fuck, I can't wait till next year when we will be together ... *loving kiss*",ham +"Yun ah.the ubi one say if ü wan call by tomorrow.call 67441233 look for irene.ere only got bus8,22,65,61,66,382. Ubi cres,ubi tech park.6ph for 1st 5wkg days.èn",ham +Ugh. Gotta drive back to sd from la. My butt is sore.,ham +26th OF JULY,ham +Hi im having the most relaxing time ever! we have to get up at 7am every day! was the party good the other night? I get home tomorrow at 5ish.,ham +Up to ü... Ü wan come then come lor... But i din c any stripes skirt...,ham +The Xmas story is peace.. The Xmas msg is love.. The Xmas miracle is jesus.. Hav a blessed month ahead & wish U Merry Xmas...,ham +"I can't, I don't have her number!",ham +Change again... It's e one next to escalator...,ham +Yetunde i'm in class can you not run water on it to make it ok. Pls now.,ham +Not a lot has happened here. Feels very quiet. Beth is at her aunts and charlie is working lots. Just me and helen in at the mo. How have you been? ,ham +Then ü wait 4 me at bus stop aft ur lect lar. If i dun c ü then i go get my car then come back n pick ü.,ham +"Aight will do, thanks again for comin out",ham +No..but heard abt tat..,ham +Please call our customer service representative on FREEPHONE 0808 145 4742 between 9am-11pm as you have WON a guaranteed £1000 cash or £5000 prize!,spam +Yes..he is really great..bhaji told kallis best cricketer after sachin in world:).very tough to get out.,ham +<#> am I think? Should say on syllabus,ham +Umma. Did she say anything,ham +Give me a sec to think think about it,ham +Panasonic & BluetoothHdset FREE. Nokia FREE. Motorola FREE & DoubleMins & DoubleTxt on Orange contract. Call MobileUpd8 on 08000839402 or call 2optout,spam +I don't quite know what to do. I still can't get hold of anyone. I cud pick you up bout 7.30pm and we can see if they're in the pub?,ham +"Poyyarikatur,kolathupalayam,unjalur post,erode dis, <#> .",ham +"Dear Hero,i am leaving to qatar tonite for an apt opportunity.pls do keep in touch at <EMAIL> ,kerala",ham +Lol I would but my mom would have a fit and tell the whole family how crazy and terrible I am,ham +"I just got home babe, are you still awake ?",ham +I dunno they close oredi not... Ü v ma fan...,ham +Just buy a pizza. Meat lovers or supreme. U get to pick.,ham +"Ya, told..she was asking wats matter?",ham +"Dear,regret i cudnt pick call.drove down frm ctla now at cochin home.left mobile in car..ente style ishtamayoo?happy bakrid!",ham +FREE for 1st week! No1 Nokia tone 4 ur mob every week just txt NOKIA to 8007 Get txting and tell ur mates www.getzed.co.uk POBox 36504 W45WQ norm150p/tone 16+,spam +Shall i send that exe to your mail id.,ham +Nope watching tv at home... Not going out. V bored...,ham +Don know..wait i will check it.,ham +"Good afternoon on this glorious anniversary day, my sweet J !! I hope this finds you happy and content, my Prey. I think of you and send a teasing kiss from across the sea coaxing images of fond souveniers ... You Cougar-Pen",ham +Guess what! Somebody you know secretly fancies you! Wanna find out who it is? Give us a call on 09065394514 From Landline DATEBox1282EssexCM61XN 150p/min 18,spam +We still on for tonight?,ham +May i call You later Pls,ham +Hasn't that been the pattern recently crap weekends?,ham +I have a sore throat. It's scratches when I talk,ham +Yes da. Any plm at ur office,ham +Are you not around or just still asleep? :V,ham +"Lol you forgot it eh ? Yes, I'll bring it in babe",ham +"Its good, we'll find a way",ham +Can not use foreign stamps in this country. Good lecture .,ham +Yup bathe liao...,ham +HAPPY NEW YEAR MY NO.1 MAN,ham +"OH MR SHEFFIELD! You wanna play THAT game, okay. You're the boss and I'm the nanny. You give me a raise and I'll give YOU one!!",ham +ZOE IT JUST HIT ME 2 IM FUCKING SHITIN MYSELF IL DEFO TRY MY HARDEST 2 CUM 2MOROW LUV U MILLIONS LEKDOG,ham +"Hello baby, did you get back to your mom's ? Are you setting up the computer now ? Filling your belly ? How goes it loverboy ? I miss you already ... *sighs*",ham +"No my blankets are sufficient, thx",ham +"naughty little thought: 'its better to flirt, flirt n flirt, rather than loving someone n gettin hurt, hurt n hurt...:-) Gud nyt",ham +"Edison has rightly said, ""A fool can ask more questions than a wise man can answer"" Now you know why all of us are speechless during ViVa.. GM,GN,GE,GNT:-)",ham +They just talking thats it de. They wont any other.,ham +Today am going to college so am not able to atten the class.,ham +I'm in class. Will holla later,ham +Easy ah?sen got selected means its good..,ham +Mmm thats better now i got a roast down me! i’d b better if i had a few drinks down me 2! Good indian?,ham +"We know someone who you know that fancies you. Call 09058097218 to find out who. POBox 6, LS15HB 150p",spam +"Come round, it's . ",ham +"Do 1 thing! Change that sentence into: ""Because i want 2 concentrate in my educational career im leaving here..""",ham +"1000's flirting NOW! Txt GIRL or BLOKE & ur NAME & AGE, eg GIRL ZOE 18 to 8007 to join and get chatting!",spam +I walked an hour 2 c u! doesn’t that show I care y wont u believe im serious?,ham +18 days to Euro2004 kickoff! U will be kept informed of all the latest news and results daily. Unsubscribe send GET EURO STOP to 83222.,spam +Are you available for soiree on June 3rd?,ham +Do u noe wat time e place dat sells 4d closes?,ham +"I got another job! The one at the hospital doing data analysis or something, starts on monday! Not sure when my thesis will got finished",ham +Jay's getting really impatient and belligerent,ham +HIYA COMIN 2 BRISTOL 1 ST WEEK IN APRIL. LES GOT OFF + RUDI ON NEW YRS EVE BUT I WAS SNORING.THEY WERE DRUNK! U BAK AT COLLEGE YET? MY WORK SENDS INK 2 BATH.,ham +I'm at work. Please call,ham +Then u drive lor.,ham +Ard 515 like dat. Y?,ham +Tell me they're female :V how're you throwing in? We're deciding what all to get now,ham +EASTENDERS TV Quiz. What FLOWER does DOT compare herself to? D= VIOLET E= TULIP F= LILY txt D E or F to 84025 NOW 4 chance 2 WIN £100 Cash WKENT/150P16+,spam +I'm working technical support :)voice process.networking field.,ham +I might come to kerala for 2 days.so you can be prepared to take a leave once i finalise .dont plan any travel during my visit.need to finish urgent works.,ham +Ok. Not sure what time tho as not sure if can get to library before class. Will try. See you at some point! Have good eve.,ham +We have new local dates in your area - Lots of new people registered in YOUR AREA. Reply DATE to start now! 18 only www.flirtparty.us REPLYS150,spam +"That's fine, I'll bitch at you about it later then",ham +No my mum went 2 dentist.,ham +Once free call me sir. I am waiting for you.,ham +Meeting u is my work. . . Tel me when shall i do my work tomorrow,ham +Someone U know has asked our dating service 2 contact you! Cant Guess who? CALL 09058091854 NOW all will be revealed. PO BOX385 M6 6WU,spam +Jus finish bathing...,ham +"alright, I'll make sure the car is back tonight",ham +URGENT! We are trying to contact U. Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050003091 from land line. Claim C52. Valid12hrs only,spam +Dear U've been invited to XCHAT. This is our final attempt to contact u! Txt CHAT to 86688,spam +Lul im gettin some juicy gossip at the hospital. Two nurses are talking about how fat they are gettin. And one thinks shes obese. Oyea.,ham +Aight ill get on fb in a couple minutes,ham +Oi. Ami parchi na re. Kicchu kaaj korte iccha korche na. Phone ta tul na. Plz. Plz.,ham +Where can download clear movies. Dvd copies.,ham +"Yep, by the pretty sculpture",ham +Convey my regards to him,ham +Me too watching surya movie only. . .after 6 pm vijay movie POKKIRI,ham +You tell what happen dont behave like this to me. Ok no need to say,ham +Can u get pic msgs to your phone?,ham +Send to someone else :-),ham +Wat makes some people dearer is not just de happiness dat u feel when u meet them but de pain u feel when u miss dem!!!,ham +For me the love should start with attraction.i should feel that I need her every time around me.she should be the first thing which comes in my thoughts.I would start the day and end it with her.she should be there every time I dream.love will be then when my every breath has her name.my life should happen around her.my life will be named to her.I would cry for her.will give all my happiness and take all her sorrows.I will be ready to fight with anyone for her.I will be in love when I will be doing the craziest things for her.love will be when I don't have to proove anyone that my girl is the most beautiful lady on the whole planet.I will always be singing praises for her.love will be when I start up making chicken curry and end up makiing sambar.life will be the most beautiful then.will get every morning and thank god for the day because she is with me.I would like to say a lot..will tell later..,ham +"FR'NDSHIP is like a needle of a clock. Though V r in d same clock, V r nt able 2 met. Evn if V meet,itz only 4few seconds. Bt V alwys stay conected. Gud 9t;-)",ham +I don't think he has spatula hands!,ham +You can never do NOTHING,ham +You are awarded a SiPix Digital Camera! call 09061221061 from landline. Delivery within 28days. T Cs Box177. M221BP. 2yr warranty. 150ppm. 16 . p p£3.99,spam +Goodmorning today i am late for <DECIMAL> min.,ham +WIN URGENT! Your mobile number has been awarded with a £2000 prize GUARANTEED call 09061790121 from land line. claim 3030 valid 12hrs only 150ppm ,spam +Please da call me any mistake from my side sorry da. Pls da goto doctor.,ham +Where r we meeting?,ham +"Well the weather in cali's great. But its complexities are great. You need a car to move freely, its taxes are outrageous. But all in all its a great place. The sad part is i missing home.",ham +Now only i reached home. . . I am very tired now. . I will come tomorro,ham +Ryder unsold.now gibbs.,ham +Dear Subscriber ur draw 4 £100 gift voucher will b entered on receipt of a correct ans. When was Elvis Presleys Birthday? TXT answer to 80062,spam +Don't fret. I'll buy the ovulation test strips and send them to you. You wont get them til like march. Can you send me your postal address.u'll be alright.Okay.,ham +NO GIFTS!! You trying to get me to throw myself off a cliff or something?,ham +Been up to ne thing interesting. Did you have a good birthday? When are u wrking nxt? I started uni today.,ham +You busy or can I come by at some point and figure out what we're doing tomorrow,ham +"Yeah go on then, bored and depressed sittin waitin for phone to ring... Hope the wind drops though, scary",ham +Black shirt n blue jeans... I thk i c ü...,ham +Aiyah sorry lor... I watch tv watch until i forgot 2 check my phone.,ham +Message Important information for O2 user. Today is your lucky day! 2 find out why log onto http://www.urawinner.com there is a fantastic surprise awaiting you,spam +on hen night. Going with a swing,ham +"Good afternoon, my love. How goes your day ? What are you up to ? I woke early and am online waiting for you ... Hmmm ... Italian boy is online I see . *grins*",ham +From someone not to smoke when every time I've smoked in the last two weeks is because of you calling or texting me that you wanted to smoke,ham +No you'll just get a headache trying to figure it out. U can trust me to do the math. I promise. O:-),ham +S s..first time..dhoni rocks...,ham +Ok ill tell the company,ham +"Awesome, think we can get an 8th at usf some time tonight?",ham +So that means you still think of teju,ham +"No I'm good for the movie, is it ok if I leave in an hourish?",ham +No no:)this is kallis home ground.amla home town is durban:),ham +So lets make it saturday or monday as per convenience.,ham +Hey... What time is your driving on fri? We go for evaluation on fri?,ham +"449050000301 You have won a £2,000 price! To claim, call 09050000301.",spam +I'm going 4 lunch now wif my family then aft dat i go str 2 orchard lor.,ham +"Bored of speed dating? Try SPEEDCHAT, txt SPEEDCHAT to 80155, if you don't like em txt SWAP and get a new chatter! Chat80155 POBox36504W45WQ 150p/msg rcd 16",spam +Cancel cheyyamo?and get some money back?,ham +Do you want 750 anytime any network mins 150 text and a NEW video phone for only five pounds per week call 08000776320 now or reply for delivery Tomorrow,spam +Ok.ok ok..then..whats ur todays plan,ham +Good morning princess! How are you?,ham +Aiyar sorry lor forgot 2 tell u...,ham +For taking part in our mobile survey yesterday! You can now have 500 texts 2 use however you wish. 2 get txts just send TXT to 80160 T&C www.txt43.com 1.50p,spam +Not tonight mate. Catching up on some sleep. This is my new number by the way. ,ham +"Height of ""Oh shit....!!"" situation: A guy throws a luv letter on a gal but falls on her brothers head whos a gay,.;-):-D",ham +Ur HMV Quiz cash-balance is currently £500 - to maximize ur cash-in now send HMV1 to 86688 only 150p/msg,spam +"So check your errors and if you had difficulties, do correction.",ham +Howz pain?hope u r fine..,ham +"Sorry, I'll call later",ham +Good morning princess! How are you?,ham +"As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch. After lunch she invited me to her apartment. We went there.",ham +U wake up already? Thanx 4 e tau sar piah it's quite nice.,ham +K do I need a login or anything,ham +Dont forget you can place as many FREE Requests with 1stchoice.co.uk as you wish. For more Information call 08707808226.,spam +LOL ... No just was busy,ham +What * u wearing?,ham +Message:some text missing* Sender:Name Missing* *Number Missing *Sent:Date missing *Missing U a lot thats y everything is missing sent via fullonsms.com,ham +Oh:)as usual vijay film or its different?,ham +I don't know u and u don't know me. Send CHAT to 86688 now and let's find each other! Only 150p/Msg rcvd. HG/Suite342/2Lands/Row/W1J6HL LDN. 18 years or over.,spam +Have you had a good day? Mine was really busy are you up to much tomorrow night?,ham +And is there a way you can send shade's stuff to her. And she has been wonderful too.,ham +Really... I tot ur paper ended long ago... But wat u copied jus now got use? U happy lar... I still haf 2 study :-(,ham +"Thank you, winner notified by sms. Good Luck! No future marketing reply STOP to 84122 customer services 08450542832",spam +Babe ? I lost you ... :-(,ham +Ok... Help me ask if she's working tmr a not?,ham +I'm not driving... Raining! Then i'll get caught at e mrt station lor.,ham +Not a drop in the tank,ham +(That said can you text him one more time?),ham +"Sorry, I'll call later",ham +Ok i go change also...,ham +1000's of girls many local 2 u who r virgins 2 this & r ready 2 4fil ur every sexual need. Can u 4fil theirs? text CUTE to 69911(£1.50p. m),spam +Did u find a sitter for kaitlyn? I was sick and slept all day yesterday.,ham +"Sorry man, accidentally left my phone on silent last night and didn't check it til I got up",ham +Hey.. Something came up last min.. Think i wun be signing up tmr.. Hee,ham +He's an adult and would learn from the experience. There's no real danger. I just dont like peeps using drugs they dont need. But no comment,ham +Hey! There's veggie pizza... :/,ham +Yun buying... But school got offer 2000 plus only...,ham +You sure your neighbors didnt pick it up,ham +K. I will sent it again,ham +Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's,spam +"New Theory: Argument wins d SITUATION, but loses the PERSON. So dont argue with ur friends just.. . . . kick them & say, I'm always correct.!",ham +Well. Im computerless. Time to make some oreo truffles,ham +"Haha yeah I see that now, be there in a sec",ham +I am not having her number sir,ham +Lol now I'm after that hot air balloon!,ham +Ok . . now i am in bus. . If i come soon i will come otherwise tomorrow,ham +Msgs r not time pass.They silently say that I am thinking of U right now and also making U think of me at least 4 a moment. Gd nt.swt drms @Shesil,ham +"Yeah, we can probably swing by once my roommate finishes up with his girl",ham +"Got what it takes 2 take part in the WRC Rally in Oz? U can with Lucozade Energy! Text RALLY LE to 61200 (25p), see packs or lucozade.co.uk/wrc & itcould be u!",spam +Happy new years melody!,ham +Ü dun need to pick ur gf?,ham +Yay! You better not have told that to 5 other girls either.,ham +Horrible u eat macs eat until u forgot abt me already rite... U take so long 2 reply. I thk it's more toot than b4 so b prepared. Now wat shall i eat?,ham +"Did he say how fantastic I am by any chance, or anything need a bigger life lift as losing the will 2 live, do you think I would be the first person 2 die from N V Q? ",ham +Just nw i came to hme da..,ham +"I'm outside islands, head towards hard rock and you'll run into me",ham +To day class is there are no class.,ham +I'm in chennai velachery:),ham +You flippin your shit yet?,ham +"K give me a sec, breaking a <#> at cstore",ham +Am i that much bad to avoid like this?,ham +"Yo, you around? Just got my car back",ham +Annoying isn't it.,ham +"Goodmorning, Today i am late for <#> min.",ham +There's no point hangin on to mr not right if he's not makin u happy,ham +All will come alive.better correct any good looking figure there itself..,ham +In that case I guess I'll see you at campus lodge,ham +We're done...,ham +Come to my home for one last time i wont do anything. Trust me.,ham +I was up all night too worrying about this appt. It's a shame we missed a girls night out with quizzes popcorn and you doing my hair.,ham +Sex up ur mobile with a FREE sexy pic of Jordan! Just text BABE to 88600. Then every wk get a sexy celeb! PocketBabe.co.uk 4 more pics. 16 £3/wk 087016248,spam +Ok... C ya...,ham +You have 1 new voicemail. Please call 08719181503,spam +What he said is not the matter. My mind saying some other matter is there.,ham +He also knows about lunch menu only da. . I know,ham +"Al he does is moan at me if n e thin goes wrong its my fault&al de arguments r my fault&fed up of him of himso y bother? Hav 2go, thanx.xx",ham +NEFT Transaction with reference number <#> for Rs. <DECIMAL> has been credited to the beneficiary account on <#> at <TIME> : <#>,ham +Otherwise had part time job na-tuition..,ham +I know she called me,ham +"Me also da, i feel yesterday night wait til 2day night dear.",ham +Thanks for understanding. I've been trying to tell sura that.,ham +WIN a year supply of CDs 4 a store of ur choice worth £500 & enter our £100 Weekly draw txt MUSIC to 87066 Ts&Cs www.Ldew.com.subs16+1win150ppmx3,spam +The whole car appreciated the last two! Dad and are having a map reading semi argument but apart from that things are going ok. P.,ham +"As a SIM subscriber, you are selected to receive a Bonus! Get it delivered to your door, Txt the word OK to No: 88600 to claim. 150p/msg, EXP. 30Apr",spam +I need you to be in my strong arms...,ham +Also maaaan are you missing out,ham +His bday real is in april .,ham +Guessin you ain't gonna be here before 9?,ham +Ok then i will come to ur home after half an hour,ham +"Yo, the game almost over? Want to go to walmart soon",ham +"Yeah, probably but not sure. Ilol let u know, but personally I wuldnt bother, then again if ur goin to then I mite as well!!",ham +I'll text now! All creepy like so he won't think that we forgot,ham +"that would be good … I'll phone you tomo lunchtime, shall I, to organise something?",ham +You have 1 new voicemail. Please call 08719181513.,spam +"Damn, can you make it tonight or do you want to just wait til tomorrow",ham +K..k..i'm also fine:)when will you complete the course?,ham +"True. It is passable. And if you get a high score and apply for phd, you get 5years of salary. So it makes life easier.",ham +No. 1 Nokia Tone 4 ur mob every week! Just txt NOK to 87021. 1st Tone FREE ! so get txtin now and tell ur friends. 150p/tone. 16 reply HL 4info,spam +Prakesh is there know.,ham +Teach me apps da. When you come to college.,ham +Rofl betta invest in some anti aging products,ham +You are a winner U have been specially selected 2 receive £1000 cash or a 4* holiday (flights inc) speak to a live operator 2 claim 0871277810810,spam +"sir, you will receive the account no another 1hr time. Sorry for the delay.",ham +Reply with your name and address and YOU WILL RECEIVE BY POST a weeks completely free accommodation at various global locations www.phb1.com ph:08700435505150p,spam +So ü'll be submitting da project tmr rite?,ham +FREE entry into our £250 weekly comp just send the word ENTER to 84128 NOW. 18 T&C www.textcomp.com cust care 08712405020.,spam +Jus ans me lar. U'll noe later.,ham +I want to send something that can sell fast. <#> k is not easy money.,ham +have got * few things to do. may be in * pub later.,ham +1's finish meeting call me.,ham +Lol ok. I'll snatch her purse too.,ham +"""Hello-/@drivby-:0quit edrunk sorry iff pthis makes no senrd-dnot no how ^ dancce 2 drum n basq!ihave fun 2nhite x ros xxxxxxx""",ham +Your opinion about me? 1. Over 2. Jada 3. Kusruthi 4. Lovable 5. Silent 6. Spl character 7. Not matured 8. Stylish 9. Simple Pls reply..,ham +How much are we getting?,ham +Is ur paper in e morn or aft tmr?,ham +"Dear relieved of westonzoyland, all going to plan this end too!",ham +Hope you are having a great new semester. Do wish you the very best. You are made for greatness.,ham +Oh yes I can speak txt 2 u no! Hmm. Did u get email?,ham +"I want to show you the world, princess :) how about europe?",ham +Nobody can decide where to eat and dad wants Chinese,ham +No shoot me. I'm in the docs waiting room. :/,ham +Now? I'm going out 4 dinner soon..,ham +Hello which the site to download songs its urgent pls,ham +"I do know what u mean, is the king of not havin credit! I'm goin2bed now. Night night sweet! Only1more sleep! ",ham +Horrible gal. Me in sch doing some stuff. How come u got mc?,ham +"HI HUN! IM NOT COMIN 2NITE-TELL EVERY1 IM SORRY 4 ME, HOPE U AVA GOODTIME!OLI RANG MELNITE IFINK IT MITE B SORTED,BUT IL EXPLAIN EVERYTHIN ON MON.L8RS.x",ham +"I call you later, don't have network. If urgnt, sms me.",ham +Ummmmmaah Many many happy returns of d day my dear sweet heart.. HAPPY BIRTHDAY dear,ham +Please CALL 08712402779 immediately as there is an urgent message waiting for you,spam +Yeah like if it goes like it did with my friends imma flip my shit in like half an hour,ham +Mum say we wan to go then go... Then she can shun bian watch da glass exhibition... ,ham +What your plan for pongal?,ham +Just wait till end of march when el nino gets himself. Oh.,ham +"Not yet chikku..going to room nw, i'm in bus..",ham +Am also doing in cbe only. But have to pay.,ham +Honey boo I'm missing u.,ham +"We have sent JD for Customer Service cum Accounts Executive to ur mail id, For details contact us",ham +"Yo, I'm at my parents' gettin cash. Good news: we picked up a downstem",ham +"Thank you so much. When we skyped wit kz and sura, we didnt get the pleasure of your company. Hope you are good. We've given you ultimatum oh! We are countin down to aburo. Enjoy!",ham +"Hungry gay guys feeling hungry and up 4 it, now. Call 08718730555 just 10p/min. To stop texts call 08712460324 (10p/min)",spam +Ok. No wahala. Just remember that a friend in need ...,ham +I will see in half an hour,ham +"Im in inperialmusic listening2the weirdest track ever by”leafcutter john”-sounds like insects being molested&someone plumbing,remixed by evil men on acid!",ham +"""Hey sorry I didntgive ya a a bellearlier hunny,just been in bedbut mite go 2 thepub l8tr if uwana mt up?loads a luv Jenxxx.""",ham +SERIOUSLY. TELL HER THOSE EXACT WORDS RIGHT NOW.,ham +Can U get 2 phone NOW? I wanna chat 2 set up meet Call me NOW on 09096102316 U can cum here 2moro Luv JANE xx Calls£1/minmoremobsEMSPOBox45PO139WA,spam +"Tee hee. Off to lecture, cheery bye bye.",ham +"Sorry chikku, my cell got some problem thts y i was nt able to reply u or msg u..",ham +If you still havent collected the dough pls let me know so i can go to the place i sent it to get the control number,ham +Ok...,ham +network operator. The service is free. For T & C's visit 80488.biz,spam +Let me know how to contact you. I've you settled in a room. Lets know you are ok.,ham +Wot u up 2 u weirdo?,ham +Can do lor...,ham +Dont put your phone on silent mode ok,ham +Can i meet ü at 5.. As 4 where depends on where ü wan 2 in lor..,ham +Waiting 4 my tv show 2 start lor... U leh still busy doing ur report?,ham +Oh ho. Is this the first time u use these type of words,ham +Am I the only one who doesn't stalk profiles?,ham +"Ever green quote ever told by Jerry in cartoon ""A Person Who Irritates u Always Is the one Who Loves u Vry Much But Fails to Express It...!..!! :-) :-) gud nyt",ham +Yes i thought so. Thanks.,ham +But if she.s drinkin i'm ok.,ham +"Just wondering, the others just took off",ham +"Night has ended for another day, morning has come in a special way. May you smile like the sunny rays and leaves your worries at the blue blue bay. Gud mrng",ham +"What do you do, my dog ? Must I always wait till the end of your day to have word from you ? Did you run out of time on your cell already?",ham +Happy new year to u too!,ham +"Hey...Great deal...Farm tour 9am to 5pm $95/pax, $50 deposit by 16 May",ham +Eat jap done oso aft ur lect wat... Ü got lect at 12 rite... ,ham +"Hey babe! I saw you came online for a second and then you disappeared, what happened ?",ham +Da my birthdate in certificate is in april but real date is today. But dont publish it. I shall give you a special treat if you keep the secret. Any way thanks for the wishes,ham +Happy birthday... May all ur dreams come true...,ham +Aiyah u did ok already lar. E nydc at wheellock?,ham +TELL HER I SAID EAT SHIT.,ham +Sure! I am driving but will reach my destination soon.,ham +"K so am I, how much for an 8th? Fifty?",ham +Your daily text from me – a favour this time,ham +Great to hear you are settling well. So what's happenin wit ola?,ham +Those cocksuckers. If it makes you feel better ipads are worthless garbage novelty items and you should feel bad for even wanting one,ham +I tot u reach liao. He said t-shirt.,ham +"FRAN I DECIDED 2 GO N E WAY IM COMPLETELY BROKE AN KNACKERED I GOT UP BOUT 3 C U 2MRW LOVE JANX P.S THIS IS MY DADS FONE, -NO CREDIT",ham +I cant pick the phone right now. Pls send a message,ham +Your right! I'll make the appointment right now.,ham +Designation is software developer and may be she get chennai:),ham +Enjoy the jamster videosound gold club with your credits for 2 new videosounds+2 logos+musicnews! get more fun from jamster.co.uk! 16+only Help? call: 09701213186 ,spam +"Get 3 Lions England tone, reply lionm 4 mono or lionp 4 poly. 4 more go 2 www.ringtones.co.uk, the original n best. Tones 3GBP network operator rates apply",spam +I jokin oni lar.. Ü busy then i wun disturb ü.,ham +"Ok, be careful ! Don't text and drive !",ham +"I.ll always be there, even if its just in spirit. I.ll get a bb soon. Just trying to be sure i need it.",ham +U r too much close to my heart. If u go away i will be shattered. Plz stay with me.,ham +I love u 2 babe! R u sure everything is alrite. Is he being an idiot? Txt bak girlie,ham +How abt making some of the pics bigger?,ham +Got but got 2 colours lor. One colour is quite light n e other is darker lor. Actually i'm done she's styling my hair now.,ham +"Whenevr ur sad, Whenevr ur gray, Remembr im here 2 listn 2 watevr u wanna say, Jus walk wid me a little while,& I promise I'll bring back ur smile.:-)",ham +Why nothing. Ok anyway give me treat,ham +"Win the newest “Harry Potter and the Order of the Phoenix (Book 5) reply HARRY, answer 5 questions - chance to be the first among readers!",spam +Ok...,ham +Correct. So how was work today,ham +"Just sent again. Do you scream and moan in bed, princess?",ham +"I wake up long ago already... Dunno, what other thing?",ham +Oh just getting even with u.... u?,ham +I thk 50 shd be ok he said plus minus 10.. Did ü leave a line in between paragraphs?,ham +Can you call me plz. Your number shows out of coveragd area. I have urgnt call in vasai & have to reach before 4'o clock so call me plz,ham +Yeah jay's sort of a fucking retard,ham +"Sorry, was in the bathroom, sup",ham +Ur balance is now £500. Ur next question is: Who sang 'Uptown Girl' in the 80's ? 2 answer txt ur ANSWER to 83600. Good luck!,spam +My exam is for february 4. Wish you a great day.,ham +I dont know what to do to come out of this so only am ask questions like this dont mistake me.,ham +"Aight no rush, I'll ask jay",ham +Good Morning plz call me sir,ham +It's ok lar. U sleep early too... Nite...,ham +"Oh... Icic... K lor, den meet other day...",ham +"Oh ! A half hour is much longer in Syria than Canada, eh ? Wow you must get SO much more work done in a day than us with all that extra time ! *grins*",ham +"Sometimes we put walls around our hearts,not just to be safe from getting hurt.. But to find out who cares enough to break the walls & get closer.. GOODNOON:)",ham +"Sweet, we may or may not go to 4U to meet carlos so gauge patty's interest in that",ham +Then she buying today? Ü no need to c meh...,ham +Aight sorry I take ten years to shower. What's the plan?,ham +Every monday..nxt week vl be completing..,ham +Might ax well im there.,ham +Just chill for another 6hrs. If you could sleep the pain is not a surgical emergency so see how it unfolds. Okay,ham +Yeah I'll try to scrounge something up,ham +Crazy ar he's married. Ü like gd looking guys not me. My frens like say he's korean leona's fave but i dun thk he is. Aft some thinking mayb most prob i'll go.,ham +Were somewhere on Fredericksburg,ham +Que pases un buen tiempo or something like that,ham +Is it ok if I stay the night here? Xavier has a sleeping bag and I'm getting tired,ham +She doesnt need any test.,ham +"Nothing much, chillin at home. Any super bowl plan?",ham +"FREE2DAY sexy St George's Day pic of Jordan!Txt PIC to 89080 dont miss out, then every wk a saucy celeb!4 more pics c PocketBabe.co.uk 0870241182716 £3/wk",spam +Bugis oso near wat... ,ham +Yo theres no class tmrw right?,ham +Let Ur Heart Be Ur Compass Ur Mind Ur Map Ur Soul Ur Guide And U Will Never loose in world....gnun - Sent via WAY2SMS.COM,ham +"Goodnight, sleep well da please take care pa. Please.",ham +Baaaaabe! I misss youuuuu ! Where are you ? I have to go and teach my class at 5 ...,ham +Convey my regards to him,ham +U ned to convince him tht its not possible witot hurting his feeling its the main,ham +"Good afternoon loverboy ! How goes you day ? Any luck come your way? I think of you, sweetie and send my love across the sea to make you smile and happy",ham +If i start sending blackberry torch to nigeria will you find buyer for me?like 4a month. And tell dad not to buy bb from anyone oh.,ham +"<#> %of pple marry with their lovers... becz they hav gud undrstndng dat avoids problems. i sent dis 2 u, u wil get gud news on friday by d person you like. And tomorrow will be the best day of your life. Dont break this chain. If you break you will suffer. send this to <#> frnds in <#> mins whn u read...",ham +Yo dude guess who just got arrested the other day,ham +Shuhui say change 2 suntec steamboat? U noe where? Where r u now?,ham +What does the dance river do?,ham +"Yetunde, i'm sorry but moji and i seem too busy to be able to go shopping. Can you just please find some other way to get what you wanted us to get. Please forgive me. You can reply free via yahoo messenger.",ham +Hey i will be really pretty late... You want to go for the lesson first? I will join you. I'm only reaching tp mrt,ham +"HOT LIVE FANTASIES call now 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870..k",spam +Bbq this sat at mine from 6ish. Ur welcome 2 come,ham +"I don't know, same thing that's wrong everyso often, he panicks starts goin on bout not bein good enough …",ham +Alright. I'm out--have a good night!,ham +Did you try making another butt.,ham +Hope you are feeling great. Pls fill me in. Abiola,ham +I though we shd go out n have some fun so bar in town or something – sound ok?,ham +"1) Go to write msg 2) Put on Dictionary mode 3)Cover the screen with hand, 4)Press <#> . 5)Gently remove Ur hand.. Its interesting..:)",ham +"Bears Pic Nick, and Tom, Pete and ... Dick. In fact, all types try gay chat with photo upload call 08718730666 (10p/min). 2 stop texts call 08712460324",spam +"500 New Mobiles from 2004, MUST GO! Txt: NOKIA to No: 89545 & collect yours today!From ONLY £1 www.4-tc.biz 2optout 087187262701.50gbp/mtmsg18 TXTAUCTION",spam +We're finally ready fyi,ham +Auntie huai juan never pick up her phone,ham +Double Mins & Double Txt & 1/2 price Linerental on Latest Orange Bluetooth mobiles. Call MobileUpd8 for the very latest offers. 08000839402 or call2optout/LF56,spam +"Ya tel, wats ur problem..",ham +No. 1 Nokia Tone 4 ur mob every week! Just txt NOK to 87021. 1st Tone FREE ! so get txtin now and tell ur friends. 150p/tone. 16 reply HL 4info,spam +i dnt wnt to tlk wid u,ham +"We spend our days waiting for the ideal path to appear in front of us.. But what we forget is.. ""paths are made by walking.. not by waiting.."" Goodnight!",ham +Its ok my arm is feeling weak cuz i got a shot so we can go another time,ham +Please reserve ticket on saturday eve from chennai to thirunelvali and again from tirunelvali to chennai on sunday eve...i already see in net..no ticket available..i want to book ticket through tackle ..,ham +"Storming msg: Wen u lift d phne, u say ""HELLO"" Do u knw wt is d real meaning of HELLO?? . . . It's d name of a girl..! . . . Yes.. And u knw who is dat girl?? ""Margaret Hello"" She is d girlfrnd f Grahmbell who invnted telphone... . . . . Moral:One can 4get d name of a person, bt not his girlfrnd... G o o d n i g h t . . .@",ham +That's ok. I popped in to ask bout something and she said you'd been in. Are you around tonght wen this girl comes?,ham +All e best 4 ur exam later.,ham +Hope ur head doesn't hurt 2 much ! Am ploughing my way through a pile of ironing ! Staying in with a chinky tonight come round if you like.,ham +Oh k.i think most of wi and nz players unsold.,ham +"Haha... Where got so fast lose weight, thk muz go 4 a month den got effect... Gee,later we go aust put bk e weight.",ham +"I wonder how you got online, my love ? Had you gone to the net cafe ? Did you get your phone recharged ? Were you on a friends net ? I think of you, boytoy",ham +"Haha just kidding, papa needs drugs",ham +"Thk shld b can... Ya, i wana go 4 lessons... Haha, can go for one whole stretch...",ham +Oh ok..,ham +R we still meeting 4 dinner tonight?,ham +Thats cool! I am a gentleman and will treat you with dignity and respect.,ham +Shall i start from hear.,ham +Then we wait 4 u lor... No need 2 feel bad lar...,ham +No did you check? I got his detailed message now,ham +You have registered Sinco as Payee. Log in at icicibank.com and enter URN <#> to confirm. Beware of frauds. Do NOT share or disclose URN to anyone.,ham +"No, I decided that only people who care about stuff vote and caring about stuff is for losers",ham +Kaiez... Enjoy ur tuition... Gee... Thk e second option sounds beta... I'll go yan jiu den msg u...,ham +You have registered Sinco as Payee. Log in at icicibank.com and enter URN <#> to confirm. Beware of frauds. Do NOT share or disclose URN to anyone.,ham +cool. We will have fun practicing making babies!,ham +Actually getting ready to leave the house.,ham +K..k..any special today?,ham +"URGENT, IMPORTANT INFORMATION FOR O2 USER. TODAY IS YOUR LUCKY DAY! 2 FIND OUT WHY LOG ONTO HTTP://WWW.URAWINNER.COM THERE IS A FANTASTIC SURPRISE AWAITING FOR YOU",spam +Then we gotta do it after that,ham +"I've got ten bucks, jay is being noncomittal",ham +Where at were hungry too,ham +Pls speak to that customer machan.,ham +somewhere out there beneath the pale moon light someone think in of u some where out there where dreams come true... goodnite & sweet dreams,ham +"Wen ur lovable bcums angry wid u, dnt take it seriously.. Coz being angry is d most childish n true way of showing deep affection, care n luv!.. kettoda manda... Have nice day da.",ham +Dear U've been invited to XCHAT. This is our final attempt to contact u! Txt CHAT to 86688 150p/MsgrcvdHG/Suite342/2Lands/Row/W1J6HL LDN 18 yrs,spam +So wats ur opinion abt him and how abt is character?,ham +Jay is snickering and tells me that x is totally fucking up the chords as we speak,ham +No..few hours before.went to hair cut .,ham +No wonder... Cos i dun rem seeing a silver car... But i thk i saw a black one...,ham +Lmao. Take a pic and send it to me.,ham +"""Speak only when you feel your words are better than the silence..."" Gud mrng:-)",ham +No. She's currently in scotland for that.,ham +Do you work all this week ?,ham +Congratulations ur awarded either £500 of CD gift vouchers & Free entry 2 our £100 weekly draw txt MUSIC to 87066 TnCs www.Ldew.com 1 win150ppmx3age16,spam +Lol great now im getting hungry.,ham +Yes.. now only saw your message..,ham +I'll be at mu in like <#> seconds,ham +Ok...,ham +THING R GOOD THANX GOT EXAMS IN MARCH IVE DONE NO REVISION? IS FRAN STILL WITH BOYF? IVE GOTTA INTERVIW 4 EXETER BIT WORRIED!x,ham +"Tell you what, if you make a little spreadsheet and track whose idea it was to smoke to determine who ""smokes too much"" for the entire month of february, I'll come up",ham +For sale - arsenal dartboard. Good condition but no doubles or trebles!,spam +Don't look back at the building because you have no coat and i don't want you to get more sick. Just hurry home and wear a coat to the gym!!!,ham +"My painful personal thought- ""I always try to keep everybody happy all the time. But nobody recognises me when i am alone""",ham +Thanks for ve lovely wisheds. You rock,ham +You intrepid duo you! Have a great time and see you both soon. ,ham +I asked sen to come chennai and search for job.,ham +Dad went out oredi... ,ham +"I jus hope its true that missin me cos i'm really missin him! You haven't done anything to feel guilty about, yet.",ham +Wat so late still early mah. Or we juz go 4 dinner lor. Aiya i dunno...,ham +"Arms fine, how's Cardiff and uni? ",ham +In fact when do you leave? I think addie goes back to school tues or wed,ham +"Cool breeze... Bright sun... Fresh flower... Twittering birds... All these waiting to wish u: ""GOODMORNING & HAVE A NICE DAY"" :)",ham +Ya:)going for restaurant..,ham +"Its ok., i just askd did u knw tht no?",ham +Free 1st week entry 2 TEXTPOD 4 a chance 2 win 40GB iPod or £250 cash every wk. Txt POD to 84128 Ts&Cs www.textpod.net custcare 08712405020.,spam +Those ducking chinchillas,ham +I am in a marriage function,ham +Looks like u wil b getting a headstart im leaving here bout 2.30ish but if u r desperate for my company I could head in earlier-we were goin to meet in rummer.,ham +Don‘t give a flying monkeys wot they think and I certainly don‘t mind. Any friend of mine and all that!,ham +As a registered optin subscriber ur draw 4 £100 gift voucher will be entered on receipt of a correct ans to 80062 Whats No1 in the BBC charts,spam +say thanks2. ,ham +Msg me when rajini comes.,ham +Ya! when are ü taking ure practical lessons? I start in june.. ,ham +"That's good, because I need drugs",ham +Stupid.its not possible,ham +Can ü all decide faster cos my sis going home liao..,ham +Summers finally here! Fancy a chat or flirt with sexy singles in yr area? To get MATCHED up just reply SUMMER now. Free 2 Join. OptOut txt STOP Help08714742804,spam +U sleeping now.. Or you going to take? Haha.. I got spys wat.. Me online checking n replying mails lor..,ham +CLAIRE here am havin borin time & am now alone U wanna cum over 2nite? Chat now 09099725823 hope 2 C U Luv CLAIRE xx Calls£1/minmoremobsEMSPOBox45PO139WA,spam +"Fighting with the world is easy, u either win or lose bt fightng with some1 who is close to u is dificult if u lose - u lose if u win - u still lose.",ham +Bought one ringtone and now getting texts costing 3 pound offering more tones etc,spam +"Yalru lyfu astne chikku.. Bt innu mundhe lyf ali halla ke bilo (marriage)program edhae, so lyf is nt yet ovr chikku..ali vargu lyfu meow meow:-D",ham +Kinda. First one gets in at twelve! Aah. Speak tomo,ham +"09066362231 URGENT! Your mobile No 07xxxxxxxxx won a £2,000 bonus caller prize on 02/06/03! this is the 2nd attempt to reach YOU! call 09066362231 ASAP!",spam +Ok good then i later come find ü... C lucky i told ü to go earlier... Later pple take finish ü no more again...,ham +Wat makes u thk i'll fall down. But actually i thk i'm quite prone 2 falls. Lucky my dad at home i ask him come n fetch me already.,ham +"YOU 07801543489 are guaranteed the latests Nokia Phone, a 40GB iPod MP3 player or a £500 prize! Txt word:COLLECT to No:83355! TC-LLC NY-USA 150p/Mt msgrcvd18+",spam +Your account has been refilled successfully by INR <DECIMAL> . Your KeralaCircle prepaid account balance is Rs <DECIMAL> . Your Transaction ID is KR <#> .,ham +I wont touch you with out your permission.,ham +Hi its LUCY Hubby at meetins all day Fri & I will B alone at hotel U fancy cumin over? Pls leave msg 2day 09099726395 Lucy x Calls£1/minMobsmoreLKPOBOX177HP51FL,spam +"7 wonders in My WORLD 7th You 6th Ur style 5th Ur smile 4th Ur Personality 3rd Ur Nature 2nd Ur SMS and 1st ""Ur Lovely Friendship""... good morning dear",ham +Take some small dose tablet for fever,ham +Oh. U must have taken your REAL Valentine out shopping first.,ham +"Just sent you an email – to an address with incomm in it, is that right?",ham +"Will do, you gonna be at blake's all night? I might be able to get out of here a little early",ham +"Friendship is not a game to play, It is not a word to say, It doesn\'t start on March and ends on May, It is tomorrow, yesterday, today and e",ham +"Nice. Wait...should you be texting right now? I'm not gonna pay your ticket, ya know!",ham +I'm watching lotr w my sis dis aft. So u wan 2 meet me 4 dinner at nite a not?,ham +Why you keeping me away like this,ham +I think its far more than that but find out. Check google maps for a place from your dorm.,ham +My trip was ok but quite tiring lor. Uni starts today but it's ok 4 me cos i'm not taking any modules but jus concentrating on my final yr project.,ham +Have you always been saying welp?,ham +"I'm a guy, browsin is compulsory",ham +Ok...,ham +Purity of friendship between two is not about smiling after reading the forwarded message..Its about smiling just by seeing the name. Gud evng musthu,ham +"Sorry, I'll call later",ham +"(I should add that I don't really care and if you can't I can at least get this dude to fuck off but hey, your money if you want it)",ham +"Hello lover! How goes that new job? Are you there now? Are you happy? Do you think of me? I wake, my slave and send you a teasing kiss from across the sea",ham +I told your number to gautham..,ham +Tell them no need to investigate about me anywhere.,ham +Ok i juz receive..,ham +"Cant believe i said so many things to you this morning when all i really wanted to say was good morning, i love you! Have a beautiful morning. See you in the library later.",ham +"Your account has been credited with 500 FREE Text Messages. To activate, just txt the word: CREDIT to No: 80488 T&Cs www.80488.biz",spam +In the end she might still vomit but its okay. Not everything will come out.,ham +How are you with moneY...as in to you...money aint a thing....how are you sha!,ham +It has everything to do with the weather. Keep extra warm. Its a cold but nothing serious. Pls lots of vitamin c,ham +Hey gals.. Anyone of u going down to e driving centre tmr?,ham +I'm always on yahoo messenger now. Just send the message to me and i.ll get it you may have to send it in the mobile mode sha but i.ll get it. And will reply.,ham +I'm putting it on now. It should be ready for <TIME> ,ham +"Time n Smile r the two crucial things in our life. Sometimes time makes us to forget smile, and sometimes someone's smile makes us to forget time gud noon",ham +"SMS. ac JSco: Energy is high, but u may not know where 2channel it. 2day ur leadership skills r strong. Psychic? Reply ANS w/question. End? Reply END JSCO",spam +Host-based IDPS for linux systems.,ham +"HOT LIVE FANTASIES call now 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870 is a national rate call",spam +Don no da:)whats you plan?,ham +Ill be there on <#> ok.,ham +Oh my God. I'm almost home,ham +Total video converter free download type this in google search:),ham +Thanks for the Vote. Now sing along with the stars with Karaoke on your mobile. For a FREE link just reply with SING now.,spam +"Wen ur lovable bcums angry wid u, dnt take it seriously.. Coz being angry is d most childish n true way of showing deep affection, care n luv!.. kettoda manda... Have nice day da.",ham +Sounds like something that someone testing me would sayy,ham +When u love someone Dont make them to love u as much as u do. But Love them so much that they dont want to be loved by anyone except you... Gud nit.,ham +"Pete,is this your phone still? Its Jenny from college and Leanne.what are you up to now?:)",ham +Oops sorry. Just to check that you don't mind picking me up tomo at half eight from station. Would that be ok?,ham +"Hey sweet, I was wondering when you had a moment if you might come to me ? I want to send a file to someone but it won't go over yahoo for them because their connection sucks, remember when you set up that page for me to go to and download the format disc ? Could you tell me how to do that ? Or do you know some other way to download big files ? Because they can download stuff directly from the internet. Any help would be great, my prey ... *teasing kiss*",ham +Hows the champ just leaving glasgow!,ham +K:)all the best:)congrats...,ham +I wonder if you'll get this text?,ham +I need to come home and give you some good lovin...,ham +Our brand new mobile music service is now live. The free music player will arrive shortly. Just install on your phone to browse content from the top artists.,spam +Shall i ask one thing if you dont mistake me.,ham +Check wid corect speling i.e. Sarcasm,ham +"URGENT! Your Mobile No was awarded a £2,000 Bonus Caller Prize on 1/08/03! This is our 2nd attempt to contact YOU! Call 0871-4719-523 BOX95QU BT National Rate",spam +Are you angry with me. What happen dear,ham +I thk u dun haf 2 hint in e forum already lor... Cos i told ron n darren is going 2 tell shuhui.,ham +Yup ok thanx...,ham +Hi:)cts employee how are you?,ham +Pls pls find out from aunt nike.,ham +"Wow ... I love you sooo much, you know ? I can barely stand it ! I wonder how your day goes and if you are well, my love ... I think of you and miss you",ham +No screaming means shouting..,ham +Hey what happen de. Are you alright.,ham +Should I have picked up a receipt or something earlier,ham +I think chennai well settled?,ham +Oh dang! I didn't mean o send that to you! Lol!,ham +Unfortunately i've just found out that we have to pick my sister up from the airport that evening so don't think i'll be going out at all. We should try to go out one of th,ham +Horrible bf... I now v hungry...,ham +Remember on that day..,ham +You have won a Nokia 7250i. This is what you get when you win our FREE auction. To take part send Nokia to 86021 now. HG/Suite342/2Lands Row/W1JHL 16+,spam +How's it feel? Mr. Your not my real Valentine just my yo Valentine even tho u hardly play!!,ham +All sounds good. Fingers . Makes it difficult to type,ham +Midnight at the earliest,ham +You're not sure that I'm not trying to make xavier smoke because I don't want to smoke after being told I smoke too much?,ham +K come to nordstrom when you're done,ham +Do u konw waht is rael FRIENDSHIP Im gving yuo an exmpel: Jsut ese tihs msg.. Evrey splleing of tihs msg is wrnog.. Bt sitll yuo can raed it wihtuot ayn mitsake.. GOODNIGHT & HAVE A NICE SLEEP..SWEET DREAMS..,ham +Now press conference da:),ham +"Hello from Orange. For 1 month's free access to games, news and sport, plus 10 free texts and 20 photo messages, reply YES. Terms apply: www.orange.co.uk/ow",spam +After completed degree. There is no use in joining finance.,ham +"Good afternoon, my love ! Any job prospects ? Are you missing me ? What do you do ? Are you being lazy and bleak, hmmm ? Or happy and filled with my love ?",ham +Shant disturb u anymore... Jia you...,ham +Bishan lar nearer... No need buy so early cos if buy now i gotta park my car...,ham +"Me, i dont know again oh",ham +Dude sux for snake. He got old and raiden got buff,ham +He says hi and to get your ass back to south tampa (preferably at a kegger),ham +In e msg jus now. U said thanks for gift.,ham +U too...,ham +Ok how you dear. Did you call chechi,ham +Yeah we do totes. When u wanna?,ham +Ok i found dis pierre cardin one which looks normal costs 20 its on sale.,ham +Good sleep is about rhythm. The person has to establish a rhythm that the body will learn and use. If you want to know more :-),ham +Wat r u doing?,ham +Message from . I am at Truro Hospital on ext. You can phone me here. as I have a phone by my side,ham +"Single line with a big meaning::::: ""Miss anything 4 ur ""Best Life"" but, don't miss ur best life for anything... Gud nyt...",ham +"Just got some gas money, any chance you and the gang want to go on a grand nature adventure?",ham +Dnt worry...use ice pieces in a cloth pack.also take 2 tablets.,ham +Dude just saw a parked car with its sunroof popped up. Sux,ham +Get ready to put on your excellent sub face :),ham +Tmrw. Im finishing 9 doors,ham +"The <#> g that i saw a few days ago, the guy wants sell wifi only for <#> and with 3g for <#> . That's why i blanked him.",ham +I am late. I will be there at,ham +"whatever, im pretty pissed off.",ham +Today is ACCEPT DAY..U Accept me as? Brother Sister Lover Dear1 Best1 Clos1 Lvblefrnd Jstfrnd Cutefrnd Lifpartnr Belovd Swtheart Bstfrnd No rply means enemy,ham +I dont have that much image in class.,ham +No:-)i got rumour that you going to buy apartment in chennai:-),ham +Near kalainar tv office.thenampet,ham +Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send GO to 86688 only 150p/msg. CC 08718720201 HG/Suite342/2Lands Row/W1J6HL,spam +SMS AUCTION - A BRAND NEW Nokia 7250 is up 4 auction today! Auction is FREE 2 join & take part! Txt NOKIA to 86021 now! HG/Suite342/2Lands Row/W1J6HL,spam +My sis is catching e show in e afternoon so i'm not watching w her. So c u wan 2 watch today or tmr lor.,ham +"Sounds gd... Haha... Can... Wah, u yan jiu so fast liao...",ham +No. To be nosy I guess. Idk am I over reacting if I'm freaked?,ham +"Remember all those whom i hurt during days of satanic imposter in me.need to pay a price,so be it.may destiny keep me going and as u said pray that i get the mind to get over the same.",ham +How to Make a girl Happy? It's not at all difficult to make girls happy. U only need to be... 1. A friend 2. Companion 3. Lover 4. Chef . . . <#> . Good listener <#> . Organizer <#> . Good boyfriend <#> . Very clean <#> . Sympathetic <#> . Athletic <#> . Warm . . . <#> . Courageous <#> . Determined <#> . True <#> . Dependable <#> . Intelligent . . . <#> . Psychologist <#> . Pest exterminator <#> . Psychiatrist <#> . Healer . . <#> . Stylist <#> . Driver . . Aaniye pudunga venaam..,ham +"Why is that, princess? I bet the brothas are all chasing you!",ham +"I shall book chez jules for half eight, if that's ok with you?",ham +Hhahhaahahah rofl wtf nig was leonardo in your room or something,ham +"Yep, at derek's house now, see you Sunday <3",ham +"It's cool, let me know before it kicks off around <#> , I'll be out and about all day",ham +"Sorry, I'll call later",ham +I was wondering if it would be okay for you to call uncle john and let him know that things are not the same in nigeria as they r here. That <#> dollars is 2years sent and that you know its a strain but i plan to pay back every dime he gives. Every dime so for me to expect anything from you is not practical. Something like that.,ham +There are no other charges after transfer charges and you can withdraw anyhow you like,ham +"Dont search love, let love find U. Thats why its called falling in love, bcoz U dont force yourself, U just fall and U know there is smeone to hold U... BSLVYL",ham +At 4. Let's go to bill millers,ham +I love you. You set my soul on fire. It is not just a spark. But it is a flame. A big rawring flame. XoXo,ham +"Somewhr someone is surely made 4 u. And God has decided a perfect time to make u meet dat person. . . . till den, . . . . . Enjoy ur crushes..!!!;-)",ham +That's my honeymoon outfit. :),ham +Will it help if we propose going back again tomorrow,ham +PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08719899230 Identifier Code: 41685 Expires 07/11/04,spam +Never blame a day in ur life. Good days give u happiness. Bad days give u experience. Both are essential in life! All are Gods blessings! good morning.:,ham +Pls confirm the time to collect the cheque.,ham +As a Registered Subscriber yr draw 4 a £100 gift voucher will b entered on receipt of a correct ans. When are the next olympics. Txt ans to 80062,spam +URGENT! Your Mobile number has been awarded with a £2000 prize GUARANTEED. Call 09061790121 from land line. Claim 3030. Valid 12hrs only 150ppm,spam +Daddy will take good care of you :),ham +"Yeah probably, I still gotta check out with leo",ham +K.then any other special?,ham +Carlos is taking his sweet time as usual so let me know when you and patty are done/want to smoke and I'll tell him to haul ass,ham +Ok pa. Nothing problem:-),ham +Have you heard about that job? I'm going to that wildlife talk again tonight if u want2come. Its that2worzels and a wizzle or whatever it is?! ,ham +"God picked up a flower and dippeditinaDEW, lovingly touched itwhichturnedinto u, and the he gifted tomeandsaid,THIS FRIEND IS 4U",ham +When you came to hostel.,ham +Ok no prob... I'll come after lunch then...,ham +Jus telling u dat i'll b leaving 4 shanghai on 21st instead so we'll haf more time 2 meet up cya...,ham +Are your freezing ? Are you home yet ? Will you remember to kiss your mom in the morning? Do you love me ? Do you think of me ? Are you missing me yet ?,ham +You all ready for * big day tomorrow?,ham +I'll probably be around mu a lot,ham +645,ham +RT-KIng Pro Video Club>> Need help? info@ringtoneking.co.uk or call 08701237397 You must be 16+ Club credits redeemable at www.ringtoneking.co.uk! Enjoy!,spam +Thnx dude. u guys out 2nite?,ham +Me sef dey laugh you. Meanwhile how's my darling anjie!,ham +Mm i had my food da from out,ham +"K, makes sense, btw carlos is being difficult so you guys are gonna smoke while I go pick up the second batch and get gas",ham +Did u download the fring app?,ham +The 2 oz guy is being kinda flaky but one friend is interested in picking up $ <#> worth tonight if possible,ham +Friends that u can stay on fb chat with,ham +"Fuck babe, I miss you sooooo much !! I wish you were here to sleep with me ... My bed is so lonely ... I go now, to sleep ... To dream of you, my love ...",ham +"Living is very simple.. Loving is also simple.. Laughing is too simple.. Winning is tooo simple.. But, being 'SIMPLE' is very difficult.. Gud nte.:-",ham +U have a secret admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09058094599,spam +"Ah, well that confuses things, doesn‘t it?",ham +500 free text msgs. Just text ok to 80488 and we'll credit your account,spam +Hi Dear Call me its urgnt. I don't know whats your problem. You don't want to work or if you have any other problem at least tell me. Wating for your reply.,ham +Dear how you. Are you ok?,ham +"You have been selected to stay in 1 of 250 top British hotels - FOR NOTHING! Holiday Worth £350! To Claim, Call London 02072069400. Bx 526, SW73SS",spam +Yes princess! I want to make you happy...,ham +Sounds like you have many talents! would you like to go on a dinner date next week?,ham +I am going to film 2day da. At 6pm. Sorry da.,ham +We not watching movie already. Xy wants 2 shop so i'm shopping w her now.,ham +Hello my little party animal! I just thought I'd buzz you as you were with your friends ...