diff --git a/Diabetes_prediction.ipynb b/Diabetes_prediction.ipynb new file mode 100644 index 0000000..0bd35eb --- /dev/null +++ b/Diabetes_prediction.ipynb @@ -0,0 +1,1621 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "LnPbntVRnfvV" + }, + "source": [ + "Importing the Dependencies" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "-71UtHzNVWjB" + }, + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn import svm\n", + "from sklearn.metrics import accuracy_score" + ], + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bmfOfG8joBBy" + }, + "source": [ + "Data Collection and Analysis\n", + "\n", + "PIMA Diabetes Dataset" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Xpw6Mj_pn_TL" + }, + "source": [ + "# loading the diabetes dataset to a pandas DataFrame\n", + "diabetes_dataset = pd.read_csv('/content/diabetes.csv')" + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "eupSUC7yoo9M" + }, + "source": [ + "pd.read_csv?" + ], + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "-tjO09ncovoh", + "outputId": "be1717b1-cd50-419d-a3fa-16b4e8fec9a6" + }, + "source": [ + "# printing the first 5 rows of the dataset\n", + "diabetes_dataset.head()" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", + "0 6 148 72 35 0 33.6 \n", + "1 1 85 66 29 0 26.6 \n", + "2 8 183 64 0 0 23.3 \n", + "3 1 89 66 23 94 28.1 \n", + "4 0 137 40 35 168 43.1 \n", + "\n", + " DiabetesPedigreeFunction Age Outcome \n", + "0 0.627 50 1 \n", + "1 0.351 31 0 \n", + "2 0.672 32 1 \n", + "3 0.167 21 0 \n", + "4 2.288 33 1 " + ], + "text/html": [ + "\n", + "\n", + "
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StandardScaler()
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" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "FHxNwPuZr-kD" + }, + "source": [ + "standardized_data = scaler.transform(X)" + ], + "execution_count": 15, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fjMwZ5x6sPUJ", + "outputId": "a575517e-b432-48e7-980c-e0f94eb2c594" + }, + "source": [ + "print(standardized_data)" + ], + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 0.63994726 0.84832379 0.14964075 ... 0.20401277 0.46849198\n", + " 1.4259954 ]\n", + " [-0.84488505 -1.12339636 -0.16054575 ... -0.68442195 -0.36506078\n", + " -0.19067191]\n", + " [ 1.23388019 1.94372388 -0.26394125 ... -1.10325546 0.60439732\n", + " -0.10558415]\n", + " ...\n", + " [ 0.3429808 0.00330087 0.14964075 ... -0.73518964 -0.68519336\n", + " -0.27575966]\n", + " [-0.84488505 0.1597866 -0.47073225 ... -0.24020459 -0.37110101\n", + " 1.17073215]\n", + " [-0.84488505 -0.8730192 0.04624525 ... -0.20212881 -0.47378505\n", + " -0.87137393]]\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZxWSl4SGsRjE" + }, + "source": [ + "X = standardized_data\n", + "Y = diabetes_dataset['Outcome']" + ], + "execution_count": 17, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lhJF_7QjsjmP", + "outputId": "22698a97-5ba3-4afd-fd64-468f42da44ed" + }, + "source": [ + "print(X)\n", + "print(Y)" + ], + "execution_count": 18, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 0.63994726 0.84832379 0.14964075 ... 0.20401277 0.46849198\n", + " 1.4259954 ]\n", + " [-0.84488505 -1.12339636 -0.16054575 ... -0.68442195 -0.36506078\n", + " -0.19067191]\n", + " [ 1.23388019 1.94372388 -0.26394125 ... -1.10325546 0.60439732\n", + " -0.10558415]\n", + " ...\n", + " [ 0.3429808 0.00330087 0.14964075 ... -0.73518964 -0.68519336\n", + " -0.27575966]\n", + " [-0.84488505 0.1597866 -0.47073225 ... -0.24020459 -0.37110101\n", + " 1.17073215]\n", + " [-0.84488505 -0.8730192 0.04624525 ... -0.20212881 -0.47378505\n", + " -0.87137393]]\n", + "0 1\n", + "1 0\n", + "2 1\n", + "3 0\n", + "4 1\n", + " ..