*grins*... Reminding you were loved and send a naughty adoring kiss,ham +Yesterday its with me only . Now am going home.,ham +"Eerie Nokia tones 4u, rply TONE TITLE to 8007 eg TONE DRACULA to 8007 Titles: GHOST, ADDAMSFA, MUNSTERS, EXORCIST, TWILIGHT www.getzed.co.uk POBox36504W45WQ 150p",spam +"You have come into my life and brought the sun ..Shiny down on me, warming my heart. Putting a constant smile on my face ... Making me feel loved and cared for",ham +"No shit, but I wasn't that surprised, so I went and spent the evening with that french guy I met in town here and we fooled around a bit but I didn't let him fuck me",ham +"0A$NETWORKS allow companies to bill for SMS, so they are responsible for their ""suppliers"", just as a shop has to give a guarantee on what they sell. B. G.",spam +Great comedy..cant stop laughing da:),ham +FreeMsg:Feelin kinda lnly hope u like 2 keep me company! Jst got a cam moby wanna c my pic?Txt or reply DATE to 82242 Msg150p 2rcv Hlp 08712317606 stop to 82242,spam +"Alright, we're all set here, text the man",ham +"Hi , where are you? We're at and they're not keen to go out i kind of am but feel i shouldn't so can we go out tomo, don't mind do you?",ham +Sleeping nt feeling well,ham +U WILL SWITCH YOUR FONE ON DAMMIT!!,ham +India have to take lead:),ham +I.ll post her out l8r. In class,ham +Thts wat Wright Brother did to fly..,ham +"Evening * v good if somewhat event laden. Will fill you in, don't you worry … Head * ok but throat * wrecked. See you at six then!",ham +If u laugh really loud.. If u talk spontaneously.. If u dont care what others feel.. U are probably with your dear & best friends.. GOODEVENING Dear..:),ham +ITS A LAPTOP TAKE IT WITH YOU.,ham +I dont have any of your file in my bag..i was in work when you called me.i 'll tell you if i find anything in my room.,ham +I wan but too early lei... Me outside now wun b home so early... Neva mind then...,ham +"For ur chance to win a £250 cash every wk TXT: ACTION to 80608. T's&C's www.movietrivia.tv custcare 08712405022, 1x150p/wk",spam +I was at bugis juz now wat... But now i'm walking home oredi... Ü so late then reply... I oso saw a top dat i like but din buy... Where r ü now? ,ham +"Wishing you and your family Merry ""X"" mas and HAPPY NEW Year in advance..",ham +At 7 we will go ok na.,ham +Yes I posted a couple of pics on fb. There's still snow outside too. I'm just waking up :),ham +S:-)if we have one good partnership going we will take lead:),ham +RGENT! This is the 2nd attempt to contact U!U have WON £1250 CALL 09071512433 b4 050703 T&CsBCM4235WC1N3XX. callcost 150ppm mobilesvary. max£7. 50,spam +"Yeah, where's your class at?",ham +No just send to you. Bec you in temple na.,ham +"You aren't coming home between class, right? I need to work out and shower!",ham +Hi if ur lookin 4 saucy daytime fun wiv busty married woman Am free all next week Chat now 2 sort time 09099726429 JANINExx Calls£1/minMobsmoreLKPOBOX177HP51FL,spam +S but mostly not like that.,ham +Ü v ma fan...,ham +Dunno cos i was v late n when i reach they inside already... But we ate spageddies lor... It's e gals who r laughing at me lor...,ham +Guess who spent all last night phasing in and out of the fourth dimension,ham +So now my dad is gonna call after he gets out of work and ask all these crazy questions.,ham +"Yes..but they said its IT.,",ham +"Very hurting n meaningful lines ever: ""I compromised everything for my love, But at d end my love compromised me for everything:-("".. Gud mornin:-)",ham +Lmao!nice 1,ham +Glad to see your reply.,ham +URGENT! We are trying to contact U. Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050001295 from land line. Claim A21. Valid 12hrs only,spam +Monthly password for wap. mobsi.com is 391784. Use your wap phone not PC.,spam +Nah dub but je still buff,ham +"Painful words- ""I thought being Happy was the most toughest thing on Earth... But, the toughest is acting Happy with all unspoken pain inside..""",ham +"Yeah, that's fine! It's £6 to get in, is that ok? ",ham +Lol where do u come up with these ideas?,ham +"So many people seems to be special at first sight, But only very few will remain special to you till your last sight.. Maintain them till life ends.. Sh!jas",ham +"Today is ""song dedicated day.."" Which song will u dedicate for me? Send this to all ur valuable frnds but first rply me...",ham +Okay... We wait ah,ham +Y lei?,ham +HI BABE U R MOST LIKELY TO BE IN BED BUT IM SO SORRY ABOUT TONIGHT! I REALLY WANNA SEE U TOMORROW SO CALL ME AT 9. LOVE ME XXX,ham +Already am squatting is the new way of walking,ham +Do you want bold 2 or bb torch,ham +Cramps stopped. Going back to sleep,ham +todays vodafone numbers ending with 0089(my last four digits) are selected to received a £350 award. If your number matches please call 09063442151 to claim your £350 award,spam +Free Top ringtone -sub to weekly ringtone-get 1st week free-send SUBPOLY to 81618-?3 per week-stop sms-08718727870,spam +Nan sonathaya soladha. Why boss?,ham +Bring tat cd don forget,ham +Sunshine Quiz Wkly Q! Win a top Sony DVD player if u know which country the Algarve is in? Txt ansr to 82277. £1.50 SP:Tyrone,spam +I don't know but I'm raping dudes at poker,ham +Weightloss! No more girl friends. Make loads of money on ebay or something. And give thanks to God.,ham +Was gr8 to see that message. So when r u leaving? Congrats dear. What school and wat r ur plans.,ham +Ü eatin later but i'm eatin wif my frens now lei... Ü going home first? ,ham +Finish already... Yar they keep saying i mushy... I so embarrassed ok...,ham +"Sorry man, my stash ran dry last night and I can't pick up more until sunday",ham +Hai priya are you right. What doctor said pa. Where are you.,ham +"Free msg. Sorry, a service you ordered from 81303 could not be delivered as you do not have sufficient credit. Please top up to receive the service.",spam +Ok...,ham +Please ask mummy to call father,ham +Can come my room but cannot come my house cos my house still messy... Haha...,ham +I have lost 10 kilos as of today!,ham +Just taste fish curry :-P,ham +What can i do? Might accidant tookplace between somewhere ghodbandar rd. Traffic moves slovely. So plz slip & don't worry.,ham +Yun ah.now ü wkg where?btw if ü go nus sc. Ü wana specialise in wad?,ham +Yes! I am a one woman man! Please tell me your likes and dislikes in bed...,ham +Was doing my test earlier. I appreciate you. Will call you tomorrow.,ham +"How's my loverboy doing ? What does he do that keeps him from coming to his Queen, hmmm ? Doesn't he ache to speak to me ? Miss me desparately ?",ham +U meet other fren dun wan meet me ah... Muz b a guy rite...,ham +"(No promises on when though, haven't even gotten dinner yet)",ham +I got your back! Do you have any dislikes in bed?,ham +o turns out i had stereo love on mi phone under the unknown album.,ham +Hard LIVE 121 chat just 60p/min. Choose your girl and connect LIVE. Call 09094646899 now! Cheap Chat UK's biggest live service. VU BCM1896WC1N3XX,spam +Yeah I don't see why not,ham +Asking do u knw them or nt? May be ur frnds or classmates?,ham +"Sorry about earlier. Putting out fires.Are you around to talk after 9? Or do you actually have a life, lol!",ham +WOW! The Boys R Back. TAKE THAT 2007 UK Tour. Win VIP Tickets & pre-book with VIP Club. Txt CLUB to 81303. Trackmarque Ltd info@vipclub4u.,spam +"As in missionary hook up, doggy hook up, standing...|",ham +Then u better go sleep.. Dun disturb u liao.. U wake up then msg me lor..,ham +"Fighting with the world is easy, u either win or lose bt fightng with some1 who is close to u is dificult if u lose - u lose if u win - u still lose.",ham +Am watching house – very entertaining – am getting the whole hugh laurie thing – even with the stick – indeed especially with the stick.,ham +Thought praps you meant another one. Goodo! I'll look tomorrow ,ham +"Hi Jon, Pete here, Ive bin 2 Spain recently & hav sum dinero left, Bill said u or ur ‘rents mayb interested in it, I hav 12,000pes, so around £48, tb, James.",ham +There bold 2 <#> . Is that yours,ham +You know there is. I shall speak to you in <#> minutes then,ham +"""ALRITE HUNNY!WOT U UP 2 2NITE? DIDNT END UP GOIN DOWN TOWN JUS DA PUB INSTEAD! JUS CHILLIN AT DA MO IN ME BEDROOM!LOVE JEN XXX.""",ham +I went to project centre,ham +As per your request 'Maangalyam (Alaipayuthe)' has been set as your callertune for all Callers. Press *9 to copy your friends Callertune,ham +Lol yeah at this point I guess not,ham +Doing project w frens lor. ,ham +Lol. Well quality aint bad at all so i aint complaining,ham +"K, can that happen tonight?",ham +"Hi, this is Mandy Sullivan calling from HOTMIX FM...you are chosen to receive £5000.00 in our Easter Prize draw.....Please telephone 09041940223 to claim before 29/03/05 or your prize will be transferred to someone else....",spam +"I think we're going to finn's now, come",ham +Why tired what special there you had,ham +I will come tomorrow di,ham +I cant pick the phone right now. Pls send a message,ham +K go and sleep well. Take rest:-).,ham +U guys never invite me anywhere :(,ham +UR GOING 2 BAHAMAS! CallFREEFONE 08081560665 and speak to a live operator to claim either Bahamas cruise of£2000 CASH 18+only. To opt out txt X to 07786200117,spam +I can do that! I want to please you both inside and outside the bedroom...,ham +"""EY! CALM DOWNON THEACUSATIONS.. ITXT U COS IWANA KNOW WOTU R DOIN AT THEW/END... HAVENTCN U IN AGES..RING ME IF UR UP4 NETHING SAT.LOVE J XXX.""",ham +I love to wine and dine my lady!,ham +Someone has conacted our dating service and entered your phone because they fancy you!To find out who it is call from landline 09111030116. PoBox12n146tf15,spam +"I’m cool ta luv but v.tired 2 cause i have been doin loads of planning all wk, we have got our social services inspection at the nursery! Take care & spk sn x.",ham +I don know account details..i will ask my mom and send you.my mom is out of reach now.,ham +I think u have the wrong number.,ham +Feel Yourself That You Are Always Happy.. Slowly It Becomes Your Habit & Finally It Becomes Part Of Your Life.. Follow It.. Happy Morning & Have A Happy Day:),ham +DO NOT B LATE LOVE MUM,ham +Got it..mail panren paru..,ham +* Was thinking about chuckin ur red green n black trainners 2 save carryin them bac on train,ham +Give one miss from that number please,ham +Jus came back fr lunch wif my sis only. U leh?,ham +How is your schedule next week? I am out of town this weekend.,ham +Really good:)dhanush rocks once again:),ham +Lmao ok I wont be needing u to do my hair anymore.,ham +"Miss ya, need ya, want ya, love ya.",ham +Sorry i'm not free...,ham +Do u ever get a song stuck in your head for no reason and it won't go away til u listen to it like 5 times?,ham +Nt yet chikku..simple habba..hw abt u?,ham +"Got ur mail Dileep.thank you so muchand look forward to lots of support...very less contacts here,remember one venugopal you mentioned.tomorrow if not late,i shall try to come up till there.goodnight dear.",ham +Sometimes Heart Remembrs someone Very much... Forgets someone soon... Bcoz Heart will not like everyone. But liked ones will be Remembered Everytime... BSLVYL,ham +Joy's father is John. Then John is the NAME of Joy's father. Mandan,ham +Hi 07734396839 IBH Customer Loyalty Offer: The NEW NOKIA6600 Mobile from ONLY £10 at TXTAUCTION!Txt word:START to No:81151 & get Yours Now!4T&,spam +Hi this is yijue... It's regarding the 3230 textbook it's intro to algorithms second edition... I'm selling it for $50...,ham +SMS AUCTION You have won a Nokia 7250i. This is what you get when you win our FREE auction. To take part send Nokia to 86021 now. HG/Suite342/2Lands Row/W1JHL 16+,spam +"K, want us to come by now?",ham +How. Its a little difficult but its a simple way to enter this place,ham +Ha... Both of us doing e same thing. But i got tv 2 watch. U can thk of where 2 go tonight or u already haf smth in mind...,ham +Dont show yourself. How far. Put new pictures up on facebook.,ham +Watching tv now. I got new job :),ham +"Good afternoon sexy buns! How goes the job search ? I wake and you are my first thought as always, my love. I wish your fine and happy and know I adore you!",ham +"I'm not coming over, do whatever you want",ham +"Its ok chikku, and its my 1 of favourite song..:-)",ham +Did u see what I posted on your Facebook?,ham +Call FREEPHONE 0800 542 0578 now!,spam +Buy Space Invaders 4 a chance 2 win orig Arcade Game console. Press 0 for Games Arcade (std WAP charge) See o2.co.uk/games 4 Terms + settings. No purchase,spam +"7 wonders in My WORLD 7th You 6th Ur style 5th Ur smile 4th Ur Personality 3rd Ur Nature 2nd Ur SMS and 1st ""Ur Lovely Friendship""... good morning dear",ham +"Loan for any purpose £500 - £75,000. Homeowners + Tenants welcome. Have you been previously refused? We can still help. Call Free 0800 1956669 or text back 'help'",spam +BIG BROTHER ALERT! The computer has selected u for 10k cash or #150 voucher. Call 09064018838. NTT PO Box CRO1327 18+ BT Landline Cost 150ppm mobiles vary,spam +";-( oh well, c u later",ham +My uncles in Atlanta. Wish you guys a great semester.,ham +No dear i do have free messages without any recharge. Hi hi hi,ham +"Dont search love, let love find U. Thats why its called falling in love, bcoz U dont force yourself, U just fall and U know there is smeone to hold U... BSLVYL",ham +I dun believe u. I thk u told him.,ham +"Do you know why god created gap between your fingers..? So that, One who is made for you comes & fills those gaps by holding your hand with LOVE..!",ham +Yes:)sura in sun tv.:)lol.,ham +Arun can u transfr me d amt,ham +Takin a shower now but yeah I'll leave when I'm done,ham +Am not working but am up to eyes in philosophy so will text u later when a bit more free for chat...,ham +U haven’t lost me ill always b here 4u.i didn’t intend 2 hurt u but I never knew how u felt about me when Iwas+marine&that’s what itried2tell urmom.i careabout u,ham +"WIN: We have a winner! Mr. T. Foley won an iPod! More exciting prizes soon, so keep an eye on ur mobile or visit www.win-82050.co.uk",spam +You bad girl. I can still remember them,ham +How much i gave to you. Morning.,ham +"I hope your alright babe? I worry that you might have felt a bit desparate when you learned the job was a fake ? I am here waiting when you come back, my love",ham +"Hey, can you tell me blake's address? Carlos wanted me to meet him there but I got lost and he's not answering his phone",ham +Can i get your opinion on something first?,ham +That one week leave i put know that time. Why.,ham +"If we hit it off, you can move in with me :)",ham +excellent. I spent <#> years in the Air Force. Iraq and afghanistan. I am stable and honest. do you like traveling?,ham +I wanna watch that movie,ham +Ok lor thanx... Ü in school?,ham +I'm in class. Did you get my text.,ham +The bus leaves at <#> ,ham +God bless.get good sleep my dear...i will pray!,ham +Todays Voda numbers ending 1225 are selected to receive a £50award. If you have a match please call 08712300220 quoting claim code 3100 standard rates app ,spam +Do have a nice day today. I love you so dearly.,ham +Aiyo a bit pai seh ü noe... Scared he dun rem who i am then die... Hee... But he become better lookin oredi leh...,ham +"Aight, I'll ask a few of my roommates",ham +"Now, whats your house # again ? And do you have any beer there ?",ham +Do ü all wan 2 meet up n combine all the parts? How's da rest of da project going?,ham +"""Getting tickets 4 walsall tue 6 th march. My mate is getting me them on sat. ill pay my treat. Want 2 go. Txt bak .Terry""",ham +Yes we are chatting too.,ham +HI ITS JESS I DONT KNOW IF YOU ARE AT WORK BUT CALL ME WHEN U CAN IM AT HOME ALL EVE. XXX,ham +Sian... Aft meeting supervisor got work 2 do liao... U working now?,ham +Are you going to write ccna exam this week??,ham +Well i will watch shrek in 3D!!B),ham +Am i that much dirty fellow?,ham +Dunno dat's wat he told me. Ok lor...,ham +I'll probably be by tomorrow (or even later tonight if something's going on),ham +I couldn't say no as he is a dying man and I feel sad for him so I will go and I just wanted you to know I would probably be gone late into your night,ham +If you're thinking of lifting me one then no.,ham +Same as u... Dun wan... Y u dun like me already ah... Wat u doing now? Still eating?,ham +Sent me ur email id soon,ham +Wat makes some people dearer is not just de happiness dat u feel when u meet them but de pain u feel when u miss dem!!!,ham +"Dude. What's up. How Teresa. Hope you have been okay. When i didnt hear from these people, i called them and they had received the package since dec <#> . Just thot you'ld like to know. Do have a fantastic year and all the best with your reading. Plus if you can really really Bam first aid for Usmle, then your work is done.",ham +Hey gorgeous man. My work mobile number is. Have a good one babe. Squishy Mwahs.,ham +May i call You later Pls,ham +"Hottest pics straight to your phone!! See me getting Wet and Wanting, just for you xx Text PICS to 89555 now! txt costs 150p textoperator g696ga 18 XxX",spam +That's the way you should stay oh.,ham +Hello- thanx for taking that call. I got a job! Starts on monday!,ham +What time is ur flight tmr?,ham +When should I come over?,ham +I have a rather prominent bite mark on my right cheek,ham +* Will be september by then!,ham +Are you wet right now?,ham +And how's your husband.,ham +"Hack Chat. Get backdoor entry into 121 chat rooms at a fraction of the cost. Reply NEO69 or call 09050280520, to subscribe 25p pm. DPS, Bcm box 8027 Ldn, wc1n3xx",spam +Are we doing the norm tomorrow? I finish just a 4.15 cos of st tests. Need to sort library stuff out at some point tomo - got letter from today - access til end march so i better get move on!,ham +Yeah. I got a list with only u and Joanna if I'm feeling really anti social,ham +I am in your office na.,ham +"""Are you comingdown later?""",ham +Super da:)good replacement for murali,ham +Da is good good player.why he is unsold.,ham +Hi. || Do u want | to join me with sts later? || Meeting them at five. || Call u after class.,ham +Its on in engalnd! But telly has decided it won't let me watch it and mia and elliot were kissing! Damn it!,ham +"FREE NOKIA Or Motorola with upto 12mths 1/2price linerental, 500 FREE x-net mins&100txt/mth FREE B'tooth*. Call Mobileupd8 on 08001950382 or call 2optout/D3WV",spam +I dont want to hear philosophy. Just say what happen,ham +You got job in wipro:)you will get every thing in life in 2 or 3 years.,ham +Then cant get da laptop? My matric card wif ü lei... ,ham +Dunno da next show aft 6 is 850. Toa payoh got 650.,ham +"This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08718726970 NOW! Only 10p per min. BT-national-rate ",spam +I just made some payments so dont have that much. Sorry. Would you want it fedex or the other way.,ham +They did't play one day last year know even though they have very good team.. Like india.,ham +K.:)you are the only girl waiting in reception ah?,ham +"Say this slowly.? GOD,I LOVE YOU & I NEED YOU,CLEAN MY HEART WITH YOUR BLOOD.Send this to Ten special people & u c miracle tomorrow, do it,pls,pls do it...",ham +I hate when she does this. She turns what should be a fun shopping trip into an annoying day of how everything would look in her house.,ham +"Sir, i am waiting for your call.",ham +What's up. Do you want me to come online?,ham +"It could work, we'll reach a consensus at the next meeting",ham +Aiyah then i wait lor. Then u entertain me. Hee...,ham +"The last thing i ever wanted to do was hurt you. And i didn't think it would have. You'd laugh, be embarassed, delete the tag and keep going. But as far as i knew, it wasn't even up. The fact that you even felt like i would do it to hurt you shows you really don't know me at all. It was messy wednesday, but it wasn't bad. The problem i have with it is you HAVE the time to clean it, but you choose not to. You skype, you take pictures, you sleep, you want to go out. I don't mind a few things here and there, but when you don't make the bed, when you throw laundry on top of it, when i can't have a friend in the house because i'm embarassed that there's underwear and bras strewn on the bed, pillows on the floor, that's something else. You used to be good about at least making the bed.",ham +I'll let you know when it kicks in,ham +You call him now ok i said call him,ham +Call to the number which is available in appointment. And ask to connect the call to waheed fathima.,ham +Or ü go buy wif him then i meet ü later can?,ham +Mmmm ... Fuck ... Not fair ! You know my weaknesses ! *grins* *pushes you to your knee's* *exposes my belly and pulls your head to it* Don't forget ... I know yours too *wicked smile*,ham +Today my system sh get ready.all is well and i am also in the deep well,ham +Mom wants to know where you at,ham +"Aight, I'll text you when I'm back",ham +Dont know supports ass and srt i thnk. I think ps3 can play through usb too,ham +Oh ok i didnt know what you meant. Yep i am baby jontin,ham +You have WON a guaranteed £1000 cash or a £2000 prize.To claim yr prize call our customer service representative on,spam +Would you like to see my XXX pics they are so hot they were nearly banned in the uk!,spam +HMV BONUS SPECIAL 500 pounds of genuine HMV vouchers to be won. Just answer 4 easy questions. Play Now! Send HMV to 86688 More info:www.100percent-real.com,spam +Watching tv now. I got new job :),ham +This pen thing is beyond a joke. Wont a Biro do? Don't do a masters as can't do this ever again! ,ham +I AM AT A PARTY WITH ALEX NICHOLS,ham +U have a secret admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09058094594,spam +Just seeing your missed call my dear brother. Do have a gr8 day.,ham +Ok.. Ü finishing soon?,ham +"Sorry, I can't help you on this.",ham +"Come to me, slave. Your doing it again ... Going into your shell and unconsciously avoiding me ... You are making me unhappy :-(",ham +I love your ass! Do you enjoy doggy style? :),ham +I think asking for a gym is the excuse for lazy people. I jog.,ham +Dear 0776xxxxxxx U've been invited to XCHAT. This is our final attempt to contact u! Txt CHAT to 86688 150p/MsgrcvdHG/Suite342/2Lands/Row/W1J6HL LDN 18yrs ,spam +Urgent! Please call 09061743811 from landline. Your ABTA complimentary 4* Tenerife Holiday or £5000 cash await collection SAE T&Cs Box 326 CW25WX 150ppm,spam +No. On the way home. So if not for the long dry spell the season would have been over,ham +I gotta collect da car at 6 lei.,ham +Ok but knackered. Just came home and went to sleep! Not good at this full time work lark.,ham +Probably earlier than that if the station's where I think it is,ham +CALL 09090900040 & LISTEN TO EXTREME DIRTY LIVE CHAT GOING ON IN THE OFFICE RIGHT NOW TOTAL PRIVACY NO ONE KNOWS YOUR [sic] LISTENING 60P MIN 24/7MP 0870753331018+,spam +Good Morning plz call me sir,ham +"FreeMsg Hey U, i just got 1 of these video/pic fones, reply WILD to this txt & ill send U my pics, hurry up Im so bored at work xxx (18 150p/rcvd STOP2stop)",spam +"Uh, heads up we don't have THAT much left",ham +I tot u outside cos darren say u come shopping. Of course we nice wat. We jus went sim lim look at mp3 player.,ham +"Aight, sounds good. When do you want me to come down?",ham +Wat would u like 4 ur birthday?,ham +I love working from home :),ham +And miss vday the parachute and double coins??? U must not know me very well...,ham +"Sorry, I'll call later",ham +My sister got placed in birla soft da:-),ham +Free entry in 2 a weekly comp for a chance to win an ipod. Txt POD to 80182 to get entry (std txt rate) T&C's apply 08452810073 for details 18+,spam +Wah... Okie okie... Muz make use of e unlimited... Haha... ,ham +"There're some people by mu, I'm at the table by lambda",ham +And stop being an old man. You get to build snowman snow angels and snowball fights.,ham +ELLO BABE U OK?,ham +Hello beautiful r u ok? I've kinda ad a row wiv and he walked out the pub?? I wanted a night wiv u Miss u ,ham +Then u going ikea str aft dat?,ham +Becoz its <#> jan whn al the post ofice is in holiday so she cn go fr the post ofice...got it duffer,ham +Lol grr my mom is taking forever with my prescription. Pharmacy is like 2 minutes away. Ugh.,ham +For real tho this sucks. I can't even cook my whole electricity is out. And I'm hungry.,ham +You want to go? ,ham +New TEXTBUDDY Chat 2 horny guys in ur area 4 just 25p Free 2 receive Search postcode or at gaytextbuddy.com. TXT ONE name to 89693. 08715500022 rpl Stop 2 cnl,spam +Its not that time of the month nor mid of the time?,ham +Fffff. Can you text kadeem or are you too far gone,ham +We not leaving yet. Ok lor then we go elsewhere n eat. U thk...,ham +Is fujitsu s series lifebook good?,ham +Yar i wanted 2 scold u yest but late already... I where got zhong se qing you? If u ask me b4 he ask me then i'll go out w u all lor. N u still can act so real.,ham +Dont know you bring some food,ham +No current and food here. I am alone also,ham +I'll be in sch fr 4-6... I dun haf da book in sch... It's at home...,ham +Hello. They are going to the village pub at 8 so either come here or there accordingly. Ok?,ham +Ok,ham +We don call like <#> times oh. No give us hypertension oh.,ham +"Dont give a monkeys wot they think and i certainly don't mind. Any friend of mine&all that! Just don't sleep wiv , that wud be annoyin!",ham +Omg it could snow here tonite!,ham +Call from 08702490080 - tells u 2 call 09066358152 to claim £5000 prize. U have 2 enter all ur mobile & personal details @ the prompts. Careful!,spam +Free 1st week entry 2 TEXTPOD 4 a chance 2 win 40GB iPod or £250 cash every wk. Txt VPOD to 81303 Ts&Cs www.textpod.net custcare 08712405020.,spam +Carry on not disturbing both of you,ham +What pa tell me.. I went to bath:-),ham +Jus finished avatar nigro,ham +R u over scratching it?,ham +Hope you are having a great day.,ham +Did either of you have any idea's? Do you know of anyplaces doing something?,ham +"My planning usually stops at ""find hella weed, smoke hella weed""",ham +"The fact that you're cleaning shows you know why i'm upset. Your priority is constantly ""what i want to do,"" not ""what i need to do.""",ham +Excellent! Are you ready to moan and scream in ecstasy?,ham +More people are dogging in your area now. Call 09090204448 and join like minded guys. Why not arrange 1 yourself. There's 1 this evening. A£1.50 minAPN LS278BB,spam +Dude avatar 3d was imp. At one point i thought there were actually flies in the room and almost tried hittng one as a reflex,ham +"WELL DONE! Your 4* Costa Del Sol Holiday or £5000 await collection. Call 09050090044 Now toClaim. SAE, TCs, POBox334, Stockport, SK38xh, Cost£1.50/pm, Max10mins",spam +K...k:)why cant you come here and search job:),ham +I got lousy sleep. I kept waking up every 2 hours to see if my cat wanted to come in. I worry about him when its cold :(,ham +"Yeah, I'll leave in a couple minutes & let you know when I get to mu",ham +Can ü call me at 10:10 to make sure dat i've woken up...,ham +Hey we can go jazz power yoga hip hop kb and yogasana ,ham +The battery is for mr adewale my uncle. Aka Egbon,ham +I cant pick the phone right now. Pls send a message,ham +Wait 2 min..stand at bus stop,ham +Oh ic. I thought you meant mary jane.,ham +Haha... Really oh no... How? Then will they deduct your lesson tmr?,ham +Nah im goin 2 the wrks with j wot bout u?,ham +Then just eat a shit and wait for ur monkey face bitch.......... U asshole..................,ham +Good night. Am going to sleep.,ham +"Aight I'll grab something to eat too, text me when you're back at mu",ham +K...k:)why cant you come here and search job:),ham +Take something for pain. If it moves however to any side in the next 6hrs see a doctor.,ham +"Lol ... Oh no babe, I wont be sliding into your place after midnight, but thanks for the invite",ham +Howz that persons story,ham +Guess what! Somebody you know secretly fancies you! Wanna find out who it is? Give us a call on 09065394973 from Landline DATEBox1282EssexCM61XN 150p/min 18,spam +LOL that would be awesome payback.,ham +it to 80488. Your 500 free text messages are valid until 31 December 2005.,spam +Yes :)it completely in out of form:)clark also utter waste.,ham +"Honeybee Said: *I'm d Sweetest in d World* God Laughed & Said: *Wait,U Havnt Met d Person Reading This Msg* MORAL: Even GOD Can Crack Jokes! GM+GN+GE+GN:)",ham +Thanks. It was only from tescos but quite nice. All gone now. Speak soon ,ham +What's a feathery bowa? Is that something guys have that I don't know about?,ham +Even i cant close my eyes you are in me our vava playing umma :-D,ham +2 laptop... I noe infra but too slow lar... I wan fast one,ham +You have won a guaranteed £200 award or even £1000 cashto claim UR award call free on 08000407165 (18+) 2 stop getstop on 88222 PHP,spam +Nvm it's ok...,ham +Enjoy ur life. . Good night,ham +Yes but can we meet in town cos will go to gep and then home. You could text at bus stop. And don't worry we'll have finished by march … ish!,ham +I had askd u a question some hours before. Its answer,ham +Thats cool. Where should i cum? On you or in you? :),ham +Delhi and chennai still silent.,ham +Lol alright i was thinkin that too haha,ham +Reply to win £100 weekly! Where will the 2006 FIFA World Cup be held? Send STOP to 87239 to end service,spam +No I'm in the same boat. Still here at my moms. Check me out on yo. I'm half naked.,ham +Shhhhh nobody is supposed to know!,ham +"Sorry, I'll call later",ham +"Sorry, I'll call later in meeting any thing related to trade please call Arul. <#> ",ham +Hey i will be late... i'm at amk. Need to drink tea or coffee,ham +I wnt to buy a BMW car urgently..its vry urgent.but hv a shortage of <#> Lacs.there is no source to arng dis amt. <#> lacs..thats my prob,ham +Urgent! Please call 09061743810 from landline. Your ABTA complimentary 4* Tenerife Holiday or #5000 cash await collection SAE T&Cs Box 326 CW25WX 150 ppm,spam +The length is e same but e top shorter n i got a fringe now. I thk i'm not going liao. Too lazy. Dun wan 2 distract u also.,ham +S..antha num corrct dane,ham +No calls..messages..missed calls,ham +"Sorry, I'll call later",ham +The basket's gettin full so I might be by tonight,ham +HI DARLIN IVE JUST GOT BACK AND I HAD A REALLY NICE NIGHT AND THANKS SO MUCH FOR THE LIFT SEE U TOMORROW XXX,ham +No other Valentines huh? The proof is on your fb page. Ugh I'm so glad I really DIDN'T watch your rupaul show you TOOL!,ham +Free tones Hope you enjoyed your new content. text stop to 61610 to unsubscribe. help:08712400602450p Provided by tones2you.co.uk,spam +Eh den sat u book e kb liao huh...,ham +Have you been practising your curtsey?,ham +Shall i come to get pickle,ham +Lol boo I was hoping for a laugh,ham +"""YEH I AM DEF UP4 SOMETHING SAT,JUST GOT PAYED2DAY & I HAVBEEN GIVEN A£50 PAY RISE 4MY WORK & HAVEBEEN MADE PRESCHOOLCO-ORDINATOR 2I AM FEELINGOOD LUV""",ham +"Well, I have to leave for my class babe ... You never came back to me ... :-( ... Hope you have a nice sleep, my love",ham +LMAO where's your fish memory when I need it?,ham +But i'll b going 2 sch on mon. My sis need 2 take smth.,ham +Idea will soon get converted to live:),ham +TheMob>Yo yo yo-Here comes a new selection of hot downloads for our members to get for FREE! Just click & open the next link sent to ur fone...,spam +S....s...india going to draw the series after many years in south african soil..,ham +"Goodmorning, today i am late for <DECIMAL> min.",ham +Can't take any major roles in community outreach. You rock mel,ham +Shopping lor. Them raining mah hard 2 leave orchard.,ham +Hi here. have birth at on the to at 8lb 7oz. Mother and baby doing brilliantly.,ham +See the forwarding message for proof,ham +"I can't keep going through this. It was never my intention to run you out, but if you choose to do that rather than keep the room clean so *I* don't have to say no to visitors, then maybe that's the best choice. Yes, I wanted you to be embarassed, so maybe you'd feel for once how I feel when i have a friend who wants to drop buy and i have to say no, as happened this morning. I've tried everything. I don't know what else to do.",ham +Dunno lei... I thk mum lazy to go out... I neva ask her yet...,ham +"Do whatever you want. You know what the rules are. We had a talk earlier this week about what had to start happening, you showing responsibility. Yet, every week it's can i bend the rule this way? What about that way? Do whatever. I'm tired of having thia same argument with you every week. And a <#> movie DOESNT inlude the previews. You're still getting in after 1.",ham +"Beautiful Truth against Gravity.. Read carefully: ""Our heart feels light when someone is in it.. But it feels very heavy when someone leaves it.."" GOODMORNING",ham +Great News! Call FREEFONE 08006344447 to claim your guaranteed £1000 CASH or £2000 gift. Speak to a live operator NOW!,spam +Ambrith..madurai..met u in arun dha marrge..remembr?,ham +Just re read it and I have no shame but tell me how he takes it and if he runs I will blame u 4 ever!! Not really 4 ever just a long time ,ham +"Princess, is your kitty shaved or natural?",ham +"Better than bb. If he wont use it, his wife will or them doctor",ham +Ya it came a while ago,ham +From tomorrow onwards eve 6 to 3 work.,ham +Anything lor but toa payoh got place 2 walk meh...,ham +"I don't have anybody's number, I still haven't thought up a tactful way to ask alex",ham +"U can WIN £100 of Music Gift Vouchers every week starting NOW Txt the word DRAW to 87066 TsCs www.ldew.com SkillGame,1Winaweek, age16.150ppermessSubscription",spam +Is there any movie theatre i can go to and watch unlimited movies and just pay once?,ham +U having lunch alone? I now so bored...,ham +"Yes obviously, but you are the eggs-pert and the potato head… Speak soon! ",ham +"Nah man, my car is meant to be crammed full of people",ham +No got new job at bar in airport on satsgettin 4.47per hour but means no lie in! keep in touch,ham +Kallis is ready for bat in 2nd innings,ham +Thanx but my birthday is over already.,ham +"Ugh y can't u just apologize, admit u were wrong and ask me to take u back?",ham +"I noe la... U wana pei bf oso rite... K lor, other days den...",ham +"Yes, i'm small kid.. And boost is the secret of my energy..",ham +IM GONNA MISS U SO MUCH,ham +Is avatar supposed to have subtoitles,ham +Simply sitting and watching match in office..,ham +You can jot down things you want to remember later.,ham +Oh sorry please its over,ham +Hey are we going for the lo lesson or gym? ,ham +"Dont pack what you can buy at any store.like cereals. If you must pack food, pack gari or something 9ja that you will miss.",ham +You always make things bigger than they are,ham +Ü dun wan to watch infernal affair?,ham +"Me not waking up until 4 in the afternoon, sup",ham +4mths half price Orange line rental & latest camera phones 4 FREE. Had your phone 11mths ? Call MobilesDirect free on 08000938767 to update now! or2stoptxt,spam +I can send you a pic if you like :),ham +Okay... I booked all already... Including the one at bugis.,ham +"Aight fuck it, I'll get it later",ham +No de. But call me after some time. Ill tell you k,ham +So dont use hook up any how,ham +How much is blackberry bold2 in nigeria.,ham +Hi where you. You in home or calicut?,ham +Hey darlin.. i can pick u up at college if u tell me wen & where 2 mt.. love Pete xx,ham +"Call 09094100151 to use ur mins! Calls cast 10p/min (mob vary). Service provided by AOM, just GBP5/month. AOM Box61,M60 1ER until u stop. Ages 18+ only!",spam +"Oh... I was thkin of goin yogasana at 10 den no nd to go at 3 den can rush to parco 4 nb... Okie lor, u call me when ready...",ham +Y so late but i need to go n get da laptop...,ham +"Sir, I am waiting for your mail.",ham +.Please charge my mobile when you get up in morning.,ham +"Nothing, i got msg frm tht unknown no..",ham +Ugh fuck it I'm resubbing to eve,ham +He didn't see his shadow. We get an early spring yay,ham +I did. One slice and one breadstick. Lol,ham +"Hey ! I want you ! I crave you ! I miss you ! I need you ! I love you, Ahmad Saeed al Hallaq ...",ham +Is there any training tomorrow?,ham +"URGENT! Your mobile No *********** WON a £2,000 Bonus Caller Prize on 02/06/03! This is the 2nd attempt to reach YOU! Call 09066362220 ASAP! BOX97N7QP, 150ppm",spam +Pass dis to all ur contacts n see wat u get! Red;i'm in luv wid u. Blue;u put a smile on my face. Purple;u r realy hot. Pink;u r so swt. Orange;i thnk i lyk u. Green;i realy wana go out wid u. Yelow;i wnt u bck. Black;i'm jealous of u. Brown;i miss you Nw plz giv me one color,ham +Cos daddy arranging time c wat time fetch ü mah...,ham +Then. You are eldest know.,ham +Who's there say hi to our drugdealer,ham +Its hard to believe things like this. All can say lie but think twice before saying anything to me.,ham +"Eerie Nokia tones 4u, rply TONE TITLE to 8007 eg TONE DRACULA to 8007 Titles: GHOST, ADDAMSFA, MUNSTERS, EXORCIST, TWILIGHT www.getzed.co.uk POBox36504W45WQ 150p ",spam +Sexy Singles are waiting for you! Text your AGE followed by your GENDER as wither M or F E.G.23F. For gay men text your AGE followed by a G. e.g.23G.,spam +Good night my dear.. Sleepwell&Take care,ham +That is wondarfull song,ham +"FreeMsg: Claim ur 250 SMS messages-Text OK to 84025 now!Use web2mobile 2 ur mates etc. Join Txt250.com for 1.50p/wk. T&C BOX139, LA32WU. 16 . Remove txtX or stop",spam +Yar lor actually we quite fast... Cos da ge slow wat... Haha...,ham +Must come later.. I normally bathe him in da afternoon mah..,ham +"Trust me. Even if isn't there, its there.",ham +Hey hun-onbus goin 2 meet him. He wants 2go out 4a meal but I donyt feel like it cuz have 2 get last bus home!But hes sweet latelyxxx,ham +85233 FREE>Ringtone!Reply REAL,spam +I can take you at like noon,ham +Where is it. Is there any opening for mca.,ham +I'm aight. Wat's happening on your side.,ham +I'm done oredi...,ham +"you are sweet as well, princess. Please tell me your likes and dislikes in bed...",ham +How are you. Wish you a great semester,ham +Moji i love you more than words. Have a rich day,ham +Dude how do you like the buff wind.,ham +"""alright babe, justthought i’d sayhey! how u doin?nearly the endof me wk offdam nevamind!We will have 2Hook up sn if uwant m8? loveJen x.""",ham +Well done ENGLAND! Get the official poly ringtone or colour flag on yer mobile! text TONE or FLAG to 84199 NOW! Opt-out txt ENG STOP. Box39822 W111WX £1.50,spam +"No i'm not. I can't give you everything you want and need. You actually could do better for yourself on yor own--you've got more money than i do. I can't get work, i can't get a man, i can't pay the rent, i can't even fill my fucking gas tank. yes, i'm stressed and depressed. I didn't even call home for thanksgiving cuz i'll have to tell them i,m up to nothing.",ham +S:-)kallis wont play in first two odi:-),ham +Then get some cash together and I'll text jason,ham +"Oh, my love, it's soooo good to hear from you. Omg I missed you so much today. I'm sorry your having problems with the provider but thank you for tming me",ham +"Final Chance! Claim ur £150 worth of discount vouchers today! Text YES to 85023 now! SavaMob, member offers mobile! T Cs SavaMob POBOX84, M263UZ. £3.00 Subs 16",spam +PRIVATE! Your 2004 Account Statement for 07742676969 shows 786 unredeemed Bonus Points. To claim call 08719180248 Identifier Code: 45239 Expires,spam +"Probably, want to pick up more?",ham +I'm done...,ham +Are you the cutest girl in the world or what,ham +"No dice, art class 6 thru 9 :( thanks though. Any idea what time I should come tomorrow?",ham +"SMS SERVICES. for your inclusive text credits, pls goto www.comuk.net login= ***** unsubscribe with STOP. no extra charge. help:08700469649. PO BOX420. IP4 5WE",spam +Oh Howda gud gud.. Mathe en samachara chikku:-),ham +I thk 530 lor. But dunno can get tickets a not. Wat u doing now?,ham +Audrie lousy autocorrect,ham +Its a site to simulate the test. It just gives you very tough questions to test your readiness.,ham +Anyway seriously hit me up when you're back because otherwise I have to light up with armand and he always has shit and/or is vomiting,ham +I fetch yun or u fetch?,ham +Thank you. I like you as well...,ham +"Hmmm ... And imagine after you've come home from that having to rub my feet, make me dinner and help me get ready for my date ! Are you sure your ready for that kind of life ?",ham +"FREE2DAY sexy St George's Day pic of Jordan!Txt PIC to 89080 dont miss out, then every wk a saucy celeb!4 more pics c PocketBabe.co.uk 0870241182716 £3/wk",spam +Lara said she can loan me <#> .,ham +Do we have any spare power supplies,ham +Yar he quite clever but aft many guesses lor. He got ask me 2 bring but i thk darren not so willing 2 go. Aiya they thk leona still not attach wat.,ham +You are a winner you have been specially selected to receive £1000 cash or a £2000 award. Speak to a live operator to claim call 087123002209am-7pm. Cost 10p,spam +"Yeah, don't go to bed, I'll be back before midnight",ham +"Sunshine Hols. To claim ur med holiday send a stamped self address envelope to Drinks on Us UK, PO Box 113, Bray, Wicklow, Eire. Quiz Starts Saturday! Unsub Stop",spam +Well I wasn't available as I washob nobbing with last night so they had to ask Nickey Platt instead of me!;,ham +"It's that time of the week again, ryan",ham +Wish u many many returns of the day.. Happy birthday vikky..,ham +"U can WIN £100 of Music Gift Vouchers every week starting NOW Txt the word DRAW to 87066 TsCs www.Idew.com SkillGame, 1Winaweek, age16. 150ppermessSubscription",spam +I hope you know I'm still mad at you.,ham +"Argh my 3g is spotty, anyway the only thing I remember from the research we did was that province and sterling were the only problem-free places we looked at",ham +In xam hall boy asked girl Tell me the starting term for dis answer I can den manage on my own After lot of hesitation n lookin around silently she said THE! intha ponnungale ipaditan;),ham +Do you know when the result.,ham ++123 Congratulations - in this week's competition draw u have won the £1450 prize to claim just call 09050002311 b4280703. T&Cs/stop SMS 08718727868. Over 18 only 150ppm,spam +"Beautiful Truth against Gravity.. Read carefully: ""Our heart feels light when someone is in it.. But it feels very heavy when someone leaves it.."" GOOD NIGHT",ham +"Sorry im getting up now, feel really bad- totally rejected that kinda me thing.",ham +You do got a shitload of diamonds though,ham +Tessy..pls do me a favor. Pls convey my birthday wishes to Nimya..pls dnt forget it. Today is her birthday Shijas,ham +Well I'm going to be an aunty!,ham +Mine here like all fr china then so noisy.,ham +Later i guess. I needa do mcat study too.,ham +S...from the training manual it show there is no tech process:)its all about password reset and troubleshooting:),ham +Your B4U voucher w/c 27/03 is MARSMS. Log onto www.B4Utele.com for discount credit. To opt out reply stop. Customer care call 08717168528,spam +"Spoke with uncle john today. He strongly feels that you need to sacrifice to keep me here. He's going to call you. When he does, i beg you to just listen. Dont make any promises or make it clear things are not easy. And i need you to please let us work things out. As long as i keep expecting help, my creativity will be stifled so pls just keep him happy, no promises on your part.",ham +If he started searching he will get job in few days.he have great potential and talent.,ham +"Carlos took a while (again), we leave in a minute",ham +Well done and ! luv ya all ,ham +Then why you came to hostel.,ham +K still are you loving me.,ham +But i juz remembered i gotta bathe my dog today..,ham +After the drug she will be able to eat.,ham +Alright took the morphine. Back in yo.,ham +You see the requirements please,ham +You stayin out of trouble stranger!!saw Dave the other day he’s sorted now!still with me bloke when u gona get a girl MR!ur mum still Thinks we will get 2GETHA! ,ham +FreeMsg: Hey - I'm Buffy. 25 and love to satisfy men. Home alone feeling randy. Reply 2 C my PIX! QlynnBV Help08700621170150p a msg Send stop to stop txts,spam +"Sunshine Hols. To claim ur med holiday send a stamped self address envelope to Drinks on Us UK, PO Box 113, Bray, Wicklow, Eire. Quiz Starts Saturday! Unsub Stop",spam +So can collect ur laptop?,ham +"Ok. Can be later showing around 8-8:30 if you want + cld have drink before. Wld prefer not to spend money on nosh if you don't mind, as doing that nxt wk.",ham +I will once i get home,ham +Waaaat?? Lololo ok next time then!,ham +"The table's occupied, I'm waiting by the tree",ham +I surely dont forgot to come:)i will always be in touch in with you:-),ham +Hi kindly give us back our documents which we submitted for loan from STAPATI,ham +I dont have i shall buy one dear,ham +Oh god i am happy to see your message after 3 days,ham +What year. And how many miles.,ham +Hey cutie. How goes it? Here in WALES its kinda ok. There is like hills and shit but i still avent killed myself. ,ham +"Sad story of a Man - Last week was my b'day. My Wife did'nt wish me. My Parents forgot n so did my Kids . I went to work. Even my Colleagues did not wish. As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch. After lunch she invited me to her apartment. We went there. She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife, My Parents, My Kidz, My Friends n My Colleagues. All screaming.. SURPRISE !! and I was waiting on the sofa.. ... ..... ' NAKED...!",ham +I think you should go the honesty road. Call the bank tomorrow. Its the tough decisions that make us great people.,ham +FREE for 1st week! No1 Nokia tone 4 ur mob every week just txt NOKIA to 87077 Get txting and tell ur mates. zed POBox 36504 W45WQ norm150p/tone 16+,spam +No. Its not specialisation. Can work but its slave labor. Will look for it this month sha cos no shakara 4 beggar.,ham +Is she replying. Has boye changed his phone number,ham +"1) Go to write msg 2) Put on Dictionary mode 3)Cover the screen with hand, 4)Press <#> . 5)Gently remove Ur hand.. Its interesting..:)",ham +hi my darlin im on my way to London and we have just been smashed into by another driver! and have a big dent! im really missing u what have u been up to? xxx,ham +"Nothing really, just making sure everybody's up to speed",ham +I'm not coming home 4 dinner.,ham +"Thank you. And by the way, I just lost.",ham +Yes.he have good crickiting mind,ham +Thx. All will be well in a few months,ham +"Shop till u Drop, IS IT YOU, either 10K, 5K, £500 Cash or £100 Travel voucher, Call now, 09064011000. NTT PO Box CR01327BT fixedline Cost 150ppm mobile vary",spam +"""CAN I PLEASE COME UP NOW IMIN TOWN.DONTMATTER IF URGOIN OUTL8R,JUST REALLYNEED 2DOCD.PLEASE DONTPLEASE DONTIGNORE MYCALLS,U NO THECD ISV.IMPORTANT TOME 4 2MORO""",ham +I wont. So wat's wit the guys,ham +Yavnt tried yet and never played original either,ham +"Hiya, had a good day? Have you spoken to since the weekend?",ham +See? I thought it all through,ham +I'm at work. Please call,ham +get ready to moan and scream :),ham +Oh k :)why you got job then whats up?,ham +"I don,t think so. You don't need to be going out that late on a school night. ESPECIALLY when the one class you have is the one you missed last wednesday and probably failed a test in on friday",ham +And popping <#> ibuprofens was no help.,ham +"Babe ! How goes that day ? What are you doing ? Where are you ? I sip my cappuccino and think of you, my love ... I send a kiss to you from across the sea",ham +Ok.,ham +PS U no ur a grown up now right?,ham +"Chinatown got porridge, claypot rice, yam cake, fishhead beehoon... Either we eat cheap den go cafe n tok or go nydc or somethin...",ham +I know a few people I can hit up and fuck to the yes,ham +Purity of friendship between two is not about smiling after reading the forwarded message..Its about smiling just by seeing the name. Gud evng,ham +So is there anything specific I should be doing with regards to jaklin or what because idk what the fuck,ham +Oh god. I'm gonna Google nearby cliffs now.,ham +FREE camera phones with linerental from 4.49/month with 750 cross ntwk mins. 1/2 price txt bundle deals also avble. Call 08001950382 or call2optout/J MF,spam +Yup i shd haf ard 10 pages if i add figures... Ü all got how many pages?,ham +"Ooh, 4got, i'm gonna start belly dancing in moseley weds 6.30 if u want 2 join me, they have a cafe too. ",ham +Thankyou so much for the call. I appreciate your care.,ham +Congrats ! Treat pending.i am not on mail for 2 days.will mail once thru.Respect mother at home.check mails.,ham +I called but no one pick up e phone. I ask both of them already they said ok.,ham +Hi my email address has changed now it is ,ham +"V-aluable. A-ffectionate. L-oveable. E-ternal. N-oble. T-ruthful. I-ntimate. N-atural. E-namous. Happy ""VALENTINES DAY"" in advance",ham +"Not much, just some textin'. How bout you?",ham +Bring it if you got it,ham +I'm in a movie. Call me 4 wat?,ham +Not sure I have the stomach for it ...,ham +Haha... can... But i'm having dinner with my cousin...,ham +"A boy was late 2 home. His father: ""POWER OF FRNDSHIP""",ham +"(And my man carlos is definitely coming by mu tonight, no excuses)",ham +soon you will have the real thing princess! Do i make you wet? :),ham +Raji..pls do me a favour. Pls convey my Birthday wishes to Nimya. Pls. Today is her birthday.,ham +"Haha, my legs and neck are killing me and my amigos are hoping to end the night with a burn, think I could swing by in like an hour?",ham +"URGENT! Your mobile No 07xxxxxxxxx won a £2,000 bonus caller prize on 02/06/03! this is the 2nd attempt to reach YOU! call 09066362231 ASAP! BOX97N7QP, 150PPM",spam +Usually the body takes care of it buy making sure it doesnt progress. Can we pls continue this talk on saturday.,ham +"URGENT!! Your 4* Costa Del Sol Holiday or £5000 await collection. Call 09050090044 Now toClaim. SAE, TC s, POBox334, Stockport, SK38xh, Cost£1.50/pm, Max10mins",spam +"Hmm well, night night ",ham +Just wanted to say holy shit you guys weren't kidding about this bud,ham +"Just gettin a bit arty with my collages at the mo, well tryin 2 ne way! Got a roast in a min lovely i shall enjoy that!",ham +"This is one of the days you have a billion classes, right?",ham +"Goodmorning, today i am late for 2hrs. Because of back pain.",ham +Ok then i'll let him noe later n ask him call u tmr...,ham +Prabha..i'm soryda..realy..frm heart i'm sory,ham +OK i'm waliking ard now... Do u wan me 2 buy anything go ur house?,ham +* Will have two more cartons off u and is very pleased with shelves,ham +Nice talking to you! please dont forget my pix :) i want to see all of you...,ham +You have WON a guaranteed £1000 cash or a £2000 prize. To claim yr prize call our customer service representative on 08714712379 between 10am-7pm Cost 10p,spam +But really quite funny lor wat... Then u shd haf run shorter distance wat...,ham +I notice you like looking in the shit mirror youre turning into a right freak,ham +Great. I was getting worried about you. Just know that a wonderful and caring person like you will have only the best in life. Know that u r wonderful and God's love is yours.,ham +"Thanks for your ringtone order, ref number K718. Your mobile will be charged £4.50. Should your tone not arrive please call customer services on 09065069120",spam +"I prefer my free days... Tues, wed, fri oso can... Ü ask those workin lor...",ham +Alrite jod hows the revision goin? Keris bin doin a smidgin. N e way u wanna cum over after college?xx,ham +If you have belive me. Come to my home.,ham +Oh k.k..where did you take test?,ham +Those were my exact intentions,ham +haha but no money leh... Later got to go for tuition... Haha and looking for empty slots for driving lessons,ham +"Hey... Thk we juz go accordin to wat we discussed yest lor, except no kb on sun... Cos there's nt much lesson to go if we attend kb on sat...",ham +"K, wen ur free come to my home and also tel vikky i hav sent mail to him also.. Better come evening il be free today aftr 6pm..:-)",ham +Nothing just getting msgs by dis name wit different no's..,ham +Good Morning plz call me sir,ham +What's your room number again? Wanna make sure I'm knocking on the right door,ham +"""Si.como no?!listened2the plaid album-quite gd&the new air1 which is hilarious-also bought”braindance”a comp.ofstuff on aphex’s ;abel,u hav2hear it!c u sn xxxx""",ham +Pls tell nelson that the bb's are no longer comin. The money i was expecting aint coming,ham +"Give her something to drink, if she takes it and doesn't vomit then you her temp might drop. If she unmits however let me know.",ham +Think you sent the text to the home phone. That cant display texts. If you still want to send it his number is,ham +Every day i use to sleep after <#> so only.,ham +K I'll call you when I'm close,ham +U buy newspapers already?,ham +Nope wif my sis lor... Aft bathing my dog then i can bathe... Looks like it's going 2 rain soon.,ham +Boo I'm on my way to my moms. She's making tortilla soup. Yummmm,ham +No management puzzeles.,ham +How did you find out in a way that didn't include all of these details,ham +"Hi ya babe x u 4goten bout me?' scammers getting smart..Though this is a regular vodafone no, if you respond you get further prem rate msg/subscription. Other nos used also. Beware!",spam +Back 2 work 2morro half term over! Can U C me 2nite 4 some sexy passion B4 I have 2 go back? Chat NOW 09099726481 Luv DENA Calls £1/minMobsmoreLKPOBOX177HP51FL,spam +will you like to be spoiled? :),ham +"Thanks for your ringtone order, ref number R836. Your mobile will be charged £4.50. Should your tone not arrive please call customer services on 09065069154",spam +I am getting threats from your sales executive Shifad as i raised complaint against him. Its an official message.,ham +hope things went well at 'doctors' ;) reminds me i still need 2go.did u c d little thing i left in the lounge?,ham +Den wat will e schedule b lk on sun?,ham +Lol enjoy role playing much?,ham +Ok. Me watching tv too.,ham +"I just lov this line: ""Hurt me with the truth, I don't mind,i wil tolerat.bcs ur my someone..... But, Never comfort me with a lie"" gud ni8 and sweet dreams",ham +"Just checked out, heading out to drop off my stuff now",ham +Here got lots of hair dresser fr china.,ham +Sad story of a Man - Last week was my b'day. My Wife did'nt wish me. My Parents forgot n so did my Kids . I went to work. Even my Colleagues did not wish.,ham +Ill call you evening ill some ideas.,ham +SplashMobile: Choose from 1000s of gr8 tones each wk! This is a subscrition service with weekly tones costing 300p. U have one credit - kick back and ENJOY,spam +Did you show him and wot did he say or could u not c him 4 dust?,ham +It should take about <#> min,ham +Not heard from U4 a while. Call 4 rude chat private line 01223585334 to cum. Wan 2C pics of me gettin shagged then text PIX to 8552. 2End send STOP 8552 SAM xxx,spam +Ok . . now i am in bus. . If i come soon i will come otherwise tomorrow,ham +I cant pick the phone right now. Pls send a message,ham +FREE entry into our £250 weekly comp just send the word ENTER to 88877 NOW. 18 T&C www.textcomp.com,spam +Finish liao... U?,ham +88066 FROM 88066 LOST 3POUND HELP,spam +Haha i think i did too,ham +U know we watchin at lido?,ham +Life spend with someone for a lifetime may be meaningless but a few moments spent with someone who really love you means more than life itself..,ham +"Haha awesome, I've been to 4u a couple times. Who all's coming?",ham +Cold. Dont be sad dear,ham +Think I could stop by in like an hour or so? My roommate's looking to stock up for a trip,ham +Is that on the telly? No its Brdget Jones!,ham +Love you aathi..love u lot..,ham +Hello! How r u? Im bored. Inever thought id get bored with the tv but I am. Tell me something exciting has happened there? Anything! =/,ham +Hmm...Bad news...Hype park plaza $700 studio taken...Only left 2 bedrm-$900...,ham +"Sorry, I'll call later in meeting",ham +R ü comin back for dinner?,ham +"I hav almost reached. Call, i m unable to connect u.",ham +Whom you waited for yesterday,ham +I reach home safe n sound liao...,ham +"Velly good, yes please!",ham +"Hi, wkend ok but journey terrible. Wk not good as have huge back log of marking to do",ham +I have had two more letters from . I will copy them for you cos one has a message for you. Speak soon,ham +Alex knows a guy who sells mids but he's down in south tampa and I don't think I could set it up before like 8,ham +Dont you have message offer,ham +Had your mobile 11mths ? Update for FREE to Oranges latest colour camera mobiles & unlimited weekend calls. Call Mobile Upd8 on freefone 08000839402 or 2StopTx,spam +"HEY THERE BABE, HOW U DOIN? WOT U UP 2 2NITE LOVE ANNIE X.",ham +Remind me how to get there and I shall do so,ham +:-( that's not v romantic!,ham +Hello. Damn this christmas thing. I think i have decided to keep this mp3 that doesnt work.,ham +You have 1 new message. Please call 08718738034.,spam +HI DARLIN IM MISSIN U HOPE YOU ARE HAVING A GOOD TIME. WHEN ARE U BACK AND WHAT TIME IF U CAN GIVE ME A CALL AT HOME. JESS XX,ham +Hi - this is your Mailbox Messaging SMS alert. You have 4 messages. You have 21 matches. Please call back on 09056242159 to retrieve your messages and matches,spam +Draw va?i dont think so:),ham +Dont pick up d call when something important is There to tell. Hrishi,ham +"Congrats! 1 year special cinema pass for 2 is yours. call 09061209465 now! C Suprman V, Matrix3, StarWars3, etc all 4 FREE! bx420-ip4-5we. 150pm. Dont miss out!",spam +Nothin comes to my mind. Ü help me buy hanger lor. Ur laptop not heavy?,ham +"<#> , that's all? Guess that's easy enough",ham +We can make a baby in yo tho,ham +Should I tell my friend not to come round til like <#> ish?,ham +Friendship poem: Dear O Dear U R Not Near But I Can Hear Dont Get Fear Live With Cheer No More Tear U R Always my Dear. Gud ni8,ham +Still in the area of the restaurant. Ill try to come back soon,ham +"Aight that'll work, thanks",ham +WIN a year supply of CDs 4 a store of ur choice worth £500 & enter our £100 Weekly draw txt MUSIC to 87066 Ts&Cs www.Ldew.com.subs16+1win150ppmx3,spam +Moby Pub Quiz.Win a £100 High Street prize if u know who the new Duchess of Cornwall will be? Txt her first name to 82277.unsub STOP £1.50 008704050406 SP Arrow,spam +"I have 2 sleeping bags, 1 blanket and paper and phone details. Anything else?",ham +You have won a Nokia 7250i. This is what you get when you win our FREE auction. To take part send Nokia to 86021 now. HG/Suite342/2Lands Row/W1JHL 16+ ,spam +"Congratulations! Thanks to a good friend U have WON the £2,000 Xmas prize. 2 claim is easy, just call 08718726971 NOW! Only 10p per minute. BT-national-rate.",spam +"tddnewsletter@emc1.co.uk (More games from TheDailyDraw) Dear Helen, Dozens of Free Games - with great prizesWith..",spam +So what do you guys do.,ham +Also that chat was awesome but don't make it regular unless you can see her in person,ham +That's significant but dont worry.,ham +That's cause your old. I live to be high.,ham +"Waqt se pehle or naseeb se zyada kisi ko kuch nahi milta,Zindgi wo nahi he jo hum sochte hai Zindgi wo hai jo ham jeetey hai..........",ham +On the way to office da..,ham +In which place do you want da.,ham +This pain couldn't have come at a worse time.,ham +Ok...,ham +Should I be stalking u?,ham +Sorry dude. Dont know how i forgot. Even after Dan reminded me. Sorry. Hope you guys had fun.,ham +Ok lor.,ham +Apps class varaya elaya.,ham +The Xmas story is peace.. The Xmas msg is love.. The Xmas miracle is jesus.. Hav a blessed month ahead & wish U Merry Xmas...,ham +"URGENT! Your mobile number *************** WON a £2000 Bonus Caller prize on 10/06/03! This is the 2nd attempt to reach you! Call 09066368753 ASAP! Box 97N7QP, 150ppm",spam +That day you asked about anand number. Why:-),ham +Am surfing online store. For offers do you want to buy any thing.,ham +Long beach lor. Expected... U having dinner now?,ham +At home by the way,ham +We are both fine. Thanks,ham +What happen to her tell the truth,ham +Do you like Italian food?,ham +Which is weird because I know I had it at one point,ham +"""Aww you must be nearly dead!Well Jez isComing over toDo some workAnd that whillTake forever!""",ham +Tell your friends what you plan to do on Valentines day @ <URL>,ham +"Alright, see you in a bit",ham +Cheers for the message Zogtorius. I’ve been staring at my phone for an age deciding whether to text or not.,ham +I will take care of financial problem.i will help:),ham +Tell dear what happen to you. Why you talking to me like an alian,ham +Double your mins & txts on Orange or 1/2 price linerental - Motorola and SonyEricsson with B/Tooth FREE-Nokia FREE Call MobileUpd8 on 08000839402 or2optout/HV9D,spam +"1) Go to write msg 2) Put on Dictionary mode 3)Cover the screen with hand, 4)Press <#> . 5)Gently remove Ur hand.. Its interesting..:)",ham +Okie...,ham +"Hi this is yijue, can i meet u at 11 tmr?",ham +Its posible dnt live in <#> century cm frwd n thnk different,ham +But i dint slept in afternoon.,ham +That seems unnecessarily affectionate,ham +Yar else i'll thk of all sorts of funny things.,ham +You will be in the place of that man,ham +"Download as many ringtones as u like no restrictions, 1000s 2 choose. U can even send 2 yr buddys. Txt Sir to 80082 £3 ",spam +Thats cool. How was your day?,ham +Please CALL 08712402902 immediately as there is an urgent message waiting for you.,spam +R we going with the <#> bus?,ham +"Hello, my love ! How went your day ? Are you alright ? I think of you, my sweet and send a jolt to your heart to remind you ... I LOVE YOU! Can you hear it ? I screamed it across the sea for all the world to hear. Ahmad al Hallaq is loved ! and owned ! *possessive passionate kiss*",ham +No..he joined today itself.,ham +Okay same with me. Well thanks for the clarification,ham +I'll talk to the others and probably just come early tomorrow then,ham +"Spook up your mob with a Halloween collection of a logo & pic message plus a free eerie tone, txt CARD SPOOK to 8007 zed 08701417012150p per logo/pic",spam +"Had the money issue weigh me down but thanks to you, I can breathe easier now. I.ll make sure you dont regret it. Thanks.",ham +Hi. I'm sorry i missed your call. Can you pls call back.,ham +How are you doing? Hope you've settled in for the new school year. Just wishin you a gr8 day,ham +"Fantasy Football is back on your TV. Go to Sky Gamestar on Sky Active and play £250k Dream Team. Scoring starts on Saturday, so register now!SKY OPT OUT to 88088",spam +Ok then no need to tell me anything i am going to sleep good night,ham +Ok try to do week end course in coimbatore.,ham +Tone Club: Your subs has now expired 2 re-sub reply MONOC 4 monos or POLYC 4 polys 1 weekly @ 150p per week Txt STOP 2 stop This msg free Stream 0871212025016,spam +V nice! Off 2 sheffield tom 2 air my opinions on categories 2 b used 2 measure ethnicity in next census. Busy transcribing. :-),ham +If you r @ home then come down within 5 min,ham +"A Boy loved a gal. He propsd bt she didnt mind. He gv lv lttrs, Bt her frnds threw thm. Again d boy decided 2 aproach d gal , dt time a truck was speeding towards d gal. Wn it was about 2 hit d girl,d boy ran like hell n saved her. She asked 'hw cn u run so fast?' D boy replied ""Boost is d secret of my energy"" n instantly d girl shouted ""our energy"" n Thy lived happily 2gthr drinking boost evrydy Moral of d story:- I hv free msgs:D;): gud ni8",ham +"That day ü say ü cut ur hair at paragon, is it called hair sense? Do ü noe how much is a hair cut? ",ham +"Hmm, too many of them unfortunately... Pics obviously arent hot cakes. Its kinda fun tho",ham +Watching tv lor... Y she so funny we bluff her 4 wat. Izzit because she thk it's impossible between us?,ham +XMAS Prize draws! We are trying to contact U. Todays draw shows that you have won a £2000 prize GUARANTEED. Call 09058094565 from land line. Valid 12hrs only,spam +Dunno lei he neva say...,ham +Thanx 4 2day! U r a goodmate I THINK UR RITE SARY! ASUSUAL!1 U CHEERED ME UP! LOVE U FRANYxxxxx,ham +I'm on my way home. Went to change batt 4 my watch then go shop a bit lor.,ham +YES! The only place in town to meet exciting adult singles is now in the UK. Txt CHAT to 86688 now! 150p/Msg.,spam +"Hi, Mobile no. <#> has added you in their contact list on www.fullonsms.com It s a great place to send free sms to people For more visit fullonsms.com",ham +"Good evening Sir, hope you are having a nice day. I wanted to bring it to your notice that I have been late in paying rent for the past few months and have had to pay a $ <#> charge. I felt it would be inconsiderate of me to nag about something you give at great cost to yourself and that's why i didnt speak up. I however am in a recession and wont be able to pay the charge this month hence my askin well ahead of month's end. Can you please help. Thank you for everything.",ham +"If i let you do this, i want you in the house by 8am.",ham +"Best line said in Love: . ""I will wait till the day I can forget u Or The day u realize that u cannot forget me.""... Gn",ham +I will reach before ten morning,ham +Your pussy is perfect!,ham +"Sorry, I'll call later",ham +"Someone has contacted our dating service and entered your phone becausethey fancy you! To find out who it is call from a landline 09058098002. PoBox1, W14RG 150p",spam +No message..no responce..what happend?,ham +Also where's the piece,ham +"wiskey Brandy Rum Gin Beer Vodka Scotch Shampain Wine ""KUDI""yarasu dhina vaazhthukkal. ..",ham +Boo. How's things? I'm back at home and a little bored already :-(,ham +First has she gained more than <#> kg since she took in. Second has she done the blood sugar tests. If she has and its ok and her blood pressure is within normal limits then no worries,ham +PICK UR FONE UP NOW U DUMB?,ham +"Thanks da thangam, i feel very very happy dear. I also miss you da.",ham +"Okey doke. I'm at home, but not dressed cos laying around ill! Speak to you later bout times and stuff. ",ham +I don't run away frm u... I walk slowly & it kills me that u don't care enough to stop me...,ham +"Babe, I'm back ... Come back to me ...",ham +Well you told others you'd marry them...,ham +Neshanth..tel me who r u?,ham +YO YO YO BYATCH WHASSUP?,ham +Oh... Kay... On sat right?,ham +Hi! This is Roger from CL. How are you?,ham +Babe: U want me dont u baby! Im nasty and have a thing 4 filthyguys. Fancy a rude time with a sexy bitch. How about we go slo n hard! Txt XXX SLO(4msgs),spam +Oh oh... Wasted... Den muz chiong on sat n sun liao...,ham +Jesus christ bitch I'm trying to give you drugs answer your fucking phone,ham +Please give it 2 or i will pick it up on Tuesday evening about 8 if that is ok.,ham +I'm meeting Darren...,ham +"One of best dialogue in cute reltnship..!! ""Wen i Die, Dont Come Near My Body..!! Bcoz My Hands May Not Come 2 Wipe Ur Tears Off That Time..!Gud ni8",ham +"Solve d Case : A Man Was Found Murdered On <DECIMAL> . <#> AfterNoon. 1,His wife called Police. 2,Police questioned everyone. 3,Wife: Sir,I was sleeping, when the murder took place. 4.Cook: I was cooking. 5.Gardener: I was picking vegetables. 6.House-Maid: I went 2 d post office. 7.Children: We went 2 play. 8.Neighbour: We went 2 a marriage. Police arrested d murderer Immediately. Who's It? Reply With Reason, If U r Brilliant.",ham +Dear where you will be when i reach there,ham +Aww that's the first time u said u missed me without asking if I missed u first. You DO love me! :),ham +Ok... Thanx... Gd nite 2 ü too...,ham +"Come to me right now, Ahmad",ham +I don't know u and u don't know me. Send CHAT to 86688 now and let's find each other! Only 150p/Msg rcvd. HG/Suite342/2Lands/Row/W1J6HL LDN. 18 years or over.,spam +Lol please do. Actually send a pic of yourself right now. I wanna see. Pose with a comb and hair dryer or something.,ham +O was not into fps then.,ham +Huh means computational science... Y they like dat one push here n there...,ham +"Could you not read me, my Love ? I answered you",ham +Oh... Lk tt den we take e one tt ends at cine lor... Dun wan yogasana oso can... ,ham +"Madam,regret disturbance.might receive a reference check from DLF Premarica.kindly be informed.Rgds,Rakhesh,Kerala.",ham +SMS SERVICES For your inclusive text credits pls gotto www.comuk.net login 3qxj9 unsubscribe with STOP no extra charge help 08702840625 comuk.220cm2 9AE,spam +Oic... Then better quickly go bathe n settle down...,ham +Err... Cud do. I'm going to at 8pm. I haven't got a way to contact him until then.,ham +A bloo bloo bloo I'll miss the first bowl,ham +Lmao but its so fun...,ham +Oh k k:)but he is not a big hitter.anyway good,ham +Hey!!! I almost forgot ... Happy B-day babe ! I love ya!!,ham +Valentines Day Special! Win over £1000 in our quiz and take your partner on the trip of a lifetime! Send GO to 83600 now. 150p/msg rcvd. CustCare:08718720201,spam +Do you think i can move <#> in a week,ham +She.s find. I sent you an offline message to know how anjola's now.,ham +Guess who am I?This is the first time I created a web page WWW.ASJESUS.COM read all I wrote. I'm waiting for your opinions. I want to be your friend 1/1,spam +How was txting and driving,ham +That's good. Lets thank God. Please complete the drug. Have lots of water. And have a beautiful day.,ham +Really dun bluff me leh... U sleep early too. Nite...,ham +"Indians r poor but India is not a poor country. Says one of the swiss bank directors. He says that "" <#> lac crore"" of Indian money is deposited in swiss banks which can be used for 'taxless' budget for <#> yrs. Can give <#> crore jobs to all Indians. From any village to Delhi 4 lane roads. Forever free power suply to more than <#> social projects. Every citizen can get monthly <#> /- for <#> yrs. No need of World Bank & IMF loan. Think how our money is blocked by rich politicians. We have full rights against corrupt politicians. Itna forward karo ki pura INDIA padhe.g.m.""",ham +Uncle boye. I need movies oh. Guide me. Plus you know torrents are not particularly legal here. And the system is slowing down. What should i do. Have a gr8 day. Plus have you started cos i dont meet you online. How was the honey moon.,ham +Oh ya ya. I remember da. .,ham +Btw regarding that we should really try to see if anyone else can be our 4th guy before we commit to a random dude,ham +"For ur chance to win £250 cash every wk TXT: PLAY to 83370. T's&C's www.music-trivia.net custcare 08715705022, 1x150p/wk.",spam +I not busy juz dun wan 2 go so early.. Hee.. ,ham +Rightio. 11.48 it is then. Well arent we all up bright and early this morning.,ham +"Great. I'm in church now, will holla when i get out",ham +Back in brum! Thanks for putting us up and keeping us all and happy. See you soon ,ham +I donno if they are scorable,ham +<#> great loxahatchee xmas tree burning update: you can totally see stars here,ham +"Yes but i dont care! I need you bad, princess!",ham +"The guy (kadeem) hasn't been selling since the break, I know one other guy but he's paranoid as fuck and doesn't like selling without me there and I can't be up there til late tonight",ham +"Sorry, I'll call later",ham +Tmr then ü brin lar... Aiya later i come n c lar... Mayb ü neva set properly ü got da help sheet wif ü...,ham +Do u knw dis no. <#> ?,ham +Then she dun believe wat?,ham +K..give back my thanks.,ham +I know complain num only..bettr directly go to bsnl offc nd apply for it..,ham +Okay. I've seen it. So i should pick it on friday?,ham +How much she payed. Suganya.,ham +Left dessert. U wan me 2 go suntec look 4 u?,ham +"Abeg, make profit. But its a start. Are you using it to get sponsors for the next event?",ham +Onum ela pa. Normal than.,ham +K.k..how is your sister kids?,ham +"Cool, I'll text you when I'm on the way",ham +Nope. Meanwhile she talk say make i greet you.,ham +i cant talk to you now.i will call when i can.dont keep calling.,ham +Anything lar...,ham +"Rose needs water, season needs change, poet needs imagination..My phone needs ur sms and i need ur lovely frndship forever....",ham +"Good afternoon, babe. How goes that day ? Any job prospects yet ? I miss you, my love ... *sighs* ... :-(",ham +They will pick up and drop in car.so no problem..,ham +S.i think he is waste for rr..,ham +He is world famamus....,ham +Is there coming friday is leave for pongal?do you get any news from your work place.,ham +Lol well don't do it without me. We could have a big sale together.,ham +* Am on my way,ham +Eat at old airport road... But now 630 oredi... Got a lot of pple...,ham +"sry can't talk on phone, with parents",ham +"Final Chance! Claim ur £150 worth of discount vouchers today! Text YES to 85023 now! SavaMob, member offers mobile! T Cs SavaMob POBOX84, M263UZ. £3.00 Subs 16",spam +Ok lor wat time ü finish?,ham +"Princess, i like to make love <#> times per night. Hope thats not a problem!",ham +Mm i am on the way to railway,ham +i dnt wnt to tlk wid u,ham +"I'm done. I'm sorry. I hope your next space gives you everything you want. Remember all the furniture is yours. If i'm not around when you move it, just lock all the locks and leave the key with jenne.",ham +Not yet. Just i'd like to keep in touch and it will be the easiest way to do that from barcelona. By the way how ru and how is the house?,ham +"Sppok up ur mob with a Halloween collection of nokia logo&pic message plus a FREE eerie tone, txt CARD SPOOK to 8007",spam +"Urgent! call 09066612661 from landline. Your complementary 4* Tenerife Holiday or £10,000 cash await collection SAE T&Cs PO Box 3 WA14 2PX 150ppm 18+ Sender: Hol Offer",spam +K.:)do it at evening da:)urgent:),ham +Pansy! You've been living in a jungle for two years! Its my driving you should be more worried about!,ham +Mm have some kanji dont eat anything heavy ok,ham +Only if you promise your getting out as SOON as you can. And you'll text me in the morning to let me know you made it in ok.,ham +Lol that's different. I don't go trying to find every real life photo you ever took.,ham +I dont thnk its a wrong calling between us,ham +K ill drink.pa then what doing. I need srs model pls send it to my mail id pa.,ham +Aiyah e rain like quite big leh. If drizzling i can at least run home.,ham +I have 2 docs appointments next week.:/ I'm tired of them shoving stuff up me. Ugh why couldn't I have had a normal body?,ham +Dun b sad.. It's over.. Dun thk abt it already. Concentrate on ur other papers k.,ham +"Greetings me, ! Consider yourself excused.",ham +No drama Pls.i have had enough from you and family while i am struggling in the hot sun in a strange place.No reason why there should be an ego of not going 'IF NOT INVITED' when actually its necessity to go.wait for very serious reppurcussions.,ham +they released another Italian one today and it has a cosign option,ham +"You at mu? You should try to figure out how much money everyone has for gas and alcohol, jay and I are trying to figure out our weed budget",ham +WINNER! As a valued network customer you hvae been selected to receive a £900 reward! To collect call 09061701444. Valid 24 hours only. ACL03530150PM,spam +HCL chennai requires FRESHERS for voice process.Excellent english needed.Salary upto <#> .Call Ms.Suman <#> for Telephonic interview -via Indyarocks.com,ham +Dai what this da.. Can i send my resume to this id.,ham +"I know where the <#> is, I'll be there around 5",ham +Yup i've finished c ü there...,ham +Remember to ask alex about his pizza,ham +No da..today also i forgot..,ham +"Ola would get back to you maybe not today but I ve told him you can be his direct link in the US in getting cars he bids for online, you arrange shipping and you get a cut. Or U????? For a partnership where U????? Invest money for shipping and he takes care of the rest!U??Wud b self reliant soon dnt worry",ham +Fwiw the reason I'm only around when it's time to smoke is that because of gas I can only afford to be around when someone tells me to be and that apparently only happens when somebody wants to light up,ham +"Hello, my boytoy! I made it home and my constant thought is of you, my love. I hope your having a nice visit but I can't wait till you come home to me ...*kiss*",ham +Congrats kano..whr s the treat maga?,ham +Who u talking about?,ham +Yup...,ham +Ok...,ham +"U wake up already? Wat u doing? U picking us up later rite? I'm taking sq825, reaching ard 7 smth 8 like dat. U can check e arrival time. C ya soon...",ham +Yunny i'm walking in citylink now ü faster come down... Me very hungry...,ham +Er yep sure. Props?,ham +"Hiya , have u been paying money into my account? If so, thanks. Got a pleasant surprise when i checked my balance -u c, i don't get statements 4 that acc",ham +U have won a nokia 6230 plus a free digital camera. This is what u get when u win our FREE auction. To take part send NOKIA to 83383 now. POBOX114/14TCR/W1 16,spam +Ok ill send you with in <DECIMAL> ok.,ham +Bognor it is! Should be splendid at this time of year.,ham +Yes.i'm in office da:),ham +"Sorry, I'll call later",ham +Joy's father is John. Then John is the NAME of Joy's father. Mandan,ham +Ok. I only ask abt e movie. U wan ktv oso?,ham +Misplaced your number and was sending texts to your old number. Wondering why i've not heard from you this year. All the best in your mcat. Got this number from my atlanta friends,ham +"Sorry, I'll call later",ham +Dunno lei... I might b eatin wif my frens... If ü wan to eat then i wait 4 ü lar,ham +"Sorry, I'll call later",ham +FREE entry into our £250 weekly comp just send the word WIN to 80086 NOW. 18 T&C www.txttowin.co.uk,spam +"Say this slowly.? GOD,I LOVE YOU & I NEED YOU,CLEAN MY HEART WITH YOUR BLOOD.Send this to Ten special people & u c miracle tomorrow, do it,pls,pls do it...",ham +Do u noe how 2 send files between 2 computers?,ham +"Mmmmm ... I loved waking to your words this morning ! I miss you too, my Love. I hope your day goes well and you are happy. I wait for us to be together again",ham +jay says he'll put in <#>,ham +Can you just come in for a sec? There's somebody here I want you to see,ham +So the sun is anti sleep medicine.,ham +What's happening with you. Have you gotten a job and have you begun registration for permanent residency,ham +Yup ok...,ham +Glad it went well :) come over at 11 then we'll have plenty of time before claire goes to work.,ham +Ok enjoy . R u there in home.,ham +"Can you pls pls send me a mail on all you know about relatives coming to deliver here? All you know about costs, risks, benefits and anything else. Thanks.",ham +You do what all you like,ham +That's y we haf to combine n c how lor...,ham +The monthly amount is not that terrible and you will not pay anything till 6months after finishing school.,ham +Hmmm:)how many players selected?,ham +"They said if its gonna snow, it will start around 8 or 9 pm tonite! They are predicting an inch of accumulation.",ham +I dont. Can you send it to me. Plus how's mode.,ham +Aiyo please ü got time meh.,ham +Package all your programs well,ham +"She is our sister.. She belongs 2 our family.. She is d hope of tomorrow.. Pray 4 her,who was fated 4 d Shoranur train incident. Lets hold our hands together & fuelled by love & concern prior 2 her grief & pain. Pls join in dis chain & pass it. STOP VIOLENCE AGAINST WOMEN.",ham +So are you guys asking that i get that slippers again or its gone with last year,ham +Company is very good.environment is terrific and food is really nice:),ham +"Text82228>> Get more ringtones, logos and games from www.txt82228.com. Questions: info@txt82228.co.uk",spam +Honestly i've just made a lovely cup of tea and promptly dropped my keys in it and then burnt my fingers getting them out!,ham +Yup but not studying surfing lor. I'm in e lazy mode today.,ham +Please sen :)my kind advice :-)please come here and try:-),ham +I'm done. C ü there.,ham +"Oh fine, I'll be by tonight",ham +Ü give me some time to walk there.,ham +I'll reach in ard 20 mins ok...,ham +"FreeMSG You have been awarded a FREE mini DIGITAL CAMERA, just reply SNAP to collect your prize! (quizclub Opt out? Stop 80122300p/wk SP:RWM Ph:08704050406)",spam +Fuck babe ... What happened to you ? How come you never came back?,ham +This message is brought to you by GMW Ltd. and is not connected to the,spam +"Some friends want me to drive em someplace, probably take a while",ham +I also thk too fast... Xy suggest one not me. U dun wan it's ok. Going 2 rain leh where got gd.,ham +Are you still getting the goods.,ham +And maybe some pressies,ham +"Yeah I am, so I'll leave maybe 7ish?",ham +K..k..i'm also fine:)when will you complete the course?,ham +"Under the sea, there lays a rock. In the rock, there is an envelope. In the envelope, there is a paper. On the paper, there are 3 words... '",ham +I told her I had a Dr appt next week. She thinks I'm gonna die. I told her its just a check. Nothing to be worried about. But she didn't listen.,ham +You in your room? I need a few,ham +I dont want to hear anything,ham +Hey. For me there is no leave on friday. Wait i will ask my superior and tell you..,ham +Ultimately tor motive tui achieve korli.,ham +From 5 to 2 only my work timing.,ham +… and don‘t worry we‘ll have finished by march … ish!,ham +"The house is on the water with a dock, a boat rolled up with a newscaster who dabbles in jazz flute behind the wheel",ham +"Congrats 2 mobile 3G Videophones R yours. call 09063458130 now! videochat wid ur mates, play java games, Dload polypH music, noline rentl. bx420. ip4. 5we. 150p",spam +Your next amazing xxx PICSFREE1 video will be sent to you enjoy! If one vid is not enough for 2day text back the keyword PICSFREE1 to get the next video.,spam +Now thats going to ruin your thesis!,ham +In sch but neva mind u eat 1st lor..,ham +Hey whats up? U sleeping all morning?,ham +Erm. I thought the contract ran out the4th of october.,ham +I dunno until when... Lets go learn pilates...,ham +U are subscribed to the best Mobile Content Service in the UK for £3 per ten days until you send STOP to 83435. Helpline 08706091795.,spam +Yup i'm elaborating on the safety aspects and some other issues..,ham +"3 FREE TAROT TEXTS! Find out about your love life now! TRY 3 FOR FREE! Text CHANCE to 85555 16 only! After 3 Free, Msgs £1.50 each",spam +"Goodmorning, today i am late for 1hr.",ham +Hi happy birthday. Hi hi hi hi hi hi hi,ham +I will be outside office take all from there,ham +If you don't respond imma assume you're still asleep and imma start calling n shit,ham +"Aight, see you in a bit",ham +My superior telling that friday is leave for all other department except ours:)so it will be leave for you:)any way call waheed fathima hr and conform it:),ham +Join the UK's horniest Dogging service and u can have sex 2nite!. Just sign up and follow the instructions. Txt ENTRY to 69888 now! Nyt.EC2A.3LP.msg@150p,spam +Lol I have to take it. member how I said my aunt flow didn't visit for 6 months? It's cause I developed ovarian cysts. Bc is the only way to shrink them.,ham +Still work going on:)it is very small house.,ham +"My friend just got here and says he's upping his order by a few grams (he's got $ <#> ), when can you get here?",ham +Tmr timin still da same wat cos i got lesson until 6...,ham +"That‘s the thing with apes, u can fight to the death to keep something, but the minute they have it when u let go, thats it!",ham +Sunshine Quiz Wkly Q! Win a top Sony DVD player if u know which country Liverpool played in mid week? Txt ansr to 82277. £1.50 SP:Tyrone,spam +No i'm not gonna be able to. || too late notice. || i'll be home in a few weeks anyway. || what are the plans,ham +"Got fujitsu, ibm, hp, toshiba... Got a lot of model how to say...",ham +Okie... Thanx...,ham +"Gosh that , what a pain. Spose I better come then.",ham +"As usual..iam fine, happy & doing well..:)",ham +Okie,ham +So when you gonna get rimac access ,ham +"""Im at arestaurant eating squid! i will be out about 10:30 wanna dosomething or is that to late?""",ham +You call times job today ok umma and ask them to speed up,ham +"""HELLO U.CALL WEN U FINISH WRK.I FANCY MEETIN UP WIV U ALL TONITE AS I NEED A BREAK FROM DABOOKS. DID 4 HRS LAST NITE+2 TODAY OF WRK!""",ham +R U &SAM P IN EACHOTHER. IF WE MEET WE CAN GO 2 MY HOUSE,ham +:-) yeah! Lol. Luckily i didn't have a starring role like you!,ham +Hello madam how are you ?,ham +"Awesome, text me when you're restocked",ham +"As usual..iam fine, happy & doing well..:)",ham +Knock Knock Txt whose there to 80082 to enter r weekly draw 4 a £250 gift voucher 4 a store of yr choice. T&Cs www.tkls.com age16 to stoptxtstop£1.50/week,spam +Yes. It's all innocent fun. O:-),ham +Thanks for sending this mental ability question..,ham +"Sir, hope your day is going smoothly. i really hoped i wont have to bother you about this. I have some bills that i can't settle this month. I am out of all extra cash. I know this is a challenging time for you also but i have to let you know.",ham +2marrow only. Wed at <#> to 2 aha.,ham +I went to ur hon lab but no one is there.,ham +I cant pick the phone right now. Pls send a message,ham +Hey pple...$700 or $900 for 5 nights...Excellent location wif breakfast hamper!!!,ham +Hi - this is your Mailbox Messaging SMS alert. You have 40 matches. Please call back on 09056242159 to retrieve your messages and matches cc100p/min,spam +How come?,ham +Lol! Nah wasn't too bad thanks. Its good to b home but its been quite a reality check. Hows ur day been? Did u do anything with website?,ham +Ok lor...,ham +I'm coming home 4 dinner.,ham +S da..al r above <#>,ham +"FREE RING TONE just text ""POLYS"" to 87131. Then every week get a new tone. 0870737910216yrs only £1.50/wk.",spam +Unni thank you dear for the recharge..Rakhesh,ham +I know I'm lacking on most of this particular dramastorm's details but for the most part I'm not worried about that,ham +Haha... They cant what... At the most tmr forfeit... haha so how?,ham +"Hey there! Glad u r better now. I hear u treated urself to a digi cam, is it good? We r off at 9pm. Have a fab new year, c u in coupla wks!",ham +No way I'm going back there!,ham +"URGENT! Your mobile No 077xxx WON a £2,000 Bonus Caller Prize on 02/06/03! This is the 2nd attempt to reach YOU! Call 09066362206 ASAP! BOX97N7QP, 150ppm",spam +I WILL CAL YOU SIR. In meeting,ham +"That's what I love to hear :V see you sundayish, then",ham +"Sorry da thangam, very very sorry i am held up with prasad.",ham +Tiwary to rcb.battle between bang and kochi.,ham +Thank god they are in bed!,ham +No I don't have cancer. Moms making a big deal out of a regular checkup aka pap smear,ham +Am in gobi arts college,ham +Why she wants to talk to me,ham +Pandy joined 4w technologies today.he got job..,ham +"You are guaranteed the latest Nokia Phone, a 40GB iPod MP3 player or a £500 prize! Txt word: COLLECT to No: 83355! IBHltd LdnW15H 150p/Mtmsgrcvd18",spam +"They can try! They can get lost, in fact. Tee hee",ham +Hi! You just spoke to MANEESHA V. We'd like to know if you were satisfied with the experience. Reply Toll Free with Yes or No.,ham +My friends use to call the same.,ham +"Sorry, I'll call later",ham +"Em, its olowoyey@ usc.edu have a great time in argentina. Not sad about secretary, everything is a blessing",ham +"It,,s a taxt massage....tie-pos argh ok! Lool!",ham +"Hi, can i please get a <#> dollar loan from you. I.ll pay you back by mid february. Pls.",ham +"You might want to pull out more just in case and just plan on not spending it if you can, I don't have much confidence in derek and taylor's money management",ham +Do you like shaking your booty on the dance floor?,ham +"Text me when you get off, don't call, my phones having problems",ham +No need for the drug anymore.,ham +Sorry da:)i was thought of calling you lot of times:)lil busy.i will call you at noon..,ham +Its sarcasm.. .nt scarcasim,ham +Great! I have to run now so ttyl!,ham +Feel like trying kadeem again? :V,ham +Dai <#> naal eruku.,ham +Not yet chikku..wat abt u?,ham +Ok...,ham +Want to finally have lunch today?,ham +Do you know when dad will be back?,ham +"Hello darling how are you today? I would love to have a chat, why dont you tell me what you look like and what you are in to sexy?",spam +8007 FREE for 1st week! No1 Nokia tone 4 ur mob every week just txt NOKIA to 8007 Get txting and tell ur mates www.getzed.co.uk POBox 36504 W4 5WQ norm 150p/tone 16+,spam +He remains a bro amongst bros,ham +R u meeting da ge at nite tmr?,ham +"* Was a nice day and, impressively, i was sensible, went home early and now feel fine. Or am i just boring?! When's yours, i can't remember.",ham +Why de. You looking good only:-)..,ham +Wanna get laid 2nite? Want real Dogging locations sent direct to ur mobile? Join the UK's largest Dogging Network. Txt PARK to 69696 now! Nyt. ec2a. 3lp £1.50/msg,spam +we tried to contact you re your response to our offer of a new nokia fone and camcorder hit reply or call 08000930705 for delivery,spam +Yes. They replied my mail. I'm going to the management office later. Plus will in to bank later also.or on wednesday.,ham +"That's cool, I'll come by like <#> ish",ham +Super msg da:)nalla timing.,ham +"Good afternoon, my boytoy ... How are you feeling today ? Better I hope? Are you being my good boy? Are you my obedient, slave? Do you please your Queen?",ham +I am 6 ft. We will be a good combination!,ham +I'm sick !! I'm needy !! I want you !! *pouts* *stomps feet* Where are you ?! *pouts* *stomps feet* I want my slave !! I want him now !!,ham +* Am on a train back from northampton so i'm afraid not!,ham +Where in abj are you serving. Are you staying with dad or alone.,ham +Was playng 9 doors game and gt racing on phone lol,ham +"New Tones This week include: 1)McFly-All Ab.., 2) Sara Jorge-Shock.. 3) Will Smith-Switch.. To order follow instructions on next message",spam +"Solve d Case : A Man Was Found Murdered On <DECIMAL> . <#> AfterNoon. 1,His wife called Police. 2,Police questioned everyone. 3,Wife: Sir,I was sleeping, when the murder took place. 4.Cook: I was cooking. 5.Gardener: I was picking vegetables. 6.House-Maid: I went 2 d post office. 7.Children: We went 2 play. 8.Neighbour: We went 2 a marriage. Police arrested d murderer Immediately. Who's It? Reply With Reason, If U r Brilliant.",ham +I'm on da bus going home...,ham +I got a call from a landline number. . . I am asked to come to anna nagar . . . I will go in the afternoon,ham +I'm okay. Chasing the dream. What's good. What are you doing next.,ham +Yupz... I've oredi booked slots 4 my weekends liao... ,ham +URGENT! We are trying to contact U. Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050003091 from land line. Claim C52. Valid 12hrs only,spam +There r many model..sony ericson also der.. <#> ..it luks good bt i forgot modl no,ham +Okie,ham +Yes I know the cheesy songs from frosty the snowman :),ham +"Ya ok, vikky vl c witin <#> mins and il reply u..",ham +sports fans - get the latest sports news str* 2 ur mobile 1 wk FREE PLUS a FREE TONE Txt SPORT ON to 8007 www.getzed.co.uk 0870141701216+ norm 4txt/120p ,spam +Hey tmr meet at bugis 930 ?,ham +"Urgent Urgent! We have 800 FREE flights to Europe to give away, call B4 10th Sept & take a friend 4 FREE. Call now to claim on 09050000555. BA128NNFWFLY150ppm",spam +All these nice new shirts and the only thing I can wear them to is nudist themed ;_; you in mu?,ham +Hey sexy buns! What of that day? No word from you this morning on YM ... :-( ... I think of you,ham +And whenever you and i see we can still hook up too.,ham +Nope but i'm going home now then go pump petrol lor... Like going 2 rain soon...,ham +Can you use foreign stamps for whatever you send them off for? ,ham +FROM 88066 LOST £12 HELP,spam +Oh baby of the house. How come you dont have any new pictures on facebook,ham +"Feb <#> is ""I LOVE U"" day. Send dis to all ur ""VALUED FRNDS"" evn me. If 3 comes back u'll gt married d person u luv! If u ignore dis u will lose ur luv 4 Evr",ham +"Hiya, sorry didn't hav signal. I haven't seen or heard from and neither has, which is unusual in itself! I'll put on the case and get him to sort it out! Hugs and snogs.",ham +"Omw back to tampa from west palm, you hear what happened?",ham +Yup no more already... Thanx 4 printing n handing it up.,ham +FreeMsg: Fancy a flirt? Reply DATE now & join the UKs fastest growing mobile dating service. Msgs rcvd just 25p to optout txt stop to 83021. Reply DATE now!,spam +What i mean is do they come chase you out when its over or is it stated you can watch as many movies as you want.,ham +S now only i took tablets . Reaction morning only.,ham +Great NEW Offer - DOUBLE Mins & DOUBLE Txt on best Orange tariffs AND get latest camera phones 4 FREE! Call MobileUpd8 free on 08000839402 NOW! or 2stoptxt T&Cs,spam +"Nah, I'm a perpetual DD",ham +Sorry de i went to shop.,ham +Hope you enjoyed your new content. text stop to 61610 to unsubscribe. help:08712400602450p Provided by tones2you.co.uk,spam +"Wen ur lovable bcums angry wid u, dnt take it seriously.. Coz being angry is d most childish n true way of showing deep affection, care n luv!.. kettoda manda... Have nice day da.",ham +Hey you still want to go for yogasana? Coz if we end at cine then can go bathe and hav the steam bath,ham +Nope i'm not drivin... I neva develop da photos lei...,ham +I am thinking of going down to reg for pract lessons.. Flung my advance.. Haha wat time u going?,ham +Cool. I am <#> inches long. hope you like them big!,ham +"House-Maid is the murderer, coz the man was murdered on <#> th January.. As public holiday all govt.instituitions are closed,including post office..understand?",ham +Okie.. Thanx..,ham +18 days to Euro2004 kickoff! U will be kept informed of all the latest news and results daily. Unsubscribe send GET EURO STOP to 83222.,spam +Go where n buy? Juz buy when we get there lar.,ham +Ok lor...,ham +I'm working technical support :)voice process.,ham +It's justbeen overa week since we broke up and already our brains are going to mush!,ham +"Tunde, how are you doing. This is just wishing you a great day. Abiola.",ham +Nope... C ü then...,ham +No. But we'll do medical missions to nigeria,ham +No i am not having not any movies in my laptop,ham +Whatsup there. Dont u want to sleep,ham +Urgent Please call 09066612661 from landline. £5000 cash or a luxury 4* Canary Islands Holiday await collection. T&Cs SAE award. 20M12AQ. 150ppm. 16+ “,spam +"Urgent! Please call 09066612661 from your landline, your complimentary 4* Lux Costa Del Sol holiday or £1000 CASH await collection. ppm 150 SAE T&Cs James 28, EH74RR",spam +I havent lei.. Next mon can?,ham +Mm feeling sleepy. today itself i shall get that dear,ham +How dare you stupid. I wont tell anything to you. Hear after i wont talk to you:-.,ham +Do ü noe if ben is going?,ham +Can you do a mag meeting this avo at some point?,ham +I meant middle left or right?,ham +Really? I crashed out cuddled on my sofa.,ham +Hi Chachi tried calling u now unable to reach u .. Pl give me a missed cal once u c tiz msg Kanagu,ham +"I sent you the prices and do you mean the <#> g,",ham +Are you this much buzy,ham +Nothing. Can...,ham +I don't know u and u don't know me. Send CHAT to 86688 now and let's find each other! Only 150p/Msg rcvd. HG/Suite342/2Lands/Row/W1J6HL LDN. 18 years or over.,spam +No * am working on the ringing u thing but have whole houseful of screaming brats so * am pulling my hair out! Loving u,ham +But my family not responding for anything. Now am in room not went to home for diwali but no one called me and why not coming. It makes me feel like died.,ham +"Tick, tick, tick ... Babe",ham +R ü going 4 today's meeting?,ham +K da:)how many page you want?,ham +Ya had just now.onion roast.,ham +Send his number and give reply tomorrow morning for why you said that to him like that ok,ham +You said not now. No problem. When you can. Let me know.,ham +Ok but tell me half an hr b4 u come i need 2 prepare.,ham +Play w computer? Aiyah i tok 2 u lor?,ham +Sat right? Okay thanks... ,ham +"Derp. Which is worse, a dude who always wants to party or a dude who files a complaint about the three drug abusers he lives with",ham +Ok Chinese food on its way. When I get fat you're paying for my lipo.,ham +We r outside already.,ham +Have a good trip. Watch out for . Remember when you get back we must decide about easter.,ham +Yo we are watching a movie on netflix,ham +What time. I‘m out until prob 3 or so,ham +"Can meh? Thgt some will clash... Really ah, i dun mind... I dun seen to have lost any weight... Gee...",ham +I dont thnk its a wrong calling between us,ham +I am not sure about night menu. . . I know only about noon menu,ham +ARR birthday today:) i wish him to get more oscar.,ham +"Say this slowly.? GOD,I LOVE YOU & I NEED YOU,CLEAN MY HEART WITH YOUR BLOOD.Send this to Ten special people & u c miracle tomorrow, do it,pls,pls do it...",ham +"Open rebtel with firefox. When it loads just put plus sign in the user name place, and it will show you two numbers. The lower number is my number. Once you pick that number the pin will display okay!",ham + and picking them up from various points,ham +Married local women looking for discreet action now! 5 real matches instantly to your phone. Text MATCH to 69969 Msg cost 150p 2 stop txt stop BCMSFWC1N3XX,spam +Wow v v impressed. Have funs shopping!,ham +I am on the way to ur home,ham +Burger King - Wanna play footy at a top stadium? Get 2 Burger King before 1st Sept and go Large or Super with Coca-Cola and walk out a winner,spam +No problem. Talk to you later,ham +Then ur sis how?,ham +Still in customer place,ham +How come it takes so little time for a child who is afraid of the dark to become a teenager who wants to stay out all night?,spam +"Dude u knw also telugu..thts gud..k, gud nyt..",ham +We confirm eating at esplanade?,ham +Send me your id and password,ham +Kind of. Took it to garage. Centre part of exhaust needs replacing. Part ordered n taking it to be fixed tomo morning.,ham +"For ur chance to win a £250 cash every wk TXT: ACTION to 80608. T's&C's www.movietrivia.tv custcare 08712405022, 1x150p/wk.",spam +Well I might not come then...,ham +Long after I quit. I get on only like 5 minutes a day as it is.,ham +Then its most likely called Mittelschmertz. Google it. If you dont have paracetamol dont worry it will go.,ham +Well at this right I'm gonna have to get up and check today's steam sales/pee so text me when you want me to come get you,ham +"Just arrived, see you in a couple days <3",ham +"K, wat s tht incident?",ham +Yeah get the unlimited,ham +cThen i thk shd b enuff.. Still got conclusion n contents pg n references.. I'll b doing da contents pg n cover pg..,ham +"Forgot it takes me 3 years to shower, sorry. Where you at/your phone dead yet?",ham +Ü got wat to buy tell us then ü no need to come in again.,ham +When you are big..| God will bring success.,ham +U’ve Bin Awarded £50 to Play 4 Instant Cash. Call 08715203028 To Claim. EVERY 9th Player Wins Min £50-£500. OptOut 08718727870,spam +"… we r stayin here an extra week, back next wed. How did we do in the rugby this weekend? Hi to and and , c u soon """,ham +Well there's still a bit left if you guys want to tonight,ham +Not from this campus. Are you in the library?,ham +"The affidavit says <#> E Twiggs St, division g, courtroom <#> , <TIME> AM. I'll double check and text you again tomorrow",ham +How will I creep on you now? ;_;,ham +Tell your friends what you plan to do on Valentines day @ <URL>,ham +If I get there before you after your ten billion calls and texts so help me god,ham +Purity of friendship between two is not about smiling after reading the forwarded message..Its about smiling just by seeing the name. Gud evng musthu,ham +I've told him that i've returned it. That should i re order it.,ham +"House-Maid is the murderer, coz the man was murdered on <#> th January.. As public holiday all govt.instituitions are closed,including post office..",ham +Depends on where u going lor.,ham +And smile for me right now as you go and the world will wonder what you are smiling about and think your crazy and keep away from you ... *grins*,ham +FreeMsg>FAV XMAS TONES!Reply REAL,spam +Lil fever:) now fine:),ham +I think it's all still in my car,ham +Can a not?,ham +December only! Had your mobile 11mths+? You are entitled to update to the latest colour camera mobile for Free! Call The Mobile Update Co FREE on 08002986906 ,spam +Yes princess! I want to catch you with my big strong hands...,ham +Oh yeah I forgot. U can only take 2 out shopping at once.,ham +Mm so you asked me not to call radio,ham +Thinkin about someone is all good. No drugs for that,ham +"Say this slowly.? GOD,I LOVE YOU & I NEED YOU,CLEAN MY HEART WITH YOUR BLOOD.Send this to Ten special people & u c miracle tomorrow, do it,pls,pls do it...",ham +"Enjoy the showers of possessiveness poured on u by ur loved ones, bcoz in this world of lies, it is a golden gift to be loved truly..",ham +"Alright if you're sure, let me know when you're leaving",ham +Some are lasting as much as 2 hours. You might get lucky.,ham +Genius what's up. How your brother. Pls send his number to my skype.,ham +"Gr8 Poly tones 4 ALL mobs direct 2u rply with POLY TITLE to 8007 eg POLY BREATHE1 Titles: CRAZYIN, SLEEPINGWITH, FINEST, YMCA :getzed.co.uk POBox365O4W45WQ 300p",spam +Thk some of em find wtc too far... Weiyi not goin... E rest i dunno yet... R ur goin 4 dinner den i might b able to join...,ham +Don't forget who owns you and who's private property you are ... And be my good boy always .. *passionate kiss*,ham +INTERFLORA - “It's not too late to order Interflora flowers for christmas call 0800 505060 to place your order before Midnight tomorrow.,spam +Oh god..taken the teeth?is it paining,ham +ROMCAPspam Everyone around should be responding well to your presence since you are so warm and outgoing. You are bringing in a real breath of sunshine.,spam +Then u ask darren go n pick u lor... But i oso sian tmr haf 2 meet lect...,ham +No need to buy lunch for me.. I eat maggi mee..,ham +"Congratulations - Thanks to a good friend U have WON the £2,000 Xmas prize. 2 claim is easy, just call 08712103738 NOW! Only 10p per minute. BT-national-rate",spam +Ok lor...,ham +"Oh right, ok. I'll make sure that i do loads of work during the day! got a really nasty cough today and is dry n shot so that should really help it!",ham +Wife.how she knew the time of murder exactly,ham +Send a logo 2 ur lover - 2 names joined by a heart. Txt LOVE NAME1 NAME2 MOBNO eg LOVE ADAM EVE 07123456789 to 87077 Yahoo! POBox36504W45WQ TxtNO 4 no ads 150p.,spam +Howz that persons story,ham +Thanx 4 sending me home...,ham +Its normally hot mail. Com you see!,ham +"You've won tkts to the EURO2004 CUP FINAL or £800 CASH, to collect CALL 09058099801 b4190604, POBOX 7876150ppm",spam +U sick still can go shopping?,ham +"Ya they are well and fine., BBD(pooja) full pimples..even she become quite black..and ur rite here its too cold, wearing sweatter..",ham +Nice.nice.how is it working?,ham +1's reach home call me.,ham +Were trying to find a Chinese food place around here,ham +"Easy mate, * guess the quick drink was bit ambitious.",ham +BABE !!! I miiiiiiissssssssss you ! I need you !!! I crave you !!! :-( ... Geeee ... I'm so sad without you babe ... I love you ...,ham +Ok thanx...,ham +aathi..where are you dear..,ham +"Tunji, how's the queen? how are you doing. This is just wishing you a great day. Abiola.",ham +Today iZ Yellow rose day. If u love my frndship give me 1 misscall & send this to ur frndZ & See how many miss calls u get. If u get 6missed U marry ur Lover.,ham +Will be out of class in a few hours. Sorry,ham +Wat time u finish ur lect today?,ham +"Free-message: Jamster!Get the crazy frog sound now! For poly text MAD1, for real text MAD2 to 88888. 6 crazy sounds for just 3 GBP/week! 16+only! T&C's apply",spam +"Sad story of a Man - Last week was my b'day. My Wife did'nt wish me. My Parents forgot n so did my Kids . I went to work. Even my Colleagues did not wish. As I entered my cabin my PA said, '' Happy B'day Boss !!''. I felt special. She askd me 4 lunch. After lunch she invited me to her apartment. We went there. She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife, My Parents, My Kidz, My Friends n My Colleagues. All screaming.. SURPRISE !! and I was waiting on the sofa.. ... ..... ' NAKED...!",ham +"YOUR CHANCE TO BE ON A REALITY FANTASY SHOW call now = 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870 is a national = rate call",spam +She's fine. Good to hear from you. How are you my dear? Happy new year oh.,ham +Are you going to wipro interview today?,ham +how tall are you princess?,ham +I doubt you could handle 5 times per night in any case...,ham +Haha... Hope ü can hear the receipt sound... Gd luck!,ham +Your gonna be the death if me. I'm gonna leave a note that says its all robs fault. Avenge me.,ham +"Japanese Proverb: If one Can do it, U too Can do it, If none Can do it,U must do it Indian version: If one Can do it, LET HIM DO it.. If none Can do it,LEAVE it!! And finally Kerala version: If one can do it, Stop him doing it.. If none can do it, Make a strike against it ...",ham +Today i'm not workin but not free oso... Gee... Thgt u workin at ur fren's shop ? ,ham +In life when you face choices Just toss a coin not becoz its settle the question But while the coin in the air U will know what your heart is hoping for. Gudni8,ham +"Do you know why god created gap between your fingers..? So that, One who is made for you comes & fills those gaps by holding your hand with LOVE..!",ham +I want to be there so i can kiss you and feel you next to me,ham +I am not at all happy with what you saying or doing,ham +Adult 18 Content Your video will be with you shortly,spam +"Ok that would b lovely, if u r sure. Think about wot u want to do, drinkin, dancin, eatin, cinema, in, out, about... Up to u! Wot about ? ",ham +What I'm saying is if you haven't explicitly told nora I know someone I'm probably just not gonna bother,ham +He says hi and to get your ass back to south tampa (preferably at a kegger),ham +Smith waste da.i wanna gayle.,ham +"Mum, i've sent you many many messages since i got here. I just want to know that you are actually getting them. Do enjoy the rest of your day.",ham +"Aight, tomorrow around <#> it is",ham +"House-Maid is the murderer, coz the man was murdered on <#> th January.. As public holiday all govt.instituitions are closed,including post office..understand?",ham +"YOUR CHANCE TO BE ON A REALITY FANTASY SHOW call now = 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870 is a national = rate call.",spam +I actually did for the first time in a while. I went to bed not too long after i spoke with you. Woke up at 7. How was your night?,ham +See you there! ,ham +I dont understand your message.,ham +Crucify is c not s. You should have told me earlier.,ham +"Idk. You keep saying that you're not, but since he moved, we keep butting heads over freedom vs. responsibility. And i'm tired. I have so much other shit to deal with that i'm barely keeping myself together once this gets added to it.",ham +Fuck cedar key and fuck her (come over anyway tho),ham +twenty past five he said will this train have been to durham already or not coz i am in a reserved seat,ham +"Hey Boys. Want hot XXX pics sent direct 2 ur phone? Txt PORN to 69855, 24Hrs free and then just 50p per day. To stop text STOPBCM SF WC1N3XX",spam +U still painting ur wall?,ham +"Last Chance! Claim ur £150 worth of discount vouchers today! Text SHOP to 85023 now! SavaMob, offers mobile! T Cs SavaMob POBOX84, M263UZ. £3.00 Sub. 16",spam +Printer is cool. I mean groovy. Wine is groovying,ham +Hi Harish's rent has been transfred to ur Acnt.,ham +Anything lor is she coming?,ham +Cbe is really good nowadays:)lot of shop and showrooms:)city is shaping good.,ham +Ü still attending da talks?,ham +No probs hon! How u doinat the mo?,ham +K I'll take care of it,ham +I take it we didn't have the phone callon Friday. Can we assume we won't have it this year now?,ham +My battery is low babe,ham +Shuhui has bought ron's present it's a swatch watch...,ham +"Yeah there's quite a bit left, I'll swing by tomorrow when I get up",ham +Babe? You said 2 hours and it's been almost 4 ... Is your internet down ?,ham +K I'll be sure to get up before noon and see what's what,ham +K...k...yesterday i was in cbe .,ham +Went to ganesh dress shop,ham +"pdate_Now - Double mins and 1000 txts on Orange tariffs. Latest Motorola, SonyEricsson & Nokia & Bluetooth FREE! Call MobileUpd8 on 08000839402 or call2optout/!YHL",spam +Ü collecting ur laptop then going to configure da settings izzit?,ham +If you r @ home then come down within 5 min,ham +"Aight, I should be there by 8 at the latest, probably closer to 7. Are jay and tyler down or should we just do two trips?",ham +Come aftr <DECIMAL> ..now i m cleaning the house,ham +Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send CASH to 86688 only 150p/msg. CC: 08718720201 PO BOX 114/14 TCR/W1,spam +"Bill, as in: Are there any letters for me. i’m expecting one from orange that isn’t a bill but may still say orange on it.",ham +Tell me pa. How is pain de.,ham +HI DARLIN I HOPE YOU HAD A NICE NIGHT I WISH I HAD COME CANT WAIT TO SEE YOU LOVE FRAN PS I WANT DIRTY ANAL SEX AND I WANT A 10 MAN GANG BANG,ham +"Ha. You don‘t know either. I did a a clever but simple thing with pears the other day, perfect for christmas.",ham +"Helloooo... Wake up..! ""Sweet"" ""morning"" ""welcomes"" ""You"" ""Enjoy"" ""This Day"" ""with full of joy"".. ""GUD MRNG"".",ham +ALRITE,ham +Why must we sit around and wait for summer days to celebrate. Such a magical sight when the worlds dressed in white. Oooooh let there be snow.,ham +URGENT! Your Mobile number has been awarded with a £2000 prize GUARANTEED. Call 09058094454 from land line. Claim 3030. Valid 12hrs only,spam +How do you guys go to see movies on your side.,ham +"Sorry,in meeting I'll call later",ham +You didn't have to tell me that...now i'm thinking. Plus he's going to stop all your runs,ham +Kindly send some one to our flat before <DECIMAL> today.,ham +Sorry! U can not unsubscribe yet. THE MOB offer package has a min term of 54 weeks> pls resubmit request after expiry. Reply THEMOB HELP 4 more info,spam +Nothing lor... A bit bored too... Then y dun u go home early 2 sleep today...,ham +What time should I tell my friend to be around?,ham +Yes. that will be fine. Love you. Be safe.,ham +Thanks chikku..:-) gud nyt:-*,ham +Is xy in ur car when u picking me up?,ham +"Thanx 4 the time we’ve spent 2geva, its bin mint! Ur my Baby and all I want is u!xxxx",ham +"Yo, any way we could pick something up tonight?",ham +I've not sent it. He can send me.,ham +Fine am simply sitting.,ham +Thts god's gift for birds as humans hav some natural gift frm god..,ham +Are you coming to day for class.,ham +Im done. Just studyn in library,ham +Ok... U enjoy ur shows...,ham +Anything...,ham +Where wuld I be without my baby? The thought alone mite break me and I don’t wanna go crazy but everyboy needs his lady xxxxxxxx,ham +Wat's my dear doing? Sleeping ah?,ham +Hi' Test on <#> rd ....,ham +Only 2% students solved this CAT question in 'xam... 5+3+2= <#> 9+2+4= <#> 8+6+3= <#> then 7+2+5=????? Tell me the answer if u r brilliant...1thing.i got d answr.,ham +Yo do you know anyone <#> or otherwise able to buy liquor? Our guy flaked and right now if we don't get a hold of somebody its just 4 loko all night,ham +Yup n her fren lor. I'm meeting my fren at 730.,ham +"Yeah, we got one lined up for us",ham +"And stop wondering ""wow is she ever going to stop tm'ing me ?!"" because I will tm you whenever I want because you are MINE ... *laughs*",ham +Lol yep did that yesterday. Already got my fireplace. Now its just another icon sitting there for me.,ham +Hey i've booked the pilates and yoga lesson already... Haha,ham +Are you ok. What happen to behave like this,ham +You have 1 new message. Please call 08712400200.,spam +My supervisor find 4 me one lor i thk his students. I havent ask her yet. Tell u aft i ask her.,ham +"Hello. No news on job, they are making me wait a fifth week! Yeah im up for some woozles and weasels... In exeter still, but be home about 3. ",ham +No message..no responce..what happend?,ham +We currently have a message awaiting your collection. To collect your message just call 08718723815.,spam +"Hey babe, sorry i didn't get sooner. Gary can come and fix it cause he thinks he knows what it is but he doesn't go as far a Ptbo and he says it will cost <#> bucks. I don't know if it might be cheaper to find someone there ? We don't have any second hand machines at all right now, let me know what you want to do babe",ham +make that 3! 4 fucks sake?! x,ham +Leave it. U will always be ignorant.,ham +Nope but i'll b going 2 sch on fri quite early lor cos mys sis got paper in da morn :-),ham +at bruce b downs & fletcher now,ham +Where are you ? You said you would be here when I woke ... :-(,ham +Hey now am free you can call me.,ham +Tell me whos this pls:-),ham +"URGENT! Your mobile was awarded a £1,500 Bonus Caller Prize on 27/6/03. Our final attempt 2 contact U! Call 08714714011",spam +"Think i might have to give it a miss. Am teaching til twelve, then have lecture at two. Damn this working thing.",ham +Id have to check but there's only like 1 bowls worth left,ham +Yes there were many sweets,ham +I would but I'm still cozy. And exhausted from last night.nobody went to school or work. Everything is closed.,ham +U have a secret admirer. REVEAL who thinks U R So special. Call 09065174042. To opt out Reply REVEAL STOP. 1.50 per msg recd. Cust care 07821230901,spam +Buzzzz! *grins* Did I buzz your ass? Buzz your chest ? Buzz your cock ? Where do you keep your phone ? Is the vibrator on ? Did you feel it shake ?,ham +Sir send to group mail check it.,ham +I'm doing da intro covers energy trends n pros n cons... Brief description of nuclear fusion n oso brief history of iter n jet got abt 7 n half pages..,ham +"""NONE!NOWHERE IKNO DOESDISCOUNT!SHITINNIT""",ham +You dont know you jabo me abi.,ham +"Do you ever notice that when you're driving, anyone going slower than you is an idiot and everyone driving faster than you is a maniac?",spam +Not yet had..ya sapna aunty manege y'day hogidhe..chinnu full weak and swalpa black agidhane..,ham +"Are you being good, baby? :)",ham +NEFT Transaction with reference number <#> for Rs. <DECIMAL> has been credited to the beneficiary account on <#> at <TIME> : <#>,ham +"Mostly sports type..lyk footbl,crckt..",ham +Ma head dey swell oh. Thanks for making my day,ham +U should make a fb list,ham +"Height of Confidence: All the Aeronautics professors wer calld & they wer askd 2 sit in an aeroplane. Aftr they sat they wer told dat the plane ws made by their students. Dey all hurried out of d plane.. Bt only 1 didnt move... He said:""if it is made by my students,this wont even start........ Datz confidence..",ham +Sary just need Tim in the bollox &it hurt him a lot so he tol me!,ham +Happy New Year Princess!,ham +"I'll text carlos and let you know, hang on",ham +"Don't worry, * is easy once have ingredients!",ham +I love u 2 my little pocy bell I am sorry but I love u,ham +"Ok omw now, you at castor?",ham +Yar lor... Keep raining non stop... Or u wan 2 go elsewhere?,ham +"Xmas Offer! Latest Motorola, SonyEricsson & Nokia & FREE Bluetooth or DVD! Double Mins & 1000 Txt on Orange. Call MobileUpd8 on 08000839402 or call2optout/4QF2",spam +What u mean u almost done? Done wif sleeping? But i tot u going to take a nap.. Yup i send her liao so i'm picking her up at ard 4 smth lor..,ham +"7 wonders in My WORLD 7th You 6th Ur style 5th Ur smile 4th Ur Personality 3rd Ur Nature 2nd Ur SMS and 1st ""Ur Lovely Friendship""... good morning dear",ham +"Tonight? Yeah, I'd be down for that",ham +What should i eat fo lunch senor,ham +"He said that he had a right giggle when he saw u again! You would possibly be the first person2die from NVQ, but think how much you could for! ",ham +No break time one... How... I come out n get my stuff fr ü?,ham +Reply to win £100 weekly! What professional sport does Tiger Woods play? Send STOP to 87239 to end service,spam +"I'm there and I can see you, but you can't see me ? Maybe you should reboot ym ? I seen the buzz",ham +Do you still have the grinder?,ham +No 1 POLYPHONIC tone 4 ur mob every week! Just txt PT2 to 87575. 1st Tone FREE ! so get txtin now and tell ur friends. 150p/tone. 16 reply HL 4info,spam +"Love isn't a decision, it's a feeling. If we could decide who to love, then, life would be much simpler, but then less magical",ham +"HOT LIVE FANTASIES call now 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870 is a national rate call",spam +K.i did't see you.:)k:)where are you now?,ham +So i'm doing a list of buyers.,ham +"No idea, I guess we'll work that out an hour after we're supposed to leave since as usual nobody has any interest in figuring shit out before the last second",ham +Mm not entirely sure i understood that text but hey. Ho. Which weekend?,ham +They released vday shirts and when u put it on it makes your bottom half naked instead of those white underwear.,ham +Don know..he is watching film in computer..,ham +No b4 Thursday,ham +"Oh, then your phone phoned me but it disconnected",ham +Id onluy matters when getting on from offcampus,ham +This message is free. Welcome to the new & improved Sex & Dogging club! To unsubscribe from this service reply STOP. msgs@150p 18+only,spam +"Excellent, I'll see what riley's plans are",ham +I will see in half an hour,ham +"You've won tkts to the EURO2004 CUP FINAL or £800 CASH, to collect CALL 09058099801 b4190604, POBOX 7876150ppm",spam +Ew are you one of them?,ham +Also hi wesley how've you been,ham +Ah you see. You have to be in the lingo. I will let you know wot on earth it is when has finished making it!,ham +"Loan for any purpose £500 - £75,000. Homeowners + Tenants welcome. Have you been previously refused? We can still help. Call Free 0800 1956669 or text back 'help'",spam +Update_Now - 12Mths Half Price Orange line rental: 400mins...Call MobileUpd8 on 08000839402 or call2optout=J5Q,spam +Imagine Life WITHOUT ME... see.. How fast u are searching me?Don't worry.. l'm always there To disturb U.. Goodnoon..:),ham +"Hm good morning, headache anyone? :-)",ham +Yeah no probs - last night is obviously catching up with you... Speak soon ,ham +FREE UNLIMITED HARDCORE PORN direct 2 your mobile Txt PORN to 69200 & get FREE access for 24 hrs then chrgd@50p per day txt Stop 2exit. This msg is free,spam +I might go 2 sch. Yar at e salon now v boring.,ham + <#> mins but i had to stop somewhere first.,ham +"<#> is fast approaching. So, Wish u a very Happy New Year Happy Sankranti Happy republic day Happy Valentines Day Happy Shivratri Happy Ugadi Happy Fools day Happy May Day Happy Independence Day, Happy Friendship,Mother,Father,Teachers,Childrens Day, & HAPPY BIRTHDAY 4 U. Happy Ganesh festival Happy Dasara Happy Diwali Happy Christmas <#> Good Mornings Afternoons, Evenings Nights. RememberI AM the first to WISHING U ALL THESE...your's Raj",ham +One of the joys in lifeis waking up each daywith thoughts that somewhereSomeone cares enough tosend a warm morning greeting.. -,ham +I didn't get the second half of that message,ham +Wat time do u wan 2 meet me later?,ham +I thank you so much for all you do with selflessness. I love you plenty.,ham +Am in film ill call you later.,ham +How dare you change my ring,ham +You are a very very very very bad girl. Or lady.,ham +I love ya too but try and budget your money better babe. Gary would freak on me if he knew,ham +"What part of ""don't initiate"" don't you understand",ham +I finished my lunch already. U wake up already?,ham +You still at the game?,ham +You have got tallent but you are wasting.,ham +What is your record for one night? :),ham +"Also sir, i sent you an email about how to log into the usc payment portal. I.ll send you another message that should explain how things are back home. Have a great weekend.",ham + gonna let me know cos comes bak from holiday that day. is coming. Don't4get2text me number. ,ham +Jokin only lar... :-) depends on which phone my father can get lor...,ham +"Aight, lemme know what's up",ham +Get ready for <#> inches of pleasure...,ham +Raji..pls do me a favour. Pls convey my Birthday wishes to Nimya. Pls. Today is her birthday.,ham +;-) ok. I feel like john lennon.,ham +Cos darren say ü considering mah so i ask ü...,ham +You are not bothering me but you have to trust my answers. Pls.,ham +"Wishing you and your family Merry ""X"" mas and HAPPY NEW Year in advance..",ham +One day a crab was running on the sea shore..The waves came n cleared the footprints of the crab.. Crab asked: being my frnd y r u clearing my beautiful footprints? Waves replied: A fox was following ur footprints to catch you! thats y i cleared it off:) frndsship never lets u dwn :-) GUD nyt..,ham +Aight what time you want me to come up?,ham +Slaaaaave ! Where are you ? Must I summon you to me all the time now ? Don't you wish to come to me on your own anymore?,ham +Your bill at 3 is £33.65 so thats not bad!,ham +Let me know how it changes in the next 6hrs. It can even be appendix but you are out of that age range. However its not impossible. So just chill and let me know in 6hrs,ham +"Hello, yeah i've just got out of the bath and need to do my hair so i'll come up when i'm done, yeah?",ham +So how's the weather over there?,ham +"Ok. Not much to do here though. H&M Friday, cant wait. Dunno wot the hell im gonna do for another 3 weeks! Become a slob- oh wait, already done that! ",ham +Die... Now i have e toot fringe again...,ham +Lol they don't know about my awesome phone. I could click delete right now if I want.,ham +Ok,ham +"Awesome question with a cute answer: Someone asked a boy ""how is ur life?"" . . He smiled & answered: . . ""She is fine!"" Gudnite",ham +Please leave this topic..sorry for telling that..,ham +Pls send me the correct name da.,ham +What happened to our yo date?,ham +EASTENDERS TV Quiz. What FLOWER does DOT compare herself to? D= VIOLET E= TULIP F= LILY txt D E or F to 84025 NOW 4 chance 2 WIN £100 Cash WKENT/150P16+,spam +Webpage s not available!,ham +Just woke up. Yeesh its late. But I didn't fall asleep til <#> am :/,ham +You are now unsubscribed all services. Get tons of sexy babes or hunks straight to your phone! go to http://gotbabes.co.uk. No subscriptions.,spam +"Dear all, as we know <#> th is the <#> th birthday of our loving Gopalettan. We are planning to give a small gift on that day. Those who like to participate in that you are welcome. Please contact our admin team for more details",ham +K..k...from tomorrow onwards started ah?,ham +What u talking bout early morning? It's almost noon where your at!,ham +Fine. Do you remember me.,ham +"Hi babe its Jordan, how r u? Im home from abroad and lonely, text me back if u wanna chat xxSP visionsms.com Text stop to stopCost 150p 08712400603",spam +Ok. How many should i buy.,ham +"Sounds good, keep me posted",ham +Get a brand new mobile phone by being an agent of The Mob! Plus loads more goodies! For more info just text MAT to 87021.,spam +Ok. So april. Cant wait,ham +Boy you best get yo ass out here quick,ham +Ay wana meet on sat?ü wkg on sat?,ham +I'm now but have to wait till 2 for the bus to pick me.,ham +Apart from the one i told you about yesterday?,ham +Ok lor... But buy wat?,ham +Somebody should go to andros and steal ice,ham +Don know. I did't msg him recently.,ham +Take us out shopping and Mark will distract Isaiah.=D,ham +"Mum, hope you are having a great day. Hoping this text meets you well and full of life. Have a great day. Abiola",ham +There is no sense in my foot and penis.,ham +Okay but i thought you were the expert,ham +*deep sigh* ... I miss you :-( ... I am really surprised you haven't gone to the net cafe yet to get to me ... Don't you miss me?,ham +S.s:)i thinl role is like sachin.just standing. Others have to hit.,ham +Have a great trip to India. And bring the light to everyone not just with the project but with everyone that is lucky to see you smile. Bye. Abiola,ham +"And very importantly, all we discuss is between u and i only.",ham +K..k:)how about your training process?,ham +Ok lor. I ned 2 go toa payoh 4 a while 2 return smth u wan 2 send me there or wat?,ham +In da car park ,ham +I wish that I was with you. Holding you tightly. Making you see how important you are. How much you mean to me ... How much I need you ... In my life ...,ham +So i asked how's anthony. Dad. And your bf,ham +"'Wnevr i wana fal in luv vth my books, My bed fals in luv vth me..!'' . Yen madodu, nav pretsorginta, nammanna pretsovru important alwa....!!:) Gud eveB-).",ham +What Today-sunday..sunday is holiday..so no work..,ham +Am going to take bath ill place the key in window:-),ham +LORD OF THE RINGS:RETURN OF THE KING in store NOW!REPLY LOTR by 2 June 4 Chance 2 WIN LOTR soundtrack CDs StdTxtRate. Reply STOP to end txts,spam +"Dear, take care. I am just reaching home.love u a lot.",ham +staff.science.nus.edu.sg/~phyhcmk/teaching/pc1323,ham +Have you emigrated or something? Ok maybe 5.30 was a bit hopeful...,ham +Olol i printed out a forum post by a guy with the exact same prob which was fixed with a gpu replacement. Hopefully they dont ignore that.,ham +We walked from my moms. Right on stagwood pass right on winterstone left on victors hill. Address is <#>,ham +"Yo, you at jp and hungry like a mofo?",ham +This is all just creepy and crazy to me.,ham +Ok... I din get ur msg...,ham +Tessy..pls do me a favor. Pls convey my birthday wishes to Nimya..pls dnt forget it. Today is her birthday Shijas,ham +Pathaya enketa maraikara pa',ham +Even if he my friend he is a priest call him now,ham +"U so lousy, run already come back then half dead... Hee...",ham +That's y i said it's bad dat all e gals know u... Wat u doing now?,ham +Or remind me in a few hrs.,ham +"I had been hoping i would not have to send you this message. My rent is due and i dont have enough for it. My reserves are completely gone. Its a loan i need and was hoping you could her. The balance is <#> . Is there a way i could get that from you, till mid march when i hope to pay back.",ham +Hi. Happy New Year. I dont mean to intrude but can you pls let me know how much tuition you paid last semester and how much this semester is. Thanks,ham +Hello hun how ru? Its here by the way. Im good. Been on 2 dates with that guy i met in walkabout so far. We have to meet up soon. Hows everyone else?,ham +Lol I was gonna last month. I cashed some in but I left <#> just in case. I was collecting more during the week cause they announced it on the blog.,ham +Good Luck! Draw takes place 28th Feb 06. Good Luck! For removal send STOP to 87239 customer services 08708034412,spam +"Short But Cute : "" Be a good person , but dont try to prove"" ..... Gud mrng...",ham +Just haven't decided where yet eh ?,ham +"Wat time liao, where still got.",ham +Yes watching footie but worried we're going to blow it - Phil Neville?,ham +I wait 4 ü inside da car park...,ham +Uncle Abbey! Happy New Year. Abiola,ham +Now am free call me pa.,ham +R u saying i should re order the slippers cos i had to pay for returning it.,ham +Stop knowing me so well!,ham +Good evening! this is roger. How are you?,ham +Small problem in auction:)punj now asking tiwary,ham +Free entry in 2 a weekly comp for a chance to win an ipod. Txt POD to 80182 to get entry (std txt rate) T&C's apply 08452810073 for details 18+,spam +He telling not to tell any one. If so treat for me hi hi hi,ham +My uncles in Atlanta. Wish you guys a great semester.,ham +1st wk FREE! Gr8 tones str8 2 u each wk. Txt NOKIA ON to 8007 for Classic Nokia tones or HIT ON to 8007 for Polys. Nokia/150p Poly/200p 16+,spam +U coming 2 pick me?,ham +Thats cool. i liked your photos. You are very sexy!,ham +would u fuckin believe it they didnt know i had thurs pre booked off so they re cancelled me AGAIN! that needs to b sacked,ham +"Haha better late than ever, any way I could swing by?",ham +Ok. But i finish at 6.,ham +"LookAtMe!: Thanks for your purchase of a video clip from LookAtMe!, you've been charged 35p. Think you can do better? Why not send a video in a MMSto 32323.",spam +I've been barred from all B and Q stores for life!?This twat in orange dungerees came up to me and asked if I wanted decking? So I got the first punch in!!,ham +So no messages. Had food?,ham +Ok going to sleep. Hope i can meet her.,ham +Wat makes some people dearer is not just de happiness dat u feel when u meet them but de pain u feel when u miss dem!!!,ham +Can you let me know details of fri when u find out cos I'm not in tom or fri. mentionned chinese. Thanks,ham +You're right I have now that I think about it,ham +Wat r u doing now?,ham +Is ur lecture over?,ham +sexy sexy cum and text me im wet and warm and ready for some porn! u up for some fun? THIS MSG IS FREE RECD MSGS 150P INC VAT 2 CANCEL TEXT STOP,spam +Customer place i will call you,ham +Not planned yet :)going to join company on jan 5 only.don know what will happen after that.,ham +Boy; I love u Grl: Hogolo Boy: gold chain kodstini Grl: Agalla Boy: necklace madstini Grl: agalla Boy: Hogli 1 mutai eerulli kodthini! Grl: I love U kano;-),ham +"Haha I heard that, text me when you're around",ham +I.ll get there tomorrow and send it to you,ham +"""SHIT BABE.. THASA BIT MESSED UP.YEH, SHE SHUDVETOLD U. DID URGRAN KNOW?NEWAY, ILLSPEAK 2 U2MORO WEN IM NOT ASLEEP...""",ham +Oh thats late! Well have a good night and i will give u a call tomorrow. Iam now going to go to sleep night night,ham +"""CHEERS U TEX MECAUSE U WEREBORED! YEAH OKDEN HUNNY R UIN WK SAT?SOUND’S LIKEYOUR HAVIN GR8FUN J! KEEP UPDAT COUNTINLOTS OF LOVEME XXXXX.""",ham +"Sorry, in meeting I'll call you later",ham +Yo! Howz u? girls never rang after india. L,ham +Yeah but which is worse for i,ham +Hard LIVE 121 chat just 60p/min. Choose your girl and connect LIVE. Call 09094646899 now! Cheap Chat UK's biggest live service. VU BCM1896WC1N3XX,spam +I tagged MY friends that you seemed to count as YOUR friends.,ham +Not heard from U4 a while. Call 4 rude chat private line 01223585334 to cum. Wan 2C pics of me gettin shagged then text PIX to 8552. 2End send STOP 8552 SAM xxx,spam +Ok...,ham +Long time. You remember me today.,ham +Havent shopping now lor i juz arrive only,ham +Thank u. IT BETTER WORK OUT CAUSE I WILL FEEL USED OTHERWISE,ham +Are you up for the challenge? I know i am :),ham +How much did ur hdd casing cost.,ham +Mystery solved! Just opened my email and he's sent me another batch! Isn't he a sweetie,ham +I can't describe how lucky you are that I'm actually awake by noon,ham +This is the 2nd time we have tried to contact u. U have won the £1450 prize to claim just call 09053750005 b4 310303. T&Cs/stop SMS 08718725756. 140ppm,spam +"TODAY is Sorry day.! If ever i was angry with you, if ever i misbehaved or hurt you? plz plz JUST SLAP URSELF Bcoz, Its ur fault, I'm basically GOOD",ham +Cheers for the card ... Is it that time of year already?,ham +"HOT LIVE FANTASIES call now 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870..k",spam +"When people see my msgs, They think Iam addicted to msging... They are wrong, Bcoz They don\'t know that Iam addicted to my sweet Friends..!! BSLVYL",ham +Ugh hopefully the asus ppl dont randomly do a reformat.,ham +"Haven't seen my facebook, huh? Lol!",ham +"Mah b, I'll pick it up tomorrow",ham +Still otside le..u come 2morrow maga..,ham +Do u still have plumbers tape and a wrench we could borrow?,ham +"Dear Voucher Holder, To claim this weeks offer, at you PC please go to http://www.e-tlp.co.uk/reward. Ts&Cs apply.",spam +It vl bcum more difficult..,ham +UR GOING 2 BAHAMAS! CallFREEFONE 08081560665 and speak to a live operator to claim either Bahamas cruise of£2000 CASH 18+only. To opt out txt X to 07786200117,spam +Havent still waitin as usual... Ü come back sch oredi?,ham +In meeting da. I will call you,ham +K k :-):-) then watch some films.,ham +Does cinema plus drink appeal tomo? * Is a fr thriller by director i like on at mac at 8.30.,ham +There the size of elephant tablets & u shove um up ur ass!!,ham +"So many people seems to be special at first sight, But only very few will remain special to you till your last sight.. Maintain them till life ends.. take cr da",ham +"My Parents, My Kidz, My Friends n My Colleagues. All screaming.. SURPRISE !! and I was waiting on the sofa.. ... ..... ' NAKED...!",ham +Dunno i juz askin cos i got a card got 20% off 4 a salon called hair sense so i tot it's da one ü cut ur hair. ,ham +Good morning pookie pie! Lol hope I didn't wake u up,ham +MAYBE IF YOU WOKE UP BEFORE FUCKING 3 THIS WOULDN'T BE A PROBLEM.,ham +Happy birthday to you....dear.with lots of love.rakhesh NRI,ham +Howz that persons story,ham +"This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08712101358 NOW! Only 10p per min. BT-national-rate",spam +X2 <#> . Are you going to get that,ham +Hi neva worry bout da truth coz the truth will lead me 2 ur heart. It’s the least a unique person like u deserve. Sleep tight or morning,ham +UR awarded a City Break and could WIN a £200 Summer Shopping spree every WK. Txt STORE to 88039.SkilGme.TsCs087147403231Winawk!Age16+£1.50perWKsub,spam +Is ur paper today in e morn or aft?,ham +I will lick up every drop :) are you ready to use your mouth as well?,ham +And you! Will expect you whenever you text! Hope all goes well tomo ,ham +Great. P diddy is my neighbor and comes for toothpaste every morning,ham +"I av a new number, . Wil u only use this one,ta.",ham +So its to be poking man everyday that they teach you in canada abi! How are you. Just saying hi.,ham +7 lor... Change 2 suntec... Wat time u coming?,ham +No de.am seeing in online shop so that i asked.,ham +Just curious because my cuz asked what I was up to,ham +Nice.nice.how is it working?,ham +Okay lor... Wah... like that def they wont let us go... Haha... What did they say in the terms and conditions?,ham +Haha... Yup hopefully we will lose a few kg by mon. after hip hop can go orchard and weigh again,ham +She's good. How are you. Where r u working now,ham +"Oh, yes, I've just been a little under the weather so i've kind of been coccooning at home",ham +At home also.,ham +This phone has the weirdest auto correct.,ham +Oops my phone died and I didn't even know. Yeah I like it better.,ham +Havent mus ask if u can 1st wat. Of meet 4 lunch den u n him meet can already lor. Or u wan 2 go ask da ge 1st then confirm w me asap?,ham +"She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife,",ham +"OH YEAH,AND HAV A GREAT TIME IN NEWQUAY-SEND ME A POSTCARD !1 LOOK AFTER ALL THE GIRLS WHILE IM GONE(U KNOW THE 1IM TALKIN BOUT!)xx",ham +We got a divorce. Lol. She.s here,ham +What's ur pin?,ham +"Babe, have you got enough money to pick up bread and milk ? And I'll give you it back when you get home ?",ham +I want snow. It's just freezing and windy.,ham +URGENT! We are trying to contact U. Todays draw shows that you have won a £2000 prize GUARANTEED. Call 09066358361 from land line. Claim Y87. Valid 12hrs only,spam +Come to mahal bus stop.. <DECIMAL>,ham +Don know:)this week i'm going to tirunelvai da.,ham +Me too baby! I promise to treat you well! I bet you will take good care of me...,ham +Its like that hotel dusk game i think. You solve puzzles in a area thing,ham +"Thanks for your ringtone order, reference number X29. Your mobile will be charged 4.50. Should your tone not arrive please call customer services 09065989180",spam +"Hi, my love! How goes that day? Fuck, this morning I woke and dropped my cell on the way down the stairs but it seems alright ... *phews* I miss you !",ham +Well that must be a pain to catch,ham +Sorry da thangam.it's my mistake.,ham +I need... Coz i never go before ,ham +"Rose for red,red for blood,blood for heart,heart for u. But u for me.... Send tis to all ur friends.. Including me.. If u like me.. If u get back, 1-u r poor in relation! 2-u need some 1 to support 3-u r frnd 2 many 4-some1 luvs u 5+- some1 is praying god to marry u.:-) try it....",ham +Wife.how she knew the time of murder exactly,ham +"SIX chances to win CASH! From 100 to 20,000 pounds txt> CSH11 and send to 87575. Cost 150p/day, 6days, 16+ TsandCs apply Reply HL 4 info",spam +Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send COLLECT to 83600 only 150p/msg. CC: 08718720201 PO BOX 114/14 TCR/W1,spam +"I feel like a dick because I keep sleeping through your texts and facebook messages. Sup, you in town?",ham +No plm i will come da. On the way.,ham +Guess he wants alone time. We could just show up and watch when they do..,ham +Height of recycling: Read twice- People spend time for earning money and the same money is spent for spending time!;-) Good morning.. keep smiling:-),ham +Yup ü not comin :-(,ham +"Yes, princess. Toledo.",ham +"Aight text me when you're back at mu and I'll swing by, need somebody to get the door for me",ham +Ron say fri leh. N he said ding tai feng cant make reservations. But he said wait lor.,ham +Good. No swimsuit allowed :),ham +Am okay. Will soon be over. All the best,ham +"A cute thought for friendship: ""Its not necessary to share every secret with ur close Frnd, but watever u shared should be true""....",ham +Ok i've sent u da latest version of da project.,ham +Good Morning my Dear........... Have a great & successful day.,ham +Pls accept me for one day. Or am begging you change the number.,ham +Squeeeeeze!! This is christmas hug.. If u lik my frndshp den hug me back.. If u get 3 u r cute:) 6 u r luvd:* 9 u r so lucky;) None? People hate u:,ham +"Its ok, if anybody asks abt me, u tel them..:-P",ham +"Funny fact Nobody teaches volcanoes 2 erupt, tsunamis 2 arise, hurricanes 2 sway aroundn no 1 teaches hw 2 choose a wife Natural disasters just happens",ham +* You gonna ring this weekend or wot?,ham +Also track down any lighters you can find,ham +"Sorry, I can't help you on this.",ham +"Babe, I need your advice",ham +"I‘ll leave around four, ok?",ham +Come to medical college at 7pm ......forward it da,ham +K:)k..its good:)when are you going?,ham +I can make lasagna for you... vodka...,ham +HI ITS KATE CAN U GIVE ME A RING ASAP XXX,ham +Who were those people ? Were you in a tour ? I thought you were doing that sofa thing you sent me ? Your curious sugar,ham +"No, but you told me you were going, before you got drunk!",ham +He fucking chickened out. He messaged me he would be late and woould buzz me and then I didn't hear a word from him,ham +"Congratulations! Thanks to a good friend U have WON the £2,000 Xmas prize. 2 claim is easy, just call 08718726978 NOW! Only 10p per minute. BT-national-rate",spam +I'm always looking for an excuse to be in the city.,ham +Yup i'm still having coffee wif my frens... My fren drove she'll give me a lift...,ham +O shore are you takin the bus,ham +So u gonna get deus ex?,ham +I will send them to your email. Do you mind <#> times per night?,ham +"44 7732584351, Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930705.",spam +tap & spile at seven. * Is that pub on gas st off broad st by canal. Ok?,ham +Ok then i come n pick u at engin?,ham +Which is why i never wanted to tell you any of this. Which is why i'm so short with you and on-edge as of late.,ham +Raviyog Peripherals bhayandar east,ham +K actually can you guys meet me at the sunoco on howard? It should be right on the way,ham +You have 1 new voicemail. Please call 08719181513.,spam +"MOON has come to color your dreams, STARS to make them musical and my SMS to give you warm and Peaceful Sleep. Good Night",ham +Just finished eating. Got u a plate. NOT leftovers this time.,ham +Thanx a lot...,ham +Hurry home u big butt. Hang up on your last caller if u have to. Food is done and I'm starving. Don't ask what I cooked.,ham +Lol your right. What diet? Everyday I cheat anyway. I'm meant to be a fatty :(,ham +Its a great day. Do have yourself a beautiful one.,ham +What happened in interview?,ham +"Solve d Case : A Man Was Found Murdered On <DECIMAL> . <#> AfterNoon. 1,His wife called Police. 2,Police questioned everyone. 3,Wife: Sir,I was sleeping, when the murder took place. 4.Cook: I was cooking. 5.Gardener: I was picking vegetables. 6.House-Maid: I went 2 d post office. 7.Children: We went 2 play. 8.Neighbour: We went 2 a marriage. Police arrested d murderer Immediately. Who's It? Reply With Reason, If U r Brilliant.",ham +Badrith is only for chennai:)i will surely pick for us:)no competition for him.,ham +I tot it's my group mate... Lucky i havent reply... Wat time do ü need to leave... ,ham +Hey you around? I've got enough for a half + the ten I owe you,ham +Hey tmr maybe can meet you at yck,ham +ALRITE SAM ITS NIC JUST CHECKIN THAT THIS IS UR NUMBER-SO IS IT?T.B*,ham +They are just making it easy to pay back. I have <#> yrs to say but i can pay back earlier. You get?,ham +Not to worry. I'm sure you'll get it.,ham +"The gas station is like a block away from my house, you'll drive right by it since armenia ends at swann and you have to take howard",ham +"Someone U know has asked our dating service 2 contact you! Cant Guess who? CALL 09058097189 NOW all will be revealed. POBox 6, LS15HB 150p ",spam +Camera - You are awarded a SiPix Digital Camera! call 09061221066 fromm landline. Delivery within 28 days,spam +My tuition is at 330. Hm we go for the 1120 to 1205 one? Do you mind?,ham +"I'm not smoking while people use ""wylie smokes too much"" to justify ruining my shit",ham +Dear good morning how you feeling dear,ham +A little. Meds say take once every 8 hours. It's only been 5 but pain is back. So I took another. Hope I don't die,ham +"Beautiful tomorrow never comes.. When it comes, it's already TODAY.. In the hunt of beautiful tomorrow don't waste your wonderful TODAY.. GOODMORNING:)",ham +Dunno lei ü all decide lor. How abt leona? Oops i tot ben is going n i msg him.,ham +Hi there. We have now moved in2 our pub . Would be great 2 c u if u cud come up.,ham +Todays Voda numbers ending 5226 are selected to receive a ?350 award. If you hava a match please call 08712300220 quoting claim code 1131 standard rates app ,spam +This message is free. Welcome to the new & improved Sex & Dogging club! To unsubscribe from this service reply STOP. msgs@150p 18 only,spam +"Honeybee Said: *I'm d Sweetest in d World* God Laughed & Said: *Wait,U Havnt Met d Person Reading This Msg* MORAL: Even GOD Can Crack Jokes! GM+GN+GE+GN:)",ham +Just do what ever is easier for you,ham +RCT' THNQ Adrian for U text. Rgds Vatian,spam +Stop calling everyone saying I might have cancer. My throat hurts to talk. I can't be answering everyones calls. If I get one more call I'm not babysitting on Monday,ham +"It'll be tough, but I'll do what I have to",ham +IM GONNAMISSU SO MUCH!!I WOULD SAY IL SEND U A POSTCARD BUTTHERES ABOUTAS MUCH CHANCE OF MEREMEMBERIN ASTHERE IS OFSI NOT BREAKIN HIS CONTRACT!! LUV Yaxx,ham +Ee msg na poortiyagi odalebeku: Hanumanji 7 name 1-Hanuman 2-Bajarangabali 3-Maruti 4-Pavanaputra 5-Sankatmochan 6-Ramaduth 7-Mahaveer ee 7 name <#> janarige ivatte kalisidare next saturday olage ondu good news keluviri...! Maretare inde 1 dodda problum nalli siguviri idu matra <#> % true.. Don't neglet.,ham +HI DARLIN I FINISH AT 3 DO U 1 2 PICK ME UP OR MEET ME? TEXT BACK ON THIS NUMBER LUV KATE XXX,ham +"Set a place for me in your heart and not in your mind, as the mind easily forgets but the heart will always remember. Wish you Happy Valentines Day!",ham +But i'm surprised she still can guess right lor...,ham +Okie ü wan meet at bishan? Cos me at bishan now. I'm not driving today.,ham +Oh ho. Is this the first time u use these type of words,ham +HI DARLIN HOW WAS WORK DID U GET INTO TROUBLE? IJUST TALKED TO YOUR MUM ALL MORNING! I HAD A REALLY GOOD TIME LAST NIGHT IM GOIN OUT SOON BUT CALL ME IF U CAN,ham +I know you are serving. I mean what are you doing now.,ham +"Huh... Hyde park not in mel ah, opps, got confused... Anyway, if tt's e best choice den we juz have to take it...",ham +Oh gei. That happend to me in tron. Maybe ill dl it in 3d when its out,ham +"FREE MESSAGE Activate your 500 FREE Text Messages by replying to this message with the word FREE For terms & conditions, visit www.07781482378.com",spam +I know girls always safe and selfish know i got it pa. Thank you. good night.,ham +"No worries, hope photo shoot went well. have a spiffing fun at workage. ",ham +I'm freezing and craving ice. Fml,ham +Kay... Since we are out already ,ham +Eh sorry leh... I din c ur msg. Not sad already lar. Me watching tv now. U still in office?,ham +Yo im right by yo work,ham +Ok darlin i supose it was ok i just worry too much.i have to do some film stuff my mate and then have to babysit again! But you can call me there.xx,ham +"She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife,",ham +I don wake since. I checked that stuff and saw that its true no available spaces. Pls call the embassy or send a mail to them.,ham +Nope... Juz off from work...,ham +Huh so fast... Dat means u havent finished painting?,ham + what number do u live at? Is it 11?,ham +"No we put party 7 days a week and study lightly, I think we need to draw in some custom checkboxes so they know we're hardcore",ham +Sac will score big hundred.he is set batsman:-),ham +Send me yetty's number pls.,ham +How much it will cost approx . Per month.,ham +Ok... The theory test? when are ü going to book? I think it's on 21 may. Coz thought wanna go out with jiayin. But she isnt free,ham +"You are being contacted by our dating service by someone you know! To find out who it is, call from a land line 09050000928. PoBox45W2TG150P",spam +"That's fine, have him give me a call if he knows what he wants or has any questions",ham +"Sorry, got a late start, we're on the way",ham +Then u go back urself lor...,ham +I AM AT THE GAS STATION. GO THERE.,ham +"K, if u bored up just come to my home..",ham +Babe !!!! I LOVE YOU !!!! *covers your face in kisses*,ham +"Like I made him throw up when we were smoking in our friend's car one time, it was awesome",ham +Still i have not checked it da. . .,ham +You will go to walmart. I.ll stay.,ham +"I haven't forgotten you, i might have a couple bucks to send you tomorrow, k? I love ya too",ham +Oh great. I.ll disturb him more so that we can talk.,ham +Reverse is cheating. That is not mathematics.,ham +U're welcome... Caught u using broken english again...,ham +No problem baby. Is this is a good time to talk? I called and left a message.,ham +"Sorry, I'll call later",ham +Oh is it! Which brand?,ham +Sorry i cant take your call right now. It so happens that there r 2waxsto do wat you want. She can come and ill get her medical insurance. And she'll be able to deliver and have basic care. I'm currently shopping for the right medical insurance for her. So just give me til friday morning. Thats when i.ll see the major person that can guide me to the right insurance.,ham +At what time are you coming.,ham +Call him and say you not coming today ok and tell them not to fool me like this ok,ham +I emailed yifeng my part oredi.. Can ü get it fr him..,ham +R u sure they'll understand that! Wine * good idea just had a slurp!,ham +Minimum walk is 3miles a day.,ham +Ok not a problem will get them a taxi. C ing tomorrow and tuesday. On tuesday think we r all going to the cinema. ,ham +"Brainless Baby Doll..:-D;-), vehicle sariyag drive madoke barolla..",ham +I don't run away frm u... I walk slowly & it kills me that u don't care enough to stop me...,ham +Sorry I missed your call let's talk when you have the time. I'm on 07090201529,spam +Please attend the phone:),ham +You only hate me. You can call any but you didnt accept even a single call of mine. Or even you messaged,ham +No messages on her phone. I'm holding it now,ham +Can... I'm free...,ham +"Yo my trip got postponed, you still stocked up?",ham +"Sorry, I'll call later",ham +I am waiting for your call sir.,ham +Hey what are you doing. Y no reply pa..,ham +"Hey elaine, is today's meeting still on?",ham +Sorry i've not gone to that place. I.ll do so tomorrow. Really sorry.,ham +Most of the tiime when i don't let you hug me it's so i don't break into tears.,ham +Tomorrow i am not going to theatre. . . So i can come wherever u call me. . . Tell me where and when to come tomorrow,ham +And now electricity just went out fml.,ham +"Looks like you found something to do other than smoke, great job!",ham +Also andros ice etc etc,ham +:) ,ham +"Good afternon, my love. How are today? I hope your good and maybe have some interviews. I wake and miss you babe. A passionate kiss from across the sea",ham +Yup. Wun believe wat? U really neva c e msg i sent shuhui?,ham +Hows that watch resizing,ham +Dear umma she called me now :-),ham +Just finished. Missing you plenty,ham +"complimentary 4 STAR Ibiza Holiday or £10,000 cash needs your URGENT collection. 09066364349 NOW from Landline not to lose out! Box434SK38WP150PPM18+",spam +"Well, I meant as opposed to my drunken night of before",ham +K... Must book a not huh? so going for yoga basic on sunday?,ham +FREE MSG:We billed your mobile number by mistake from shortcode 83332.Please call 08081263000 to have charges refunded.This call will be free from a BT landline,spam +Ok can...,ham +"Oops - am at my mum's in somerset... Bit far! Back tomo, see you soon x",ham +So u workin overtime nigpun?,ham +Same as kallis dismissial in 2nd test:-).,ham +O. Guess they both got screwd,ham +Please CALL 08712402972 immediately as there is an urgent message waiting for you,spam +"I'm in a meeting, call me later at",ham +What r u cooking me for dinner?,ham +Ok thanx...,ham +Bull. Your plan was to go floating off to IKEA with me without a care in the world. So i have to live with your mess another day.,ham +Then i buy.,ham +URGENT! Your Mobile number has been awarded with a £2000 Bonus Caller Prize. Call 09058095201 from land line. Valid 12hrs only,spam +Heehee that was so funny tho,ham +It only does simple arithmetic not percentages.,ham +"Yeah we wouldn't leave for an hour at least, how's 4 sound?",ham +"As a valued customer, I am pleased to advise you that following recent review of your Mob No. you are awarded with a £1500 Bonus Prize, call 09066364589",spam +Thanks honey. Have a great day.,ham +"'An Amazing Quote'' - ""Sometimes in life its difficult to decide whats wrong!! a lie that brings a smile or the truth that brings a tear....""",ham +Good night my dear.. Sleepwell&Take care,ham +Then ü ask dad to pick ü up lar... Ü wan 2 stay until 6 meh...,ham +"Jus chillaxin, what up",ham +"""HEY DAS COOL... IKNOW ALL 2 WELLDA PERIL OF STUDENTFINANCIAL CRISIS!SPK 2 U L8R.""",ham +"Beautiful Truth against Gravity.. Read carefully: ""Our heart feels light when someone is in it.. But it feels very heavy when someone leaves it.."" GOODMORNING",ham +Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930705,spam +"Whats that coming over the hill..... Is it a monster! Hope you have a great day. Things r going fine here, busy though! ",ham +Joy's father is John. Then John is the ____ of Joy's father. If u ans ths you hav <#> IQ. Tis s IAS question try to answer.,ham +Only once then after ill obey all yours.,ham +No she didnt. I will search online and let you know.,ham +Where do you need to go to get it?,ham +No pic. Please re-send.,ham +He remains a bro amongst bros,ham +Uhhhhrmm isnt having tb test bad when youre sick,ham +But i haf enuff space got like 4 mb...,ham +LIFE has never been this much fun and great until you came in. You made it truly special for me. I won't forget you! enjoy @ one gbp/sms,spam +Do you want a new Video phone? 600 anytime any network mins 400 Inclusive Video calls AND downloads 5 per week Free delTOMORROW call 08002888812 or reply NOW,spam +"As a valued customer, I am pleased to advise you that following recent review of your Mob No. you are awarded with a £1500 Bonus Prize, call 09066368470",spam +Welcome! Please reply with your AGE and GENDER to begin. e.g 24M,spam +Freemsg: 1-month unlimited free calls! Activate SmartCall Txt: CALL to No: 68866. Subscriptn3gbp/wk unlimited calls Help: 08448714184 Stop?txt stop landlineonly,spam +Had your mobile 10 mths? Update to latest Orange camera/video phones for FREE. Save £s with Free texts/weekend calls. Text YES for a callback orno to opt out,spam +Am new 2 club & dont fink we met yet Will B gr8 2 C U Please leave msg 2day wiv ur area 09099726553 reply promised CARLIE x Calls£1/minMobsmore LKPOBOX177HP51FL,spam +True. Its easier with her here.,ham +Sure but since my parents will be working on Tuesday I don't really need a cover story,ham +Haha okay... Today weekend leh... ,ham +"""Hi darlin did youPhone me? Im atHome if youwanna chat.""",ham +I don't know jack shit about anything or i'd say/ask something helpful but if you want you can pretend that I did and just text me whatever in response to the hypotheticalhuagauahahuagahyuhagga,ham +You've always been the brainy one.,ham +Yeah if we do have to get a random dude we need to change our info sheets to PARTY <#> /7 NEVER STUDY just to be safe,ham +Camera - You are awarded a SiPix Digital Camera! call 09061221066 fromm landline. Delivery within 28 days.,spam +"Christmas is An occasion that is Celebrated as a Reflection of UR... Values..., Desires..., Affections...& Traditions.... Have an ideal Christmas...",ham +Sending you greetings of joy and happiness. Do have a gr8 evening,ham +"""Hi darlin i cantdo anythingtomorrow as myparents aretaking me outfor a meal. when are u free? Katexxx""",ham +If india win or level series means this is record:),ham +Then what about further plan?,ham +Its good to hear from you,ham +"awesome, how do I deal with the gate? Charles told me last night but, uh, yeah",ham +What time you thinkin of goin?,ham +Get a FREE mobile video player FREE movie. To collect text GO to 89105. Its free! Extra films can be ordered t's and c's apply. 18 yrs only,spam +Save money on wedding lingerie at www.bridal.petticoatdreams.co.uk Choose from a superb selection with national delivery. Brought to you by WeddingFriend,spam +Your board is working fine. The issue of overheating is also reslove. But still software inst is pending. I will come around 8'o clock.,ham +Yes but I don't care cause I know its there!,ham +"wiskey Brandy Rum Gin Beer Vodka Scotch Shampain Wine ""KUDI""yarasu dhina vaazhthukkal. ..",ham +"Mon okie lor... Haha, best is cheap n gd food la, ex oso okie... Depends on whether wana eat western or chinese food... Den which u prefer... ",ham +Sitting ard nothing to do lor. U leh busy w work?,ham +Its <#> k here oh. Should i send home for sale.,ham +Sorry. || mail? || ,ham +Ya just telling abt tht incident..,ham +Yes we were outside for like 2 hours. And I called my whole family to wake them up cause it started at 1 am,ham +Ugh just got outta class,ham +"Nowadays people are notixiquating the laxinorficated opportunity for bambling of entropication.... Have you ever oblisingately opted ur books for the masteriastering amplikater of fidalfication? It is very champlaxigating, i think it is atrocious.. Wotz Ur Opinion???? Junna",ham +I dont have any of your file in my bag..i was in work when you called me.i 'll tell you if i find anything in my room.,ham +No need lar. Jus testing e phone card. Dunno network not gd i thk. Me waiting 4 my sis 2 finish bathing so i can bathe. Dun disturb u liao u cleaning ur room.,ham +Ok. I.ll do you right later.,ham +Friendship poem: Dear O Dear U R Not Near But I Can Hear Dont Get Fear Live With Cheer No More Tear U R Always my Dear. Gud ni8,ham +Have your lunch and come quickly and open the door:),ham +Not heard from U4 a while. Call me now am here all night with just my knickers on. Make me beg for it like U did last time 01223585236 XX Luv Nikiyu4.net,spam +I am back. Bit long cos of accident on a30. Had to divert via wadebridge.I had a brilliant weekend thanks. Speak soon. Lots of love,ham +"K.. I yan jiu liao... Sat we can go 4 bugis vill one frm 10 to 3 den hop to parco 4 nb. Sun can go cine frm 1030 to 2, den hop to orc mrt 4 hip hop at 4...",ham +Bloomberg -Message center +447797706009 Why wait? Apply for your future http://careers. bloomberg.com,spam +i am seeking a lady in the street and a freak in the sheets. Is that you?,ham +My phone,ham +"Haha figures, well I found the piece and priscilla's bowl",ham +"Actually fuck that, just do whatever, do find an excuse to be in tampa at some point before january though",ham +URGENT! We are trying to contact U. Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050001808 from land line. Claim M95. Valid12hrs only,spam +yay! finally lol. i missed our cinema trip last week :-(,ham +All day working day:)except saturday and sunday..,ham +aathi..where are you dear..,ham +Heart is empty without love.. Mind is empty without wisdom.. Eyes r empty without dreams & Life is empty without frnds.. So Alwys Be In Touch. Good night & sweet dreams,ham +"I think I‘m waiting for the same bus! Inform me when you get there, if you ever get there.",ham +You getting back any time soon?,ham +", how's things? Just a quick question.",ham +"Night has ended for another day, morning has come in a special way. May you smile like the sunny rays and leaves your worries at the blue blue bay. Gud mrng",ham +"I can probably come by, everybody's done around <#> right?",ham +I got it before the new year cos yetunde said she wanted to surprise you with it but when i didnt see money i returned it mid january before the <#> day return period ended.,ham +I can ask around but there's not a lot in terms of mids up here,ham +Be sure to check your yahoo email. We sent photos yesterday,ham +What was she looking for?,ham +Wherre's my boytoy ? :-(,ham +Do you want a NEW video phone750 anytime any network mins 150 text for only five pounds per week call 08000776320 now or reply for delivery tomorrow,spam +"Hello, my love! How goes that day ? I wish your well and fine babe and hope that you find some job prospects. I miss you, boytoy ... *a teasing kiss*",ham +Tell my bad character which u Dnt lik in me. I'll try to change in <#> . I ll add tat 2 my new year resolution. Waiting for ur reply.Be frank...good morning.,ham +No:-)i got rumour that you going to buy apartment in chennai:-),ham +"Yeah, probably earlier than that",ham +Change windows logoff sound..,ham +Still i have not checked it da. . .,ham +I'm also came to room.,ham +Huh but i got lesson at 4 lei n i was thinkin of going to sch earlier n i tot of parkin at kent vale... ,ham +Ok.,ham +I will reach office around <DECIMAL> . & my mobile have problem. You cann't get my voice. So call you asa i'll free,ham +"Cool, text me when you head out",ham +"You are being contacted by our dating service by someone you know! To find out who it is, call from a land line 09050000878. PoBox45W2TG150P",spam +"Wan2 win a Meet+Greet with Westlife 4 U or a m8? They are currently on what tour? 1)Unbreakable, 2)Untamed, 3)Unkempt. Text 1,2 or 3 to 83049. Cost 50p +std text",spam +Happy birthday... May u find ur prince charming soon n dun work too hard...,ham +"Oh, the grand is having a bit of a party but it doesn't mention any cover charge so it's probably first come first served",ham +You said to me before i went back to bed that you can't sleep for anything.,ham +I hope you arnt pissed off but id would really like to see you tomorrow. Love me xxxxxxxxxxxxxX,ham +Dorothy@kiefer.com (Bank of Granite issues Strong-Buy) EXPLOSIVE PICK FOR OUR MEMBERS *****UP OVER 300% *********** Nasdaq Symbol CDGT That is a $5.00 per..,spam +says the <#> year old with a man and money. I'm down to my last <#> . Still waiting for that check.,ham +I will come to ur home now,ham +Free any day but i finish at 6 on mon n thurs...,ham +Will you be here for food,ham +"life alle mone,eppolum oru pole allalo",ham +Nite...,ham +"Two fundamentals of cool life: ""Walk, like you are the KING""...! OR ""Walk like you Dont care,whoever is the KING""!... Gud nyt",ham +"Camera quite good, 10.1mega pixels, 3optical and 5digital dooms. Have a lovely holiday, be safe and i hope you hav a good journey! Happy new year to you both! See you in a couple of weeks! ",ham +Hi Petey!noi’m ok just wanted 2 chat coz avent spoken 2 u 4 a long time-hope ur doin alrite.have good nit at js love ya am.x,ham +I just saw ron burgundy captaining a party boat so yeah,ham +I'm serious. You are in the money base,ham +Already one guy loving you:-.,ham +Staff of placement training in Amrita college.,ham +I always chat with you. In fact i need money can you raise me?,ham +I'm job profile seems like bpo..,ham +"Well, I was about to give up cos they all said no they didn‘t do one nighters. I persevered and found one but it is very cheap so i apologise in advance. It is just somewhere to sleep isnt it?",ham +"So you think i should actually talk to him? Not call his boss in the morning? I went to this place last year and he told me where i could go and get my car fixed cheaper. He kept telling me today how much he hoped i would come back in, how he always regretted not getting my number, etc.",ham +Are you willing to go for apps class.,ham +Hanging out with my brother and his family,ham +No it will reach by 9 only. She telling she will be there. I dont know,ham +Hey... are you going to quit soon? Xuhui and i working till end of the month ,ham +"Im sorry bout last nite it wasn’t ur fault it was me, spouse it was pmt or sumthin! U 4give me? I think u shldxxxx",ham +Try neva mate!!,ham +Yeah that'd pretty much be the best case scenario,ham +I not free today i haf 2 pick my parents up tonite...,ham +"""HEY BABE! FAR 2 SPUN-OUT 2 SPK AT DA MO... DEAD 2 DA WRLD. BEEN SLEEPING ON DA SOFA ALL DAY, HAD A COOL NYTHO, TX 4 FONIN HON, CALL 2MWEN IM BK FRMCLOUD 9! J X""",ham +Should i send you naughty pix? :),ham +"You are a £1000 winner or Guaranteed Caller Prize, this is our Final attempt to contact you! To Claim Call 09071517866 Now! 150ppmPOBox10183BhamB64XE",spam +"Xmas & New Years Eve tickets are now on sale from the club, during the day from 10am till 8pm, and on Thurs, Fri & Sat night this week. They're selling fast!",spam +"Tyler (getting an 8th) has to leave not long after 9, can you get here in like an hour?",ham +Prepare to be pounded every night...,ham +"Actually, my mobile is full of msg. And i m doing a work online, where i need to send them <#> sent msg i wil explain u later.",ham +"Sorry, I'll call later",ham +Good evening! How are you?,ham +I'm at home. Please call,ham +Oic cos me n my sis got no lunch today my dad went out... So dunno whether 2 eat in sch or wat...,ham +"Mmmmm ... It was sooooo good to wake to your words this morning, my Love!! Mmmm fuck ... I love you too, my Lion ... *devouring kiss from across the sea*",ham +We are pleased to inform that your application for Airtel Broadband is processed successfully. Your installation will happen within 3 days.,ham +What happen dear. Why you silent. I am tensed,ham +"I'll get there at 3, unless you guys want me to come some time sooner",ham +If you are not coughing then its nothing,ham +Ü come lt 25 n pass to me lar,ham +I'm e person who's doing e sms survey...,ham +Lol ok ill try to send. Be warned Sprint is dead slow. You'll prolly get it tomorrow,ham +Thank You meet you monday,ham +SO IS TH GOWER MATE WHICH IS WHERE I AM!?! HOW R U MAN? ALL IS GOOD IN WALES ILL B BACK ‘MORROW. C U THIS WK? WHO WAS THE MSG 4? – RANDOM!,ham +"Rock yr chik. Get 100's of filthy films &XXX pics on yr phone now. rply FILTH to 69669. Saristar Ltd, E14 9YT 08701752560. 450p per 5 days. Stop2 cancel",spam +"Single line with a big meaning::::: ""Miss anything 4 ur ""Best Life"" but, don't miss ur best life for anything... Gud nyt...",ham +"I got like $ <#> , I can get some more later though. Get whatever you feel like",ham +"Dad wanted to talk about the apartment so I got a late start, omw now",ham +I love you both too :-),ham +Lol u still feeling sick?,ham +Din i tell u jus now 420,ham +am up to my eyes in philosophy,ham +From next month get upto 50% More Calls 4 Ur standard network charge 2 activate Call 9061100010 C Wire3.net 1st4Terms PoBox84 M26 3UZ Cost £1.50 min MobcudB more,spam +Ok lor. I'm in town now lei.,ham +I had it already..sabarish asked me to go..,ham +No da. . Vijay going to talk in jaya tv,ham +URGENT! We are trying to contact U Todays draw shows that you have won a £800 prize GUARANTEED. Call 09050000460 from land line. Claim J89. po box245c2150pm,spam +Lol I know! Hey someone did a great inpersonation of flea on the forums. I love it!,ham +Text BANNEDUK to 89555 to see! cost 150p textoperator g696ga 18+ XXX,spam +Still chance there. If you search hard you will get it..let have a try :),ham +"Auction round 4. The highest bid is now £54. Next maximum bid is £71. To bid, send BIDS e. g. 10 (to bid £10) to 83383. Good luck.",spam +Do you always celebrate NY's with your family ?,ham +"We know TAJ MAHAL as symbol of love. But the other lesser known facts 1. Mumtaz was Shahjahan's 4th wife, out of his 7 wifes. 2. Shahjahan killed Mumtaz's husband to marry her. 3. Mumtaz died in her <#> th delivery. 4. He then married Mumtaz's sister. Question arises where the Hell is the LOVE?:-| -The Great Hari-",ham +Its ok..come to my home it vl nice to meet and v can chat..,ham +Collect your VALENTINE'S weekend to PARIS inc Flight & Hotel + £200 Prize guaranteed! Text: PARIS to No: 69101. www.rtf.sphosting.com,spam +Sent me de webadres for geting salary slip,ham +She's fine. Sends her greetings,ham +Customer Loyalty Offer:The NEW Nokia6650 Mobile from ONLY £10 at TXTAUCTION! Txt word: START to No: 81151 & get yours Now! 4T&Ctxt TC 150p/MTmsg,spam +But you dint in touch with me.,ham +"Yup, leaving right now, be back soon",ham +You won't believe it but it's true. It's Incredible Txts! Reply G now to learn truly amazing things that will blow your mind. From O2FWD only 18p/txt,spam +Yeah sure I'll leave in a min,ham +And do you have any one that can teach me how to ship cars.,ham +"The sign of maturity is not when we start saying big things.. But actually it is, when we start understanding small things... *HAVE A NICE EVENING* BSLVYL",ham +Yeah confirmed for you staying at that weekend,ham +They said ü dun haf passport or smth like dat.. Or ü juz send to my email account.. ,ham +"Multiply the numbers independently and count decimal points then, for the division, push the decimal places like i showed you.",ham +"Have a lovely night and when you wake up to see this message, i hope you smile knowing all is as should be. Have a great morning",ham +Ard 4 lor...,ham +You are right. Meanwhile how's project twins comin up,ham +I sent your maga that money yesterday oh.,ham +Hi 07734396839 IBH Customer Loyalty Offer: The NEW NOKIA6600 Mobile from ONLY £10 at TXTAUCTION!Txt word:START to No:81151 & get Yours Now!4T&,spam +Heart is empty without love.. Mind is empty without wisdom.. Eyes r empty without dreams & Life is empty without frnds.. So Alwys Be In Touch. Good night & sweet dreams,ham +I am hot n horny and willing I live local to you - text a reply to hear strt back from me 150p per msg Netcollex LtdHelpDesk: 02085076972 reply Stop to end,spam +Our ride equally uneventful - not too many of those pesky cyclists around at that time of night ;).,ham +If you were/are free i can give. Otherwise nalla adi entey nattil kittum,ham +I've sent my wife your text. After we buy them she'll tell you what to do. So just relax. We should go get them this wkend.,ham +I am in escape theatre now. . Going to watch KAVALAN in a few minutes,ham +How much would it cost to hire a hitman,ham +I anything lor...,ham +"Sorry, I'll call later",ham +Do you want a New Nokia 3510i Colour Phone Delivered Tomorrow? With 200 FREE minutes to any mobile + 100 FREE text + FREE camcorder Reply or Call 08000930705,spam +Huh but i cant go 2 ur house empty handed right?,ham +Good morning princess! Happy New Year!,ham +Congratulations YOU'VE Won. You're a Winner in our August £1000 Prize Draw. Call 09066660100 NOW. Prize Code 2309.,spam +"Aight, we'll head out in a few",ham +Then wat r u doing now? Busy wif work?,ham +I know you mood off today,ham +"Jay told me already, will do",ham +Cps is causing the outages to conserve energy.,ham +"I'm not sure, I was just checking out what was happening around the area",ham +Hey morning what you come to ask:-) pa...,ham +Jordan got voted out last nite!,ham +"That means you got an A in epi, she.s fine. She.s here now.",ham +I have no idea where you are,ham +Pls come quick cant bare this.,ham +Joy's father is John. Then John is the ____ of Joy's father. If u ans ths you hav <#> IQ. Tis s IAS question try to answer.,ham +"Call me. I m unable to cal. Lets meet bhaskar, and deep",ham +No. I.ll meet you in the library,ham +"K, my roommate also wants a dubsack and another friend may also want some so plan on bringing extra, I'll tell you when they know for sure",ham +Depends on individual lor e hair dresser say pretty but my parents say look gong. U kaypoh.. I also dunno wat she collecting.,ham +Ok c ü then.,ham +I enjoy watching and playing football and basketball. Anything outdoors. And you?,ham +"Can you please ask macho what his price range is, does he want something new or used plus it he only interfued in the blackberry bold <#> or any bb",ham +Sorry sent blank msg again. Yup but trying 2 do some serious studying now.,ham +Hey check it da. I have listed da.,ham +8007 25p 4 Alfie Moon's Children in Need song on ur mob. Tell ur m8s. Txt TONE CHARITY to 8007 for nokias or POLY CHARITY for polys :zed 08701417012 profit 2 charity ,spam +I meant as an apology from me for texting you to get me drugs at <#> at night,ham +That means from february to april i'll be getting a place to stay down there so i don't have to hustle back and forth during audition season as i have since my sister moved away from harlem.,ham +Goin to workout lor... Muz lose e fats... ,ham +"Damn, poor zac doesn't stand a chance",ham +No message..no responce..what happend?,ham +I want to tel u one thing u should not mistake me k THIS IS THE MESSAGE THAT YOU SENT:),ham +Yeah right! I'll bring my tape measure fri!,ham +Still chance there. If you search hard you will get it..let have a try :),ham +Meeting u is my work. . . Tel me when shall i do my work tomorrow,ham +Should I head straight there or what,ham +Get the official ENGLAND poly ringtone or colour flag on yer mobile for tonights game! Text TONE or FLAG to 84199. Optout txt ENG STOP Box39822 W111WX £1.50,spam +Thank you princess! You are so sexy...,ham +Oooh I got plenty of those!,ham +Hui xin is in da lib.,ham +Its a big difference. <#> versus <#> every <#> hrs,ham +"It's not that you make me cry. It's just that when all our stuff happens on top of everything else, it pushes me over the edge. You don't underdtand how often i cry over my sorry, sorry life.",ham +"""ME 2 BABE I FEEL THE SAME LETS JUST 4GET ABOUT IT+BOTH TRY +CHEER UP+NOT FIT SOO MUCHXXLOVE U LOCAXX""",ham +You know what hook up means right?,ham +"Customer service announcement. We recently tried to make a delivery to you but were unable to do so, please call 07090298926 to re-schedule. Ref:9307622",spam +Wat's da model num of ur phone?,ham +He's really into skateboarding now despite the fact that he gets thrown off of it and winds up with bandages and shit all over his arms every five minutes,ham +"You can stop further club tones by replying ""STOP MIX"" See my-tone.com/enjoy. html for terms. Club tones cost GBP4.50/week. MFL, PO Box 1146 MK45 2WT (2/3)",spam +My house here e sky quite dark liao... If raining then got excuse not 2 run already rite... Hee...,ham +"Sorry, left phone upstairs. OK, might be hectic but would be all my birds with one fell swoop. It's a date.",ham +* Thought I didn't see you.,ham +wamma get laid?want real doggin locations sent direct to your mobile? join the UKs largest dogging network. txt dogs to 69696 now!nyt. ec2a. 3lp £1.50/msg.,spam +Carlos says we can pick up from him later so yeah we're set,ham +"Hey babe, my friend had to cancel, still up for a visit ?",ham +As per your request 'Maangalyam (Alaipayuthe)' has been set as your callertune for all Callers. Press *9 to copy your friends Callertune,ham +Hmm ill have to think about it... ok you're forgiven! =D,ham +"We are hoping to get away by 7, from Langport. You still up for town tonight?",ham +Want to send me a virtual hug?... I need one,ham +"Probably not, still going over some stuff here",ham +It has issues right now. Ill fix for her by tomorrow.,ham +Why i come in between you people,ham +Senthil group company Apnt 5pm.,ham +Oh really?? Did you make it on air? What's your talent?,ham +Studying. But i.ll be free next weekend.,ham +R u here yet? I'm wearing blue shirt n black pants.,ham +Wait.i will come out.. <#> min:),ham +I will reach ur home in <#> minutes,ham +Well then you have a great weekend!,ham +"What are you doing in langport? Sorry, but I'll probably be in bed by 9pm. It sucks being ill at xmas! When do you and go2sri lanka? ",ham +"Frnd s not juz a word.....not merely a relationship.....its a silent promise which says ... "" I will be with YOU "" Wherevr.. Whenevr.. Forevr... Gudnyt dear..",ham +Huh? 6 also cannot? Then only how many mistakes?,ham +Ha... U jus ate honey ar? So sweet...,ham +I'm turning off my phone. My moms telling everyone I have cancer. And my sister won't stop calling. It hurts to talk. Can't put up with it. See u when u get home. Love u,ham +"Honey ? Sweetheart ? Darling ? Sexy buns ? Sugar plum ? Loverboy ? I miss you, boytoy ... *smacks your ass* Did you go to the gym too ?",ham +Thanks for loving me so. You rock,ham +Yeah imma come over cause jay wants to do some drugs,ham +Ok thanx... Take care then...,ham +Yup. Thk of u oso boring wat.,ham +" came to look at the flat, seems ok, in his 50s? * Is away alot wiv work. Got woman coming at 6.30 too.",ham +Moji just informed me that you saved our lives. Thanks.,ham +You have won a Nokia 7250i. This is what you get when you win our FREE auction. To take part send Nokia to 86021 now. HG/Suite342/2Lands Row/W1JHL 16+,spam +Whos this am in class:-),ham +Hey r ü still online? I've finished the formatting...,ham +Great! So what attracts you to the brothas?,ham +Promotion Number: 8714714 - UR awarded a City Break and could WIN a £200 Summer Shopping spree every WK. Txt STORE to 88039 . SkilGme. TsCs087147403231Winawk!Age16 £1.50perWKsub,spam +Stupid.its not possible,ham +I cant pick the phone right now. Pls send a message,ham +LOL what happens in Vegas stays in vegas,ham +"Hello, hello, hi lou sorry it took so long 2 reply- I left mobile at friends in Lancaster, just got it bak Neway im sorry I couldn’t make ur b’day 2 hun!",ham +When did i use soc... I use it only at home... Ü dunno how 2 type it in word ar...,ham +Dad says hurry the hell up,ham +Wake me up at <#> am morning:),ham +"I get out of class in bsn in like <#> minutes, you know where advising is?",ham +Great! I shoot big loads so get ready!,ham +I'll meet you in the lobby,ham +You still coming tonight?,ham +What happen dear tell me,ham +"Sir, i am waiting for your call, once free please call me.",ham +No i am not having not any movies in my laptop,ham +I was about to do it when i texted. I finished a long time ago and showered and er'ything!,ham +Ok im not sure what time i finish tomorrow but i wanna spend the evening with you cos that would be vewy vewy lubly! Love me xxx,ham +"Hello, As per request from <#> Rs.5 has been transfered to you",ham +I am in tirupur. call you da.,ham +You are a winner you have been specially selected to receive £1000 cash or a £2000 award. Speak to a live operator to claim call 087147123779am-7pm. Cost 10p,spam +S:)but he had some luck.2 catches put down:),ham +How i noe... Did ü specify da domain as nusstu... Ü still in sch...,ham +Oh...i asked for fun. Haha...take care. ü,ham +Shall i get my pouch?,ham +Hey loverboy! I love you !! I had to tell ... I look at your picture and ache to feel you between my legs ... Fuck I want you ... I need you ... I crave you .,ham +"How is my boy? No sweet words left for me this morning ... *sighs* ... How goes you day, my love ? Did you start your studying?",ham +Kent vale lor... Ü wait 4 me there ar?,ham +Ok. Very good. Its all about making that money.,ham +Reading gud habit.. Nan bari hudgi yorge pataistha ertini kano:-),ham +Aight do you still want to get money,ham +Free Top ringtone -sub to weekly ringtone-get 1st week free-send SUBPOLY to 81618-?3 per week-stop sms-08718727870,spam +Ok.ok ok..then..whats ur todays plan,ham +ARE YOU IN TOWN? THIS IS V. IMPORTANT,ham +"Sorry pa, i dont knw who ru pa?",ham +Wat u doing there?,ham +If i not meeting ü all rite then i'll go home lor. If ü dun feel like comin it's ok.,ham +"Oh, i will get paid. The most outstanding one is for a commercial i did for Hasbro...in AUGUST! They made us jump through so many hoops to get paid. Still not.",ham +"I am late,so call you tomorrow morning.take care sweet dreams....u and me...ummifying...bye.",ham +Networking technical support associate.,ham +I'm gonna rip out my uterus.,ham +Cool. Do you like swimming? I have a pool and jacuzzi at my house.,ham +"Thanks for your ringtone order, reference number X49. Your mobile will be charged 4.50. Should your tone not arrive please call customer services 09065989182. From: [colour=red]text[/colour]TXTstar",spam +"Yeah why not, is the gang all ready",ham +Blank is Blank. But wat is blank? Lol,ham +I'm in a movie... Collect car oredi...,ham +We left already we at orchard now.,ham +"Hi there, 2nights ur lucky night! Uve been invited 2 XCHAT, the Uks wildest chat! Txt CHAT to 86688 now! 150p/MsgrcvdHG/Suite342/2Lands/Row/W1J6HL LDN 18yrs",spam +Nothing spl..wat abt u and whr ru?,ham +No chikku nt yet.. Ya i'm free,ham +"Aldrine, rakhesh ex RTM here.pls call.urgent.",ham +The search 4 happiness is 1 of d main sources of unhappiness! Accept life the way it comes! U will find happiness in every moment u live.,ham +I'm at home. Please call,ham +"I guess you could be as good an excuse as any, lol.",ham +"Isn't frnd a necesity in life? imagine urself witout a frnd.. hw'd u feel at ur colleg? wat'll u do wth ur cell? wat abt functions? thnk abt events espe'll cared, missed & irritated u? 4wrd it to all those dear-loving frnds wthout whom u cant live.. I jst did it.. Takecare..:) GOODMORNING",ham +Gud mrng dear hav a nice day,ham +Old Orchard near univ. How about you?,ham +"4 tacos + 1 rajas burrito, right?",ham +"It‘s £6 to get in, is that ok?",ham +Hows the street where the end of library walk is?,ham +"Plz note: if anyone calling from a mobile Co. & asks u to type # <#> or # <#> . Do not do so. Disconnect the call,coz it iz an attempt of 'terrorist' to make use of the sim card no. Itz confirmd by nokia n motorola n has been verified by CNN IBN.",ham +We stopped to get ice cream and will go back after,ham +Did you stitch his trouser,ham +No da. . Vijay going to talk in jaya tv,ham +2/2 146tf150p,spam +Hey i'm bored... So i'm thinking of u... So wat r u doing?,ham +"Nah, Wednesday. When should I bring the mini cheetos bag over?",ham +Nobody names their penis a girls name this story doesn't add up at all,ham +"Aight, let me know when you're gonna be around usf",ham +I'm not. She lip synced with shangela.,ham +Ü neva tell me how i noe... I'm not at home in da aft wat... ,ham +"A bit of Ur smile is my hppnss, a drop of Ur tear is my sorrow, a part of Ur heart is my life, a heart like mine wil care for U, forevr as my GOODFRIEND",ham +Dear Voucher Holder 2 claim your 1st class airport lounge passes when using Your holiday voucher call 08704439680. When booking quote 1st class x 2,spam +"Buzz! Hey, my Love ! I think of you and hope your day goes well. Did you sleep in ? I miss you babe. I long for the moment we are together again*loving smile*",ham +"Haha... Sounds crazy, dunno can tahan anot...",ham +Why are u up so early?,ham +Ya that one is slow as poo,ham +Bloomberg -Message center +447797706009 Why wait? Apply for your future http://careers. bloomberg.com,spam +"""Im on gloucesterroad what are uup to later?""",ham +Yes:)here tv is always available in work place..,ham +YES! The only place in town to meet exciting adult singles is now in the UK. Txt CHAT to 86688 now! 150p/Msg.,spam +Lol no ouch but wish i'd stayed out a bit longer,ham +"GOD ASKED, ""What is forgiveness?"" A little child gave lovely reply, ""It is d wonderful fruit that a tree gives when it is being hurt by a stone.. Good night......",ham +We'll join the <#> bus,ham +Was just about to ask. Will keep this one. Maybe that's why you didn't get all the messages we sent you on glo,ham +FREE for 1st week! No1 Nokia tone 4 ur mob every week just txt NOKIA to 8007 Get txting and tell ur mates www.getzed.co.uk POBox 36504 W45WQ norm150p/tone 16+,spam +K.i will send in <#> min:),ham +Would me smoking you out help us work through this difficult time,ham +"Someone U know has asked our dating service 2 contact you! Cant guess who? CALL 09058095107 NOW all will be revealed. POBox 7, S3XY 150p ",spam +Yes.mum lookin strong:),ham +"Sir Goodmorning, Once free call me.",ham +Where are you call me.,ham +Was gr8 to see that message. So when r u leaving? Congrats dear. What school and wat r ur plans.,ham +Love it! The girls at the office may wonder why you are smiling but sore...,ham +"Hi, wlcome back, did wonder if you got eaten by a lion or something, nothing much",ham +Does uncle timi help in clearing cars,ham +I came hostel. I m going to sleep. Plz call me up before class. Hrishi.,ham +Ok... But bag again..,ham +Hi! You just spoke to MANEESHA V. We'd like to know if you were satisfied with the experience. Reply Toll Free with Yes or No.,ham +Ok lor. Msg me b4 u call.,ham +"Mila, age23, blonde, new in UK. I look sex with UK guys. if u like fun with me. Text MTALK to 69866.18 . 30pp/txt 1st 5free. £1.50 increments. Help08718728876",spam +"Once a fishrman woke early in d mrng. It was very dark. He waited a while & found a sack ful of stones. He strtd throwin thm in2 d sea 2 pass time. Atlast he had jus 1stone, sun rose up & he found out tht those r nt stones, those were diamonds. Moral:""Dont wake up early in d mrng'' GOOD night",ham +"Claim a 200 shopping spree, just call 08717895698 now! Have you won! MobStoreQuiz10ppm",spam +Then ur physics get a-?,ham +"Dear friends, sorry for the late information. Today is the birthday of our loving Ar.Praveesh. for more details log on to face book and see. Its his number + <#> . Dont miss a delicious treat.",ham +How r ü going to send it to me?,ham +Can you do online transaction?,ham +Dear got train and seat mine lower seat,ham +Let me know if you need anything else. Salad or desert or something... How many beers shall i get?,ham +Wat r u doing?,ham +WHORE YOU ARE UNBELIEVABLE.,ham +"Want to funk up ur fone with a weekly new tone reply TONES2U 2 this text. www.ringtones.co.uk, the original n best. Tones 3GBP network operator rates apply",spam +"Are you sure you don't mean ""get here, we made you hold all the weed""",ham +"I love you !!! You know? Can you feel it? Does it make your belly warm? I wish it does, my love ... I shall meet you in your dreams, Ahmad ... *adoring kiss*",ham +"Twinks, bears, scallies, skins and jocks are calling now. Don't miss the weekend's fun. Call 08712466669 at 10p/min. 2 stop texts call 08712460324(nat rate)",spam +Love it! I want to flood that pretty pussy with cum...,ham +Hey are you angry with me. Reply me dr.,ham +"Short But Cute: ""Be a good person, but dont try to prove it.."" .Gud noon....",ham +Also remember the beads don't come off. Ever.,ham +They have a thread on the wishlist section of the forums where ppl post nitro requests. Start from the last page and collect from the bottom up.,ham +For The First Time In The History 'Need' 'Comfort' And 'Luxury' Are Sold At Same Price In India..!! Onion-Rs. <#> Petrol-Rs. <#> Beer-Rs. <#> SHESIL <#>,ham +"Feb <#> is ""I LOVE U"" day. Send dis to all ur ""VALUED FRNDS"" evn me. If 3 comes back u'll gt married d person u luv! If u ignore dis u will lose ur luv 4 Evr",ham +"Actually nvm, got hella cash, we still on for <#> ish?",ham +We tried to contact you re your reply to our offer of a Video Handset? 750 anytime any networks mins? UNLIMITED TEXT? Camcorder? Reply or call 08000930705 NOW,spam +"It's ok, at least armand's still around",ham +No da. I am happy that we sit together na,ham +Yup song bro. No creative. Neva test quality. He said check review online.,ham +"No dude, its not fake..my frnds got money, thts y i'm reffering u..if u member wit my mail link, u vl be credited <#> rs and il be getiing <#> rs..i can draw my acc wen it is <#> rs..",ham +Dude while were makin those weirdy brownies my sister made awesome cookies. I took pics.,ham +URGENT! We are trying to contact you. Last weekends draw shows that you have won a £900 prize GUARANTEED. Call 09061701851. Claim code K61. Valid 12hours only,spam +Pls dont restrict her from eating anythin she likes for the next two days.,ham +Mm you ask him to come its enough :-),ham +At the funeral home with Audrey and dad,ham +"Aight, can you text me the address?",ham +Excellent! Wish we were together right now!,ham +Yep then is fine 7.30 or 8.30 for ice age.,ham +Pls i wont belive god.not only jesus.,ham +Can. Dunno wat to get 4 her...,ham +"Not yet chikku..k, then wat abt tht guy did he stopped irritating or msging to u..",ham +How long does it take to get it.,ham +This is my number by vivek..,ham +74355 XMAS iscoming & ur awarded either £500 CD gift vouchers & free entry 2 r £100 weekly draw txt MUSIC to 87066 TnC,spam +"sorry brah, just finished the last of my exams, what up",ham +"I got arrested for possession at, I shit you not, <TIME> pm",ham +You are right though. I can't give you the space you want and need. This is really starting to become an issue. I was going to suggest setting a definite move out--if i'm still there-- after greece. But maybe you are ready and should do it now.,ham +Just normal only here :),ham +"Please protect yourself from e-threats. SIB never asks for sensitive information like Passwords,ATM/SMS PIN thru email. Never share your password with anybody.",ham +I miss you so much I'm so desparate I have recorded the message you left for me the other day and listen to it just to hear the sound of your voice. I love you,ham +Hi. I'm always online on yahoo and would like to chat with you someday,ham +"Goodmorning,my grandfather expired..so am on leave today.",ham +Congratulations U can claim 2 VIP row A Tickets 2 C Blu in concert in November or Blu gift guaranteed Call 09061104276 to claim TS&Cs www.smsco.net cost£3.75max ,spam +Where are you ? What are you doing ? Are yuou working on getting the pc to your mom's ? Did you find a spot that it would work ? I need you,ham +"Sure, I'll see if I can come by in a bit",ham +I agree. So i can stop thinkin about ipad. Can you please ask macho the same question.,ham +Let's pool our money together and buy a bunch of lotto tickets. If we win I get <#> % u get <#> %. Deal?,ham +Ok.,ham +I had askd u a question some hours before. Its answer,ham +Watching tv lor. Nice one then i like lor.,ham +I'm thinking that chennai forgot to come for auction..,ham +Then ü come n pick me at 530 ar?,ham +Early bird! Any purchases yet?,ham +Went to pay rent. So i had to go to the bank to authorise the payment.,ham +"Erm … ill pick you up at about 6.45pm. That'll give enough time to get there, park and that.",ham +HEY MATE! HOWS U HONEY?DID U AVE GOOD HOLIDAY? GIMMI DE GOSS!x,ham +Howz pain.it will come down today.do as i said ystrday.ice and medicine.,ham +"chile, please! It's only a <DECIMAL> hour drive for me. I come down all the time and will be subletting feb-april for audition season.",ham +Yes ammae....life takes lot of turns you can only sit and try to hold the steering...,ham +"Yeah that's what I thought, lemme know if anything's goin on later",ham +Mmmm.... I cant wait to lick it!,ham +Pls go there today <#> . I dont want any excuses,ham +"Fantasy Football is back on your TV. Go to Sky Gamestar on Sky Active and play £250k Dream Team. Scoring starts on Saturday, so register now!SKY OPT OUT to 88088",spam +Can you plz tell me the ans. BSLVYL sent via fullonsms.com,ham +U in town alone?,ham +I to am looking forward to all the sex cuddling.. Only two more sleeps ,ham +We have all rounder:)so not required:),ham +"No, its true..k,Do u knw dis no. <#> ?",ham +"Dont worry, 1 day very big lambu ji vl come..til then enjoy batchlor party:-)",ham +oh ya... Got hip hop open. Haha i was thinking can go for jazz then zoom to cine... Actually tonight i'm free leh... And there's a kb lesson tonight,ham +Free msg: Single? Find a partner in your area! 1000s of real people are waiting to chat now!Send CHAT to 62220Cncl send STOPCS 08717890890£1.50 per msg,spam +I'm ok. Will do my part tomorrow,ham +"No! But we found a diff farm shop to buy some cheese. On way back now, can i call in?",ham +R u still working now?,ham +"Win the newest “Harry Potter and the Order of the Phoenix (Book 5) reply HARRY, answer 5 questions - chance to be the first among readers!",spam +Yep. I do like the pink furniture tho.,ham +Free Msg: Ringtone!From: http://tms. widelive.com/index. wml?id=1b6a5ecef91ff9*37819&first=true18:0430-JUL-05,spam +"Customer place, i wil cal u sir.",ham +"Oh my god! I've found your number again! I'm so glad, text me back xafter this msgs cst std ntwk chg £1.50",spam +A pure hearted person can have a wonderful smile that makes even his/her enemies to feel guilty for being an enemy.. So catch the world with your smile..:) GOODMORNING & HAVE A SMILEY SUNDAY..:),ham +"THAT’S ALRITE GIRL, U KNOW GAIL IS NEVA WRONG!!TAKE CARE SWEET AND DON’T WORRY.C U L8TR HUN!LOVE Yaxxx",ham +"Theoretically yeah, he could be able to come",ham +"Alright we're hooked up, where you guys at",ham +"not that I know of, most people up here are still out of town",ham +No let me do the math. Your not good at it.,ham +Oh ok wait 4 me there... My lect havent finish,ham +Yeah my usual guy's out of town but there're definitely people around I know,ham +I am joining today formally.Pls keep praying.will talk later.,ham +"Happy or sad , one thing about past is- ""Its no more"" GOOD MORNING :-):-).",ham +No. Did you multimedia message them or e-mail?,ham +Okie but i scared u say i fat... Then u dun wan me already...,ham +did u get that message,ham +"Sorry sir, i will call you tomorrow. senthil.hsbc",ham +What you need. You have a person to give na.,ham +She left it very vague. She just said she would inform the person in accounting about the delayed rent and that i should discuss with the housing agency about my renting another place. But checking online now and all places around usc are <#> and up,ham +Hi juan. Im coming home on fri hey. Of course i expect a welcome party and lots of presents. Ill phone u when i get back. Loads of love nicky x x x x x x x x x,ham +Can you plz tell me the ans. BSLVYL sent via fullonsms.com,ham +"Short But Cute: ""Be a good person, but dont try to prove it.."" .Gud noon....",ham +"Gumby's has a special where a <#> "" cheese pizza is $2 so I know what we're doin tonight",ham +A link to your picture has been sent. You can also use http://alto18.co.uk/wave/wave.asp?o=44345,spam +Like a personal sized or what,ham +"Same, I'm at my great aunts anniversary party in tarpon springs",ham +Cab is available.they pick up and drop at door steps.,ham +ok....take care.umma to you too...,ham +Unlimited texts. Limited minutes.,ham +"Double Mins & 1000 txts on Orange tariffs. Latest Motorola, SonyEricsson & Nokia with Bluetooth FREE! Call MobileUpd8 on 08000839402 or call2optout/HF8",spam +No problem. We will be spending a lot of quality time together...,ham +URGENT This is our 2nd attempt to contact U. Your £900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702893. ACL03530150PM,spam +Have you heard from this week?,ham +Dear Dave this is your final notice to collect your 4* Tenerife Holiday or #5000 CASH award! Call 09061743806 from landline. TCs SAE Box326 CW25WX 150ppm,spam +Yes. Last practice,ham +tells u 2 call 09066358152 to claim £5000 prize. U have 2 enter all ur mobile & personal details @ the prompts. Careful!,spam +No. Thank you. You've been wonderful,ham +Otherwise had part time job na-tuition..,ham +Ü mean it's confirmed... I tot they juz say oni... Ok then... ,ham +Okie,ham +That depends. How would you like to be treated? :),ham +"Right on brah, see you later",ham +Waiting in e car 4 my mum lor. U leh? Reach home already?,ham +Your 2004 account for 07XXXXXXXXX shows 786 unredeemed points. To claim call 08719181259 Identifier code: XXXXX Expires 26.03.05,spam +Do you want a new video handset? 750 anytime any network mins? Half Price Line Rental? Camcorder? Reply or call 08000930705 for delivery tomorrow,spam +Went fast asleep dear.take care.,ham +No that just means you have a fat head,ham +Sounds like a plan! Cardiff is still here and still cold! I'm sitting on the radiator!,ham +Serious? What like proper tongued her,ham +She.s good. She was wondering if you wont say hi but she.s smiling now. So how are you coping with the long distance,ham +How i noe... She's in da car now... Later then c lar... I'm wearing shorts...,ham +You have an important customer service announcement. Call FREEPHONE 0800 542 0825 now!,spam +Yeah whatever lol,ham +Today is ACCEPT DAY..U Accept me as? Brother Sister Lover Dear1 Best1 Clos1 Lvblefrnd Jstfrnd Cutefrnd Lifpartnr Belovd Swtheart Bstfrnd No rply means enemy,ham +Ard 530 lor. I ok then message ü lor.,ham +Ok. C u then.,ham +Eh ur laptop got no stock lei... He say mon muz come again to take a look c got a not...,ham +No need to ke qi... Ü too bored izzit y suddenly thk of this...,ham +I wish! I don't think its gonna snow that much. But it will be more than those flurries we usually get that melt before they hit the ground. Eek! We haven't had snow since <#> before I was even born!,ham +FREE>Ringtone! Reply REAL or POLY eg REAL1 1. PushButton 2. DontCha 3. BabyGoodbye 4. GoldDigger 5. WeBeBurnin 1st tone FREE and 6 more when u join for £3/wk,spam +"Do 1 thing! Change that sentence into: ""Because i want 2 concentrate in my educational career im leaving here..""",ham +"Oh really? perform, write a paper, go to a movie AND be home by midnight, huh?",ham +Okay lor... Will they still let us go a not ah? Coz they will not know until later. We drop our cards into the box right?,ham +How? Izzit still raining?,ham +As if i wasn't having enough trouble sleeping.,ham +I havent add ü yet right.. ,ham +Lol ... I really need to remember to eat when I'm drinking but I do appreciate you keeping me company that night babe *smiles*,ham +Babe ? I lost you ... Will you try rebooting ?,ham +Yes. Nigh you cant aha.,ham +I thk ü gotta go home by urself. Cos i'll b going out shopping 4 my frens present. ,ham +Nooooooo I'm gonna be bored to death all day. Cable and internet outage.,ham +Sos! Any amount i can get pls.,ham +"Playin space poker, u?",ham +How come guoyang go n tell her? Then u told her?,ham +You need to get up. Now.,ham +They r giving a second chance to rahul dengra.,ham +"Yeah, in fact he just asked if we needed anything like an hour ago. When and how much?",ham +WHEN THE FIRST STRIKE IS A RED ONE. THE BIRD + ANTELOPE BEGIN TOPLAY IN THE FIELDOF SELFINDEPENDENCE BELIEVE THIS + THE FLOWER OF CONTENTION WILL GROW.RANDOM!,ham +Y ü wan to go there? C doctor?,ham +Does daddy have a bb now.,ham +"Free Msg: get Gnarls Barkleys ""Crazy"" ringtone TOTALLY FREE just reply GO to this message right now!",spam +She's borderline but yeah whatever.,ham +I got a call from a landline number. . . I am asked to come to anna nagar . . . I will go in the afternoon,ham +"Until 545 lor... Ya, can go 4 dinner together...",ham +I will be gentle princess! We will make sweet gentle love...,ham +How u doin baby girl ?? hope u are okay every time I call ure phone is off! I miss u get in touch,ham +"Sorry, went to bed early, nightnight",ham +I like to think there's always the possibility of being in a pub later.,ham +HMM yeah if your not too grooved out! And im looking forward to my pound special :),ham +I got to video tape pple type in message lor. U so free wan 2 help me? Hee... Cos i noe u wan 2 watch infernal affairs so ask u along. Asking shuhui oso.,ham +Hi dude hw r u da realy mising u today,ham +Me hungry buy some food good lei... But mum n yun dun wan juz buy a little bit... ,ham +Refused a loan? Secured or Unsecured? Can't get credit? Call free now 0800 195 6669 or text back 'help' & we will!,spam +I probably won't eat at all today. I think I'm gonna pop. How was your weekend? Did u miss me?,ham +I knew it... U slept v late yest? Wake up so late...,ham +Haha... dont be angry with yourself... Take it as a practice for the real thing. =) ,ham +Where is that one day training:-),ham +So i could kiss and feel you next to me...,ham +Have a nice day my dear.,ham +I sent lanre fakeye's Eckankar details to the mail box,ham +Your dad is back in ph?,ham +"You have been specially selected to receive a ""3000 award! Call 08712402050 BEFORE the lines close. Cost 10ppm. 16+. T&Cs apply. AG Promo",spam +If you ask her or she say any please message.,ham +"If e timing can, then i go w u lor...",ham +Love you aathi..love u lot..,ham +I was just callin to say hi. Take care bruv!,ham +YOU HAVE WON! As a valued Vodafone customer our computer has picked YOU to win a £150 prize. To collect is easy. Just call 09061743386,spam +Did u turn on the heater? The heater was on and set to <#> degrees.,ham +Thanks for your message. I really appreciate your sacrifice. I'm not sure of the process of direct pay but will find out on my way back from the test tomorrow. I'm in class now. Do have a wonderful day.,ham +"That's the trouble with classes that go well - you're due a dodgey one … Expecting mine tomo! See you for recovery, same time, same place ",ham +Free video camera phones with Half Price line rental for 12 mths and 500 cross ntwk mins 100 txts. Call MobileUpd8 08001950382 or Call2OptOut/674&,spam +WOT U UP 2 J?,ham +"Night night, see you tomorrow",ham +Roger that. We‘re probably going to rem in about 20,ham +do u think that any girl will propose u today by seing ur bloody funky shit fucking face...............asssssholeeee................,ham +I wish u were here. I feel so alone,ham +Great NEW Offer - DOUBLE Mins & DOUBLE Txt on best Orange tariffs AND get latest camera phones 4 FREE! Call MobileUpd8 free on 08000839402 NOW! or 2stoptxt T&Cs,spam +Reason is if the team budget is available at last they buy the unsold players for at base rate..,ham +CERI U REBEL! SWEET DREAMZ ME LITTLE BUDDY!! C YA 2MORO! WHO NEEDS BLOKES,ham +ringtoneking 84484,spam +Huh i cant thk of more oredi how many pages do we have?,ham +His frens go then he in lor. Not alone wif my mum n sis lor.,ham +Nationwide auto centre (or something like that) on Newport road. I liked them there,ham +"Hey, I missed you tm of last night as my phone was on the charge ... *smiles* ... I am meeting a friend shortly",ham +"Whatever, juliana. Do whatever you want.",ham +"Friendship is not a game to play, It is not a word to say, It doesn\'t start on March and ends on May, It is tomorrow, yesterday, today and e",ham +Ringtone Club: Gr8 new polys direct to your mobile every week !,spam +"Hello. Sort of out in town already. That . So dont rush home, I am eating nachos. Will let you know eta.",ham +Ok lor. Anyway i thk we cant get tickets now cos like quite late already. U wan 2 go look 4 ur frens a not? Darren is wif them now...,ham +(Bank of Granite issues Strong-Buy) EXPLOSIVE PICK FOR OUR MEMBERS *****UP OVER 300% *********** Nasdaq Symbol CDGT That is a $5.00 per..,spam +I am on the way to ur home,ham +"Dizzamn, aight I'll ask my suitemates when I get back",ham +"Nimbomsons. Yep phone knows that one. Obviously, cos thats a real word",ham +I love to cuddle! I want to hold you in my strong arms right now...,ham +R u in this continent?,ham +We'll you pay over like <#> yrs so its not too difficult,ham +Bored housewives! Chat n date now! 0871750.77.11! BT-national rate 10p/min only from landlines!,spam +We tried to call you re your reply to our sms for a video mobile 750 mins UNLIMITED TEXT free camcorder Reply or call now 08000930705 Del Thurs,spam +K...k...when will you give treat?,ham +"This is the 2nd time we have tried to contact u. U have won the £400 prize. 2 claim is easy, just call 087104711148 NOW! Only 10p per minute. BT-national-rate",spam +He's just gonna worry for nothing. And he won't give you money its no use.,ham +Did you get any gift? This year i didnt get anything. So bad,ham +somewhere out there beneath the pale moon light someone think in of u some where out there where dreams come true... goodnite & sweet dreams,ham +Well there's a pattern emerging of my friends telling me to drive up and come smoke with them and then telling me that I'm a weed fiend/make them smoke too much/impede their doing other things so you see how I'm hesitant,ham +", ow u dey.i paid 60,400thousad.i told u would call . ",ham +IM FINE BABES AINT BEEN UP 2 MUCH THO! SAW SCARY MOVIE YEST ITS QUITE FUNNY! WANT 2MRW AFTERNOON? AT TOWN OR MALL OR SUMTHIN?xx,ham +I'm reaching home in 5 min.,ham +"Forgot you were working today! Wanna chat, but things are ok so drop me a text when you're free / bored etc and i'll ring. Hope all is well, nose essay and all xx",ham +Ha... Then we must walk to everywhere... Cannot take tram. My cousin said can walk to vic market from our hotel ,ham +"Wan2 win a Meet+Greet with Westlife 4 U or a m8? They are currently on what tour? 1)Unbreakable, 2)Untamed, 3)Unkempt. Text 1,2 or 3 to 83049. Cost 50p +std text",spam +Please call our customer service representative on FREEPHONE 0808 145 4742 between 9am-11pm as you have WON a guaranteed £1000 cash or £5000 prize!,spam +Discussed with your mother ah?,ham +Ok.,ham +"Sorry, I can't text & drive coherently, see you in twenty",ham +You will be receiving this week's Triple Echo ringtone shortly. Enjoy it!,spam +In which place i can get rooms cheap:-),ham +Eek that's a lot of time especially since American Pie is like 8 minutes long. I can't stop singing it.,ham +"""GRAN ONLYFOUND OUT AFEW DAYS AGO.CUSOON HONI""",ham +"U've been selected to stay in 1 of 250 top British hotels - FOR NOTHING! Holiday valued at £350! Dial 08712300220 to claim - National Rate Call. Bx526, SW73SS",spam +University of southern california.,ham +We have to pick rayan macleran there.,ham +U gd lor go shopping i got stuff to do. U wan 2 watch infernal affairs a not? Come lar...,ham +Well. Balls. Time to make calls,ham +Wat time ü wan today?,ham + <#> in mca. But not conform.,ham +Oh ok.. Wat's ur email?,ham +"Yes, princess. Are you going to make me moan?",ham +Lol its ok I didn't remember til last nite,ham +"[…] anyway, many good evenings to u! s",ham +"Cool, I'll text you in a few",ham +"Sorry vikky, i'm Watching olave mandara movie kano in trishul theatre wit my frnds..",ham +I'm very happy for you babe ! Woo hoo party on dude!,ham +I am taking you for italian food. How about a pretty dress with no panties? :),ham +Wot u up 2? Thout u were gonna call me!! Txt bak luv K,ham +YOU ARE CHOSEN TO RECEIVE A £350 AWARD! Pls call claim number 09066364311 to collect your award which you are selected to receive as a valued mobile customer.,spam +How are you holding up?,ham +Dont flatter yourself... Tell that man of mine two pints of carlin in ten minutes please.... ,ham +Hope you are not scared!,ham +I cant pick the phone right now. Pls send a message,ham +I'm at home n ready...,ham +Please call our customer service representative on FREEPHONE 0808 145 4742 between 9am-11pm as you have WON a guaranteed £1000 cash or £5000 prize!,spam +What time do u get out?,ham +I am literally in bed and have been up for like <#> hours,ham +"Yes, my reg is Ciao!",ham +If You mean the website. Yes.,ham +Win a £1000 cash prize or a prize worth £5000,spam +"Thanks for your ringtone order, reference number X49.Your mobile will be charged 4.50. Should your tone not arrive please call customer services 09065989182",spam +Lol or I could just starve and lose a pound by the end of the day.,ham +Yeah that's the impression I got,ham +Ok ok take care. I can understand.,ham +"Motivate Behind every darkness, there is a shining light waiting for you to find it... Behind every best friend, there is always trust and love... BSLVYL",ham +"Ya ok, then had dinner?",ham +I was slept that time.you there?,ham +dont make ne plans for nxt wknd coz she wants us to come down then ok,ham +When is school starting. Where will you stay. What's the weather like. And the food. Do you have a social support system like friends in the school. All these things are important.,ham +"Ha ha nan yalrigu heltini..Iyo kothi chikku, u shared many things wit me..so far i didn't told any body and even uttered a word abt u.. If ur trusting me so much how can i tell these to others.. Plz nxt time dont use those words to me..ok, chikku:-);-)B-)",ham +Noice. Text me when you're here,ham +Hi di is yijue we're meeting at 7 pm at esaplanade tonight.,ham +Moby Pub Quiz.Win a £100 High Street prize if u know who the new Duchess of Cornwall will be? Txt her first name to 82277.unsub STOP £1.50 008704050406 SP,spam +"This weeks SavaMob member offers are now accessible. Just call 08709501522 for details! SavaMob, POBOX 139, LA3 2WU. Only £1.50/week. SavaMob - offers mobile!",spam +"Aight I've been set free, think you could text me blake's address? It occurs to me I'm not quite as sure what I'm doing as I thought I was",ham +Hi dear we saw dear. We both are happy. Where you my battery is low,ham +How are you. Its been ages. How's abj,ham +Prof: you have passed in all the papers in this sem congrats . . . . Student: Enna kalaachutaarama..!! Prof:???? Gud mrng!,ham +Dont kick coco when he's down,ham +Fyi I'm gonna call you sporadically starting at like <#> bc we are not not doin this shit,ham +"You are being contacted by our Dating Service by someone you know! To find out who it is, call from your mobile or landline 09064017305 PoBox75LDNS7 ",spam +TBS/PERSOLVO. been chasing us since Sept for£38 definitely not paying now thanks to your information. We will ignore them. Kath. Manchester.,spam +Hope you’re not having too much fun without me!! see u tomorrow love jess x,ham +Ok i wont call or disturb any one. I know all are avoiding me. I am a burden for all,ham +I've reached home n i bathe liao... U can call me now...,ham +Loans for any purpose even if you have Bad Credit! Tenants Welcome. Call NoWorriesLoans.com on 08717111821,spam +Was the actual exam harder than NBME,ham +A lot of this sickness thing going round. Take it easy. Hope u feel better soon. Lol,ham +"God picked up a flower and dippeditinaDEW, lovingly touched itwhichturnedinto u, and the he gifted tomeandsaid,THIS FRIEND IS 4U",ham +87077: Kick off a new season with 2wks FREE goals & news to ur mobile! Txt ur club name to 87077 eg VILLA to 87077,spam +Hey sathya till now we dint meet not even a single time then how can i saw the situation sathya.,ham +Gam gone after outstanding innings.,ham +O i played smash bros <#> religiously.,ham +"Sir, good morning. Hope you had a good weekend. I called to let you know that i was able to raise <#> from my dad. He however said he would make the rest available by mid feb. This amount is still quite short and i was hoping you would help. Do have a good day. Abiola",ham +Hurry home. Soup is DONE!,ham +No no. I will check all rooms befor activities,ham +"Good afternoon, my love. It was good to see your words on YM and get your tm. Very smart move, my slave ... *smiles* ... I drink my coffee and await you.",ham +Quite ok but a bit ex... U better go eat smth now else i'll feel guilty...,ham +"Orange brings you ringtones from all time Chart Heroes, with a free hit each week! Go to Ringtones & Pics on wap. To stop receiving these tips reply STOP.",spam +Lemme know when you're here,ham +PRIVATE! Your 2003 Account Statement for 07973788240 shows 800 un-redeemed S. I. M. points. Call 08715203649 Identifier Code: 40533 Expires 31/10/04,spam +He needs to stop going to bed and make with the fucking dealing,ham +"How are you, my Love ? Are you with your brother ? Time to talk english with him ? *grins* Say : Hey Muhommad, Penny says hello from across the sea",ham +We tried to call you re your reply to our sms for a video mobile 750 mins UNLIMITED TEXT + free camcorder Reply of call 08000930705 Now,spam +"Hey doc pls I want to get nice t shirt for my hubby nice fiting ones my budget is <#> k help pls I will load d card abi hw,keep me posted luv. 2 mj",ham +I remain unconvinced that this isn't an elaborate test of my willpower,ham +"""Life is nothing wen v get everything"". But ""life is everything wen v miss something "". Real value of people wil be realized only in their absence.... gud mrng",ham +how are you? I miss you!,ham +I ain't answerin no phone at what is actually a pretty reasonable hour but I'm sleepy,ham +"Hey , is * rite u put »10 evey mnth is that all?",ham +i am going to bed now prin,ham +I think just yourself …Thanks and see you tomo,ham +If u dun drive then how i go 2 sch.,ham +I not at home now lei...,ham +GSOH? Good with SPAM the ladies?U could b a male gigolo? 2 join the uk's fastest growing mens club reply ONCALL. mjzgroup. 08714342399.2stop reply STOP. msg@£1.50rcvd,spam +Ok then i will come to ur home after half an hour,ham +U have a secret admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09058094599,spam +Do u hav any frnd by name ashwini in ur college?,ham +Jus finish my lunch on my way home lor... I tot u dun wan 2 stay in sch today...,ham +K then 2marrow are you coming to class.,ham +"HOT LIVE FANTASIES call now 08707500020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870 is a national rate call",spam +Pls send me your address sir.,ham +I want to lick your pussy now...,ham +"Yo, you gonna still be in stock tomorrow/today? I'm trying to get a dubsack",ham +URGENT! Your Mobile number has been awarded a 2000 prize GUARANTEED. Call 09061790125 from landline. Claim 3030. Valid 12hrs only 150ppm,spam +"I'll see, but prolly yeah",ham +Thought we could go out for dinner. I'll treat you! Seem ok?,ham +Where are you ? What do you do ? How can you stand to be away from me ? Doesn't your heart ache without me ? Don't you wonder of me ? Don't you crave me ?,ham +Sorry. You never hear unless you book it. One was kinda a joke--thet were really looking for skinny white girls. The other was one line--you can only do so much on camera with that. Something like that they're casting on the look.,ham +What you doing?how are you?,ham +"Sure thing big man. i have hockey elections at 6, shouldn‘t go on longer than an hour though",ham +Watch lor. I saw a few swatch one i thk quite ok. Ard 116 but i need 2nd opinion leh...,ham +Hiya do u like the hlday pics looked horrible in them so took mo out! Hows the camp Amrca thing? Speak soon Serena:),ham +"Babe! How goes that day ? What are you up to ? I miss you already, my Love ... * loving kiss* ... I hope everything goes well.",ham +Yunny... I'm goin to be late,ham +Doc prescribed me morphine cause the other pain meds aren't enough. Waiting for my mom to bring it. That med should kick in fast so I'm gonna try to be on later,ham +"Cool, want me to go to kappa or should I meet you outside mu",ham +"Hey sexy buns ! Have I told you ? I adore you, loverboy. I hope you remember to thank your sister in law for those meatballs *grins* ... i love you, babe",ham +May b approve panalam...but it should have more posts..,ham +"SPJanuary Male Sale! Hot Gay chat now cheaper, call 08709222922. National rate from 1.5p/min cheap to 7.8p/min peak! To stop texts call 08712460324 (10p/min)",spam +"Sorry, I'll call later",ham +I dont thnk its a wrong calling between us,ham +Me i'm not workin. Once i get job...,ham +And by when you're done I mean now,ham +"""Its Ur luck to Love someone. Its Ur fortune to Love the one who Loves U. But, its a miracle to Love a person who can't Love anyone except U..."" Gud nyt...",ham +Hi baby ive just got back from work and i was wanting to see u allday! I hope i didnt piss u off on the phone today. If u are up give me a call xxx,ham +FreeMsg Today's the day if you are ready! I'm horny & live in your town. I love sex fun & games! Netcollex Ltd 08700621170150p per msg reply Stop to end,spam +Is it your yahoo boys that bring in the perf? Or legal.,ham +No need to say anything to me. I know i am an outsider,ham +have you ever had one foot before?,ham +Just got to <#>,ham +"Good! No, don‘t need any receipts—well done! (…) Yes, please tell . What‘s her number, i could ring her",ham +"Ever green quote ever told by Jerry in cartoon ""A Person Who Irritates u Always Is the one Who Loves u Vry Much But Fails to Express It...!..!! :-) :-) gud nyt",ham +Leave it wif me lar... Ü wan to carry meh so heavy... Is da num 98321561 familiar to ü?,ham +Beautiful truth : Expression of the face could Be seen by everyone... But the depression of heart Could be understood only By the Loved ones.. Gud Ni8;-),ham +Infact happy new year. How are you where are you when are we seeing,ham +"In The Simpsons Movie released in July 2007 name the band that died at the start of the film? A-Green Day, B-Blue Day, C-Red Day. (Send A, B or C)",spam +That's a shame! Maybe cld meet for few hrs tomo?,ham +Lol I would but despite these cramps I like being a girl.,ham +I can’t wait for cornwall. Hope tonight isn’t too bad as well but it’s rock night shite. Anyway i’m going for a kip now have a good night. Speak to you soon.,ham +Pls help me tell sura that i'm expecting a battery from hont. And that if should pls send me a message about how to download movies. Thanks,ham +Please call Amanda with regard to renewing or upgrading your current T-Mobile handset free of charge. Offer ends today. Tel 0845 021 3680 subject to T's and C's,spam +"Haven't found a way to get another app for your phone, eh ? Will you go to the net cafe ? Did you take that job? Geeee I need you babe. I crave to see you ...",ham +I only work from mon to thurs but Sat i cant leh... Booked liao... Which other day u free?,ham +Ü comin to fetch us oredi...,ham +What's nannys address?,ham +"URGENT!! Your 4* Costa Del Sol Holiday or £5000 await collection. Call 09050090044 Now toClaim. SAE, TC s, POBox334, Stockport, SK38xh, Cost£1.50/pm, Max10mins",spam +Haf u eaten? Wat time u wan me 2 come?,ham +Want a new Video Phone? 750 anytime any network mins? Half price line rental free text for 3 months? Reply or call 08000930705 for free delivery,spam +"Yo, call me when you get the chance, a friend of mine wanted me to ask you about a big order",ham +This single single answers are we fighting? Plus i said am broke and you didnt reply,ham +It certainly puts things into perspective when something like this happens,ham +Now got tv 2 watch meh? U no work today?,ham +i felt so...not any conveying reason.. Ese he... What about me?,ham +Had your mobile 11 months or more? U R entitled to Update to the latest colour mobiles with camera for Free! Call The Mobile Update Co FREE on 08002986030,spam +How's it going? Got any exciting karaoke type activities planned? I'm debating whether to play football this eve. Feeling lazy though.,ham +I told that am coming on wednesday.,ham +"Its ok, called mom instead have fun",ham +"Dear Voucher Holder, To claim this weeks offer, at your PC please go to http://www.wtlp.co.uk/text. Ts&Cs apply.",spam +Well if I'm that desperate I'll just call armand again,ham +Are you at work right now ?,ham +Congrats! Nokia 3650 video camera phone is your Call 09066382422 Calls cost 150ppm Ave call 3mins vary from mobiles 16+ Close 300603 post BCM4284 Ldn WC1N3XX,spam +Haven't heard anything and he's not answering my texts so I'm guessing he flaked. That said the jb is fantastic,ham +"Mmmmmm ... I love you,so much, Ahmad ... I can't wait for this year to begin as every second takes me closer to being at your side. Happy New Year, my love!!",ham +Pls what's the full name of joke's school cos fees in university of florida seem to actually be <#> k. Pls holla back,ham +"Sorry, I'll call later",ham +Ok... But they said i've got wisdom teeth hidden inside n mayb need 2 remove.,ham +And pls pls drink plenty plenty water,ham +How are you doing. How's the queen. Are you going for the royal wedding,ham +He's in lag. That's just the sad part but we keep in touch thanks to skype,ham +Ok lor then we go tog lor...,ham +Two teams waiting for some players,ham +Can ü send me a copy of da report?,ham +"swhrt how u dey,hope ur ok, tot about u 2day.love n miss.take care.",ham +"Ok da, i already planned. I wil pick you.",ham +"Urgent! Please call 0906346330. Your ABTA complimentary 4* Spanish Holiday or £10,000 cash await collection SAE T&Cs BOX 47 PO19 2EZ 150ppm 18+",spam +"Sorry, I'll call later in meeting",ham +I just really need shit before tomorrow and I know you won't be awake before like 6,ham +I'm good. Have you registered to vote?,ham +"Hmm ok, i'll stay for like an hour cos my eye is really sore!",ham +Dear got bus directly to calicut,ham +Mm umma ask vava also to come tell him can play later together,ham +"Well the general price is <#> /oz, let me know if/when/how much you want",ham +"Sorry, I'll call later",ham +"Each Moment in a day,has its own value-Morning brings hope,afternoon brings faith,Evening brings luv,Night brings rest,Wish u find them all today.Good Morning",ham +<#> w jetton ave if you forgot,ham +Ok i'm coming home now.,ham +Can not use foreign stamps in this country.,ham +"Double mins and txts 4 6months FREE Bluetooth on Orange. Available on Sony, Nokia Motorola phones. Call MobileUpd8 on 08000839402 or call2optout/N9DX",spam +"Sorry, it's a lot of friend-of-a-friend stuff, I'm just now about to talk to the actual guy who wants to buy",ham +FREE for 1st week! No1 Nokia tone 4 ur mob every week just txt NOKIA to 8007 Get txting and tell ur mates www.getzed.co.uk POBox 36504 W45WQ norm150p/tone 16+,spam +"Want to funk up ur fone with a weekly new tone reply TONES2U 2 this text. www.ringtones.co.uk, the original n best. Tones 3GBP network operator rates apply",spam +"cmon babe, make me horny, *turn* me on! Txt me your fantasy now babe -) Im hot, sticky and need you now. All replies cost £1.50. 2 cancel send STOP",spam +I will come tomorrow di,ham +Wylie update: my weed dealer carlos went to freedom and had a class with lunsford,ham +Are you happy baby ? Are you alright ? Did you take that job ? I hope your fine. I send you a kiss to make you smile from across the sea ... *kiss* *kiss*,ham +C movie is juz last minute decision mah. Juz watch 2 lar but i tot ü not interested.,ham +How are you enjoying this semester? Take care brother.,ham +IMPORTANT INFORMATION 4 ORANGE USER 0796XXXXXX. TODAY IS UR LUCKY DAY!2 FIND OUT WHY LOG ONTO http://www.urawinner.com THERE'S A FANTASTIC PRIZEAWAITING YOU!,spam +"Get the door, I'm here",ham +"Lets use it next week, princess :)",ham +Or i go home first lar ü wait 4 me lor.. I put down my stuff first..,ham +I want kfc its Tuesday. Only buy 2 meals ONLY 2. No gravy. Only 2 Mark. 2!,ham +No da:)he is stupid da..always sending like this:)don believe any of those message.pandy is a mental:),ham +Oi when you gonna ring,ham +Missed call alert. These numbers called but left no message. 07008009200,spam +I attended but nothing is there.,ham +Ard 530 like dat lor. We juz meet in mrt station then ü dun haf to come out.,ham +No dear i was sleeping :-P,ham +Er mw im filled tuth is aight,ham +Will be office around 4 pm. Now i am going hospital.,ham +Actually i'm waiting for 2 weeks when they start putting ad.,ham +Anything lor if they all go then i go lor...,ham +U free on sat rite? U wan 2 watch infernal affairs wif me n darren n mayb xy?,ham +"Plz note: if anyone calling from a mobile Co. & asks u to type # <#> or # <#> . Do not do so. Disconnect the call,coz it iz an attempt of 'terrorist' to make use of the sim card no. Itz confirmd by nokia n motorola n has been verified by CNN IBN.",ham +Yo you around? A friend of mine's lookin to pick up later tonight,ham +Stupid auto correct on my phone,ham +Double eviction this week - Spiral and Michael and good riddance to them!,ham +"""The world suffers a lot... Not because of the violence of bad people. But because of the silence of good people!"", Gud night....",ham +"Ok thats cool. Its , just off either raglan rd or edward rd. Behind the cricket ground. Gimme ring when ur closeby see you tuesday.",ham +Buy one egg for me da..please:),ham +Have you started in skye,ham +Have you bookedthe hut? And also your time off? How are you by the way?,ham +And several to you sir.,ham +U really pig leh sleep so much. My dad wake me up at 10 smth 2 eat lunch today.,ham +I'm at home. Please call,ham +My love ... I hope your not doing anything drastic. Don't you dare sell your pc or your phone ...,ham +Now only i reached home. . . I am very tired now. . I will come tomorro,ham +FREEMSG: Our records indicate you may be entitled to 3750 pounds for the Accident you had. To claim for free reply with YES to this msg. To opt out text STOP,spam +"U can WIN £100 of Music Gift Vouchers every week starting NOW Txt the word DRAW to 87066 TsCs www.Idew.com SkillGame, 1Winaweek, age16. 150ppermessSubscription",spam +Life style garments account no please.,ham +Lol wtf random. Btw is that your lunch break,ham +"Sez, hows u & de arab boy? Hope u r all good give my love 2 evry1 love ya eshxxxxxxxxxxx",ham +"The LAY MAN! Just to let you know you are missed and thought off. Do have a great day. And if you can send me bimbo and ugo's numbers, ill appreciate. Safe",ham +Detroit. The home of snow. Enjoy it.,ham +Show ur colours! Euro 2004 2-4-1 Offer! Get an England Flag & 3Lions tone on ur phone! Click on the following service message for info!,spam +Okie...,ham +"Aight, I'm chillin in a friend's room so text me when you're on the way",ham +Is toshiba portege m100 gd?,ham +Well welp is sort of a semiobscure internet thing,ham +Text PASS to 69669 to collect your polyphonic ringtones. Normal gprs charges apply only. Enjoy your tones,spam +"accordingly. I repeat, just text the word ok on your mobile phone and send",spam +Loosu go to hospital. De dont let it careless.,ham +How much for an eighth?,ham +Omg Joanna is freaking me out. She's looked thru all my friends to find photos of me. And then she's asking about stuff on my MySpace which I haven't even logged on in like a year. :/,ham +"Send ur birthdate with month and year, I will tel u ur LIFE PARTNER'S name. and the method of calculation. Reply must.",ham +Juz now havent woke up so a bit blur blur... Can? Dad went out liao... I cant cum now oso...,ham +"How about clothes, jewelry, and trips?",ham +Block Breaker now comes in deluxe format with new features and great graphics from T-Mobile. Buy for just £5 by replying GET BBDELUXE and take the challenge,spam +Aah! A cuddle would be lush! I'd need lots of tea and soup before any kind of fumbling!,ham +important information 4 orange user . today is your lucky day!2find out why log onto http://www.urawinner.com THERE'S A FANTASTIC SURPRISE AWAITING YOU!,spam +I am late. I will be there at,ham +Sad story of a Man - Last week was my b'day. My Wife did'nt wish me. My Parents forgot n so did my Kids . I went to work. Even my Colleagues did not wish.,ham +Are you plans with your family set in stone ?,ham +Pls dont forget to study,ham +You'll never believe this but i have actually got off at taunton. Wow,ham +"Den only weekdays got special price... Haiz... Cant eat liao... Cut nails oso muz wait until i finish drivin wat, lunch still muz eat wat... ",ham +She just broke down a list of reasons why nobody's in town and I can't tell if she's being sarcastic or just faggy,ham + <DECIMAL> m but its not a common car here so its better to buy from china or asia. Or if i find it less expensive. I.ll holla,ham +The greatest test of courage on earth is to bear defeat without losing heart....gn tc,ham +SORRY IM STIL FUCKED AFTER LAST NITE WENT TOBED AT 430 GOT UP 4 WORK AT 630,ham +Hey so whats the plan this sat? ,ham +Beauty sleep can help ur pimples too.,ham +Great. Hope you are using your connections from mode men also cos you can never know why old friends can lead you to today,ham +Natalja (25/F) is inviting you to be her friend. Reply YES-440 or NO-440 See her: www.SMS.ac/u/nat27081980 STOP? Send STOP FRND to 62468,spam +Where to get those?,ham +"Kind of. Just missed train cos of asthma attack, nxt one in half hr so driving in. not sure where to park.",ham +Ball is moving a lot.will spin in last :)so very difficult to bat:),ham +Haiyoh... Maybe your hamster was jealous of million,ham +Can you please send me my aunty's number,ham +I'm glad. You are following your dreams.,ham +I've reached home finally...,ham +"URGENT. Important information for 02 user. Today is your lucky day! 2 find out why , log onto http://www.urawinner.com there is a fantastic surprise awaiting you !",spam +WINNER!! As a valued network customer you have been selected to receivea £900 prize reward! To claim call 09061701461. Claim code KL341. Valid 12 hours only.,spam +"Wn u r hurt by d prsn who s close 2 u, do fight wit dem. Coz somtimes dis fight saves a relation bt being quiet leaves nothin in a relation.. Gud eveB-)",ham +U can call now...,ham +"Science tells that chocolate will melt under the sunlight. Please don't walk under the sunlight. BCoz,I don't want to loss a sweet friend.",ham +Yes. I come to nyc for audiitions and am trying to relocate.,ham +I pocked you up there before,ham +Congrats. That's great. I wanted to tell you not to tell me your score cos it might make me relax. But its motivating me so thanks for sharing,ham +I wud never mind if u dont miss me or if u dont need me.. But u wil really hurt me wen u need me & u dont tell me......... Take care:-),ham +Hey mr whats the name of that bill brison book the one about language and words ,ham +"Okay, good, no problem, and thanx!",ham +"For you information, IKEA is spelled with all caps. That is not yelling. when you thought i had left you, you were sitting on the bed among the mess when i came in. i said we were going after you got home from class. please don't try and bullshit me. It makes me want to listen to you less.",ham +Call me when u're done...,ham +G.W.R,ham +You best watch what you say cause I get drunk as a motherfucker,ham +Kit Strip - you have been billed 150p. Netcollex Ltd. PO Box 1013 IG11 OJA,spam +HMV BONUS SPECIAL 500 pounds of genuine HMV vouchers to be won. Just answer 4 easy questions. Play Now! Send HMV to 86688 More info:www.100percent-real.com,spam +Please CALL 08712402578 immediately as there is an urgent message waiting for you,spam +thesmszone.com lets you send free anonymous and masked messages..im sending this message from there..do you see the potential for abuse???,spam +"WELL DONE! Your 4* Costa Del Sol Holiday or £5000 await collection. Call 09050090044 Now toClaim. SAE, TCs, POBox334, Stockport, SK38xh, Cost£1.50/pm, Max10mins",spam +Hurt me... Tease me... Make me cry... But in the end of my life when i die plz keep one rose on my grave and say STUPID I MISS U.. HAVE A NICE DAY BSLVYL,ham +"Erm... Woodland avenue somewhere. Do you get the parish magazine, his telephone number will be in there.",ham +Are there TA jobs available? Let me know please cos i really need to start working,ham +Aiyar hard 2 type. U later free then tell me then i call n scold n tell u.,ham +Yup i'm free...,ham +"Good good, billy mates all gone. Just been jogging, again! Did enjoy concert?",ham +Yo come over carlos will be here soon,ham +Awww dat is sweet! We can think of something to do he he! Have a nice time tonight ill probably txt u later cos im lonely :( xxx.,ham +I guess it is useless calling u 4 something important.,ham +Ha ha - had popped down to the loo when you hello-ed me. Hello!,ham +He dint tell anything. He is angry on me that why you told to abi.,ham +Someone U know has asked our dating service 2 contact you! Cant Guess who? CALL 09058091854 NOW all will be revealed. PO BOX385 M6 6WU,spam +It so happens that there r 2waxsto do wat you want. She can come and ill get her medical insurance. And she'll be able to deliver and have basic care. I'm currently shopping for the right medical insurance for her. So just give me til friday morning. Thats when i.ll see the major person that can guide me to the right insurance.,ham +I keep ten rs in my shelf:) buy two egg.,ham +"I wasn't well babe, i have swollen glands at my throat ... What did you end up doing ?",ham +Is ur changes 2 da report big? Cos i've already made changes 2 da previous report.,ham +Captain is in our room:),ham +"I can't speak, bcaz mobile have problem. I can listen you but you cann't listen my voice. So i calls you later.",ham +HIYA STU WOT U UP 2.IM IN SO MUCH TRUBLE AT HOME AT MOMENT EVONE HATES ME EVEN U! WOT THE HELL AV I DONE NOW? Y WONT U JUST TELL ME TEXT BCK PLEASE LUV DAN ,ham +S...i will take mokka players only:),ham +Are you still playing with gautham?,ham +Hey mr and I are going to the sea view and having a couple of gays I mean games! Give me a bell when ya finish ,ham +"K, jason says he's gonna be around so I'll be up there around <#>",ham +Sorry . I will be able to get to you. See you in the morning.,ham +Aight well keep me informed,ham +I am not having her number sir,ham +Am only searching for good dual sim mobile pa.,ham +That seems unnecessarily hostile,ham +Dude got a haircut. Now its breezy up there,ham +"Congrats! 2 mobile 3G Videophones R yours. call 09061744553 now! videochat wid ur mates, play java games, Dload polyH music, noline rentl. bx420. ip4. 5we. 150pm",spam +1Apple/Day=No Doctor. 1Tulsi Leaf/Day=No Cancer. 1Lemon/Day=No Fat. 1Cup Milk/day=No Bone Problms 3 Litres Watr/Day=No Diseases Snd ths 2 Whom U Care..:-),ham +i thought we were doing a king of the hill thing there.,ham +Nope i'll come online now..,ham +ALSO TELL HIM I SAID HAPPY BIRTHDAY,ham +Y bishan lei... I tot ü say lavender? ,ham +Boo what time u get out? U were supposed to take me shopping today. :(,ham +"Now u sound like manky scouse boy steve,like! I is travelling on da bus home.wot has u inmind 4 recreation dis eve?",ham +"Fyi I'm taking a quick shower, be at epsilon in like <#> min",ham +on a Tuesday night r u 4 real,ham +Yes when is the appt again?,ham +Just got outta class gonna go gym.,ham +I want to sent <#> mesages today. Thats y. Sorry if i hurts,ham +Ü all write or wat..,ham +Ha! I wouldn't say that I just didn't read anything into way u seemed. I don't like 2 be judgemental....i save that for fridays in the pub!,ham +Its a valentine game. . . send dis msg to all ur friends. . If 5 answers r d same then someone really loves u. . Ques- which colour suits me the best?,ham +Hi:)did you asked to waheeda fathima about leave?,ham +Enjoy urself tmr...,ham +You still around? I could use a half-8th,ham +U 447801259231 have a secret admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09058094597,spam +You give us back my id proof and <#> rs. We wont allow you to work. We will come to your home within days,ham +Ü bot notes oredi... Cos i juz rem i got...,ham +Yes. Rent is very expensive so its the way we save.,ham +"Night has ended for another day, morning has come in a special way. May you smile like the sunny rays and leaves your worries at the blue blue bay. Gud mrng",ham +Hows the pain dear?y r u smiling?,ham +"Fun fact: although you would think armand would eventually build up a tolerance or some shit considering how much he smokes, he gets fucked up in like 2 hits",ham +important information 4 orange user 0789xxxxxxx. today is your lucky day!2find out why log onto http://www.urawinner.com THERE'S A FANTASTIC SURPRISE AWAITING YOU!,spam +"Sorry, I can't help you on this.",ham +Great. So should i send you my account number.,ham +"HELLOGORGEOUS, HOWS U? MY FONE WAS ON CHARGE LST NITW WEN U TEXD ME. HOPEU AD A NICE WKEND AS IM SURE U DID LOOKIN 4WARD 2 C-IN U 2MRW LUV JAZ",ham +"Our dating service has been asked 2 contact U by someone shy! CALL 09058091870 NOW all will be revealed. POBox84, M26 3UZ 150p",spam +Ü only send me the contents page...,ham +"Night sweet, sleep well! I've just been to see The Exorcism of Emily Rose and may never sleep again! Hugs and snogs! ",ham +"Don't Think About ""What u Have Got"" Think About ""How to Use It That You Have Got"" gooD ni8",ham +"I can't right this second, gotta hit people up first",ham +"Evry Emotion dsn't hav Words.Evry Wish dsn't hav Prayrs.. If u Smile,D World is wit u.Othrwise even d Drop of Tear dsn't lik 2 Stay wit u.So b happy.. Good morning, keep smiling:-)",ham +So what about you. What do you remember,ham +Ujhhhhhhh computer shipped out with address to sandiago and parantella lane. Wtf. Poop.,ham +Mm yes dear look how i am hugging you both. :-P,ham +I like dis sweater fr mango but no more my size already so irritating.,ham +1 I don't have her number and 2 its gonna be a massive pain in the ass and i'd rather not get involved if that's possible,ham +Anytime lor...,ham +Do you want a new Video handset? 750 any time any network mins? UNLIMITED TEXT? Camcorder? Reply or Call now 08000930705 for del Sat AM,spam +Purity of friendship between two is not about smiling after reading the forwarded message..Its about smiling just by seeing the name. Gud evng,ham +"Ur balance is now £600. Next question: Complete the landmark, Big, A. Bob, B. Barry or C. Ben ?. Text A, B or C to 83738. Good luck!",spam +Me fine..absolutly fine,ham +K and you're sure I don't have to have consent forms to do it :V,ham +Ur TONEXS subscription has been renewed and you have been charged £4.50. You can choose 10 more polys this month. www.clubzed.co.uk *BILLING MSG*,spam +"If you don't, your prize will go to another customer. T&C at www.t-c.biz 18+ 150p/min Polo Ltd Suite 373 London W1J 6HL Please call back if busy",spam +How much is torch in 9ja.,ham +"Doing nothing, then u not having dinner w us?",ham +How are you. Just checking up on you,ham +Done it but internet connection v slow and can‘t send it. Will try again later or first thing tomo.,ham +Mathews or tait or edwards or anderson,ham +yeah sure thing mate haunt got all my stuff sorted but im going sound anyway promoting hex for .by the way who is this? dont know number. Joke,ham +No need lar i go engin? Cos my sis at arts today...,ham +Thanks honey but still haven't heard anything I will leave it a bit longer so not 2 crowd him and will try later - great advice thanks hope cardiff is still there!,ham +Do you want a New Nokia 3510i Colour Phone Delivered Tomorrow? With 200 FREE minutes to any mobile + 100 FREE text + FREE camcorder Reply or Call 8000930705,spam +", im .. On the snowboarding trip. I was wondering if your planning to get everyone together befor we go..a meet and greet kind of affair? Cheers, ",ham +S.i'm watching it in live..,ham +"see you then, we're all christmassy here!",ham +"K I'm ready, <#> ?",ham +"Do you know why god created gap between your fingers..? So that, One who is made for you comes & fills those gaps by holding your hand with LOVE..!",ham +The greatest test of courage on earth is to bear defeat without losing heart....gn tc,ham +what are your new years plans?,ham +RECPT 1/3. You have ordered a Ringtone. Your order is being processed...,spam +Baaaaaaaabe! Wake up ! I miss you ! I crave you! I need you!,ham +"Only just got this message, not ignoring you. Yes, i was. Shopping that is",ham +Dear :-/ why you mood off. I cant drive so i brother to drive,ham +When did dad get back.,ham +"Can you tell Shola to please go to college of medicine and visit the academic department, tell the academic secretary what the current situation is and ask if she can transfer there. She should ask someone to check Sagamu for the same thing and lautech. Its vital she completes her medical education in Nigeria. Its less expensive much less expensive. Unless she will be getting citizen rates in new zealand.",ham +Yes just finished watching days of our lives. I love it.,ham +Juz go google n search 4 qet...,ham +Many times we lose our best ones bcoz we are ,ham +"Good FRIENDS CaRE for each Other.. CLoSE Friends UNDERSTaND each Other... and TRUE Friends STaY forever beyond words, beyond time. Gud ni8",ham +Just getting back home,ham +"Sorry, I'll call later <#> mins",ham +Dun need to use dial up juz open da browser n surf...,ham +As one of our registered subscribers u can enter the draw 4 a 100 G.B. gift voucher by replying with ENTER. To unsubscribe text STOP,spam +"Awesome, plan to get here any time after like <#> , I'll text you details in a wee bit",ham +Take care and sleep well.you need to learn to change in life.you only need to get CONVINCED on that.i will wait but no more conversations between us.GET CONVINCED by that time.Your family is over for you in many senses.respect them but not overemphasise.or u have no role in my life.,ham +"For your chance to WIN a FREE Bluetooth Headset then simply reply back with ""ADP""",spam +You also didnt get na hi hi hi hi hi,ham +Ya but it cant display internal subs so i gotta extract them,ham +If i said anything wrong sorry de:-),ham +Sad story of a Man - Last week was my b'day. My Wife did'nt wish me. My Parents forgot n so did my Kids . I went to work. Even my Colleagues did not wish.,ham +How stupid to say that i challenge god.You dont think at all on what i write instead you respond immed.,ham +"Yeah I should be able to, I'll text you when I'm ready to meet up",ham +V skint too but fancied few bevies.waz gona go meet &othrs in spoon but jst bin watchng planet earth&sofa is v comfey; If i dont make it hav gd night,ham +" says that he's quitting at least5times a day so i wudn't take much notice of that. Nah, she didn't mind. Are you gonna see him again? Do you want to come to taunton tonight? U can tell me all about !",ham +"When you get free, call me",ham +How have your little darlings been so far this week? Need a coffee run tomo?Can't believe it's that time of week already …,ham +Ok i msg u b4 i leave my house.,ham +Still at west coast... Haiz... Ü'll take forever to come back...,ham +MMM ... Fuck .... Merry Christmas to me,ham +alright. Thanks for the advice. Enjoy your night out. I'ma try to get some sleep...,ham +Update your face book status frequently :),ham +Just now saw your message.it k da:),ham +Was it something u ate?,ham +So what did the bank say about the money?,ham +Aiyar dun disturb u liao... Thk u have lots 2 do aft ur cupboard come...,ham +Hey they r not watching movie tonight so i'll prob b home early...,ham +Yar lor... How u noe? U used dat route too?,ham +2mro i am not coming to gym machan. Goodnight.,ham +Dont think you need yellow card for uk travel. Ask someone that has gone before. If you do its just <#> bucks,ham +Can u look 4 me in da lib i got stuff havent finish yet.,ham +Sounds great! Im going to sleep now. Have a good night!,ham +Don't b floppy... b snappy & happy! Only gay chat service with photo upload call 08718730666 (10p/min). 2 stop our texts call 08712460324,spam +"House-Maid is the murderer, coz the man was murdered on <#> th January.. As public holiday all govt.instituitions are closed,including post office..understand?",ham +How come u got nothing to do?,ham +Nothing will ever be easy. But don't be looking for a reason not to take a risk on life and love,ham +i want to grasp your pretty booty :),ham +I've got it down to a tea. not sure which flavour,ham +I'm going 2 orchard now laready me reaching soon. U reaching?,ham +Dear i am not denying your words please,ham +You know my old Dom I told you about yesterday ? His name is Roger? He got in touch with me last night and wants me to meet him today at 2 pm,ham +COME BACK TO TAMPA FFFFUUUUUUU,ham +"2 celebrate my b’day, y else?",ham +Merry christmas to u too annie!,ham +Please tell me you have some of that special stock you were talking about,ham +I sent them. Do you like?,ham +"Urgent UR awarded a complimentary trip to EuroDisinc Trav, Aco&Entry41 Or £1000. To claim txt DIS to 87121 18+6*£1.50(moreFrmMob. ShrAcomOrSglSuplt)10, LS1 3AJ",spam +"Awesome, be there in a minute",ham +"And that is the problem. You walk around in ""julianaland"" oblivious to what is going on around you. I say the same things constantly and they go in one ear and out the other while you go off doing whatever you want to do. It's not that you don't know why I'm upset--it's that you don't listen when i tell you WHAT is going to upset me. Then you want to be surprised when I'm mad.",ham +I've told you everything will stop. Just dont let her get dehydrated.,ham +Or I guess <#> min,ham +I'm home. Ard wat time will u reach?,ham +"Storming msg: Wen u lift d phne, u say ""HELLO"" Do u knw wt is d real meaning of HELLO?? . . . It's d name of a girl..! . . . Yes.. And u knw who is dat girl?? ""Margaret Hello"" She is d girlfrnd f Grahmbell who invnted telphone... . . . . Moral:One can 4get d name of a person, bt not his girlfrnd... G o o d n i g h t . . .@",ham +"If you want to mapquest it or something look up ""usf dogwood drive"", that's the tiny street where the parking lot is",ham +Aight should I just plan to come up later tonight?,ham +Die... I accidentally deleted e msg i suppose 2 put in e sim archive. Haiz... I so sad...,ham +"Welcome to UK-mobile-date this msg is FREE giving you free calling to 08719839835. Future mgs billed at 150p daily. To cancel send ""go stop"" to 89123",spam +This is wishing you a great day. Moji told me about your offer and as always i was speechless. You offer so easily to go to great lengths on my behalf and its stunning. My exam is next friday. After that i will keep in touch more. Sorry.,ham +"Thanks again for your reply today. When is ur visa coming in. And r u still buying the gucci and bags. My sister things are not easy, uncle john also has his own bills so i really need to think about how to make my own money. Later sha.",ham +"Sorry I flaked last night, shit's seriously goin down with my roommate, what you up to tonight?",ham +He said i look pretty wif long hair wat. But i thk he's cutting quite short 4 me leh.,ham +Ranjith cal drpd Deeraj and deepak 5min hold,ham +"""CHEERS FOR CALLIN BABE.SOZI CULDNT TALKBUT I WANNATELL U DETAILS LATER WENWECAN CHAT PROPERLY X""",ham +Hey u still at the gym?,ham +"She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife,",ham +Much better now thanks lol,ham +"Nothing, smsing u n xy lor. Sorry lor da guys neva c u in person but they sort of know u lor. So u wan 2 meet them xy ask me 2 bring u along 4 our next meeting.",ham +"Lemme know when I can swing by and pick up, I'm free basically any time after 1 all this semester",ham +Wa... U so efficient... Gee... Thanx...,ham +3. You have received your mobile content. Enjoy,spam +S but not able to sleep.,ham +Want explicit SEX in 30 secs? Ring 02073162414 now! Costs 20p/min,spam +We will meet soon princess! Ttyl!,ham +I'll pick you up at about 5.15pm to go to taunton if you still want to come.,ham +Oh :-)only 4 outside players allowed to play know,ham +I anything lor.,ham +Erutupalam thandiyachu,ham +"Y cant u try new invention to fly..i'm not joking.,",ham +No..its ful of song lyrics..,ham +"What do u reckon as need 2 arrange transport if u can't do it, thanks",ham +True lov n care wil nevr go unrecognized. though somone often makes mistakes when valuing it. but they will definitly undrstnd once when they start missing it.,ham +Shopping? Eh ger i toking abt syd leh...Haha,ham +What not under standing.,ham +have * good weekend.,ham +Miss call miss call khelate kintu opponenter miss call dhorte lage. Thats d rule. One with great phone receiving quality wins.,ham +Call me when you get the chance plz <3,ham +The new deus ex game comin early next yr,ham +My computer just fried the only essential part we don't keep spares of because my fucking idiot roommates looovvve leaving the thing running on full <#> /7,ham +"My friend, she's studying at warwick, we've planned to go shopping and to concert tmw, but it may be canceled, havn't seen for ages, yeah we should get together sometime!",ham +Probably a couple hours tops,ham +"LOL .. *grins* .. I'm not babe, but thanks for thinking of me!",ham +Man this bus is so so so slow. I think you're gonna get there before me,ham +Hope this text meets you smiling. If not then let this text give you a reason to smile. Have a beautiful day.,ham +"In case you wake up wondering where I am, I forgot I have to take care of something for grandma today, should be done before the parade",ham +Ok,ham +"Latest Nokia Mobile or iPOD MP3 Player +£400 proze GUARANTEED! Reply with: WIN to 83355 now! Norcorp Ltd.£1,50/Mtmsgrcvd18+",spam +"SMS SERVICES. for your inclusive text credits, pls goto www.comuk.net login= 3qxj9 unsubscribe with STOP, no extra charge. help 08702840625.COMUK. 220-CM2 9AE",spam +Nvm take ur time.,ham +So wat's da decision?,ham +Wot is u up 2 then bitch?,ham +Stupid.its not possible,ham +She told to hr that he want posting in chennai:)because i'm working here:),ham +Mobile Club: Choose any of the top quality items for your mobile. 7cfca1a,spam +When are you guys leaving?,ham +He neva grumble but i sad lor... Hee... Buy tmr lor aft lunch. But we still meetin 4 lunch tmr a not. Neva hear fr them lei. Ü got a lot of work ar?,ham +Not able to do anything.,ham +Ü takin linear algebra today?,ham +This weekend is fine (an excuse not to do too much decorating),ham +"Sorry I missed you babe. I was up late and slept in. I hope you enjoy your driving lesson, boytoy. I miss you too ... *teasing kiss*",ham +Now project pa. After that only i can come.,ham +Money i have won wining number 946 wot do i do next,spam +"Sure, whenever you show the fuck up >:(",ham +That was random saw my old roomate on campus. He graduated,ham +"Congrats! 2 mobile 3G Videophones R yours. call 09061744553 now! videochat wid ur mates, play java games, Dload polyH music, noline rentl. bx420. ip4. 5we. 150pm",spam +"Men always needs a beautiful, intelligent, caring, loving, adjustable, cooperative wife. But the law allows only one wife....",ham +That sucks. So what do you got planned for your yo valentine? I am your yo valentine aren't I?,ham +"Just got part Nottingham - 3 hrs 63miles. Good thing i love my man so much, but only doing 40mph. Hey ho",ham +What to think no one saying clearly. Ok leave no need to ask her. I will go if she come or not,ham +Hi good mornin.. Thanku wish u d same..,ham +DO U WANT 2 MEET UP 2MORRO,ham +Actually I decided I was too hungry so I haven't left yet :V,ham +I've sent ü my part..,ham +Cos i was out shopping wif darren jus now n i called him 2 ask wat present he wan lor. Then he started guessing who i was wif n he finally guessed darren lor.,ham +"I want some cock! My hubby's away, I need a real man 2 satisfy me. Txt WIFE to 89938 for no strings action. (Txt STOP 2 end, txt rec £1.50ea. OTBox 731 LA1 7WS. )",spam +Understand. his loss is my gain :) so do you work? School?,ham +HOW ARE U? I HAVE MISSED U! I HAVENT BEEN UP 2 MUCH A BIT BORED WITH THE HOLIDAY WANT 2 GO BAK 2 COLLEGE! SAD ISNT IT?xx,ham +"Hiya, probably coming home * weekend after next",ham +Don't forget though that I love you .... And I walk beside you. Watching over you and keeping your heart warm.,ham +I wish things were different. I wonder when i will be able to show you how much i value you. Pls continue the brisk walks no drugs without askin me please and find things to laugh about. I love you dearly.,ham +Ok both our days. So what are you making for dinner tonite? Am I invited?,ham +Gr8 new service - live sex video chat on your mob - see the sexiest dirtiest girls live on ur phone - 4 details text horny to 89070 to cancel send STOP to 89070,spam +I have no money 4 steve mate! !,ham +IM LATE TELLMISS IM ON MY WAY,ham +Never blame a day in ur life. Good days give u happiness. Bad days give u experience. Both are essential in life! All are Gods blessings! good morning.:,ham +Normally i use to drink more water daily:),ham +Dare i ask... Any luck with sorting out the car?,ham +"Party's at my place at usf, no charge (but if you can contribute in any way it is greatly appreciated) and yeah, we got room for one more",ham +"Urgh, coach hot, smells of chip fat! Thanks again, especially for the duvet (not a predictive text word).",ham +Hiya. How was last night? I've been naughty and bought myself clothes and very little ... Ready for more shopping tho! What kind of time do you wanna meet?,ham +FreeMsg Hi baby wow just got a new cam moby. Wanna C a hot pic? or Fancy a chat?Im w8in 4uTxt / rply CHAT to 82242 Hlp 08712317606 Msg150p 2rcv,spam +I've been trying to reach him without success,ham +when you and derek done with class?,ham +Never y lei... I v lazy... Got wat? Dat day ü send me da url cant work one...,ham +Never try alone to take the weight of a tear that comes out of ur heart and falls through ur eyes... Always remember a STUPID FRIEND is here to share... BSLVYL,ham +Hey mate. Spoke to the mag people. We‘re on. the is deliver by the end of the month. Deliver on the 24th sept. Talk later. ,ham +Hope you are having a good week. Just checking in,ham +"Haha, my friend tyler literally just asked if you could get him a dubsack",ham +"""Hey! do u fancy meetin me at 4 at cha – hav a lil beverage on me. if not txt or ring me and we can meet up l8r. quite tired got in at 3 v.pist ;) love Pete x x x""",ham +Great. Have a safe trip. Dont panic surrender all.,ham +"""SYMPTOMS"" when U are in love: ""1.U like listening songs 2.U get stopped where u see the name of your beloved 3.U won't get angry when your",ham +Sun ah... Thk mayb can if dun have anythin on... Thk have to book e lesson... E pilates is at orchard mrt u noe hor... ,ham +Try to do something dear. You read something for exams,ham +"7 wonders in My WORLD 7th You 6th Ur style 5th Ur smile 4th Ur Personality 3rd Ur Nature 2nd Ur SMS and 1st ""Ur Lovely Friendship""... good morning dear",ham +Gettin rdy to ship comp,ham +I am in hospital da. . I will return home in evening,ham +PISS IS TALKING IS SOMEONE THAT REALISE U THAT POINT THIS AT IS IT.(NOW READ IT BACKWARDS),ham +Think + da. You wil do.,ham +I'm awake oh. What's up.,ham +Good afternoon my boytoy. How goes that walking here and there day ? Did you get that police abstract? Are you still out and about? I wake and miss you babe,ham +How much u trying to get?,ham +"Come around <DECIMAL> pm vikky..i'm otside nw, il come by tht time",ham +Tell me again what your address is,ham +"Honeybee Said: *I'm d Sweetest in d World* God Laughed & Said: *Wait,U Havnt Met d Person Reading This Msg* MORAL: Even GOD Can Crack Jokes! GM+GN+GE+GN:)",ham +Should i buy him a blackberry bold 2 or torch. Should i buy him new or used. Let me know. Plus are you saying i should buy the <#> g wifi ipad. And what are you saying about the about the <#> g?,ham +But you were together so you should be thinkin about him,ham +hiya hows it going in sunny africa? hope u r avin a good time. give that big old silver back a big kiss from me.,ham +At WHAT TIME should i come tomorrow,ham +Wanna have a laugh? Try CHIT-CHAT on your mobile now! Logon by txting the word: CHAT and send it to No: 8883 CM PO Box 4217 London W1A 6ZF 16+ 118p/msg rcvd,spam +"""CHA QUITEAMUZING THAT’SCOOL BABE,PROBPOP IN & CU SATTHEN HUNNY 4BREKKIE! LOVE JEN XXX. PSXTRA LRG PORTIONS 4 ME PLEASE """,ham +Omg how did u know what I ate?,ham +"""URGENT! This is the 2nd attempt to contact U!U have WON £1000CALL 09071512432 b4 300603t&csBCM4235WC1N3XX.callcost150ppmmobilesvary. max£7. 50""",spam +:( but your not here....,ham +Not directly behind... Abt 4 rows behind ü...,ham +Congratulations ur awarded 500 of CD vouchers or 125gift guaranteed & Free entry 2 100 wkly draw txt MUSIC to 87066,spam +"Had your contract mobile 11 Mnths? Latest Motorola, Nokia etc. all FREE! Double Mins & Text on Orange tariffs. TEXT YES for callback, no to remove from records",spam +"Urgent! call 09066350750 from your landline. Your complimentary 4* Ibiza Holiday or 10,000 cash await collection SAE T&Cs PO BOX 434 SK3 8WP 150 ppm 18+",spam +No plans yet. What are you doing ?,ham +Hi ....My engagement has been fixd on <#> th of next month. I know its really shocking bt....hmm njan vilikkam....t ws al of a sudn;-(.,ham +Not course. Only maths one day one chapter with in one month we can finish.,ham +Wow didn't think it was that common. I take it all back ur not a freak! Unless u chop it off:-),ham +"For ur chance to win a £250 wkly shopping spree TXT: SHOP to 80878. T's&C's www.txt-2-shop.com custcare 08715705022, 1x150p/wk",spam +Noooooooo please. Last thing I need is stress. For once in your life be fair.,ham +U have a Secret Admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09065171142-stopsms-08718727870150ppm,spam +"Mila, age23, blonde, new in UK. I look sex with UK guys. if u like fun with me. Text MTALK to 69866.18 . 30pp/txt 1st 5free. £1.50 increments. Help08718728876",spam +"I'll see if I can swing by in a bit, got some things to take care of here firsg",ham +I wanted to wish you a Happy New Year and I wanted to talk to you about some legal advice to do with when Gary and I split but in person. I'll make a trip to Ptbo for that. I hope everything is good with you babe and I love ya :),ham +Have you not finished work yet or something?,ham +Tomorrow i am not going to theatre. . . So i can come wherever u call me. . . Tell me where and when to come tomorrow,ham +Well done ENGLAND! Get the official poly ringtone or colour flag on yer mobile! text TONE or FLAG to 84199 NOW! Opt-out txt ENG STOP. Box39822 W111WX £1.50,spam +Right it wasnt you who phoned it was someone with a number like yours!,ham +It's ok i wun b angry. Msg u aft i come home tonight.,ham +I had a good time too. Its nice to do something a bit different with my weekends for a change. See ya soon,ham +Yo sorry was in the shower sup,ham +"Carlos is down but I have to pick it up from him, so I'll swing by usf in a little bit",ham +Full heat pa:-) i have applyed oil pa.,ham +I'm stuck in da middle of da row on da right hand side of da lt... ,ham +Have you laid your airtel line to rest?,ham +Hi did u decide wot 2 get 4 his bday if not ill prob jus get him a voucher frm virgin or sumfing ,ham +FreeMsg: Txt: CALL to No: 86888 & claim your reward of 3 hours talk time to use from your phone now! Subscribe6GBP/mnth inc 3hrs 16 stop?txtStop,spam +"""Hey j! r u feeling any better, hopeSo hunny. i amnow feelin ill & ithink i may have tonsolitusaswell! damn iam layin in bedreal bored. lotsof luv me xxxx""",ham +And I don't plan on staying the night but I prolly won't be back til late,ham +THANX 4 PUTTIN DA FONE DOWN ON ME!!,ham +"I need an 8th but I'm off campus atm, could I pick up in an hour or two?",ham +"Oh... Haha... Den we shld had went today too... Gee, nvm la... Kaiez, i dun mind goin jazz oso... Scared hiphop open cant catch up... ",ham +Been running but only managed 5 minutes and then needed oxygen! Might have to resort to the roller option!,ham +We live in the next <#> mins,ham +Y de asking like this.,ham +Just glad to be talking to you.,ham +Wat time ü finish?,ham +Sorry da. I gone mad so many pending works what to do.,ham +How much you got for cleaning,ham +hows my favourite person today? r u workin hard? couldn't sleep again last nite nearly rang u at 4.30,ham +Sunshine Quiz! Win a super Sony DVD recorder if you canname the capital of Australia? Text MQUIZ to 82277. B,spam +Ü called dad oredi...,ham +Good. do you think you could send me some pix? I would love to see your top and bottom...,ham +Nvm... I'm going to wear my sport shoes anyway... I'm going to be late leh.,ham +"Sorry, I'll call later In meeting.",ham +THIS IS A LONG FUCKIN SHOWR,ham +"Received, understood n acted upon!",ham +They finally came to fix the ceiling.,ham +"U need my presnts always bcz U cant mis love. ""jeevithathile irulinae neekunna prakasamanu sneham"" prakasam ennal prabha 'That mns prabha is'LOVE' Got it. Dont mis me....",ham +Jus finish blowing my hair. U finish dinner already?,ham +I'm on the bus. Love you,ham +Lol ... I knew that .... I saw him in the dollar store,ham +Please call our customer service representative on 0800 169 6031 between 10am-9pm as you have WON a guaranteed £1000 cash or £5000 prize!,spam +Todays Voda numbers ending with 7634 are selected to receive a £350 reward. If you have a match please call 08712300220 quoting claim code 7684 standard rates apply.,spam +Only saturday and sunday holiday so its very difficult:),ham +Everybody had fun this evening. Miss you.,ham +"Got hella gas money, want to go on a grand nature adventure with galileo in a little bit?",ham +"I'm in a meeting, call me later at",ham +Oh wow thats gay. Will firmware update help,ham +These won't do. Have to move on to morphine,ham +How come i din c ü... Yup i cut my hair...,ham +K k pa Had your lunch aha.,ham +Oh ho. Is this the first time u use these type of words,ham +Captain vijaykanth is doing comedy in captain tv..he is drunken :),ham +Of course. I guess god's just got me on hold right now.,ham +Do you hide anythiing or keeping distance from me,ham +Havent.,ham +You are being ripped off! Get your mobile content from www.clubmoby.com call 08717509990 poly/true/Pix/Ringtones/Games six downloads for only 3,spam +Sorry i din lock my keypad.,ham +Did u got that persons story,ham +Are you planning to come chennai?,ham +We tried to contact you re your reply to our offer of a Video Phone 750 anytime any network mins Half Price Line Rental Camcorder Reply or call 08000930705,spam +God created gap btwn ur fingers so dat sum1 vry special will fill those gaps by holding ur hands.. Now plz dont ask y he created so much gap between legs !!!,ham +We are okay. Going to sleep now. Later,ham +"Please protect yourself from e-threats. SIB never asks for sensitive information like Passwords,ATM/SMS PIN thru email. Never share your password with anybody.",ham +"Finally it has happened..! Aftr decades..! BEER is now cheaper than PETROL! The goverment expects us to ""DRINK"". . . But don't ""DRIVE """,ham +A £400 XMAS REWARD IS WAITING FOR YOU! Our computer has randomly picked you from our loyal mobile customers to receive a £400 reward. Just call 09066380611 ,spam +Where r e meeting tmr?,ham +Lol yes. But it will add some spice to your day.,ham +Hope you are having a great day.,ham +Our Prasanth ettans mother passed away last night. Just pray for her and family.,ham +"K, I'll work something out",ham +PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08718738002 Identifier Code: 48922 Expires 21/11/04,spam +This message is from a great Doctor in India:-): 1) Do not drink APPY FIZZ. It contains Cancer causing age,ham +I cant pick the phone right now. Pls send a message,ham +You call him and tell now infront of them. Call him now.,ham +Ok no prob...,ham +Ladies first and genus second k .,ham +No. Yes please. Been swimming?,ham +Mum not going robinson already.,ham +Ok set let u noe e details later...,ham +Not..tel software name..,ham +I send the print outs da.,ham +IM REALY SOZ IMAT MY MUMS 2NITE WHAT ABOUT 2MORO ,ham +"When I was born, GOD said, ""Oh No! Another IDIOT"". When you were born, GOD said, ""OH No! COMPETITION"". Who knew, one day these two will become FREINDS FOREVER!",ham +"I didnt get ur full msg..sometext is missing, send it again",ham +"Probably not, I'm almost out of gas and I get some cash tomorrow",ham +"Customer service announcement. We recently tried to make a delivery to you but were unable to do so, please call 07099833605 to re-schedule. Ref:9280114",spam +I forgot 2 ask ü all smth.. There's a card on da present lei... How? Ü all want 2 write smth or sign on it?,ham +I'm leaving my house now.,ham +"Hi babe its Chloe, how r u? I was smashed on saturday night, it was great! How was your weekend? U been missing me? SP visionsms.com Text stop to stop 150p/text",spam +Ü ready then call me...,ham +Wewa is 130. Iriver 255. All 128 mb.,ham +It is a good thing I'm now getting the connection to bw,ham +Sry da..jst nw only i came to home..,ham +"That's cool he'll be here all night, lemme know when you're around",ham +Are you staying in town ?,ham +"Haha yeah, 2 oz is kind of a shitload",ham +Ok u can take me shopping when u get paid =D,ham +"My life Means a lot to me, Not because I love my life, But because I love the people in my life, The world calls them friends, I call them my World:-).. Ge:-)..",ham +"Alright we'll bring it to you, see you in like <#> mins",ham +But pls dont play in others life.,ham +Eatin my lunch...,ham +Hmmm.but you should give it on one day..,ham +"Didn't try, g and I decided not to head out",ham +Ok no prob,ham +Surly ill give it to you:-) while coming to review.,ham +"By march ending, i should be ready. But will call you for sure. The problem is that my capital never complete. How far with you. How's work and the ladies",ham +Tessy..pls do me a favor. Pls convey my birthday wishes to Nimya..pls dnt forget it. Today is her birthday Shijas,ham +Pls give her the food preferably pap very slowly with loads of sugar. You can take up to an hour to give it. And then some water. Very very slowly.,ham +"URGENT! Your Mobile No 07808726822 was awarded a £2,000 Bonus Caller Prize on 02/09/03! This is our 2nd attempt to contact YOU! Call 0871-872-9758 BOX95QU",spam +A guy who gets used but is too dumb to realize it.,ham +"Okey dokey, i‘ll be over in a bit just sorting some stuff out.",ham +Don no da:)whats you plan?,ham +Yes fine ,ham +"WIN: We have a winner! Mr. T. Foley won an iPod! More exciting prizes soon, so keep an eye on ur mobile or visit www.win-82050.co.uk",spam +I liked the new mobile,ham +Anytime...,ham +Mmmmmmm *snuggles into you* ...*deep contented sigh* ... *whispers* ... I fucking love you so much I can barely stand it ...,ham +Yar but they say got some error.,ham +Hey anyway i have to :-),ham +Wow so healthy. Old airport rd lor. Cant thk of anything else. But i'll b bathing my dog later.,ham +Wif my family booking tour package.,ham +"Did you say bold, then torch later. Or one torch and 2bold?",ham +"Haha awesome, I might need to take you up on that, what you doin tonight?",ham +Ya i knw u vl giv..its ok thanks kano..anyway enjoy wit ur family wit 1st salary..:-);-),ham +Huh so slow i tot u reach long ago liao... U 2 more days only i 4 more leh...,ham +Thats cool princess! I will cover your face in hot sticky cum :),ham +Big brother‘s really scraped the barrel with this shower of social misfits,ham +Oops i thk i dun haf enuff... I go check then tell ü..,ham +S:)8 min to go for lunch:),ham +"Hey. What happened? U switch off ur cell d whole day. This isnt good. Now if u do care, give me a call tomorrow.",ham +"K will do, addie & I are doing some art so I'll be here when you get home",ham +My uncles in Atlanta. Wish you guys a great semester.,ham +"Aiyo... Her lesson so early... I'm still sleepin, haha... Okie, u go home liao den confirm w me lor...",ham +Forgot to tell ü smth.. Can ü like number the sections so that it's clearer..,ham +"Yup. Anything lor, if u dun wan it's ok...",ham +"I'm home, my love ... If your still awake ... *loving kiss*",ham +HELLO PEACH! MY CAKE TASTS LUSH!,ham +"FREE GAME. Get Rayman Golf 4 FREE from the O2 Games Arcade. 1st get UR games settings. Reply POST, then save & activ8. Press 0 key for Arcade. Termsapply",spam +"There'll be a minor shindig at my place later tonight, you interested?",ham +Jason says it's cool if we pick some up from his place in like an hour,ham +"Had your mobile 10 mths? Update to the latest Camera/Video phones for FREE. KEEP UR SAME NUMBER, Get extra free mins/texts. Text YES for a call",spam +I (Career Tel) have added u as a contact on INDYAROCKS.COM to send FREE SMS. To remove from phonebook - sms NO to <#>,ham +I've reached already.,ham +I dont know ask to my brother. Nothing problem some thing that. Just i told .,ham +K:)eng rocking in ashes:),ham +Wat time r ü going to xin's hostel?,ham +Good Morning my Dear Shijutta........... Have a great & successful day.,ham +Buy Space Invaders 4 a chance 2 win orig Arcade Game console. Press 0 for Games Arcade (std WAP charge) See o2.co.uk/games 4 Terms + settings. No purchase,spam +Oh k:)after that placement there ah?,ham +"Not for possession, especially not first offense",ham +"Nt only for driving even for many reasons she is called BBD..thts it chikku, then hw abt dvg cold..heard tht vinobanagar violence hw is the condition..and hw ru ? Any problem?",ham +I bought the test yesterday. Its something that lets you know the exact day u ovulate.when will get 2u in about 2 to 3wks. But pls pls dont fret. I know u r worried. Pls relax. Also is there anything in ur past history u need to tell me?,ham +We have pizza if u want,ham +"I keep seeing weird shit and bein all ""woah"" then realising it's actually reasonable and I'm all ""oh""",ham +Many more happy returns of the day. I wish you happy birthday.,ham +Ya very nice. . .be ready on thursday,ham +I am in hospital da. . I will return home in evening,ham +"""Thinking of u ;) x""",ham +Camera - You are awarded a SiPix Digital Camera! call 09061221066 fromm landline. Delivery within 28 days.,spam +Orh i tot u say she now still dun believe.,ham +"When you just put in the + sign, choose my number and the pin will show. Right?",ham +The beauty of life is in next second.. which hides thousands of secrets. I wish every second will be wonderful in ur life...!! gud n8,ham +Thanx u darlin!im cool thanx. A few bday drinks 2 nite. 2morrow off! Take care c u soon.xxx,ham +"If you're still up, maybe leave the credit card so I can get gas when I get back like he told me to",ham +Your weekly Cool-Mob tones are ready to download !This weeks new Tones include: 1) Crazy Frog-AXEL F>>> 2) Akon-Lonely>>> 3) Black Eyed-Dont P >>>More info in n,spam +Well boy am I glad G wasted all night at applebees for nothing,ham +Cashbin.co.uk (Get lots of cash this weekend!) www.cashbin.co.uk Dear Welcome to the weekend We have got our biggest and best EVER cash give away!! These..,spam +Ok lor... Or u wan me go look 4 u?,ham +U wan 2 haf lunch i'm in da canteen now.,ham +Don't make life too stressfull.. Always find time to Laugh.. It may not add years to your Life! But surely adds more life to ur years!! Gud ni8..swt dreams..,ham +"hey, looks like I was wrong and one of the kappa guys numbers is still on my phone, if you want I can text him and see if he's around",ham +URGENT! Your Mobile number has been awarded with a £2000 prize GUARANTEED. Call 09061790121 from land line. Claim 3030. Valid 12hrs only 150ppm,spam +Thanks 4 your continued support Your question this week will enter u in2 our draw 4 £100 cash. Name the NEW US President? txt ans to 80082,spam +I'm home. Doc gave me pain meds says everything is fine.,ham +It's é only $140 ard...É rest all ard $180 at least...Which is é price 4 é 2 bedrm ($900),ham +Me too! Have a lovely night xxx,ham +Prepare to be pleasured :),ham +Hi.:)technical support.providing assistance to us customer through call and email:),ham +if you text on your way to cup stop that should work. And that should be BUS,ham +Whens your radio show?,ham +Your unique user ID is 1172. For removal send STOP to 87239 customer services 08708034412,spam +I'm not sure if its still available though,ham +watever reLation u built up in dis world only thing which remains atlast iz lonlines with lotz n lot memories! feeling..,ham +CHEERS LOU! YEAH WAS A GOODNITE SHAME U NEVA CAME! C YA GAILxx,ham +Hi..i got the money da:),ham +"Hi, Mobile no. <#> has added you in their contact list on www.fullonsms.com It s a great place to send free sms to people For more visit fullonsms.com",ham +Ok then u tell me wat time u coming later lor.,ham +U repeat e instructions again. Wat's e road name of ur house?,ham +"So many people seems to be special at first sight, But only very few will remain special to you till your last sight.. Maintain them till life ends.. Sh!jas",ham +Quite lor. But dun tell him wait he get complacent...,ham +Sorry completely forgot * will pop em round this week if your still here?,ham +U R THE MOST BEAUTIFUL GIRL IVE EVER SEEN. U R MY BABY COME AND C ME IN THE COMMON ROOM,ham +O we cant see if we can join denis and mina? Or does denis want alone time,ham +Sen told that he is going to join his uncle finance in cbe,ham +Yup... Hey then one day on fri we can ask miwa and jiayin take leave go karaoke ,ham +"Call me, i am senthil from hsbc.",ham +"Especially since i talk about boston all up in my personal statement, lol! I woulda changed that if i had realized it said nyc! It says boston now.",ham +Indeed and by the way it was either or - not both !,ham +"Urgent -call 09066649731from Landline. Your complimentary 4* Ibiza Holiday or £10,000 cash await collection SAE T&Cs PO BOX 434 SK3 8WP 150ppm 18+",spam +Holy living christ what is taking you so long,ham +Ü thk of wat to eat tonight.,ham +"Thanx. Yup we coming back on sun. Finish dinner going back 2 hotel now. Time flies, we're tog 4 exactly a mth today. Hope we'll haf many more mths to come...",ham +We're on the opposite side from where we dropped you off,ham +Yup. Izzit still raining heavily cos i'm in e mrt i can't c outside.,ham +Send me your resume:-),ham +Gd luck 4 ur exams :-),ham +Or u ask they all if next sat can a not. If all of them can make it then i'm ok lor.,ham +Sorry that was my uncle. I.ll keep in touch,ham +Saw Guys and Dolls last night with Patrick Swayze it was great,ham +URGENT This is our 2nd attempt to contact U. Your £900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702893,spam +Santa calling! Would your little ones like a call from Santa Xmas Eve? Call 09077818151 to book you time. Calls1.50ppm last 3mins 30s T&C www.santacalling.com,spam +Just come home. I don't want u to be miserable,ham +I dont know why she.s not getting your messages,ham +"its cool but tyler had to take off so we're gonna buy for him and drop it off at his place later tonight. Our total order is a quarter, you got enough?",ham +"The guy at the car shop who was flirting with me got my phone number from the paperwork and called and texted me. I'm nervous because of course now he may have my address. Should i call his boss and tell him, knowing this may get him fired?",ham +Reverse is cheating. That is not mathematics.,ham +How do you plan to manage that,ham +"Er, hello, things didn‘t quite go to plan – is limping slowly home followed by aa and with exhaust hanging off",ham +Sorry for the delay. Yes masters,ham +Call me when u finish then i come n pick u.,ham +PRIVATE! Your 2004 Account Statement for 078498****7 shows 786 unredeemed Bonus Points. To claim call 08719180219 Identifier Code: 45239 Expires 06.05.05,spam +What's up my own oga. Left my phone at home and just saw ur messages. Hope you are good. Have a great weekend.,ham +"Don't worry though, I understand how important it is that I be put in my place with a poorly thought out punishment in the face of the worst thing that has ever happened to me. Brb gonna go kill myself",ham +"Honey, can you pls find out how much they sell Predicte in Nigeria. And how many times can it be used. Its very important to have a reply before monday",ham +E admin building there? I might b slightly earlier... I'll call u when i'm reaching...,ham +"fyi I'm at usf now, swing by the room whenever",ham +i can call in <#> min if thats ok,ham +Ummmmmaah Many many happy returns of d day my dear sweet heart.. HAPPY BIRTHDAY dear,ham +Ü no home work to do meh... ,ham +Anything is valuable in only 2 situations: First- Before getting it... Second- After loosing it...,ham +Me too. Mark is taking forever to pick up my prescription and the pain is coming back.,ham +How's ur paper?,ham +Got smaller capacity one? Quite ex...,ham +Check Out Choose Your Babe Videos @ sms.shsex.netUN fgkslpoPW fgkslpo,spam +Im good! I have been thinking about you...,ham +u r a winner U ave been specially selected 2 receive £1000 cash or a 4* holiday (flights inc) speak to a live operator 2 claim 0871277810710p/min (18 ),spam +:-) :-),ham +Not thought bout it... || Drink in tap & spile at seven. || Is that pub on gas st off broad st by canal. || Ok?,ham +I am going to sleep. I am tired of travel.,ham +"Haha, just what I was thinkin",ham +Yup but it's not giving me problems now so mayb i'll jus leave it...,ham +Lol no. Just trying to make your day a little more interesting,ham +"How long before you get reply, just defer admission til next semester",ham +"The word ""Checkmate"" in chess comes from the Persian phrase ""Shah Maat"" which means; ""the king is dead.."" Goodmorning.. Have a good day..:)",ham +Po de :-):):-):-):-). No need job aha.,ham +Rats. Hey did u ever vote for the next themes?,ham +"New Mobiles from 2004, MUST GO! Txt: NOKIA to No: 89545 & collect yours today! From ONLY £1. www.4-tc.biz 2optout 087187262701.50gbp/mtmsg18 TXTAUCTION.",spam +I hope your pee burns tonite.,ham +"OH RITE. WELL IM WITH MY BEST MATE PETE, WHO I WENT OUT WITH 4 A WEEK+ NOW WERE 2GEVA AGAIN. ITS BEEN LONGER THAN A WEEK.",ham +Yay can't wait to party together!,ham +....photoshop makes my computer shut down.,ham +All boys made fun of me today. Ok i have no problem. I just sent one message just for fun,ham +That's one of the issues but california is okay. No snow so its manageable,ham +PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08715203652 Identifier Code: 42810 Expires 29/10/0,spam +"Hmmm.... Mayb can try e shoppin area one, but forgot e name of hotel...",ham +"Awesome, that gonna be soon or later tonight?",ham +I need details about that online job.,ham +YOU HAVE WON! As a valued Vodafone customer our computer has picked YOU to win a £150 prize. To collect is easy. Just call 09061743386 ,spam +Missing you too.pray inshah allah,ham +Pls help me tell Ashley that i cant find her number oh,ham +I am in escape theatre now. . Going to watch KAVALAN in a few minutes,ham +S.this will increase the chance of winning.,ham +either way works for me. I am <#> years old. Hope that doesnt bother you.,ham +Maybe you should find something else to do instead???,ham +Gain the rights of a wife.dont demand it.i am trying as husband too.Lets see,ham +I liked your new house,ham +I'm fine. Hope you are also,ham +"Also north carolina and texas atm, you would just go to the gre site and pay for the test results to be sent.",ham +Same to u...,ham +yes baby! I need to stretch open your pussy!,ham +Thanks and ! Or bomb and date as my phone wanted to say! ,ham +Ok...,ham +"Hey, a guy I know is breathing down my neck to get him some bud, anyway you'd be able to get a half track to usf tonight?",ham +"""Response"" is one of d powerful weapon 2 occupy a place in others 'HEART'... So, always give response 2 who cares 4 U""... Gud night..swt dreams..take care",ham +Nokia phone is lovly..,ham +**FREE MESSAGE**Thanks for using the Auction Subscription Service. 18 . 150p/MSGRCVD 2 Skip an Auction txt OUT. 2 Unsubscribe txt STOP CustomerCare 08718726270,spam +Bored housewives! Chat n date now! 0871750.77.11! BT-national rate 10p/min only from landlines!,spam +Sorry da..today i wont come to play..i have driving clas..,ham +I'm really sorry I lit your hair on fire,ham +"Oh! Shit, I thought that was your trip! Loooooool ... That just makes SO much more sense now ... *grins* and the sofa reference was ... The ""sleep on a couch"" link you sent me ... Wasn't that how you went on your trip ? Oh ... And didn't your babe go with you for that celebration with your rents?",ham +Okey dokey swashbuckling stuff what oh.,ham +"Watching cartoon, listening music & at eve had to go temple & church.. What about u?",ham +1. Tension face 2. Smiling face 3. Waste face 4. Innocent face 5.Terror face 6.Cruel face 7.Romantic face 8.Lovable face 9.decent face <#> .joker face.,ham +Dip's cell dead. So i m coming with him. U better respond else we shall come back.,ham +Well. You know what i mean. Texting,ham +Hi dis is yijue i would be happy to work wif ü all for gek1510...,ham +Lol! Oops sorry! Have fun. ,ham +Wat happened to the cruise thing,ham +"I know dat feelin had it with Pete! Wuld get with em , nuther place nuther time mayb?",ham +lyricalladie(21/F) is inviting you to be her friend. Reply YES-910 or NO-910. See her: www.SMS.ac/u/hmmross STOP? Send STOP FRND to 62468,spam +The world's most happiest frnds never have the same characters... Dey just have the best understanding of their differences...,ham +No 1 POLYPHONIC tone 4 ur mob every week! Just txt PT2 to 87575. 1st Tone FREE ! so get txtin now and tell ur friends. 150p/tone. 16 reply HL 4info,spam +Yeah just open chat and click friend lists. Then make the list. Easy as pie,ham +alright tyler's got a minor crisis and has to be home sooner than he thought so be here asap,ham +When/where do I pick you up,ham +As usual u can call me ard 10 smth.,ham +"New Theory: Argument wins d SITUATION, but loses the PERSON. So dont argue with ur friends just.. . . . kick them & say, I'm always correct.!",ham +For many things its an antibiotic and it can be used for chest abdomen and gynae infections even bone infections.,ham +Poor girl can't go one day lmao,ham +Or just do that 6times,ham +Todays Vodafone numbers ending with 4882 are selected to a receive a £350 award. If your number matches call 09064019014 to receive your £350 award.,spam +You have to pls make a note of all she.s exposed to. Also find out from her school if anyone else was vomiting. Is there a dog or cat in the house? Let me know later.,ham +"Japanese Proverb: If one Can do it, U too Can do it, If none Can do it,U must do it Indian version: If one Can do it, LET HIM DO it.. If none Can do it,LEAVE it!! And finally Kerala version: If one can do it, Stop him doing it.. If none can do it, Make a strike against it ...",ham +Sounds like there could be a lot of time spent in that chastity device boy ... *grins* ... Or take your beatings like a good dog. Going to lounge in a nice long bath now ?,ham +Its worse if if uses half way then stops. Its better for him to complete it.,ham +Miserable. They don't tell u that the side effects of birth control are massive gut wrenching cramps for the first 2 months. I didn't sleep at all last night.,ham +Send me the new number,ham +Convey my regards to him,ham +Want the latest Video handset? 750 anytime any network mins? Half price line rental? Reply or call 08000930705 for delivery tomorrow,spam +2 and half years i missed your friendship:-),ham +I cant pick the phone right now. Pls send a message,ham +Oh for fuck's sake she's in like tallahassee,ham +"Haha, that was the first person I was gonna ask",ham +"ou are guaranteed the latest Nokia Phone, a 40GB iPod MP3 player or a £500 prize! Txt word: COLLECT to No: 83355! IBHltd LdnW15H 150p/Mtmsgrcvd18",spam +Taka lor. Wat time u wan 2 come n look 4 us?,ham +* FREE* POLYPHONIC RINGTONE Text SUPER to 87131 to get your FREE POLY TONE of the week now! 16 SN PoBox202 NR31 7ZS subscription 450pw,spam +"""I;m reaching in another 2 stops.""",ham +"no, i *didn't* mean to post it. I wrote it, and like so many other times i've ritten stuff to you, i let it sit there. it WAS what i was feeling at the time. I was angry. Before i left, i hit send, then stop. It wasn't there. I checked on my phone when i got to my car. It wasn't there. You said you didn't sleep, you were bored. So why wouldn't THAT be the time to clean, fold laundry, etc.? At least make the bed?",ham +Warner Village 83118 C Colin Farrell in SWAT this wkend @Warner Village & get 1 free med. Popcorn!Just show msg+ticket@kiosk.Valid 4-7/12. C t&c @kiosk. Reply SONY 4 mre film offers,spam +Will you come online today night,ham +Then anything special?,ham +"I'm in solihull, | do you want anything?",ham +Will do. Have a good day,ham +WE REGRET TO INFORM U THAT THE NHS HAS MADE A MISTAKE.U WERE NEVER ACTUALLY BORN.PLEASE REPORT 2 YOR LOCAL HOSPITAL 2B TERMINATED.WE R SORRY 4 THE INCONVENIENCE,ham +Love that holiday Monday feeling even if I have to go to the dentists in an hour,ham +I am on the way to tirupur.,ham +"Goal! Arsenal 4 (Henry, 7 v Liverpool 2 Henry scores with a simple shot from 6 yards from a pass by Bergkamp to give Arsenal a 2 goal margin after 78 mins.",spam +You've already got a flaky parent. It'snot supposed to be the child's job to support the parent...not until they're The Ride age anyway. I'm supposed to be there to support you. And now i've hurt you. unintentional. But hurt nonetheless.,ham +We took hooch for a walk toaday and i fell over! Splat! Grazed my knees and everything! Should have stayed at home! See you tomorrow! ,ham +"Just dropped em off, omw back now",ham +"This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08712101358 NOW! Only 10p per min. BT-national-rate",spam +Sitting in mu waiting for everyone to get out of my suite so I can take a shower,ham +Re your call; You didn't see my facebook huh?,ham +"G says you never answer your texts, confirm/deny",ham +"Its so common hearin How r u? Wat r u doing? How was ur day? So let me ask u something different. Did u smile today? If not, do it now.... Gud evng.",ham +Hi Dear Call me its urgnt. I don't know whats your problem. You don't want to work or if you have any other problem at least tell me. Wating for your reply.,ham +Oh yah... We never cancel leh... Haha ,ham +We can go 4 e normal pilates after our intro... ,ham +Ok... Let u noe when i leave my house.,ham +"Oh yes, why is it like torture watching england?",ham +Wanna do some art?! :D,ham +Just hopeing that wasn‘t too pissed up to remember and has gone off to his sisters or something!,ham +"Got what it takes 2 take part in the WRC Rally in Oz? U can with Lucozade Energy! Text RALLY LE to 61200 (25p), see packs or lucozade.co.uk/wrc & itcould be u!",spam +"Hi, the SEXYCHAT girls are waiting for you to text them. Text now for a great night chatting. send STOP to stop this service",spam +"Good morning, my boytoy! How's those yummy lips ? Where's my sexy buns now ? What do you do ? Do you think of me ? Do you crave me ? Do you need me ?",ham +Match started.india <#> for 2,ham +Once free call me sir.,ham +Hey do you want anything to buy:),ham +"Hey babe, how's it going ? Did you ever figure out where your going for New Years ?",ham +K..k.:)congratulation ..,ham +G wants to know where the fuck you are,ham +No it was cancelled yeah baby! Well that sounds important so i understand my darlin give me a ring later on this fone love Kate x,ham +Tomarrow i want to got to court. At <DECIMAL> . So you come to bus stand at 9.,ham +Ü go home liao? Ask dad to pick me up at 6...,ham +Omg you can make a wedding chapel in frontierville? Why do they get all the good stuff?,ham +"I'm eatin now lor, but goin back to work soon... E mountain deer show huh... I watch b4 liao, very nice...",ham +Check mail.i have mailed varma and kept copy to you regarding membership.take care.insha allah.,ham +Wrong phone! This phone! I answer this one but assume the other is people i don't well,ham +"Anyway I don't think I can secure anything up here, lemme know if you want me to drive down south and chill",ham +I'm already back home so no probably not,ham +Great News! Call FREEFONE 08006344447 to claim your guaranteed £1000 CASH or £2000 gift. Speak to a live operator NOW!,spam +"Hi this is Amy, we will be sending you a free phone number in a couple of days, which will give you an access to all the adult parties...",spam +I am in bus on the way to calicut,ham +Hi its me you are probably having too much fun to get this message but i thought id txt u cos im bored! and james has been farting at me all night,ham +hi baby im sat on the bloody bus at the mo and i wont be home until about 7:30 wanna do somethin later? call me later ortxt back jess xx,ham +"Welcome to Select, an O2 service with added benefits. You can now call our specially trained advisors FREE from your mobile by dialling 402.",spam +I lost 4 pounds since my doc visit last week woot woot! Now I'm gonna celebrate by stuffing my face!,ham +U coming back 4 dinner rite? Dad ask me so i re confirm wif u...,ham +Doing my masters. When will you buy a bb cos i have for sale and how's bf,ham +"Ahhhh...just woken up!had a bad dream about u tho,so i dont like u right now :) i didnt know anything about comedy night but i guess im up for it.",ham +I'm vivek:)i got call from your number.,ham +Why didn't u call on your lunch?,ham +"What i mean was i left too early to check, cos i'm working a 9-6.",ham +I want <#> rs da:)do you have it?,ham +"A bit of Ur smile is my hppnss, a drop of Ur tear is my sorrow, a part of Ur heart is my life, a heart like mine wil care for U, forevr as my GOODFRIEND",ham +Yup ok...,ham +I want to see your pretty pussy...,ham +Dear Voucher holder Have your next meal on us. Use the following link on your pc 2 enjoy a 2 4 1 dining experiencehttp://www.vouch4me.com/etlp/dining.asp,spam +"A few people are at the game, I'm at the mall with iouri and kaila",ham +URGENT! We are trying to contact U. Todays draw shows that you have won a £2000 prize GUARANTEED. Call 09058094507 from land line. Claim 3030. Valid 12hrs only,spam +You can donate £2.50 to UNICEF's Asian Tsunami disaster support fund by texting DONATE to 864233. £2.50 will be added to your next bill,spam +Future is not what we planned for tomorrow.....! it is the result of what we do today...! Do the best in present... enjoy the future.,ham +I will cme i want to go to hos 2morow. After that i wil cme. This what i got from her dear what to do. She didnt say any time,ham +We are supposed to meet to discuss abt our trip... Thought xuhui told you? In the afternoon. Thought we can go for lesson after that,ham +Hey come online! Use msn... We are all there,ham +I'm fine. Hope you are good. Do take care.,ham +Oops I was in the shower when u called. Hey a parking garage collapsed at university hospital. See I'm not crazy. Stuff like that DOES happen.,ham +Aiyo u so poor thing... Then u dun wan 2 eat? U bathe already?,ham +Yar... I tot u knew dis would happen long ago already.,ham +You are gorgeous! keep those pix cumming :) thank you!,ham +"A boy was late 2 home. His father: ""POWER OF FRNDSHIP""",ham +JADE ITS PAUL. Y DIDN’T U TXT ME? DO U REMEMBER ME FROM BARMED? I WANT 2 TALK 2 U! TXT ME,ham +Spending new years with my brother and his family. Lets plan to meet next week. Are you ready to be spoiled? :),ham +So what u doing today?,ham +I said its okay. Sorry,ham +Slept? I thinkThis time ( <#> pm) is not dangerous,ham +Networking job is there.,ham +goldviking (29/M) is inviting you to be his friend. Reply YES-762 or NO-762 See him: www.SMS.ac/u/goldviking STOP? Send STOP FRND to 62468,spam +Dont let studying stress you out. L8r.,ham +That's y u haf 2 keep me busy...,ham +No rushing. I'm not working. I'm in school so if we rush we go hungry.,ham +Which channel:-):-):):-).,ham +So your telling me I coulda been your real Valentine and I wasn't? U never pick me for NOTHING!!,ham +Phony £350 award - Todays Voda numbers ending XXXX are selected to receive a £350 award. If you have a match please call 08712300220 quoting claim code 3100 standard rates app,spam +"We made it! Eta at taunton is 12:30 as planned, hope that‘s still okday?! Good to see you! :-xx",ham +I'm hungry buy smth home...,ham +"""HEY KATE, HOPE UR OK... WILL GIVE U A BUZ WEDLUNCH. GO OUTSOMEWHERE 4 ADRINK IN TOWN..CUD GO 2WATERSHD 4 A BIT? PPL FROMWRK WILL BTHERE. LOVE PETEXXX.""",ham +My drive can only be read. I need to write,ham +"Just looked it up and addie goes back Monday, sucks to be her",ham +Happy new year. Hope you are having a good semester,ham +Esplanade lor. Where else...,ham +Can you talk with me..,ham +"Hmph. Go head, big baller.",ham +Well its not like you actually called someone a punto. That woulda been worse.,ham +"Nope. Since ayo travelled, he has forgotten his guy",ham +You still around? Looking to pick up later,ham +CDs 4u: Congratulations ur awarded £500 of CD gift vouchers or £125 gift guaranteed & Freeentry 2 £100 wkly draw xt MUSIC to 87066 TnCs www.ldew.com1win150ppmx3age16 ,spam +There's someone here that has a year <#> toyota camry like mr olayiwola's own. Mileage is <#> k.its clean but i need to know how much will it sell for. If i can raise the dough for it how soon after landing will it sell. Holla back.,ham +Guess which pub im in? Im as happy as a pig in clover or whatever the saying is! ,ham +ILL B DOWN SOON,ham +Oh k. . I will come tomorrow,ham +Go fool dont cheat others ok,ham +"My mobile number.pls sms ur mail id.convey regards to achan,amma.Rakhesh.Qatar",ham +"By the way, 'rencontre' is to meet again. Mountains dont....",ham +You have WON a guaranteed £1000 cash or a £2000 prize. To claim yr prize call our customer service representative on 08714712412 between 10am-7pm Cost 10p,spam +U attend ur driving lesson how many times a wk n which day?,ham +"Uncle G, just checking up on you. Do have a rewarding month",ham +Hello boytoy ! Geeee ... I'm missing you today. I like to send you a tm and remind you I'm thinking of you ... And you are loved ... *loving kiss*,ham +I think the other two still need to get cash but we can def be ready by 9,ham +Hey gals...U all wanna meet 4 dinner at nìte? ,ham +Dear 0776xxxxxxx U've been invited to XCHAT. This is our final attempt to contact u! Txt CHAT to 86688 150p/MsgrcvdHG/Suite342/2Lands/Row/W1J6HL LDN 18yrs,spam +Babe ! What are you doing ? Where are you ? Who are you talking to ? Do you think of me ? Are you being a good boy? Are you missing me? Do you love me ?,ham +Great! How is the office today?,ham +"It's cool, we can last a little while. Getting more any time soon?",ham +:-( sad puppy noise,ham +Yes its possible but dint try. Pls dont tell to any one k,ham +Anyway holla at me whenever you're around because I need an excuse to go creep on people in sarasota,ham +Where you. What happen,ham +I was gonna ask you lol but i think its at 7,ham +Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send GO to 86688 only 150p/meg. CC: 08718720201 HG/Suite342/2lands Row/W1j6HL,spam +PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S.I.M. points. Call 08715203685 Identifier Code:4xx26 Expires 13/10/04,spam +Go chase after her and run her over while she's crossing the street,ham +I'd like to tell you my deepest darkest fantasies. Call me 09094646631 just 60p/min. To stop texts call 08712460324 (nat rate),spam +Is there coming friday is leave for pongal?do you get any news from your work place.,ham +Hey... Very inconvenient for your sis a not huh?,ham +Ok i vl..do u know i got adsense approved..,ham +"* Was really good to see you the other day dudette, been missing you!",ham +I want to go to perumbavoor,ham +How many times i told in the stage all use to laugh. You not listen aha.,ham +You won't believe it but it's true. It's Incredible Txts! Reply G now to learn truly amazing things that will blow your mind. From O2FWD only 18p/txt,spam +(You didn't hear it from me),ham +Thanks for being there for me just to talk to on saturday. You are very dear to me. I cherish having you as a brother and role model.,ham +Pls clarify back if an open return ticket that i have can be preponed for me to go back to kerala.,ham +Natalie (20/F) is inviting you to be her friend. Reply YES-165 or NO-165 See her: www.SMS.ac/u/natalie2k9 STOP? Send STOP FRND to 62468,spam +She ran off with a younger man. we will make pretty babies together :),ham +Jamster! To get your free wallpaper text HEART to 88888 now! T&C apply. 16 only. Need Help? Call 08701213186.,spam +O ic lol. Should play 9 doors sometime yo,ham +"Dunno, my dad said he coming home 2 bring us out 4 lunch. Yup i go w u lor. I call u when i reach school lor...",ham +"We have sent JD for Customer Service cum Accounts Executive to ur mail id, For details contact us",ham +Desires- u going to doctor 4 liver. And get a bit stylish. Get ur hair managed. Thats it.,ham +Hmmm.still we dont have opener?,ham +Yeah so basically any time next week you can get away from your mom & get up before 3,ham +"Edison has rightly said, ""A fool can ask more questions than a wise man can answer"" Now you know why all of us are speechless during ViVa.. GM,GN,GE,GNT:-)",ham +I will vote for wherever my heart guides me,ham +With my sis lor... We juz watched italian job.,ham +"Tick, tick, tick .... Where are you ? I could die of loneliness you know ! *pouts* *stomps feet* I need you ...",ham +Lmao you know me so well...,ham +Double Mins & Double Txt & 1/2 price Linerental on Latest Orange Bluetooth mobiles. Call MobileUpd8 for the very latest offers. 08000839402 or call2optout/LF56,spam +Am on a train back from northampton so i'm afraid not! I'm staying skyving off today ho ho! Will be around wednesday though. Do you fancy the comedy club this week by the way?,ham +Goodnight da thangam I really miss u dear.,ham +Hey next sun 1030 there's a basic yoga course... at bugis... We can go for that... Pilates intro next sat.... Tell me what time you r free,ham +"Geeeee ... Your internet is really bad today, eh ?",ham +Free video camera phones with Half Price line rental for 12 mths and 500 cross ntwk mins 100 txts. Call MobileUpd8 08001950382 or Call2OptOut/674,spam +I think i am disturbing her da,ham +"Sorry, I'll call you later. I am in meeting sir.",ham +Havent stuck at orchard in my dad's car. Going 4 dinner now. U leh? So r they free tonight?,ham +Ok i also wan 2 watch e 9 pm show...,ham +I dunno lei... Like dun haf...,ham +But your brother transfered only <#> + <#> . Pa.,ham +I calls you later. Afternoon onwords mtnl service get problem in south mumbai. I can hear you but you cann't listen me.,ham +83039 62735=£450 UK Break AccommodationVouchers terms & conditions apply. 2 claim you mustprovide your claim number which is 15541 ,spam +Talk to g and x about that,ham +Hai dear friends... This is my new & present number..:) By Rajitha Raj (Ranju),ham +5p 4 alfie Moon's Children in need song on ur mob. Tell ur m8s. Txt Tone charity to 8007 for Nokias or Poly charity for polys: zed 08701417012 profit 2 charity.,spam +As in different styles?,ham +WIN a £200 Shopping spree every WEEK Starting NOW. 2 play text STORE to 88039. SkilGme. TsCs08714740323 1Winawk! age16 £1.50perweeksub.,spam +Gud ni8 dear..slp well..take care..swt dreams..Muah..,ham +I want to sent <#> mesages today. Thats y. Sorry if i hurts,ham +"This is the 2nd attempt to contract U, you have won this weeks top prize of either £1000 cash or £200 prize. Just call 09066361921",spam +"Well, i'm glad you didn't find it totally disagreeable ... Lol",ham +"Guy, no flash me now. If you go call me, call me. How madam. Take care oh.",ham +Do you want a New Nokia 3510i colour phone DeliveredTomorrow? With 300 free minutes to any mobile + 100 free texts + Free Camcorder reply or call 08000930705.,spam +Mark works tomorrow. He gets out at 5. His work is by your house so he can meet u afterwards.,ham +"""Keep ur problems in ur heart, b'coz nobody will fight for u. Only u & u have to fight for ur self & win the battle. -VIVEKANAND- G 9t.. SD..",ham +"Yeah, give me a call if you've got a minute",ham +"""HI BABE UAWAKE?FEELLIKW SHIT.JUSTFOUND OUT VIA ALETTER THATMUM GOTMARRIED 4thNOV.BEHIND OURBACKS – FUCKINNICE!SELFISH,DEVIOUSBITCH.ANYWAY,I’L CALL U""",ham +Amazing : If you rearrange these letters it gives the same meaning... Dormitory = Dirty room Astronomer = Moon starer The eyes = They see Election results = Lies lets recount Mother-in-law = Woman Hitler Eleven plus two =Twelve plus one Its Amazing... !:-),ham +Aiya we discuss later lar... Pick ü up at 4 is it?,ham +Hey happy birthday...,ham +Sorry i missed your call. Can you please call back.,ham +Omg if its not one thing its another. My cat has worms :/ when does this bad day end?,ham +"Good morning, im suffering from fever and dysentry ..will not be able to come to office today.",ham +I wont do anything de.,ham +What type of stuff do you sing?,ham +"St andre, virgil's cream",ham +No no. I will check all rooms befor activities,ham +"My fri ah... Okie lor,goin 4 my drivin den go shoppin after tt...",ham +Gokila is talking with you aha:),ham +"Hi Shanil,Rakhesh here.thanks,i have exchanged the uncut diamond stuff.leaving back. Excellent service by Dino and Prem.",ham +K.k.this month kotees birthday know?,ham +But i'm really really broke oh. No amount is too small even <#> ,ham +Sorry about that this is my mates phone and i didnt write it love Kate,ham +"TheMob>Hit the link to get a premium Pink Panther game, the new no. 1 from Sugababes, a crazy Zebra animation or a badass Hoody wallpaper-all 4 FREE!",spam +"Ah, well that confuses things, doesnt it? I thought was friends with now. Maybe i did the wrong thing but i already sort of invited -tho he may not come cos of money.",ham +"Aight, call me once you're close",ham +Nope thats fine. I might have a nap tho! ,ham +This msg is for your mobile content order It has been resent as previous attempt failed due to network error Queries to customersqueries@netvision.uk.com,spam +In other news after hassling me to get him weed for a week andres has no money. HAUGHAIGHGTUJHYGUJ,ham +"A Boy loved a gal. He propsd bt she didnt mind. He gv lv lttrs, Bt her frnds threw thm. Again d boy decided 2 aproach d gal , dt time a truck was speeding towards d gal. Wn it was about 2 hit d girl,d boy ran like hell n saved her. She asked 'hw cn u run so fast?' D boy replied ""Boost is d secret of my energy"" n instantly d girl shouted ""our energy"" n Thy lived happily 2gthr drinking boost evrydy Moral of d story:- I hv free msgs:D;): gud ni8",ham +I wnt to buy a BMW car urgently..its vry urgent.but hv a shortage of <#> Lacs.there is no source to arng dis amt. <#> lacs..thats my prob,ham +Ding me on ya break fassyole! Blacko from londn,ham +I REALLY NEED 2 KISS U I MISS U MY BABY FROM UR BABY 4EVA,ham +"The sign of maturity is not when we start saying big things.. But actually it is, when we start understanding small things... *HAVE A NICE EVENING* BSLVYL",ham +Oh you got many responsibilities.,ham +You have 1 new message. Please call 08715205273,spam +I've reached sch already...,ham +December only! Had your mobile 11mths+? You are entitled to update to the latest colour camera mobile for Free! Call The Mobile Update VCo FREE on 08002986906 ,spam +U definitely need a module from e humanities dis sem izzit? U wan 2 take other modules 1st?,ham +Argh why the fuck is nobody in town ;_;,ham +"Get 3 Lions England tone, reply lionm 4 mono or lionp 4 poly. 4 more go 2 www.ringtones.co.uk, the original n best. Tones 3GBP network operator rates apply.",spam +Thanks. Fills me with complete calm and reassurance! ,ham +Aslamalaikkum....insha allah tohar beeen muht albi mufti mahfuuz...meaning same here....,ham +Are you driving or training?,ham +Lol for real. She told my dad I have cancer,ham +PRIVATE! Your 2003 Account Statement for 078,spam +"Oops I did have it, <#> ?",ham +"""NOT ENUFCREDEIT TOCALL.SHALL ILEAVE UNI AT 6 +GET A BUS TO YOR HOUSE?""",ham +"Hi Chikku, send some nice msgs",ham +"He is impossible to argue with and he always treats me like his sub, like he never released me ... Which he did and I will remind him of that if necessary",ham +"After my work ah... Den 6 plus lor... U workin oso rite... Den go orchard lor, no other place to go liao...",ham +"To the wonderful Okors, have a great month. We cherish you guys and wish you well each day. MojiBiola",ham +Cuz ibored. And don wanna study,ham +Wot about on wed nite I am 3 then but only til 9!,ham +"Rose for red,red for blood,blood for heart,heart for u. But u for me.... Send tis to all ur friends.. Including me.. If u like me.. If u get back, 1-u r poor in relation! 2-u need some 1 to support 3-u r frnd 2 many 4-some1 luvs u 5+- some1 is praying god to marry u.:-) try it....",ham +Any way where are you and what doing.,ham +That sucks. I'll go over so u can do my hair. You'll do it free right?,ham +it's still not working. And this time i also tried adding zeros. That was the savings. The checking is <#> ,ham +"Hmm... Dunno leh, mayb a bag 4 goigng out dat is not too small. Or jus anything except perfume, smth dat i can keep.",ham +Sday only joined.so training we started today:),ham +Sorry * was at the grocers.,ham +There are some nice pubs near here or there is Frankie n Bennys near the warner cinema?,ham +"YOU VE WON! Your 4* Costa Del Sol Holiday or £5000 await collection. Call 09050090044 Now toClaim. SAE, TC s, POBox334, Stockport, SK38xh, Cost£1.50/pm, Max10mins",spam +Yup... I havent been there before... You want to go for the yoga? I can call up to book ,ham +Oh shut it. Omg yesterday I had a dream that I had 2 kids both boys. I was so pissed. Not only about the kids but them being boys. I even told mark in my dream that he was changing diapers cause I'm not getting owed in the face.,ham +Yeah I imagine he would be really gentle. Unlike the other docs who treat their patients like turkeys.,ham +FREE for 1st week! No1 Nokia tone 4 ur mobile every week just txt NOKIA to 8077 Get txting and tell ur mates. www.getzed.co.uk POBox 36504 W45WQ 16+ norm150p/tone,spam +Now that you have started dont stop. Just pray for more good ideas and anything i see that can help you guys i.ll forward you a link.,ham +Hi darlin im on helens fone im gonna b up the princes 2 nite please come up tb love Kate,ham +I'm in office now da:)where are you?,ham +Aiyar u so poor thing... I give u my support k... Jia you! I'll think of u...,ham +Oh unintentionally not bad timing. Great. Fingers the trains play along! Will give fifteen min warning.,ham +Get your garden ready for summer with a FREE selection of summer bulbs and seeds worth £33:50 only with The Scotsman this Saturday. To stop go2 notxt.co.uk,spam +K..then come wenever u lik to come and also tel vikky to come by getting free time..:-),ham +Pls call me da. What happen.,ham +"Happy new year to u and ur family...may this new year bring happiness , stability and tranquility to ur vibrant colourful life:):)",ham +No problem with the renewal. I.ll do it right away but i dont know his details.,ham +Idk. I'm sitting here in a stop and shop parking lot right now bawling my eyes out because i feel like i'm a failure in everything. Nobody wants me and now i feel like i'm failing you.,ham +Haven't left yet so probably gonna be here til dinner,ham +"Like <#> , same question",ham +MY NEW YEARS EVE WAS OK. I WENT TO A PARTY WITH MY BOYFRIEND. WHO IS THIS SI THEN HEY,ham +"Sir, I need Velusamy sir's date of birth and company bank facilities details.",ham +K k:) sms chat with me.,ham +I will come with karnan car. Please wait till 6pm will directly goto doctor.,ham +No but the bluray player can,ham +Ok... Then r we meeting later?,ham +Lol no. I just need to cash in my nitros. Hurry come on before I crash out!,ham +Just send a text. We'll skype later.,ham +Ok leave no need to ask,ham +"Congrats 2 mobile 3G Videophones R yours. call 09063458130 now! videochat wid ur mates, play java games, Dload polypH music, noline rentl. bx420. ip4. 5we. 150p",spam +Ü still got lessons? Ü in sch?,ham +Y she dun believe leh? I tot i told her it's true already. I thk she muz c us tog then she believe.,ham +Oh did you charge camera,ham +"I‘ve got some salt, you can rub it in my open wounds if you like!",ham +Now i'm going for lunch.,ham +I'm in school now n i'll be in da lab doing some stuff give me a call when ü r done.,ham +Oh k. . I will come tomorrow,ham +"Aight, text me tonight and we'll see what's up",ham +U 2.,ham +Water logging in desert. Geoenvironmental implications.,ham +Raji..pls do me a favour. Pls convey my Birthday wishes to Nimya. Pls. Today is her birthday.,ham +Company is very good.environment is terrific and food is really nice:),ham +"Very strange. and are watching the 2nd one now but i'm in bed. Sweet dreams, miss u ",ham +SMS AUCTION - A BRAND NEW Nokia 7250 is up 4 auction today! Auction is FREE 2 join & take part! Txt NOKIA to 86021 now!,spam +"Hi hope u r both ok, he said he would text and he hasn't, have u seen him, let me down gently please ",ham +"Babe! I fucking love you too !! You know? Fuck it was so good to hear your voice. I so need that. I crave it. I can't get enough. I adore you, Ahmad *kisses*",ham +K sure am in my relatives home. Sms me de. Pls:-),ham +I sent them. Do you like?,ham +"Fuuuuck I need to stop sleepin, sup",ham +I'm in town now so i'll jus take mrt down later.,ham +I just cooked a rather nice salmon a la you,ham +I uploaded mine to Facebook,ham +WHAT TIME U WRKIN?,ham +Okie,ham +ree entry in 2 a weekly comp for a chance to win an ipod. Txt POD to 80182 to get entry (std txt rate) T&C's apply 08452810073 for details 18+,spam +Our records indicate u maybe entitled to 5000 pounds in compensation for the Accident you had. To claim 4 free reply with CLAIM to this msg. 2 stop txt STOP,spam +"Sorry, I'll call later",ham +Oh oh... Den muz change plan liao... Go back have to yan jiu again...,ham +"It's wylie, you in tampa or sarasota?",ham +Ok... Take ur time n enjoy ur dinner...,ham +Darren was saying dat if u meeting da ge den we dun meet 4 dinner. Cos later u leave xy will feel awkward. Den u meet him 4 lunch lor.,ham +"Spook up your mob with a Halloween collection of a logo & pic message plus a free eerie tone, txt CARD SPOOK to 8007 zed 08701417012150p per logo/pic ",spam +I like cheap! But i‘m happy to splash out on the wine if it makes you feel better..,ham +She.s fine. I have had difficulties with her phone. It works with mine. Can you pls send her another friend request.,ham +Ugh my leg hurts. Musta overdid it on mon.,ham +Call Germany for only 1 pence per minute! Call from a fixed line via access number 0844 861 85 85. No prepayment. Direct access! www.telediscount.co.uk,spam +"YOU VE WON! Your 4* Costa Del Sol Holiday or £5000 await collection. Call 09050090044 Now toClaim. SAE, TC s, POBox334, Stockport, SK38xh, Cost£1.50/pm, Max10mins",spam +WOT STUDENT DISCOUNT CAN U GET ON BOOKS?,ham +Me fine..absolutly fine,ham +How come she can get it? Should b quite diff to guess rite...,ham +Had your mobile 11mths ? Update for FREE to Oranges latest colour camera mobiles & unlimited weekend calls. Call Mobile Upd8 on freefone 08000839402 or 2StopTxt,spam +I will reach ur home in <#> minutes,ham +"Babe, I'm answering you, can't you see me ? Maybe you'd better reboot YM ... I got the photo ... It's great !",ham +Hi.what you think about match?,ham +"I know you are thinkin malaria. But relax, children cant handle malaria. She would have been worse and its gastroenteritis. If she takes enough to replace her loss her temp will reduce. And if you give her malaria meds now she will just vomit. Its a self limiting illness she has which means in a few days it will completely stop",ham +Dai i downloaded but there is only exe file which i can only run that exe after installing.,ham +It is only yesterday true true.,ham +K.k.how is your business now?,ham +3 pa but not selected.,ham +Natalja (25/F) is inviting you to be her friend. Reply YES-440 or NO-440 See her: www.SMS.ac/u/nat27081980 STOP? Send STOP FRND to 62468,spam +I keep ten rs in my shelf:) buy two egg.,ham +I am late. I will be there at,ham +Well thats nice. Too bad i cant eat it,ham +I accidentally brought em home in the box,ham +Pls she needs to dat slowly or she will vomit more.,ham +I have to take exam with in march 3,ham +"Jane babes not goin 2 wrk, feel ill after lst nite. Foned in already cover 4 me chuck.:-)",ham +5 nights...We nt staying at port step liao...Too ex,ham +If I die I want u to have all my stuffs.,ham +"""OH FUCK. JUSWOKE UP IN A BED ON A BOATIN THE DOCKS. SLEPT WID 25 YEAR OLD. SPINOUT! GIV U DA GOSSIP L8R. XXX""",ham +Smile in Pleasure Smile in Pain Smile when trouble pours like Rain Smile when sum1 Hurts U Smile becoz SOMEONE still Loves to see u Smiling!!,ham +Prabha..i'm soryda..realy..frm heart i'm sory,ham +I re-met alex nichols from middle school and it turns out he's dealing!,ham +PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08715203656 Identifier Code: 42049 Expires 26/10/04,spam +It means u could not keep ur words.,ham +"Nope, I'm still in the market",ham +I realise you are a busy guy and i'm trying not to be a bother. I have to get some exams outta the way and then try the cars. Do have a gr8 day,ham +YOU ARE CHOSEN TO RECEIVE A £350 AWARD! Pls call claim number 09066364311 to collect your award which you are selected to receive as a valued mobile customer.,spam +Hey what how about your project. Started aha da.,ham +Ok cool. See ya then.,ham +Am on the uworld site. Am i buying the qbank only or am i buying it with the self assessment also?,ham +Your opinion about me? 1. Over 2. Jada 3. Kusruthi 4. Lovable 5. Silent 6. Spl character 7. Not matured 8. Stylish 9. Simple Pls reply..,ham +Someonone you know is trying to contact you via our dating service! To find out who it could be call from your mobile or landline 09064015307 BOX334SK38ch ,spam +Yeah I can still give you a ride,ham +"Jay wants to work out first, how's 4 sound?",ham +"Gud gud..k, chikku tke care.. sleep well gud nyt",ham +Its a part of checking IQ,ham +Hmm thinking lor...,ham +Of course ! Don't tease me ... You know I simply must see ! *grins* ... Do keep me posted my prey ... *loving smile* *devouring kiss*,ham +thanks for the temales it was wonderful. Thank. Have a great week.,ham +Thank you princess! I want to see your nice juicy booty...,ham +Haven't eaten all day. I'm sitting here staring at this juicy pizza and I can't eat it. These meds are ruining my life.,ham +Gud ni8 dear..slp well..take care..swt dreams..Muah..,ham +U come n search tat vid..not finishd..,ham +"K I'm leaving soon, be there a little after 9",ham +Urgent! Please call 09061213237 from a landline. £5000 cash or a 4* holiday await collection. T &Cs SAE PO Box 177 M227XY. 16+,spam +"Yeah work is fine, started last week, all the same stuff as before, dull but easy and guys are fun!",ham +You do your studies alone without anyones help. If you cant no need to study.,ham +Please tell me not all of my car keys are in your purse,ham +I didnt get anything da,ham +Ok... Sweet dreams...,ham +Well she's in for a big surprise!,ham +"As usual..iam fine, happy & doing well..:)",ham +1 in cbe. 2 in chennai.,ham +Can help u swoop by picking u up from wherever ur other birds r meeting if u want.,ham +If anyone calls for a treadmill say you'll buy it. Make sure its working. I found an ad on Craigslist selling for $ <#> .,ham +I absolutely LOVE South Park! I only recently started watching the office.,ham +Did you see that film:),ham +Pls speak with me. I wont ask anything other then you friendship.,ham +"Storming msg: Wen u lift d phne, u say ""HELLO"" Do u knw wt is d real meaning of HELLO?? . . . It's d name of a girl..! . . . Yes.. And u knw who is dat girl?? ""Margaret Hello"" She is d girlfrnd f Grahmbell who invnted telphone... . . . . Moral:One can 4get d name of a person, bt not his girlfrnd... G o o d n i g h t . . .@",ham +Gud ni8.swt drms.take care,ham +HI DARLIN ITS KATE ARE U UP FOR DOIN SOMETHIN TONIGHT? IM GOING TO A PUB CALLED THE SWAN OR SOMETHING WITH MY PARENTS FOR ONE DRINK SO PHONE ME IF U CAN,ham +Anything lar then ü not going home 4 dinner?,ham +"""ER, ENJOYIN INDIANS AT THE MO..yeP. SaLL gOoD HehE ;> hows bout u shexy? Pete Xx""",ham +"If you don't, your prize will go to another customer. T&C at www.t-c.biz 18+ 150p/min Polo Ltd Suite 373 London W1J 6HL Please call back if busy ",spam +Did u fix the teeth?if not do it asap.ok take care.,ham +So u wan 2 come for our dinner tonight a not?,ham +"Hello.How u doing?What u been up 2?When will u b moving out of the flat, cos I will need to arrange to pick up the lamp, etc. Take care. Hello caroline!",ham +Its too late:)but its k.wish you the same.,ham +"Hi. Hope ur day * good! Back from walk, table booked for half eight. Let me know when ur coming over.",ham +Oh yeah clearly it's my fault,ham +Dunno leh cant remember mayb lor. So wat time r we meeting tmr?,ham +"Best msg: It's hard to be with a person, when u know that one more step foward will make u fall in love.. & One step back can ruin ur friendship.. good night:-) ...",ham +URGENT! Your Mobile number has been awarded with a £2000 prize GUARANTEED. Call 09061790126 from land line. Claim 3030. Valid 12hrs only 150ppm,spam +"Helloooo... Wake up..! ""Sweet"" ""morning"" ""welcomes"" ""You"" ""Enjoy"" ""This Day"" ""with full of joy"".. ""GUD MRNG"".",ham +"Vikky, come around <TIME> ..",ham +"And how you will do that, princess? :)",ham +I have gone into get info bt dont know what to do,ham +"Yeah, probably here for a while",ham +Sent me ur email id soon,ham +"URGENT! You have won a 1 week FREE membership in our £100,000 Prize Jackpot! Txt the word: CLAIM to No: 81010 T&C www.dbuk.net LCCLTD POBOX 4403LDNW1A7RW18",spam +I'm still pretty weak today .. Bad day ?,ham +Hey ! Don't forget ... You are MINE ... For ME ... My possession ... MY property ... MMM ... *childish smile* ...,ham +An excellent thought by a misundrstud frnd: I knw u hate me bt the day wen u'll knw the truth u'll hate urself:-( Gn:-),ham +Hey! Congrats 2u2. id luv 2 but ive had 2 go home!,ham +Dear where you. Call me,ham +Xy trying smth now. U eat already? We havent...,ham +Urgent! Please call 09061213237 from landline. £5000 cash or a luxury 4* Canary Islands Holiday await collection. T&Cs SAE PO Box 177. M227XY. 150ppm. 16+,spam +I donno its in your genes or something,ham +XMAS iscoming & ur awarded either £500 CD gift vouchers & free entry 2 r £100 weekly draw txt MUSIC to 87066 TnC www.Ldew.com1win150ppmx3age16subscription ,spam +Alex says he's not ok with you not being ok with it,ham +Are u coming to the funeral home,ham +My darling sister. How are you doing. When's school resuming. Is there a minimum wait period before you reapply? Do take care,ham +I.ll hand her my phone to chat wit u,ham +Well good morning mr . Hows london treatin' ya treacle?,ham +I can't make it tonight,ham +At WHAT TIME should i come tomorrow,ham +About <#> bucks. The banks fees are fixed. Better to call the bank and find out.,ham +"I can. But it will tell quite long, cos i haven't finish my film yet...",ham +Pls ask macho how much is budget for bb bold 2 is cos i saw a new one for <#> dollars.,ham +"""Hi missed your Call and my mumHas beendropping red wine all over theplace! what is your adress?""",ham +Ill be at yours in about 3 mins but look out for me,ham +What you did in leave.,ham +I'm coming back on Thursday. Yay. Is it gonna be ok to get the money. Cheers. Oh yeah and how are you. Everything alright. Hows school. Or do you call it work now,ham +"Jolly good! By the way, will give u tickets for sat eve 7.30. Speak before then x",ham +"yeah, that's what I was thinking",ham +K.k:)i'm going to tirunelvali this week to see my uncle ..i already spend the amount by taking dress .so only i want money.i will give it on feb 1,ham +Here got ur favorite oyster... N got my favorite sashimi... Ok lar i dun say already... Wait ur stomach start rumbling...,ham +My sister going to earn more than me da.,ham +Get the official ENGLAND poly ringtone or colour flag on yer mobile for tonights game! Text TONE or FLAG to 84199. Optout txt ENG STOP Box39822 W111WX £1.50,spam +Hahaha..use your brain dear,ham +Jus finish watching tv... U?,ham +"K, fyi I'm back in my parents' place in south tampa so I might need to do the deal somewhere else",ham +"Good morning, my Love ... I go to sleep now and wish you a great day full of feeling better and opportunity ... You are my last thought babe, I LOVE YOU *kiss*",ham +Kothi print out marandratha.,ham +But we havent got da topic yet rite?,ham +Ok no problem... Yup i'm going to sch at 4 if i rem correctly...,ham +"Thanks, I'll keep that in mind",ham +Aah bless! How's your arm?,ham +"Dear Sir,Salam Alaikkum.Pride and Pleasure meeting you today at the Tea Shop.We are pleased to send you our contact number at Qatar.Rakhesh an Indian.Pls save our Number.Respectful Regards.",ham +"Gal n boy walking in d park. gal-can i hold ur hand? boy-y? do u think i would run away? gal-no, jst wana c how it feels walking in heaven with an prince..GN:-)",ham +What makes you most happy?,ham +Wishing you a wonderful week.,ham +Sweet heart how are you?,ham +"Sir, waiting for your letter.",ham +Dude im no longer a pisces. Im an aquarius now.,ham +X course it 2yrs. Just so her messages on messenger lik you r sending me,ham +I think steyn surely get one wicket:),ham +"Neither [in sterm voice] - i'm studying. All fine with me! Not sure the thing will be resolved, tho. Anyway. Have a fab hols",ham +"Garbage bags, eggs, jam, bread, hannaford wheat chex",ham +No. It's not pride. I'm almost <#> years old and shouldn't be takin money from my kid. You're not supposed to have to deal with this stuff. This is grownup stuff--why i don't tell you.,ham +Sounds better than my evening im just doing my costume. Im not sure what time i finish tomorrow but i will txt you at the end.,ham +My birthday is on feb <#> da. .,ham +So when do you wanna gym?,ham +You'd like that wouldn't you? Jerk!,ham +Are u awake? Is there snow there?,ham +And of course you should make a stink!,ham +"u r subscribed 2 TEXTCOMP 250 wkly comp. 1st wk?s free question follows, subsequent wks charged@150p/msg.2 unsubscribe txt STOP 2 84128,custcare 08712405020",spam +No go. No openings for that room 'til after thanksgiving without an upcharge.,ham +When you guys planning on coming over?,ham +Wat ü doing now?,ham +"My Parents, My Kidz, My Friends n My Colleagues. All screaming.. SURPRISE !! and I was waiting on the sofa.. ... ..... ' NAKED...!",ham +No sir. That's why i had an 8-hr trip on the bus last week. Have another audition next wednesday but i think i might drive this time.,ham +Do I? I thought I put it back in the box,ham +I'm home...,ham +No one interested. May be some business plan.,ham +Yup it's at paragon... I havent decided whether 2 cut yet... Hee...,ham +Good morning princess! Have a great day!,ham +Guai... Ü shd haf seen him when he's naughty... Ü so free today? Can go jogging...,ham +Aiyo cos i sms ü then ü neva reply so i wait 4 ü to reply lar. I tot ü havent finish ur lab wat.,ham +"Living is very simple.. Loving is also simple.. Laughing is too simple.. Winning is tooo simple.. But, Being 'SIMPLE' is very difficult...;-) :-)",ham +Tell me something. Thats okay.,ham +Ok,ham +Hmm. Shall i bring a bottle of wine to keep us amused? Just joking! I'll still bring a bottle. Red or white? See you tomorrow,ham +This is ur face test ( 1 2 3 4 5 6 7 8 9 <#> ) select any number i will tell ur face astrology.... am waiting. quick reply...,ham +"Hey, iouri gave me your number, I'm wylie, ryan's friend",ham +Yep get with the program. You're slacking.,ham +I'm in inside office..still filling forms.don know when they leave me.,ham +"I think your mentor is , but not 100 percent sure.",ham +Call 09095350301 and send our girls into erotic ecstacy. Just 60p/min. To stop texts call 08712460324 (nat rate),spam +Camera - You are awarded a SiPix Digital Camera! call 09061221066 fromm landline. Delivery within 28 days.,spam +A £400 XMAS REWARD IS WAITING FOR YOU! Our computer has randomly picked you from our loyal mobile customers to receive a £400 reward. Just call 09066380611,spam +Just trying to figure out when I'm suppose to see a couple different people this week. We said we'd get together but I didn't set dates,ham +IMPORTANT MESSAGE. This is a final contact attempt. You have important messages waiting out our customer claims dept. Expires 13/4/04. Call 08717507382 NOW!,spam +Hi mom we might be back later than <#> ,ham +dating:i have had two of these. Only started after i sent a text to talk sport radio last week. Any connection do you think or coincidence?,spam +"Lol, oh you got a friend for the dog ?",ham +"Ok., is any problem to u frm him? Wats matter?",ham +"K I'll head out in a few mins, see you there",ham +Do u konw waht is rael FRIENDSHIP Im gving yuo an exmpel: Jsut ese tihs msg.. Evrey splleing of tihs msg is wrnog.. Bt sitll yuo can raed it wihtuot ayn mitsake.. GOODNIGHT & HAVE A NICE SLEEP..SWEET DREAMS..,ham +I cant pick the phone right now. Pls send a message,ham +I don't want you to leave. But i'm barely doing what i can to stay sane. fighting with you constantly isn't helping.,ham +The current leading bid is 151. To pause this auction send OUT. Customer Care: 08718726270,spam +"Free entry to the gr8prizes wkly comp 4 a chance to win the latest Nokia 8800, PSP or £250 cash every wk.TXT GREAT to 80878 http//www.gr8prizes.com 08715705022",spam +Somebody set up a website where you can play hold em using eve online spacebucks,ham +Its sunny in california. The weather's just cool,ham +You have 1 new message. Call 0207-083-6089,spam +"I can make it up there, squeezed <#> bucks out of my dad",ham +Good day to You too.Pray for me.Remove the teeth as its painful maintaining other stuff.,ham +How are you babes. Hope your doing ok. I had a shit nights sleep. I fell asleep at 5.I’m knackered and i’m dreading work tonight. What are thou upto tonight. X,ham +How do friends help us in problems? They give the most stupid suggestion that Lands us into another problem and helps us forgt the previous problem,ham +I'm at work. Please call,ham +I will be gentle baby! Soon you will be taking all <#> inches deep inside your tight pussy...,ham +NOT MUCH NO FIGHTS. IT WAS A GOOD NITE!!,ham +Ok.ok ok..then..whats ur todays plan,ham +Nt joking seriously i told,ham +Watching ajith film ah?,ham +Ooooooh I forgot to tell u I can get on yoville on my phone,ham +"All done, all handed in. Don't know if mega shop in asda counts as celebration but thats what i'm doing!",ham +I dont know exactly could you ask chechi.,ham +Dunno lei shd b driving lor cos i go sch 1 hr oni.,ham +As in i want custom officer discount oh.,ham +That's necessarily respectful,ham +Hi. Hope you had a good day. Have a better night.,ham +And he's apparently bffs with carly quick now,ham +HARD BUT TRUE: How much you show & express your love to someone....that much it will hurt when they leave you or you get seperated...!鈥┾??〨ud evening...,ham +Babes I think I got ur brolly I left it in English wil bring it in 2mrw 4 u luv Franxx,ham +Hi babe its me thanks for coming even though it didnt go that well!i just wanted my bed! Hope to see you soon love and kisses xxx,ham +So gd got free ice cream... I oso wan...,ham +Pls give her prometazine syrup. 5mls then <#> mins later feed.,ham +So how many days since then?,ham +Dear are you angry i was busy dear,ham +Yup he msg me: is tat yijue? Then i tot it's my group mate cos we meeting today mah... I'm askin if ü leaving earlier or wat mah cos mayb ü haf to walk v far...,ham +... Are you in the pub?,ham +There is a first time for everything :),ham +"Daddy, shu shu is looking 4 u... U wan me 2 tell him u're not in singapore or wat?",ham +I ask if u meeting da ge tmr nite...,ham +Gr8. So how do you handle the victoria island traffic. Plus when's the album due,ham +Nite nite pocay wocay luv u more than n e thing 4eva I promise ring u 2morrowxxxx,ham +East coast,ham +You should get more chicken broth if you want ramen unless there's some I don't know about,ham +My slave! I want you to take 2 or 3 pictures of yourself today in bright light on your cell phone! Bright light!,ham +Nope. I just forgot. Will show next week,ham +So how are you really. What are you up to. How's the masters. And so on.,ham +I'm at bruce & fowler now but I'm in my mom's car so I can't park (long story),ham +I dont know oh. Hopefully this month.,ham +"Hi elaine, is today's meeting confirmed?",ham +Ok k..sry i knw 2 siva..tats y i askd..,ham +"Sorry, I'll call later",ham +U horrible gal... U knew dat i was going out wif him yest n u still come n ask me...,ham +Otherwise had part time job na-tuition..,ham +Oh yeah! And my diet just flew out the window,ham +Santa Calling! Would your little ones like a call from Santa Xmas eve? Call 09058094583 to book your time.,spam +You didnt complete your gist oh.,ham +"Er yeah, i will b there at 15:26, sorry! Just tell me which pub/cafe to sit in and come wen u can",ham +"If you can make it any time tonight or whenever you can it's cool, just text me whenever you're around",ham +If I was I wasn't paying attention,ham +Thanx a lot 4 ur help!,ham +You're gonna have to be way more specific than that,ham +Jesus armand really is trying to tell everybody he can find,ham +I'm wif him now buying tix lar...,ham +Mode men or have you left.,ham +Am slow in using biola's fne,ham +"""What are youdoing later? Sar xxx""",ham +Hey i've booked the 2 lessons on sun liao...,ham +Thank you. do you generally date the brothas?,ham +"By the way, make sure u get train to worc foregate street not shrub hill. Have fun night x",ham +"I thought i'd get him a watch, just cos thats the kind of thing u get4an18th. And he loves so much!",ham +You have won a guaranteed 32000 award or maybe even £1000 cash to claim ur award call free on 0800 ..... (18+). Its a legitimat efreefone number wat do u think???,spam +Good morning. At the repair shop--the ONLY reason i'm up at this hour.,ham +"And that's fine, I got enough bud to last most of the night at least",ham +I am back. Good journey! Let me know if you need any of the receipts. Shall i tell you like the pendent?,ham +So that takes away some money worries,ham +"aight we can pick some up, you open before tonight?",ham +"Latest News! Police station toilet stolen, cops have nothing to go on!",spam +Sac needs to carry on:),ham +Just sing HU. I think its also important to find someone female that know the place well preferably a citizen that is also smart to help you navigate through. Even things like choosing a phone plan require guidance. When in doubt ask especially girls.,ham +What???? Hello wats talks email address?,ham +Except theres a chick with huge boobs.,ham +Im just wondering what your doing right now?,ham +Wishing you a beautiful day. Each moment revealing even more things to keep you smiling. Do enjoy it.,ham +"""For the most sparkling shopping breaks from 45 per person; call 0121 2025050 or visit www.shortbreaks.org.uk""",spam +Arun can u transfr me d amt,ham +"Sorry, I'll call later",ham +If you hear a loud scream in about <#> minutes its cause my Gyno will be shoving things up me that don't belong :/,ham +December only! Had your mobile 11mths+? You are entitled to update to the latest colour camera mobile for Free! Call The Mobile Update Co FREE on 08002986906,spam +Ok i thk i got it. Then u wan me 2 come now or wat?,ham +Txt: CALL to No: 86888 & claim your reward of 3 hours talk time to use from your phone now! Subscribe6GBP/mnth inc 3hrs 16 stop?txtStop www.gamb.tv,spam +U GOIN OUT 2NITE?,ham +I will treasure every moment we spend together...,ham +Shall I bring us a bottle of wine to keep us amused? Only joking! I‘ll bring one anyway,ham +http//tms. widelive.com/index. wml?id=820554ad0a1705572711&first=true¡C C Ringtone¡,spam +Get your garden ready for summer with a FREE selection of summer bulbs and seeds worth £33:50 only with The Scotsman this Saturday. To stop go2 notxt.co.uk,spam +"URGENT! Last weekend's draw shows that you have won £1000 cash or a Spanish holiday! CALL NOW 09050000332 to claim. T&C: RSTM, SW7 3SS. 150ppm",spam +Ok lor.,ham +I thought slide is enough.,ham +Yup,ham +Well obviously not because all the people in my cool college life went home ;_;,ham +Ok lor ü reaching then message me.,ham +Where's mummy's boy ? Is he being good or bad ? Is he being positive or negative ? Why is mummy being made to wait? Hmmmm?,ham +Dhoni have luck to win some big title.so we will win:),ham +Yes princess! I want to please you every night. Your wish is my command...,ham +What Today-sunday..sunday is holiday..so no work..,ham +No probably <#> %.,ham +Really do hope the work doesnt get stressful. Have a gr8 day.,ham +Have you seen who's back at Holby?!,ham +Shall call now dear having food,ham +URGENT We are trying to contact you Last weekends draw shows u have won a £1000 prize GUARANTEED Call 09064017295 Claim code K52 Valid 12hrs 150p pm,spam +So li hai... Me bored now da lecturer repeating last weeks stuff waste time... ,ham +", , and picking them up from various points | going 2 yeovil | and they will do the motor project 4 3 hours | and then u take them home. || 12 2 5.30 max. || Very easy",ham +Also fuck you and your family for going to rhode island or wherever the fuck and leaving me all alone the week I have a new bong >:(,ham +Ofcourse I also upload some songs,ham +2p per min to call Germany 08448350055 from your BT line. Just 2p per min. Check PlanetTalkInstant.com for info & T's & C's. Text stop to opt out,spam +K. I will sent it again,ham +Oh thanks a lot..i already bought 2 eggs ..,ham +K. I will sent it again,ham +U studying in sch or going home? Anyway i'll b going 2 sch later.,ham +Marvel Mobile Play the official Ultimate Spider-man game (£4.50) on ur mobile right now. Text SPIDER to 83338 for the game & we ll send u a FREE 8Ball wallpaper,spam +I think if he rule tamilnadu..then its very tough for our people.,ham +"Cool, we shall go and see, have to go to tip anyway. Are you at home, got something to drop in later? So lets go to town tonight! Maybe mum can take us in.",ham +"Good afternoon, my love ... How goes your day ? How did you sleep ? I hope your well, my boytoy ... I think of you ...",ham +Yes... I trust u to buy new stuff ASAP so I can try it out,ham +"SMS SERVICES. for your inclusive text credits, pls goto www.comuk.net login= 3qxj9 unsubscribe with STOP, no extra charge. help 08702840625.COMUK. 220-CM2 9AE",spam +Why did I wake up on my own >:(,ham +Now get step 2 outta the way. Congrats again.,ham +Love has one law; Make happy the person you love. In the same way friendship has one law; Never make ur friend feel alone until you are alive.... Gud night,ham +PRIVATE! Your 2003 Account Statement for 07808247860 shows 800 un-redeemed S. I. M. points. Call 08719899229 Identifier Code: 40411 Expires 06/11/04,spam +Apo all other are mokka players only,ham +"Perhaps * is much easy give your account identification, so i will tomorrow at UNI",ham +Wait . I will msg after <#> min.,ham +What i told before i tell. Stupid hear after i wont tell anything to you. You dad called to my brother and spoken. Not with me.,ham +God's love has no limit. God's grace has no measure. God's power has no boundaries. May u have God's endless blessings always in ur life...!! Gud ni8,ham +I want to be inside you every night...,ham +"Machan you go to gym tomorrow, i wil come late goodnight.",ham +Lol they were mad at first but then they woke up and gave in.,ham +I went to project centre,ham +"It‘s reassuring, in this crazy world.",ham +"Just making dinner, you ?",ham +Yes. Please leave at <#> . So that at <#> we can leave,ham +Oh... Okie lor...We go on sat... ,ham +You are a great role model. You are giving so much and i really wish each day for a miracle but God as a reason for everything and i must say i wish i knew why but i dont. I've looked up to you since i was young and i still do. Have a great day.,ham +"Ya, i'm referin to mei's ex wat... No ah, waitin 4 u to treat, somebody shld b rich liao...So gd, den u dun have to work frm tmr onwards...",ham +Miles and smiles r made frm same letters but do u know d difference..? smile on ur face keeps me happy even though I am miles away from u.. :-)keep smiling.. Good nyt,ham +"By the way, i've put a skip right outside the front of the house so you can see which house it is. Just pull up before it.",ham +Can you pls send me that company name. In saibaba colany,ham +No. I dont want to hear anything,ham +You are a big chic. Common. Declare,ham +Thats cool. I want to please you...,ham +Going to join tomorrow.,ham +You are awarded a SiPix Digital Camera! call 09061221061 from landline. Delivery within 28days. T Cs Box177. M221BP. 2yr warranty. 150ppm. 16 . p p£3.99,spam +I want to tell you how bad I feel that basically the only times I text you lately are when I need drugs,ham +PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S.I.M. points. Call 08718738001 Identifier Code: 49557 Expires 26/11/04,spam +"Total disappointment, when I texted you was the craziest shit got :(",ham +Its just the effect of irritation. Just ignore it,ham +What about this one then.,ham +I think that tantrum's finished so yeah I'll be by at some point,ham +Compliments to you. Was away from the system. How your side.,ham +happened here while you were adventuring,ham +"Hey chief, can you give me a bell when you get this. Need to talk to you about this royal visit on the 1st june. ",ham +Ok which your another number,ham +"I know you are thinkin malaria. But relax, children cant handle malaria. She would have been worse and its gastroenteritis. If she takes enough to replace her loss her temp will reduce. And if you give her malaria meds now she will just vomit. Its a self limiting illness she has which means in a few days it will completely stop",ham +Aiyah ok wat as long as got improve can already wat...,ham +Want explicit SEX in 30 secs? Ring 02073162414 now! Costs 20p/min Gsex POBOX 2667 WC1N 3XX,spam +I can't believe how attached I am to seeing you every day. I know you will do the best you can to get to me babe. I will go to teach my class at your midnight,ham +Just sleeping..and surfing,ham +ASKED 3MOBILE IF 0870 CHATLINES INCLU IN FREE MINS. INDIA CUST SERVs SED YES. L8ER GOT MEGA BILL. 3 DONT GIV A SHIT. BAILIFF DUE IN DAYS. I O £250 3 WANT £800,spam +Yeah it's jus rite...,ham +Armand says get your ass over to epsilon,ham +U still havent got urself a jacket ah?,ham +"I'm taking derek & taylor to walmart, if I'm not back by the time you're done just leave the mouse on my desk and I'll text you when priscilla's ready",ham +Hi its in durban are you still on this number,ham +Ic. There are a lotta childporn cars then.,ham +"Had your contract mobile 11 Mnths? Latest Motorola, Nokia etc. all FREE! Double Mins & Text on Orange tariffs. TEXT YES for callback, no to remove from records.",spam +"No, I was trying it all weekend ;V",ham +"You know, wot people wear. T shirts, jumpers, hat, belt, is all we know. We r at Cribbs",ham +"Cool, what time you think you can get here?",ham +Wen did you get so spiritual and deep. That's great,ham +Have a safe trip to Nigeria. Wish you happiness and very soon company to share moments with,ham +Hahaha..use your brain dear,ham +Well keep in mind I've only got enough gas for one more round trip barring a sudden influx of cash,ham +Yeh. Indians was nice. Tho it did kane me off a bit he he. We shud go out 4 a drink sometime soon. Mite hav 2 go 2 da works 4 a laugh soon. Love Pete x x,ham +Yes i have. So that's why u texted. Pshew...missing you so much,ham +No. I meant the calculation is the same. That <#> units at <#> . This school is really expensive. Have you started practicing your accent. Because its important. And have you decided if you are doing 4years of dental school or if you'll just do the nmde exam.,ham +"Sorry, I'll call later",ham +if you aren't here in the next <#> hours imma flip my shit,ham +Anything lor. Juz both of us lor.,ham +Get me out of this dump heap. My mom decided to come to lowes. BORING.,ham +Ok lor... Sony ericsson salesman... I ask shuhui then she say quite gd 2 use so i considering...,ham +Ard 6 like dat lor.,ham +Why don't you wait 'til at least wednesday to see if you get your .,ham +Huh y lei...,ham +"REMINDER FROM O2: To get 2.50 pounds free call credit and details of great offers pls reply 2 this text with your valid name, house no and postcode",spam +"This is the 2nd time we have tried 2 contact u. U have won the £750 Pound prize. 2 claim is easy, call 087187272008 NOW1! Only 10p per minute. BT-national-rate.",spam +Will ü b going to esplanade fr home?,ham +"Pity, * was in mood for that. So...any other suggestions?",ham +The guy did some bitching but I acted like i'd be interested in buying something else next week and he gave it to us for free,ham +Rofl. 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zejG+fKG8d+5qClDd_t2OPMLkib;D2I(%x}N=V)FF%-TNtDd*|+^BAEk3Q&T@wp_X7 zj7BW=PqM@)IQZ7$hG;Smpn9%?O(LXay-kC#_p9M)sS9tUm6cP= zG6lb|UA%sdPfx;v!RPTpzmOT7KDDr}f!~CShxF0)fH>4p?=BrhRE*$9>~M)h(-H9{ zA@v>Ex5XjSv7z_vad7XUVz;ADm0Pbf8{FQy6Phy~>wJFxRl$41BkpWG_a}C(Dl~3r zL(E3$2YxGBn^skuu;Kb7UxSL+H4eT979-aUE?5`D*#g^qpJNgl1@wy2SE71GmWE(z zFG8gmimPh;rdeA^&`302iSjS27z8*0_BQ{^Em;4o1&P0=-vrutT;K6L^aI-ZgjnC0lu0hg_2jUm8!{S}m8m>P@sJc + +## 🎯 Goal
+ +The main goal of this project is to develop a robust deep learning model for classifying emails as either spam (SPAM) or legitimate (HAM). Additionally, the project aims to create a Streamlit GUI for a user-friendly interface in real-time email classification.
+ +## 🧵 Dataset
+ +The dataset used for this project is available [here](https://www.kaggle.com/datasets/omokennanna/simple-spam-classification). It consists of two columns: 'text' containing the email content and 'label' indicating whether the email is spam or ham.
+ +## 🧾 Description
+ +This project utilizes a deep learning model with an embedding layer, bidirectional LSTM layers, and a dense output layer. The model is trained on the provided dataset to classify emails as spam or ham. A Streamlit GUI is implemented to enable users to perform real-time email classification.
+ +## 🧮 What I had done!
+ +### 1. Data Preparation
+ +- The dataset is loaded and split into training and testing sets.
+- Missing values are handled, and the text data is preprocessed.
+ +### 2. Model Architecture
+ +- The Machine learning model I used several algorithm for better accuracy.
+ +- The deep learning model comprises an embedding layer, LSTM layers, and a dense output layer with a sigmoid activation function.
+ +- The deep learning model comprises an embedding layer, bidirectional LSTM layers, and a dense output layer with a sigmoid activation function.
+ +### 3. Training the Model
+ +The model is trained on the preprocessed dataset using the Adam optimizer and binary crossentropy loss. The training process is monitored for convergence and effectiveness.
+ +### 4. Streamlit GUI
+ +A Streamlit GUI is implemented for real-time email classification. Users can input an email, and the model predicts whether it is spam or ham.
+ +## 🚀 Models Implemented
+ +1. Machine Learning Model +2. Deep Learning Model with LSTM Layers +3. Deep Learning Model with Bidirectional LSTM Layers + +**Why these models:**
+ +1. **Machine Learning Model:**
+ + This traditional machine learning model serves as a baseline and allows us to compare the performance of deep learning models against a more conventional approach.
+ +2. **Deep Learning Model with LSTM Layers:**
+ + LSTM layers are particularly effective for sequential data, making them suitable for capturing long-range dependencies and patterns within the input data.
+ +3. **Deep Learning Model with Bidirectional LSTM Layers:**
+ + Bidirectional LSTM layers enhance the LSTM model by processing sequences in both forward and backward directions, allowing the model to capture information from past and future time steps simultaneously.
+ +## 📚 Libraries Needed
+ +1. TensorFlow +2. scikit-learn +3. pandas +4. matplotlib +5. seaborn +6. streamlit + +## 📊 Exploratory Data Analysis Results
+ +### Insight
+ +In the Dataset, we have 88% Ham Data and 12% Spam Data. The distribution of classes is imbalanced, which creates a challenge in accurately classifying emails.
+ +![Spam vs Ham dataset](./../Image/Spam-vs-ham-piechart.jpg) + +![Pairplot of Dataset](./../Image/PairPlot_withHue.png) + + + +| Model | Accuracy Score | +| ---------------------------------- | -------------- | +| Machine Learning Model (BernoulliNB)| 96% | +| Deep Learning Model (LSTM) | 88.58% | +| Deep Learning Model (Bidirectional LSTM)| 98.56% | + +## 📈 Performance of the Models based on the Accuracy Scores
+ +1. Machine Learning Model (BernoulliNB) : 96% +2. Deep Learning Model (LSTM) : 88.58% +3. Deep Learning Model (Bidirectional LSTM) : 98.56% + +## 📢 Conclusion
+ +The SPAM vs HAM Email Classification project, coupled with the Streamlit GUI, provides an effective solution for real-time email categorization. The deep learning model demonstrates promising accuracy, and the user-friendly interface makes it accessible for practical use.
diff --git a/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/app1.py b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/app1.py new file mode 100644 index 0000000000..fdaa5846c1 --- /dev/null +++ b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/app1.py @@ -0,0 +1,61 @@ +# This Streamlit App is for the Machine Learning model. + + +import streamlit as st +from nltk.stem import WordNetLemmatizer +import pickle +import nltk +import string +from nltk.corpus import stopwords + + +lemmatizer = WordNetLemmatizer() + +# function of Data Preprocessing. +def transform_text(text): + text = text.lower() + text = nltk.word_tokenize(text) + + y = [] + for i in text: + if i.isalnum(): + y.append(i) + + text = y[:] + y.clear() + + for i in text: + if i not in stopwords.words('english') and i not in string.punctuation: + y.append(i) + + text = y[:] + y.clear() + + for i in text: + y.append(lemmatizer.lemmatize(i)) + + + return " ".join(y) + + +# Store the model in your file +# here we can store the tfidf and model pkl file in a specfic folder and use it. +tfidf=pickle.load(open('vectorizer.pkl','rb')) +model=pickle.load(open('bnb.pkl','rb')) + +st.title('SMS Spam Classification') + +sms_input=st.text_area("Enter the text") + +if st.button('Predict'): + transform_sms=transform_text(sms_input) + + vector_input=tfidf.transform([transform_sms]) + + result=model.predict(vector_input)[0] + + if result==1: + st.title("SMS is Spam") + + else: + st.title("SMS is not Spam") \ No newline at end of file diff --git a/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/app2.py b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/app2.py new file mode 100644 index 0000000000..3e6af090eb --- /dev/null +++ b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/app2.py @@ -0,0 +1,40 @@ +# This Streamlit GUI is used for the Deep Learning Model. + +import streamlit as st +import tensorflow as tf +from tensorflow.keras.preprocessing.sequence import pad_sequences +import numpy as np + +# # Load the trained model +model2 = tf.keras.models.load_model('path/to/your/trained/model') + +# Load the tokenizer +tokenizer = tf.keras.preprocessing.text.Tokenizer() +tokenizer.fit_on_texts(['your', 'list', 'of', 'common', 'words']) + +# Define the maximum sequence length (adjust based on your model) +max_length = 100 + +# Streamlit App +def main(): + st.title("SPAM vs HAM Email Classification") + + # User input + user_input = st.text_area("Enter the email text:") + + if st.button("Predict"): + # Tokenize and pad the input text + input_sequence = tokenizer.texts_to_sequences([user_input]) + padded_input = pad_sequences(input_sequence, maxlen=max_length, padding='post', truncating='post') + + # Make the prediction + prediction = model2.predict(padded_input) + + # Display the result + if prediction[0][0] > 0.5: + st.success("Prediction: HAM (Legitimate Email)") + else: + st.error("Prediction: SPAM") + +if __name__ == '__main__': + main() diff --git a/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/model1.ipynb b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/model1.ipynb new file mode 100644 index 0000000000..5d41673919 --- /dev/null +++ b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/model1.ipynb @@ -0,0 +1,1461 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

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U c already then say... 0\n", + "4 Nah I don't think he goes to usf, he lives aro... 0" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.preprocessing import LabelEncoder\n", + "\n", + "le=LabelEncoder()\n", + "df['Label']=le.fit_transform(df['Label'])\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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J94eLcOeyNNExiEiFksMD8L+HR8Cg14mO4lFecyX1f7z4OCIRtU1uhQVrDxWKjuFxXlEQOeV12HqiTHQMIlKx97ecFB3B47yiID7ZmQvvOJBGRO6yL+800otrRMfwKM0XhNXuxMrdnNpKRG33uZdNk9d8QXx3uAjlddwQiIja7ou9p+DwoittNV8Qn3AjciJykZKaRmzOKBUdw2M0XRBFVQ3YfpIbfxCR63jTagyaLojvDhfx5DQRudT6I8WobrCJjuERmi6IdYeKREcgIo2x2p34zkveWzRbEBV1VuzMrhAdg4g0aPUB77hoTrMFsf5IkVfNNiAiz9maWYZKL5gdqdmC4OElInIXu1PCWi94j9FkQdQ02LD1BGcvEZH7rD4gdn8bT9BkQfx4rARWu2t2oCMikrM9q1zzu81psiB4eImI3M0pAds0fqRCcwXRYHNgU7r3XOlIROJs0/gq0ZoriE3ppbB46faARORZP2WyIFTFWy5gISLx8irqkVdhER3DbYyiA7ja5gx1NLrkdKDqp09Qe2QjnHWVMJjDEdhzNEKuuhU6XdO2hjkvjpe9b+iI2Qi54veyX6vZuwY1e9fAXlUMAPCJTEboVdPg33EgAMBeVYxT79wue9/IiY8hsOuwtr40Iq/yU2YZpg1OFh3DLTRVENlldShTyayC6h2fo2bfWkT87kGYIpPRWJiB8rWvQe8biOCBEwAAifcua3af+qzdKF/7OgK6DL3g4xqCIhB2zUwYw+IBALWHNqBk1bOIm/UaTFHtYAiKPO9xa/avQ/XOVfDvMMDFr5JI+7ayINQhLadSdIQWazx1FP6pVyCg4yAAgDEkBpajm2EtTD93G4M5rNl9LJk74NeuF3xCYy/4uAGpVzT7OGz4H1G7dw0aC47DFNUOOr3h/MdN/xkBXYZBb/Jv68si8jo/nyiHJEnnRv5aoqlzELtVVBC+Cd3QkLMftopTAABrSRYa8o/A7wK/xTvqKlF/YhfMvce2+DkkpwN1RzbBaWuAb0JX2ds0FmXCVpLVqsclol+U11lxtFCbW5FqbAShnsX5godMgbPRgoLFcwC9HnA6ETp8Bsw9RsrevvbQBuhN/gjofNUlH9tamo2iZQ9DsluhM/kjevKTMEXKD4FrD3wPn4gk+CV2a9PrIfJm206UoXt8sOgYLqeZgqiqtyGjpFZ0jBazHN2CuiMbEXnjw/CJagdrcRYqNyyGwRwBc6/R592+9sAPCOw+Ajqj6ZKP7ROegLjZr8PZaIHl+E8o+/YfiJn+wnkl4bQ1ou7IJoReNdVlr4vIG23NLMOfru4gOobLaeYQ057cSlVtDlS58UOEDJmCwO7XwBSVAnPPUQgaNBFV2z8777YNeYdgr8iHuU/LDgPpDD7wCYuHb2wqwq6ZBVN0e9Ts/vq821mOb4Vka0Rgz/MLiYhabufJCtgc2lveRzMFkZatnvMPACDZGgFd8//8Op0ekM7/Ias9sB6m2FSYoi/vNxRJkiA5zt8Bq/bA9whIHQxDQMhlPS4RNamzOrA/77ToGC6nnYJQ0QlqAPBPHYyqbf+F5cQu2KuKYUnfhupdXyKg85XNbnf2MNGFTiIXL38C1WnfnPu4ctOSphFHVTGspdmo3LQEjbkHEdh9RLP72SoL0Jh3GOY+17n8tRF5o4OnqkRHcDlNnIOwO5zYp7L2Dh9zF05v+QgV3/8LTksVDOZwmPuOQ+jQW5vdru7oZkACArtfI/s4tsoi+NZXn/vYUVeFstWvwlFXAb1vIExRKYi+5Rn4t+/X7H61B9bDEBQJv998noguT3qx9mYy6SRJTUfu5R3IP40Jb24VHYOIvFi/5FB8cc+FL2JVI00cYlLb4SUi0p6MYvXMomwpTRSEFk8OEZG61DbakV+prYX7NFEQJ8vqREcgIsLxIm2dh9BEQWSXa6u1iUidjmvsRLXqC+K0xYqq+vPn+BMReVo6RxDKwtEDESnFMRaEsuSU8/wDESlDVlkd7BpackP1BZFdxhEEESmD1e5EtoZ+aVV9QXAEQURKcrxIO9dDqL4gtNTWRKR+J8tYEIqRw5PURKQgZbVW0RFcRtUFUdNgQ3mddr4ZRKR+ZbWNoiO4jKoLgqMHIlKaco4glIEFQURKU17HEYQiFFc3iI5ARNQMRxAKcZpLbBCRwlRarHA6Vb/NDgCVF0Q1C4KIFMYpARUWbYwiVF0QpzXyTSAibdHKYSZVFwRXcSUiJSrXyFRXVRcEz0EQkRKVsiDEq2mwi45ARHQeHmJSgHqrQ3QEIqLzVGhkhQd1F4SNBUFEymPRyC+v6i4IjXwTiEhbnBKvgxCuwc6CICLlsTu1saucaguiweaARkqaiDTGwSupxWq0aaOhiUh7WBCCGQw60RGIiGTZNVIQRtEBLpevUbXdRgrkb3BgbfuViKk/IToKaYDVPBZAX9Ex2ky1BeFj0MOg12lmKEdi1TsMuKNwAlYHvwjfynTRcUjl/JP6io7gEqr+NZyjCHKljDp/3Fj9KKyhqaKjkNrpDaITuISq32FZEORq6XX+mFj7GKyhHURHITUz+IhO4BKqfof1NWqjpUlZjtYG4Pd1j8MWkiI6CqmVXrVH75tRdUH4+ag6PinYwZpA3Fz/BOzByaKjkBqxIMTjCILcaV+1Gbc0Pgl7UKLoKKQ2PAchni9HEORme6qCMN02H/agBNFRSE0MvqITuISq32F5kpo8YefpYMywz4fDHCc6CqlFYJToBC6h6ndYPx9tDONI+X6uDMFs51NwBMaIjkJqEKSNnxNVFwRHEORJmytCcbv0NJwB2vjtkNwoSBujTVW/w5p9tTFTgNRjY0UY7tAtgNM/UnQUUjIzRxDCxYX6i45AXmhDeTjuMS6A0z9CdBRSKo4gxItnQZAg60ojcJ9xAZx+YaKjkNL4hwNGk+gULqHqgkhkQZBAa0oj8YBpIZx+oaKjkJIExYpO4DKqLgiOIEi0b0qi8LDvQki+waKjkFKwIJQhIYwFQeKtKo7GPP+FkHyDREchJTCzIBTB7GtEsB9nMpF4nxXF4vGAhZBMZtFRSDSOIJSDh5lIKZYXxuFp8wJIPoGio5BILAjlSGBBkIIsK0jAoqAFkHwCREchUVgQysERBCnNkoJEPBeyAJKRP5teiecglIMnqkmJ3s9PwkthT0My+omOQp7GEYRycARBSvV2Xju8Gv4UJI0s/UwtYPAFguNFp3AZ1RcEz0GQkr2R2x6vRzwFyaCNK2vpEmJ6aGY/akADBdEpxgydTnQKogv7R24HvBU5H5JeO28cdAHx/UQncCnVF0Swnw/aR3JaISnb33NS8W7Uk5A0slcxXUB8X9EJXEr1BQEAfRJDRUcguqQXcjrjg+gnIem40ZVmcQShPL0TQ0RHIGqRZ7O7YGnsEywJLTL6AVHdRKdwKY0URKjoCEQttvBkN3wc9xgknSb+96OzYnoCBm0dQtTEq+kRHwyjXge7UxIdhahF5mf1gLHDo5ha8AJ0EP9zuznHjpe3WZFW4EBhrYQvpvpjUtemk+o2h4T5PzZiTaYdWZVOhPjqMKaDES+M8UV80MVL7lS1E4/+0Ii1mXZYbBJSw/X4cKI/BsY3jaAWbmzA8kN25FU7YTIAA+IMeG6UL65IVOFbk8bOPwAaGUH4+RjQOYYraZK6PJbVC6sSHoEE8dPw6qwS+sTo8dYN51/YZ7EBe4oceGq4L/bcGYhVU/1xvNyBCZ9aLvqYlfUShv67Dj4GYO0fAnDkHjNeGeuHML9fXm/nCAPevMEPB+8246fZgUgJ1WPsRxaU1jld/hrdTmPnHwCNjCAAoE9SCI4UVouOQdQqD53oC0PqQ5iY/4rQkcS4Tj4Y1+nsNNz6Zl8L8dNh/YzmMwXfHOePwe/XIbfKieQQ+d8zX9zaiKSQphHDWe3Dmt92eq/mU39fvc4PH+y14UCxE6M7qOz317i+ohO4nMq+AxfWKyFUdASiy/KXzP74NvFB0TFapaqxadwT6nfh0c/Xx+0YGGfAzZ9ZEP1yDfq9W4vFadYL3t7qkPBemhUhvkCfWJW9NRn9gWhtnaAGNDSC4EwmUrP7MgfCmPoArs9/TXSUS2qwS3j0hwZM62VEsO+FCyKr0om3d1sx90oTnhjmi10FDty/rgEmAzCz7y9Xlq9Ot+HWlfWw2IC4oKbRSmSAygoitieg197MNJV9Fy6sa2wQfI2aeTnkheZkXoH1ifeLjnFRNoeEWz6rhyQBb//u4svcOCWgf5wBz4/2Q784A+4cYMId/U14J83W7HYjU4zYN8eMbbcH4PqORtyy0oIStZ2D0OD5B0BDBWE06NE9nvsCk7rdkTkEPybdKzqGLJtDwi0r65FT5cT6GQEXHT0ATaOB7lHN32K6ReqRW9X8zT/QpENquB5DEo34YKI/jHodPtjTvEQUT4PnHwANFQQADEgOEx2BqM1uyxiKzUl3i47RzNlyyCh34ocZAYhowSGgoUkGHC9vXgbp5U60u8BJ7bOckoRGh/ipv62SOFB0ArfQVEEM7xwlOgKRS/wx42psS7rTY89Xa5Wwr8iBfUUOAMDJSif2FTmQW+WEzSFhymf12F3gwMc3+cMhAUW1ThTVOmH91Rv56P/U4c2dv5yEfnCIL7bnO/D8lkZkVjjxyUEb3ttjxb2Dms4/1FklPLGhAdvz7cg57URagQO3fVWPU9USbu6uooUNw1KAqC6iU7iFZk5SA8AVHcLh72NAvc0hOgpRm03PGIEVnRwYnPeB259rd4EDI5f+cl3D3O8bATRiZh8fLBzhi6+P2wEAfd+ta3a//80MwIiUpreRExVOlFl+GTEMSjDgi6n+eHxDI57Z1Ij2YXr88zo//KF305u/QQ8cK3Ni6f56lFkkRPjrMCjBgC2zA9EjWkUnfLvcIDqB2+gkSVLZWO7iZn+4E/87Xio6BpHLrOr8PfrnLhEdgy5k5jdA++GiU7iFpg4xAcA1PMxEGnNT+ljsT54hOgbJ8QsFkq8SncJttFcQXaJFRyB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5435You're gonna have to be way more specific than...051121
1299Your daily text from me – a favour this time046101
2254Lol enjoy role playing much?02861
998Not a lot has happened here. Feels very quiet....0148365
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count653.000000653.000000653.000000
mean138.13629427.7641652.986217
std29.9349726.9881231.494815
min13.0000002.0000001.000000
25%132.00000025.0000002.000000
50%149.00000029.0000003.000000
75%157.00000032.0000004.000000
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cckvmzp2bxYsX50c/+lHuu+++dp+tdfPNN+eoo45KbW1tamtr09DQkJ/+9Kfl/vXr12fatGnZZ599stdee2XixIlZuXJlu300NjZm/Pjx2XPPPTN48ODMmDEjGzdu3J7TAgAAgELZrtC+YcOGfPKTn/zIB99vv/1y9dVXZ8mSJXnyySdzyimn5Atf+EKWLVuWJDn//PNz//335957782CBQuyYsWKTJgwobz9pk2bMn78+GzYsCELFy7M7bffnrlz5+aSSy75yLUBAABApW1XaP/KV76Su+666yMf/POf/3w+97nP5eCDD87HP/7xXHXVVdlrr73y+OOPZ926dbn11ltz7bXX5pRTTsmoUaNy2223ZeHChXn88ceTJA8//HCeffbZ/OAHP8gxxxyTcePG5corr8ycOXOyYcOGj1wfAAAAVNJ2PdO+fv36/PM//3MeeeSRHHXUUenZs2e7/muvvXab97lp06bce++9efvtt9PQ0JAlS5aktbU1o0ePLo859NBDM3z48CxatCgnnnhiFi1alCOPPDJ1dXXlMWPHjs3UqVOzbNmyHHvssR0eq6WlJS0tLeXvzc3N21wvAAAA7GjbFdp//etf55hjjkmSPPPMM+36tnVRuqeffjoNDQ1Zv3599tprr9x3330ZOXJkli5dml69eqV///7txtfV1aWpqSlJ0tTU1C6wb+7f3NeZWbNm5fLLL9+mOgEAAKC7bVdo//nPf95lBRxyyCFZunRp1q1bl//9v/93Jk+enAULFnTZ/jsyc+bMTJ8+vfy9ubk5+++//w49JgAAAGyr7X5Pe1fp1atX/uiP/ihJMmrUqDzxxBP53ve+ly996UvZsGFD1q5d2+5u+8qVK1NfX58kqa+vz69+9at2+9u8uvzmMR2pqalJTU1NF58JAAAAdK3tCu2f+cxnPnAa/KOPPrrdBbW1taWlpSWjRo1Kz549M3/+/EycODFJ8sILL6SxsTENDQ1JkoaGhlx11VVZtWpVBg8enCSZN29eamtrM3LkyO2uAQAAAIpgu0L75ufZN2ttbc3SpUvzzDPPZPLkyVu9n5kzZ2bcuHEZPnx43nzzzdx111157LHH8rOf/Sz9+vXLlClTMn369AwcODC1tbU555xz0tDQkBNPPDFJMmbMmIwcOTJnnnlmZs+enaamplx00UWZNm2aO+kAAADs9LYrtH/3u9/tsP2yyy7LW2+9tdX7WbVqVb785S/n9ddfT79+/XLUUUflZz/7Wf70T/+0fJwePXpk4sSJaWlpydixY3PTTTeVt99jjz3ywAMPZOrUqWloaEjfvn0zefLkXHHFFdtzWgAAAFAoXfpM+1/8xV/k+OOPzz/8wz9s1fhbb731A/t79+6dOXPmZM6cOZ2OOeCAA/Lggw9uU50AAACwM+jRlTtbtGhRevfu3ZW7BAAAgN3Wdt1pnzBhQrvvpVIpr7/+ep588slcfPHFXVIYu44Xn38uJ4+bsEX70EEDcs8dHzzbAgAAYHe2XaG9X79+7b736NEjhxxySK644oqMGTOmSwpj19Fa6pFhp83Yon35fddUoBoAAICdx3aF9ttuu62r6wAAAADe5yMtRLdkyZI899xzSZLDDz88xx57bJcUBQAAAGxnaF+1alVOP/30PPbYY+nfv3+SZO3atfnMZz6Tu+++O4MGDerKGgEAAGC3tF2rx59zzjl58803s2zZsqxevTqrV6/OM888k+bm5nzta1/r6hoBAABgt7Rdd9ofeuihPPLIIznssMPKbSNHjsycOXMsRAcAAABdZLvutLe1taVnz55btPfs2TNtbW0fuSgAAABgO0P7KaecknPPPTcrVqwoty1fvjznn39+Tj311C4rDgAAAHZn2xXab7zxxjQ3N+fAAw/Mxz72sXzsYx/LiBEj0tzcnBtuuKGrawQAAIDd0nY9077//vvnqaeeyiOPPJLnn38+SXLYYYdl9OjRXVocAAAA7M626U77o48+mpEjR6a5uTlVVVX50z/905xzzjk555xz8olPfCKHH354/s//+T87qlYAAADYrWxTaL/uuuvy1a9+NbW1tVv09evXL//jf/yPXHvttV1WHAAAAOzOtim0//u//3s++9nPdto/ZsyYLFmy5CMXBQAAAGxjaF+5cmWHr3rbrLq6Om+88cZHLgoAAADYxtA+bNiwPPPMM532//rXv86QIUM+clEAAADANob2z33uc7n44ouzfv36LfrefffdXHrppfmzP/uzLisOAAAAdmfb9Mq3iy66KD/84Q/z8Y9/PGeffXYOOeSQJMnzzz+fOXPmZNOmTfnWt761QwoFAACA3c02hfa6urosXLgwU6dOzcyZM1MqlZIkVVVVGTt2bObMmZO6urodUigAAADsbrYptCfJAQcckAcffDBr1qzJyy+/nFKplIMPPjgDBgzYEfUBAADAbmubQ/tmAwYMyCc+8YmurAUAAAB4j21aiA4AAADoPkI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFFR1pQuAjnzpy1Oy4o01W7QPHTQg99xxawUqAgAA6H5CO4W04o01GXbajC3al993TQWqAQAAqAzT4wEAAKCghHYAAAAoKKEdAAAACkpoBwAAgIIS2gEAAKCgrB5Pxbz4/HM5edyEDvteevnlDNuGbbwKDgAA2BVVNLTPmjUrP/zhD/P888+nT58++eQnP5nvfOc7OeSQQ8pj1q9fn69//eu5++6709LSkrFjx+amm25KXV1deUxjY2OmTp2an//859lrr70yefLkzJo1K9XVfidRZK2lHh2+1i1Jln37K9u0jVfBAQAAu6KKTo9fsGBBpk2blscffzzz5s1La2trxowZk7fffrs85vzzz8/999+fe++9NwsWLMiKFSsyYcJ/3mndtGlTxo8fnw0bNmThwoW5/fbbM3fu3FxyySWVOCUAAADoMhW9Ff3QQw+1+z537twMHjw4S5YsyX/5L/8l69aty6233pq77rorp5xySpLktttuy2GHHZbHH388J554Yh5++OE8++yzeeSRR1JXV5djjjkmV155ZS688MJcdtll6dWrVyVODQAAAD6yQi1Et27duiTJwIEDkyRLlixJa2trRo8eXR5z6KGHZvjw4Vm0aFGSZNGiRTnyyCPbTZcfO3Zsmpubs2zZsg6P09LSkubm5nYfAAAAKJrChPa2tracd955Oemkk3LEEUckSZqamtKrV6/079+/3di6uro0NTWVx7w3sG/u39zXkVmzZqVfv37lz/7779/FZwMAAAAfXWFC+7Rp0/LMM8/k7rvv3uHHmjlzZtatW1f+vPbaazv8mAAAALCtCrG8+tlnn50HHnggv/jFL7LffvuV2+vr67Nhw4asXbu23d32lStXpr6+vjzmV7/6Vbv9rVy5stzXkZqamtTU1HTxWQAAAEDXquid9lKplLPPPjv33XdfHn300YwYMaJd/6hRo9KzZ8/Mnz+/3PbCCy+ksbExDQ0NSZKGhoY8/fTTWbVqVXnMvHnzUltbm5EjR3bPiQAAAMAOUNE77dOmTctdd92Vf/u3f8vee+9dfga9X79+6dOnT/r165cpU6Zk+vTpGThwYGpra3POOeekoaEhJ554YpJkzJgxGTlyZM4888zMnj07TU1NueiiizJt2jR30wEAANipVTS033zzzUmST3/60+3ab7vttvzlX/5lkuS73/1uevTokYkTJ6alpSVjx47NTTfdVB67xx575IEHHsjUqVPT0NCQvn37ZvLkybniiiu66zQAAABgh6hoaC+VSh86pnfv3pkzZ07mzJnT6ZgDDjggDz74YFeWBgAAABVXmNXjAQAAgPaEdgAAACgooR0AAAAKSmgHAACAghLaAQAAoKCEdgAAACgooR0AAAAKSmgHAACAghLaAQAAoKCEdgAAACgooR0AAAAKSmgHAACAghLaAQAAoKCEdgAAACgooR0AAAAKSmgHAACAghLaAQAAoKCEdgAAACio6koXAHSPy6dOzbuNje3a+gwfnktvvrlCFQEAAB9GaGeX8OLzz+XkcRM67Bs6aEDuuePWbq6oeN5tbMzV77zTru2b7wvxAABAsQjt7BJaSz0y7LQZHfYtv++abq4GAACgawjtu4EvfXlKVryxZov2l15+OcMqUA8AAABbR2jfDax4Y02Hd6GXffsrFagGAACArWX1eAAAACgooR0AAAAKSmgHAACAghLaAQAAoKCEdgAAACgooR0AAAAKSmgHAACAghLaAQAAoKCEdgAAACgooR0AAAAKSmgHAACAgqqudAGwo734/HM5edyELdqHDhqQe+64tQIVAQAAbB2hnV1ea6lHhp02Y4v25fddU4FqAAAAtp7p8QAAAFBQQjsAAAAUlNAOAAAABSW0AwAAQEEJ7QAAAFBQQjsAAAAUlNAOAAAABSW0AwAAQEEJ7QAAAFBQQjsAAAAUlNAOAAAABVVd6QKAHetLX56SFW+sSY8nl+Sptk3l9pqe1cmoP65gZQAAwIcR2mEXt+KNNRl22oys+d3XU7Ohpdze8h+NFawKAADYGqbHAwAAQEEJ7QAAAFBQQjsAAAAUlNAOAAAABSW0AwAAQEEJ7QAAAFBQQjsAAAAUlNAOAAAABSW0AwAAQEEJ7QAAAFBQQjsAAAAUlNAOAAAABSW0AwAAQEEJ7QAAAFBQ1ZUuACrlxeefy8njJnTYN3TQgNxzx63dXBEAAEB7Qju7rdZSjww7bUaHfcvvu6abqwEAANiS6fEAAABQUEI7AAAAFJTQDgAAAAVV0dD+i1/8Ip///OczdOjQVFVV5Uc/+lG7/lKplEsuuSRDhgxJnz59Mnr06Lz00kvtxqxevTqTJk1KbW1t+vfvnylTpuStt97qxrMAAACAHaOiof3tt9/O0UcfnTlz5nTYP3v27Fx//fW55ZZbsnjx4vTt2zdjx47N+vXry2MmTZqUZcuWZd68eXnggQfyi1/8ImeddVZ3nQIAAADsMBVdPX7cuHEZN25ch32lUinXXXddLrroonzhC19Iktxxxx2pq6vLj370o5x++ul57rnn8tBDD+WJJ57IcccdlyS54YYb8rnPfS7/8A//kKFDh3bbuQAAAEBXK+wr31599dU0NTVl9OjR5bZ+/frlhBNOyKJFi3L66adn0aJF6d+/fzmwJ8no0aPTo0ePLF68OKeddlqH+25paUlLS0v5e3Nz8447EaiAy6dOzbuNjUmSHk8uyZrffT3vLn8lGbRfhSsDAAC2RWFDe1NTU5Kkrq6uXXtdXV25r6mpKYMHD27XX11dnYEDB5bHdGTWrFm5/PLLu7hiKI53Gxtz9TvvJEmeatuUmg0tOad1Q4WrAgAAttVuuXr8zJkzs27duvLntddeq3RJAAAAsIXC3mmvr69PkqxcuTJDhgwpt69cuTLHHHNMecyqVavabbdx48asXr26vH1HampqUlNT0/VFs8v70penZMUba7ZoHzpoQO6549YKVAQAAOzKChvaR4wYkfr6+syfP78c0pubm7N48eJMnTo1SdLQ0JC1a9dmyZIlGTVqVJLk0UcfTVtbW0444YRKlc4ubMUbazLstBlbtC+/75oKVAMAAOzqKhra33rrrbz88svl76+++mqWLl2agQMHZvjw4TnvvPPy93//9zn44IMzYsSIXHzxxRk6dGi++MUvJkkOO+ywfPazn81Xv/rV3HLLLWltbc3ZZ5+d008/3crx7FbePwOgx5NL8lTbpiTJu+++G/NKAABg51TR0P7kk0/mM5/5TPn79OnTkySTJ0/O3Llzc8EFF+Ttt9/OWWedlbVr1+ZTn/pUHnroofTu3bu8zZ133pmzzz47p556anr06JGJEyfm+uuv7/Zzgc50x5T6988AWPO7r6dmwx/ekPD2/3u+S44BAAB0v4qG9k9/+tMplUqd9ldVVeWKK67IFVdc0emYgQMH5q677toR5UGXMKUeAADYXrvl6vEAAACwMyjsQnRQSS8+/1xOHjdhi/aXXn45wypQDwAAsHsS2qEDraUeHU5pX/btr1SgGgAAYHcltEOFdHY3P/HedwAA4A+EdqiQzu7mJxapAwAA/sBCdAAAAFBQ7rRDAXU2dd60eQAA2L0I7VBAnU2dN20eAAB2L6bHAwAAQEEJ7QAAAFBQQjsAAAAUlNAOAAAABSW0AwAAQEEJ7QAAAFBQXvkGO5HO3t/+0ssvZ1gF6gEAAHYsoR12Ip29v33Zt79SgWoAAIAdTWiHLtDZHfDEXXAAAGD7Ce3QBTq7A564Cw4AAGw/C9EBAABAQQntAAAAUFCmx8NO7Hd3zk7f1Stz4MrGrLnh6+X2d5e/kgzar4KVAQAAXUFoh51Y39Urc+2GlqwutWXghpZy+zmtGypYFQAA0FVMjwcAAICCEtoBAACgoIR2AAAAKCihHQAAAApKaAcAAICCEtoBAACgoIR2AAAAKCihHQAAAAqqutIF0DW+9OUpWfHGmg77Xnr55Qzr5nroer+7c3YOXNmYNTd8vdz27vJXkkH7VbAqAABgRxLadxEr3liTYafN6LBv2be/0s3V8FHt/fvX24XzJOmx/JV8r9SWgRtaym3ntG7o7tIAAIBuJLRDAe2zsTXXviecJwI6AADsjjzTDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAVVXekCgMp49513suhXS3LyuAlb9A0dNCD33HFrBaoCAADeS2iH3VRbKeldf1AGnDZji77l911TgYoAAID3Mz0eAAAACkpoBwAAgIIS2gEAAKCghHYAAAAoKKEdAAAACsrq8bAbW738N8kNX9+i/a11r1egGgAA4P2EdtiN7d3akms3tGzR/rfvvluBagAAgPczPR4AAAAKyp32ncyXvjwlK95Ys0X7Sy+/nGEVqAcAAIAdR2jfyax4Y02GnTZji/Zl3/5KBaoBAABgRzI9HgAAAArKnXaooN/dOTt9V6/cor26dX0FqgEAAIpGaIcK6rt6ZYert5/VVqpANQAAQNEI7dBN3n9X/cCVjXm3ec9k0H4VrAoAACgyoR0+gs1B/MCVjVlzw9fL7W8PrMt+ky5oN/b9d9VXl9pyaeuGbqu1K3T29oKhgwbknjturUBFAACwaxPa4SPYHMRXl9oy8D2BfHoHz6nvTN56662cPG7CFu0vvfxyPj3jn7ZoX37fNd1RFgAA7HaEdtgBVi//TfL/33nffBf+3eWv7DRT4Uup8mpBAAAoAKEdOrD3719vN909SVb+/vUcuOY/2rV3FsT3bm0pT4XffBf+nJ1sKjwAAFB5Qjt0YJ+NrVus6n7Om2tz+fumwQviH85z8AAAsP2EdnYav7tz9hYLviV/WPSN4lrxxpoOp9p/0HPwgj4AAPyB0E4hdTQ9vcfyV/K9993pTnb+Rd92BS8+/1yHC9clf1i8bth2bGPBOwAAENopqA6np5uKXlitpR4d3k1POl+8bnu2AQCA3Y3Qzg6x+f3lyX+unt7Ru8u7wurlv8mB7779oe9Jh4+qs2n7ian7AADsGEI7O8Tm95cn/7l6+o6axr53a8sWC8Rty7He+wuGzapb13dZfTujDa3rd/m1Az4ogDe++kqGj/jYFu2dTdtPunbqvmf6AQDYbJcJ7XPmzMk111yTpqamHH300bnhhhty/PHHV7qs3UJHC8RV+p3kHb0nfeXvX0/dPkPKYza391j+Sq59X61ntZW6td6i6ddW2uLxhL98etEWMxo2/52+9+dfiVkO23MHvLMF8pI/TM+v5HvqO6vt57P+utN1ADr7RUNn7d31CwC/gAAA+Gh2idB+zz33ZPr06bnllltywgkn5LrrrsvYsWPzwgsvZPDgwZUub6e0te8pTzpeIG5bnj/fEXe6O3xP+ptrc+3eA8tjvD9923Q0o2Hz3+nq97TvyIUBO1u87oPugHcWdDtbIK+ra+vKcPph6wB09ouGbf0FwPbU3Fk4t6ggAMBHs0uE9muvvTZf/epX81d/9VdJkltuuSU/+clP8v3vfz/f/OY3K1xdZWzLM+Udhea6d9/cqveUJx99gbj3TqXfbHe/003HOgutH3QHfHu26craOgvHlb7T/EG/ANieQN3Z7ICiLiq4PY9HdNaeVP7n2ZW2Z3aEGRUAsOPs9KF9w4YNWbJkSWbOnFlu69GjR0aPHp1FixZ1uE1LS0taWv4zJK5bty5J0tzcvGOL7QIbN7am9d23t2gvtW1q117zxvJcseEPYXpN26YMePed/N0by9uN2bzNe8du9rVNbXlr06b2xy6V8naplF5b0b6xVCpvv7lv46aNHR5/46aNHR6ry4//vn121r4tx988bnuP39Fxdvbjd/Zzfr9S26b89var0nfNqnbtbw8Y/IHbfFj78n+9rt0+92/6f3njunPz9oDBGfbn533ovrb2OFvbt2FTKYM/+7dbtDc+8L1O/52ztf+cf5SaP2hfzz/7TBr+9PNbtP/ut69mvwNHdLjNK7/5TQZvw3E6O0aSDNmnf+b+85wO+7bVX541La//fu0W7a/85jc5+Wvf63CbZ/7x7A5/Zp21Jx/889xWndX8QX//nf2ddbavD/o7bnx9VYb+2blbtn/AOW7PNp3ZnprZ8Tr7uSTb97Ppyp+za4au4lra+ezsP7PN/40slT74hmVV6cNGFNyKFSsybNiwLFy4MA0NDeX2Cy64IAsWLMjixYu32Oayyy7L5Zdf3p1lAgAAwBZee+217Ldf5+uB7fR32rfHzJkzM3369PL3tra2rF69Ovvss0+qqqoqWFnHmpubs//+++e1115LbW1tpcuBHcJ1zu7Ctc7uwHXO7sB1zkdVKpXy5ptvZujQoR84bqcP7fvuu2/22GOPrFzZ/pnslStXpr6+vsNtampqUlNT066tf//+O6rELlNbW+tfCOzyXOfsLlzr7A5c5+wOXOd8FP369fvQMT26oY4dqlevXhk1alTmz59fbmtra8v8+fPbTZcHAACAnc1Of6c9SaZPn57JkyfnuOOOy/HHH5/rrrsub7/9dnk1eQAAANgZ7RKh/Utf+lLeeOONXHLJJWlqasoxxxyThx56KHV1dZUurUvU1NTk0ksv3WJKP+xKXOfsLlzr7A5c5+wOXOd0l51+9XgAAADYVe30z7QDAADArkpoBwAAgIIS2gEAAKCghHYAAAAoKKF9JzBnzpwceOCB6d27d0444YT86le/qnRJsFVmzZqVT3ziE9l7770zePDgfPGLX8wLL7zQbsz69eszbdq07LPPPtlrr70yceLErFy5st2YxsbGjB8/PnvuuWcGDx6cGTNmZOPGjd15KrDVrr766lRVVeW8884rt7nO2VUsX748f/EXf5F99tknffr0yZFHHpknn3yy3F8qlXLJJZdkyJAh6dOnT0aPHp2XXnqp3T5Wr16dSZMmpba2Nv3798+UKVPy1ltvdfepQIc2bdqUiy++OCNGjEifPn3ysY99LFdeeWXeu3a365zuJrQX3D333JPp06fn0ksvzVNPPZWjjz46Y8eOzapVqypdGnyoBQsWZNq0aXn88cczb968tLa2ZsyYMXn77bfLY84///zcf//9uffee7NgwYKsWLEiEyZMKPdv2rQp48ePz4YNG7Jw4cLcfvvtmTt3bi655JJKnBJ8oCeeeCL/9E//lKOOOqpdu+ucXcGaNWty0kknpWfPnvnpT3+aZ599Nv/4j/+YAQMGlMfMnj07119/fW655ZYsXrw4ffv2zdixY7N+/frymEmTJmXZsmWZN29eHnjggfziF7/IWWedVYlTgi185zvfyc0335wbb7wxzz33XL7zne9k9uzZueGGG8pjXOd0uxKFdvzxx5emTZtW/r5p06bS0KFDS7NmzapgVbB9Vq1aVUpSWrBgQalUKpXWrl1b6tmzZ+nee+8tj3nuuedKSUqLFi0qlUql0oMPPljq0aNHqampqTzm5ptvLtXW1pZaWlq69wTgA7z55pulgw8+uDRv3rzSn/zJn5TOPffcUqnkOmfXceGFF5Y+9alPddrf1tZWqq+vL11zzTXltrVr15ZqampK/+t//a9SqVQqPfvss6UkpSeeeKI85qc//WmpqqqqtHz58h1XPGyl8ePHl/76r/+6XduECRNKkyZNKpVKrnMqw532AtuwYUOWLFmS0aNHl9t69OiR0aNHZ9GiRRWsDLbPunXrkiQDBw5MkixZsiStra3trvFDDz00w4cPL1/jixYtypFHHpm6urrymLFjx6a5uTnLli3rxurhg02bNi3jx49vdz0nrnN2HT/+8Y9z3HHH5b/9t/+WwYMH59hjj82//Mu/lPtfffXVNDU1tbvW+/XrlxNOOKHdtd6/f/8cd9xx5TGjR49Ojx49snjx4u47GejEJz/5ycyfPz8vvvhikuTf//3f88tf/jLjxo1L4jqnMqorXQCd+4//+I9s2rSp3f/EJUldXV2ef/75ClUF26etrS3nnXdeTjrppBxxxBFJkqampvTq1Sv9+/dvN7auri5NTU3lMR39M7C5D4rg7rvvzlNPPZUnnnhiiz7XObuK3/zmN7n55pszffr0/N3f/V2eeOKJfO1rX0uvXr0yefLk8rXa0bX83mt98ODB7fqrq6szcOBA1zqF8M1vfjPNzc059NBDs8cee2TTpk256qqrMmnSpCRxnVMRQjvQLaZNm5Znnnkmv/zlLytdCnSp1157Leeee27mzZuX3r17V7oc2GHa2tpy3HHH5dvf/naS5Nhjj80zzzyTW265JZMnT65wddA1/vVf/zV33nln7rrrrhx++OFZunRpzjvvvAwdOtR1TsWYHl9g++67b/bYY48tVhheuXJl6uvrK1QVbLuzzz47DzzwQH7+859nv/32K7fX19dnw4YNWbt2bbvx773G6+vrO/xnYHMfVNqSJUuyatWq/PEf/3Gqq6tTXV2dBQsW5Prrr091dXXq6upc5+wShgwZkpEjR7ZrO+yww9LY2JjkP6/VD/r/lvr6+i0W0924cWNWr17tWqcQZsyYkW9+85s5/fTTc+SRR+bMM8/M+eefn1mzZiVxnVMZQnuB9erVK6NGjcr8+fPLbW1tbZk/f34aGhoqWBlsnVKplLPPPjv33XdfHn300YwYMaJd/6hRo9KzZ8921/gLL7yQxsbG8jXe0NCQp59+ut1//ObNm5fa2tot/ucRKuHUU0/N008/naVLl5Y/xx13XCZNmlT+s+ucXcFJJ520xWs7X3zxxRxwwAFJkhEjRqS+vr7dtd7c3JzFixe3u9bXrl2bJUuWlMc8+uijaWtrywknnNANZwEf7J133kmPHu0j0h577JG2trYkrnMqpNIr4fHB7r777lJNTU1p7ty5pWeffbZ01llnlfr3799uhWEoqqlTp5b69etXeuyxx0qvv/56+fPOO++Ux/zN3/xNafjw4aVHH3209OSTT5YaGhpKDQ0N5f6NGzeWjjjiiNKYMWNKS5cuLT300EOlQYMGlWbOnFmJU4Kt8t7V40sl1zm7hl/96lel6urq0lVXXVV66aWXSnfeeWdpzz33LP3gBz8oj7n66qtL/fv3L/3bv/1b6de//nXpC1/4QmnEiBGld999tzzms5/9bOnYY48tLV68uPTLX/6ydPDBB5fOOOOMSpwSbGHy5MmlYcOGlR544IHSq6++WvrhD39Y2nfffUsXXHBBeYzrnO4mtO8EbrjhhtLw4cNLvXr1Kh1//PGlxx9/vNIlwVZJ0uHntttuK4959913S3/7t39bGjBgQGnPPfcsnXbaaaXXX3+93X5++9vflsaNG1fq06dPad999y19/etfL7W2tnbz2cDWe39od52zq7j//vtLRxxxRKmmpqZ06KGHlv75n/+5XX9bW1vp4osvLtXV1ZVqampKp556aumFF15oN+b3v/996Ywzzijttddepdra2tJf/dVfld58883uPA3oVHNzc+ncc88tDR8+vNS7d+/SQQcdVPrWt77V7vWbrnO6W1WpVCpV8k4/AAAA0DHPtAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgBUzG9/+9tUVVVl6dKllS4FAApJaAcAAICCEtoBgJ3Kpk2b0tbWVukyAKBbCO0AsAv59Kc/na997Wu54IILMnDgwNTX1+eyyy5L0vFU9LVr16aqqiqPPfZYkuSxxx5LVVVVfvazn+XYY49Nnz59csopp2TVqlX56U9/msMOOyy1tbX57//9v+edd97Zqpra2toye/bs/NEf/VFqamoyfPjwXHXVVe3G/OY3v8lnPvOZ7Lnnnjn66KOzaNGict/cuXPTv3///PjHP87IkSNTU1OTxsbGj/T3BAA7C6EdAHYxt99+e/r27ZvFixdn9uzZueKKKzJv3rxt2sdll12WG2+8MQsXLsxrr72WP//zP891112Xu+66Kz/5yU/y8MMP54Ybbtiqfc2cOTNXX311Lr744jz77LO56667UldX127Mt771rXzjG9/I0qVL8/GPfzxnnHFGNm7cWO5/55138p3vfCf/83/+zyxbtiyDBw/epvMBgJ1VdaULAAC61lFHHZVLL700SXLwwQfnxhtvzPz583PwwQdv9T7+/u//PieddFKSZMqUKZk5c2ZeeeWVHHTQQUmS//pf/2t+/vOf58ILL/zA/bz55pv53ve+lxtvvDGTJ09OknzsYx/Lpz71qXbjvvGNb2T8+PFJkssvvzyHH354Xn755Rx66KFJktbW1tx00005+uijt/ocAGBX4E47AOxijjrqqHbfhwwZklWrVm33Purq6rLnnnuWA/vmtq3Z53PPPZeWlpaceuqpW328IUOGJEm7/ffq1WuL8wKA3YHQDgC7mJ49e7b7XlVVlba2tvTo8Yf/7JdKpXJfa2vrh+6jqqqq031+mD59+mxzzVVVVUnSbv99+vQptwPA7kRoB4DdxKBBg5Ikr7/+erltR78f/eCDD06fPn0yf/78HXocANhVeaYdAHYTffr0yYknnpirr746I0aMyKpVq3LRRRft0GP27t07F154YS644IL06tUrJ510Ut54440sW7YsU6ZM2aHHBoBdgdAOALuR73//+5kyZUpGjRqVQw45JLNnz86YMWN26DEvvvjiVFdX55JLLsmKFSsyZMiQ/M3f/M0OPSYA7CqqSu99sA0AAAAoDM+0AwAAQEEJ7QDAdmtsbMxee+3V6aexsbHSJQLATs30eABgu23cuDG//e1vO+0/8MADU11tCR0A2F5COwAAABSU6fEAAABQUEI7AAAAFJTQDgAAAAUltAMAAEBBCe0AAABQUEI7AAAAFJTQDgAAAAUltAMAAEBB/X+x7bh9+KXQWQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,6))\n", + "\n", + "sns.histplot(df[df['Label']==0]['num_chr'])\n", + "sns.histplot(df[df['Label']==1]['num_chr'],color='red')\n", + "plt.savefig('./../Image/spam-ham-num_chr.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,6))\n", + "\n", + "sns.histplot(df[df['Label']==0]['num_words'])\n", + "sns.histplot(df[df['Label']==1]['num_words'],color='red')\n", + "plt.savefig('./../Image/spam-ham-num_word.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,6))\n", + "\n", + "sns.histplot(df[df['Label']==0]['num_sent'])\n", + "sns.histplot(df[df['Label']==1]['num_sent'],color='red')\n", + "plt.savefig('./../Image/spam-ham-num_sent.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(df,hue='Label')\n", + "plt.savefig('./../Image/PairPlot_withHue.png',dpi=300)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package wordnet to\n", + "[nltk_data] C:\\Users\\Hp\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package wordnet is already up-to-date!\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nltk.download('wordnet')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.corpus import stopwords\n", + "import string\n", + "\n", + "from nltk.stem.porter import PorterStemmer\n", + "ps = PorterStemmer()\n", + "\n", + "from nltk.stem import WordNetLemmatizer\n", + " \n", + "lemmatizer = WordNetLemmatizer()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "def transform_text(text):\n", + " text = text.lower()\n", + " text = nltk.word_tokenize(text)\n", + " \n", + " y = []\n", + " for i in text:\n", + " if i.isalnum():\n", + " y.append(i)\n", + " \n", + " text = y[:]\n", + " y.clear()\n", + " \n", + " for i in text:\n", + " if i not in stopwords.words('english') and i not in string.punctuation:\n", + " y.append(i)\n", + " \n", + " text = y[:]\n", + " y.clear()\n", + " \n", + " for i in text:\n", + " y.append(lemmatizer.lemmatize(i))\n", + " \n", + " \n", + " return \" \".join(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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TextLabelnum_chrnum_wordsnum_sentTransformer_text
0Go until jurong point, crazy.. Available only ...0111242go jurong point crazy available bugis n great ...
1Ok lar... Joking wif u oni...02982ok lar joking wif u oni
2Free entry in 2 a wkly comp to win FA Cup fina...1155372free entry 2 wkly comp win fa cup final tkts 2...
3U dun say so early hor... U c already then say...049131u dun say early hor u c already say
4Nah I don't think he goes to usf, he lives aro...061151nah think go usf life around though
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" + ], + "text/plain": [ + " Text Label num_chr \\\n", + "0 Go until jurong point, crazy.. Available only ... 0 111 \n", + "1 Ok lar... Joking wif u oni... 0 29 \n", + "2 Free entry in 2 a wkly comp to win FA Cup fina... 1 155 \n", + "3 U dun say so early hor... U c already then say... 0 49 \n", + "4 Nah I don't think he goes to usf, he lives aro... 0 61 \n", + "\n", + " num_words num_sent Transformer_text \n", + "0 24 2 go jurong point crazy available bugis n great ... \n", + "1 8 2 ok lar joking wif u oni \n", + "2 37 2 free entry 2 wkly comp win fa cup final tkts 2... \n", + "3 13 1 u dun say early hor u c already say \n", + "4 15 1 nah think go usf life around though " + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Transformer_text']=df['Text'].apply(transform_text)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv('./../Dataset/newData.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.feature_extraction.text import CountVectorizer,TfidfVectorizer\n", + "\n", + "cv=CountVectorizer()\n", + "tfidf=TfidfVectorizer(max_features=3000)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "X=tfidf.fit_transform(df['Transformer_text']).toarray()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(5171, 3000)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "y=df['Label'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "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=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.naive_bayes import GaussianNB,MultinomialNB,BernoulliNB\n", + "from sklearn.metrics import accuracy_score,confusion_matrix,precision_score\n", + "from sklearn.svm import SVC\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.ensemble import RandomForestClassifier" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "gnb=GaussianNB()\n", + "mnb=MultinomialNB()\n", + "bnb=BernoulliNB()\n", + "svm=SVC()\n", + "knn=KNeighborsClassifier()\n", + "rfc=RandomForestClassifier(n_estimators=50, random_state=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.885024154589372\n", + "[[796 91]\n", + " [ 28 120]]\n", + "0.5687203791469194\n" + ] + } + ], + "source": [ + "gnb.fit(X_train,y_train)\n", + "y_pred=gnb.predict(X_test)\n", + "print(accuracy_score(y_test,y_pred))\n", + "print(confusion_matrix(y_test,y_pred))\n", + "print(precision_score(y_test,y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9623188405797102\n", + "[[886 1]\n", + " [ 38 110]]\n", + "0.990990990990991\n" + ] + } + ], + "source": [ + "mnb.fit(X_train,y_train)\n", + "y_pred=mnb.predict(X_test)\n", + "print(accuracy_score(y_test,y_pred))\n", + "print(confusion_matrix(y_test,y_pred))\n", + "print(precision_score(y_test,y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9739130434782609\n", + "[[886 1]\n", + " [ 26 122]]\n", + "0.991869918699187\n" + ] + } + ], + "source": [ + "bnb.fit(X_train,y_train)\n", + "y_pred=bnb.predict(X_test)\n", + "print(accuracy_score(y_test,y_pred))\n", + "print(confusion_matrix(y_test,y_pred))\n", + "print(precision_score(y_test,y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9632850241545894\n", + "[[886 1]\n", + " [ 37 111]]\n", + "0.9910714285714286\n" + ] + } + ], + "source": [ + "svm.fit(X_train,y_train)\n", + "y_pred=svm.predict(X_test)\n", + "print(accuracy_score(y_test,y_pred))\n", + "print(confusion_matrix(y_test,y_pred))\n", + "print(precision_score(y_test,y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9062801932367149\n", + "[[887 0]\n", + " [ 97 51]]\n", + "1.0\n" + ] + } + ], + "source": [ + "knn.fit(X_train,y_train)\n", + "y_pred=knn.predict(X_test)\n", + "print(accuracy_score(y_test,y_pred))\n", + "print(confusion_matrix(y_test,y_pred))\n", + "print(precision_score(y_test,y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "# Here we can see that the BernoulliNB Algorithm has the highest accuracy and give correct decision\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**STREAMLIT GUI**" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-02-11 19:05:31.396 \n", + " \u001b[33m\u001b[1mWarning:\u001b[0m to view this Streamlit app on a browser, run it with the following\n", + " command:\n", + "\n", + " streamlit run C:\\Users\\Hp\\AppData\\Roaming\\Python\\Python311\\site-packages\\ipykernel_launcher.py [ARGUMENTS]\n" + ] + } + ], + "source": [ + "import streamlit as st\n", + "from nltk.stem import WordNetLemmatizer\n", + "import pickle\n", + "import nltk\n", + "import string\n", + "from nltk.corpus import stopwords\n", + "\n", + " \n", + "lemmatizer = WordNetLemmatizer()\n", + "\n", + "def transform_text(text):\n", + " text = text.lower()\n", + " text = nltk.word_tokenize(text)\n", + " \n", + " y = []\n", + " for i in text:\n", + " if i.isalnum():\n", + " y.append(i)\n", + " \n", + " text = y[:]\n", + " y.clear()\n", + " \n", + " for i in text:\n", + " if i not in stopwords.words('english') and i not in string.punctuation:\n", + " y.append(i)\n", + " \n", + " text = y[:]\n", + " y.clear()\n", + " \n", + " for i in text:\n", + " y.append(lemmatizer.lemmatize(i))\n", + " \n", + " \n", + " return \" \".join(y)\n", + "\n", + "\n", + "# Store the model in your file\n", + "# tfidf=pickle.load(open('vectorizer.pkl','rb'))\n", + "# model=pickle.load(open('bnb.pkl','rb'))\n", + "\n", + "st.title('SMS Spam Classification')\n", + "\n", + "sms_input=st.text_area(\"Enter the text\")\n", + "\n", + "if st.button('Predict'):\n", + " transform_sms=transform_text(sms_input)\n", + "\n", + " vector_input=tfidf.transform([transform_sms])\n", + "\n", + " result=bnb.predict(vector_input)[0]\n", + "\n", + " if result==1:\n", + " st.title(\"SMS is Spam\")\n", + "\n", + " else:\n", + " st.title(\"SMS is not Spam\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "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": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/model2.ipynb b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/model2.ipynb new file mode 100644 index 0000000000..6dfbe64866 --- /dev/null +++ b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/Model/model2.ipynb @@ -0,0 +1,293 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "from tensorflow.keras.preprocessing.text import Tokenizer\n", + "\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Embedding, LSTM, Dense\n", + "from tensorflow.keras.preprocessing.text import Tokenizer\n", + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the dataset\n", + "data = pd.read_csv(\"./../Dataset/newData.csv\")\n", + "\n", + "# Split the dataset into training and testing sets\n", + "# Drop rows with missing text values\n", + "data = data.dropna(subset=['Transformer_text'])\n", + "\n", + "# Split the dataset into training and testing sets\n", + "train_data, test_data = train_test_split(data, test_size=0.2, random_state=42)\n", + "\n", + "# Tokenize and pad the text data\n", + "max_words = 10000\n", + "tokenizer = Tokenizer(num_words=max_words, oov_token=\"\")\n", + "tokenizer.fit_on_texts(train_data['Transformer_text'])\n", + "\n", + "# Convert text data to sequences and pad them\n", + "train_sequences = tokenizer.texts_to_sequences(train_data['Transformer_text'])\n", + "test_sequences = tokenizer.texts_to_sequences(test_data['Transformer_text'])\n", + "\n", + "max_length = 100\n", + "train_padded = pad_sequences(train_sequences, maxlen=max_length, padding='post', truncating='post')\n", + "test_padded = pad_sequences(test_sequences, maxlen=max_length, padding='post', truncating='post')\n", + "\n", + "# Encode labels\n", + "label_encoder = LabelEncoder()\n", + "train_labels = label_encoder.fit_transform(train_data['Label'])\n", + "\n", + "test_labels = label_encoder.transform(test_data['Label'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "embedding_dim = 16 # Adjust based on your preference\n", + "model = Sequential()\n", + "model.add(Embedding(input_dim=max_words, output_dim=embedding_dim, input_length=max_length))\n", + "model.add(LSTM(64))\n", + "model.add(Dense(1, activation='sigmoid'))\n", + "\n", + "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "130/130 [==============================] - 10s 45ms/step - loss: 0.4233 - accuracy: 0.8656 - val_loss: 0.3586 - val_accuracy: 0.8858\n", + "Epoch 2/10\n", + "130/130 [==============================] - 5s 38ms/step - loss: 0.3875 - accuracy: 0.8705 - val_loss: 0.3607 - val_accuracy: 0.8858\n", + "Epoch 3/10\n", + "130/130 [==============================] - 5s 37ms/step - loss: 0.3881 - accuracy: 0.8705 - val_loss: 0.3556 - val_accuracy: 0.8858\n", + "Epoch 4/10\n", + "130/130 [==============================] - 5s 37ms/step - loss: 0.3868 - accuracy: 0.8705 - val_loss: 0.3559 - val_accuracy: 0.8858\n", + "Epoch 5/10\n", + "130/130 [==============================] - 5s 36ms/step - loss: 0.3873 - accuracy: 0.8705 - val_loss: 0.3584 - val_accuracy: 0.8858\n", + "Epoch 6/10\n", + "130/130 [==============================] - 5s 36ms/step - loss: 0.3875 - accuracy: 0.8705 - val_loss: 0.3623 - val_accuracy: 0.8858\n", + "Epoch 7/10\n", + "130/130 [==============================] - 5s 36ms/step - loss: 0.3862 - accuracy: 0.8705 - val_loss: 0.3568 - val_accuracy: 0.8858\n", + "Epoch 8/10\n", + "130/130 [==============================] - 5s 36ms/step - loss: 0.3862 - accuracy: 0.8705 - val_loss: 0.3610 - val_accuracy: 0.8858\n", + "Epoch 9/10\n", + "130/130 [==============================] - 5s 37ms/step - loss: 0.3873 - accuracy: 0.8705 - val_loss: 0.3575 - val_accuracy: 0.8858\n", + "Epoch 10/10\n", + "130/130 [==============================] - 5s 36ms/step - loss: 0.3862 - accuracy: 0.8705 - val_loss: 0.3565 - val_accuracy: 0.8858\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "epochs = 10 # Adjust based on your training preference\n", + "model.fit(train_padded, train_labels, epochs=epochs, validation_data=(test_padded, test_labels))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "33/33 [==============================] - 0s 12ms/step - loss: 0.3565 - accuracy: 0.8858\n", + "Test Loss: 0.3565\n", + "Test Accuracy: 0.8858\n" + ] + } + ], + "source": [ + "loss, accuracy = model.evaluate(test_padded, test_labels)\n", + "print(f\"Test Loss: {loss:.4f}\")\n", + "print(f\"Test Accuracy: {accuracy:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from tensorflow.keras.layers import Bidirectional\n", + "\n", + "model2 = Sequential()\n", + "model2.add(Embedding(input_dim=max_words, output_dim=embedding_dim, input_length=max_length))\n", + "model2.add(Bidirectional(LSTM(64, return_sequences=True)))\n", + "model2.add(Bidirectional(LSTM(64)))\n", + "model2.add(Dense(1, activation='sigmoid'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "130/130 [==============================] - 21s 85ms/step - loss: 0.0046 - accuracy: 0.9985 - val_loss: 0.0987 - val_accuracy: 0.9787\n", + "Epoch 2/5\n", + "130/130 [==============================] - 9s 72ms/step - loss: 0.0011 - accuracy: 0.9998 - val_loss: 0.1223 - val_accuracy: 0.9768\n", + "Epoch 3/5\n", + "130/130 [==============================] - 10s 75ms/step - loss: 0.0014 - accuracy: 0.9995 - val_loss: 0.1234 - val_accuracy: 0.9797\n", + "Epoch 4/5\n", + "130/130 [==============================] - 10s 75ms/step - loss: 6.4813e-05 - accuracy: 1.0000 - val_loss: 0.1342 - val_accuracy: 0.9787\n", + "Epoch 5/5\n", + "130/130 [==============================] - 10s 74ms/step - loss: 3.2407e-05 - accuracy: 1.0000 - val_loss: 0.1413 - val_accuracy: 0.9797\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Compile the model with Adam optimizer\n", + "from tensorflow.keras.optimizers import Adam\n", + "model2.compile(optimizer=Adam(learning_rate=0.001), loss='binary_crossentropy', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "epochs = 5\n", + "model2.fit(train_padded, train_labels, epochs=epochs, validation_data=(test_padded, test_labels))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "33/33 [==============================] - 1s 21ms/step - loss: 0.1413 - accuracy: 0.9797\n", + "Test Loss: 0.1413\n", + "Test Accuracy: 0.9797\n" + ] + } + ], + "source": [ + "# Evaluate the model\n", + "loss, accuracy = model2.evaluate(test_padded, test_labels)\n", + "print(f\"Test Loss: {loss:.4f}\")\n", + "print(f\"Test Accuracy: {accuracy:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**STREAMLIT GUI**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import streamlit as st\n", + "import tensorflow as tf\n", + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "import numpy as np\n", + "\n", + "# # Load the trained model\n", + "# model = tf.keras.models.load_model('path/to/your/trained/model')\n", + "\n", + "# Load the tokenizer\n", + "tokenizer = tf.keras.preprocessing.text.Tokenizer()\n", + "tokenizer.fit_on_texts(['your', 'list', 'of', 'common', 'words'])\n", + "\n", + "# Define the maximum sequence length (adjust based on your model)\n", + "max_length = 100\n", + "\n", + "# Streamlit App\n", + "def main():\n", + " st.title(\"SPAM vs HAM Email Classification\")\n", + "\n", + " # User input\n", + " user_input = st.text_area(\"Enter the email text:\")\n", + "\n", + " if st.button(\"Predict\"):\n", + " # Tokenize and pad the input text\n", + " input_sequence = tokenizer.texts_to_sequences([user_input])\n", + " padded_input = pad_sequences(input_sequence, maxlen=max_length, padding='post', truncating='post')\n", + "\n", + " # Make the prediction\n", + " prediction = model2.predict(padded_input)\n", + "\n", + " # Display the result\n", + " if prediction[0][0] > 0.5:\n", + " st.success(\"Prediction: HAM (Legitimate Email)\")\n", + " else:\n", + " st.error(\"Prediction: SPAM\")\n", + "\n", + "if __name__ == '__main__':\n", + " main()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/requirements.txt b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/requirements.txt new file mode 100644 index 0000000000..c02498ad97 --- /dev/null +++ b/Deep_Learning/Spam Vs Ham Mail Classification [With Streamlit GUI]/requirements.txt @@ -0,0 +1,6 @@ +TensorFlow +scikit-learn +pandas +maplotlib +seaborn +streamlit \ No newline at end of file