\n", + "763 0\n", + "764 0\n", + "765 0\n", + "766 1\n", + "767 0\n", + "Name: Outcome, Length: 768, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gHciEFkxsoQP" + }, + "source": [ + "Train Test Split" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "AEfKGj_yslvD" + }, + "source": [ + "X_train, X_test, Y_train, Y_test = train_test_split(X,Y, test_size = 0.2, stratify=Y, random_state=2)" + ], + "execution_count": 19, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DR05T-o0t3FQ", + "outputId": "ac141250-46de-4a22-ca5a-7ed8f934b802" + }, + "source": [ + "print(X.shape, X_train.shape, X_test.shape)" + ], + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(768, 8) (614, 8) (154, 8)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ElJ3tkOtuC_n" + }, + "source": [ + "Training the Model" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5szLWHlNt9xc" + }, + "source": [ + "classifier = svm.SVC(kernel='linear')" + ], + "execution_count": 21, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "ncJWY_7suPAb", + "outputId": "6723e7bf-6435-465a-ab29-870e9791b070" + }, + "source": [ + "#training the support vector Machine Classifier\n", + "classifier.fit(X_train, Y_train)" + ], + "execution_count": 22, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "SVC(kernel='linear')" + ], + "text/html": [ + "
SVC(kernel='linear')
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" + ] + }, + "metadata": {}, + "execution_count": 22 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UV4-CAfquiyP" + }, + "source": [ + "Model Evaluation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yhAjGPJWunXa" + }, + "source": [ + "Accuracy Score" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "fJLEPQK7ueXp" + }, + "source": [ + "# accuracy score on the training data\n", + "X_train_prediction = classifier.predict(X_train)\n", + "training_data_accuracy = accuracy_score(X_train_prediction, Y_train)" + ], + "execution_count": 23, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mmJ22qhVvNwj", + "outputId": "8feadaa7-5d57-4e1e-8c2a-b3a8082c694c" + }, + "source": [ + "print('Accuracy score of the training data : ', training_data_accuracy)" + ], + "execution_count": 24, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy score of the training data : 0.7866449511400652\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "G2CICFMEvcCl" + }, + "source": [ + "# accuracy score on the test data\n", + "X_test_prediction = classifier.predict(X_test)\n", + "test_data_accuracy = accuracy_score(X_test_prediction, Y_test)" + ], + "execution_count": 25, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "i2GcW_t_vz7C", + "outputId": "8cfe13de-d7a4-4524-d4b5-d05f862bd0d4" + }, + "source": [ + "print('Accuracy score of the test data : ', test_data_accuracy)" + ], + "execution_count": 26, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy score of the test data : 0.7727272727272727\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gq8ZX1xpwPF5" + }, + "source": [ + "Making a Predictive System" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "U-ULRe4yv5tH" + }, + "source": [ + "def predict(Pregnancies,Glucose,BloodPressure,SkinThickness,Insulin,BMI,DiabetesPedigreeFunction,Age):\n", + " #input_data = (5,166,72,19,175,25.8,0.587,51)\n", + " input_data = (Pregnancies,Glucose,BloodPressure,SkinThickness,Insulin,BMI,DiabetesPedigreeFunction,Age)\n", + "\n", + "\n", + " # changing the input_data to numpy array\n", + " input_data_as_numpy_array = np.asarray(input_data)\n", + "\n", + " # reshape the array as we are predicting for one instance\n", + " input_data_reshaped = input_data_as_numpy_array.reshape(1,-1)\n", + "\n", + " # standardize the input data\n", + " std_data = scaler.transform(input_data_reshaped)\n", + " print(std_data)\n", + "\n", + " prediction = classifier.predict(std_data)\n", + " #print(prediction)\n", + "\n", + " if (prediction[0] == 0):\n", + " print('The person is not diabetic')\n", + " else:\n", + " print('The person is diabetic')\n", + " return prediction" + ], + "execution_count": 27, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ex2A_pr4yCpm", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "138bc5ec-bdb3-4a7f-a229-2614b47da4df" + }, + "source": [ + "predict(4,136,64,20,175,25.6,0.597,50)" + ], + "execution_count": 41, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 0.04601433 0.47275805 -0.26394125 -0.03365099 0.82661621 -0.81134119\n", + " 0.37788842 1.4259954 ]]\n", + "The person is not diabetic\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([0])" + ] + }, + "metadata": {}, + "execution_count": 41 + } + ] + }, + { + "cell_type": "code", + "source": [ + "!pip install gradio" + ], + "metadata": { + "id": "NBOIKhAAxeyx" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import gradio as gr\n", + "\n", + "\n", + "def dibetis_predict(Pregnancies,Glucose,BloodPressure,SkinThickness,Insulin,BMI,DiabetesPedigreeFunction,Age):\n", + " #input_data = (5,166,72,19,175,25.8,0.587,51)\n", + " input_data = (Pregnancies,Glucose,BloodPressure,SkinThickness,Insulin,BMI,DiabetesPedigreeFunction,Age)\n", + "\n", + "\n", + " # changing the input_data to numpy array\n", + " input_data_as_numpy_array = np.asarray(input_data)\n", + "\n", + " # reshape the array as we are predicting for one instance\n", + " input_data_reshaped = input_data_as_numpy_array.reshape(1,-1)\n", + "\n", + " # standardize the input data\n", + " std_data = scaler.transform(input_data_reshaped)\n", + " print(std_data)\n", + "\n", + " prediction = classifier.predict(std_data)\n", + "\n", + " if (prediction[0] == 0):\n", + " print('The person is not diabetic')\n", + " return 'The person is not diabetic'\n", + " else:\n", + " print('The person is diabetic')\n", + " return 'The person is diabetic'\n", + "\n", + "\n", + "\n", + "\n", + "demo = gr.Interface(\n", + " fn=dibetis_predict,\n", + " inputs = [\n", + " gr.Slider(1, 20, value=4, label=\"Pregnancies\", info=\"Choose between 1 and 20\"),\n", + " gr.Slider(1, 200, value=136, label=\"Glucose\", info=\"Choose between 1 and 200\"),\n", + " gr.Slider(1, 100, value=64, label=\"BloodPressure\", info=\"Choose between 1 and 100\"),\n", + " gr.Slider(1, 50, value=20, label=\"SkinThickness\", info=\"Choose between 1 and 50\"),\n", + " gr.Slider(1, 200, value=175, label=\"Insulin\", info=\"Choose between 1 and 200\"),\n", + " gr.Slider(1, 100, value=25.5, label=\"BMI\", info=\"Choose between 1 and 100\"),\n", + " gr.Slider(0, 1.0, value=0.549, label=\"DiabetesPedigreeFunction\", info=\"Choose between 0.0 and 1.0\"),\n", + " gr.Slider(1, 100, value=50, label=\"Age\", info=\"Choose between 1 and 100\"),\n", + " ],\n", + " outputs = \"text\",\n", + ")\n", + "\n", + "if __name__ == \"__main__\":\n", + " demo.launch(share=True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 611 + }, + "id": "1_9DwNyd7dso", + "outputId": "d10a4f57-1450-4c46-921f-887a7d3bdbc9" + }, + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n", + "Running on public URL: https://1eacd78d38dbb14861.gradio.live\n", + "\n", + "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "
" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "4,136,62,20,175,25.6,0.597,50\n", + "0\t6\t148\t72\t35\t0\t33.6\t0.627\t50" + ], + "metadata": { + "id": "x81jZvv8Vw6n" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/Fule_consumption.ipynb b/Fule_consumption.ipynb new file mode 100644 index 0000000..7f211c6 --- /dev/null +++ b/Fule_consumption.ipynb @@ -0,0 +1,1242 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e9346ec0", + "metadata": { + "id": "e9346ec0" + }, + "source": [ + "# First Machine Learning model with Scikit-Learn" + ] + }, + { + "cell_type": "markdown", + "id": "db192042", + "metadata": { + "id": "db192042" + }, + "source": [ + "## Importing Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dc4a3bd6", + "metadata": { + "id": "dc4a3bd6" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn import linear_model\n", + "from sklearn.metrics import r2_score\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "ecdce884", + "metadata": { + "id": "ecdce884" + }, + "source": [ + "## Importing and Reading the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0db4aaae", + "metadata": { + "scrolled": false, + "id": "0db4aaae", + "outputId": "36c33b74-ee2e-4d89-996b-ab06181ef05f" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " ENGINESIZE CYLINDERS FUELCONSUMPTION_COMB FUELCONSUMPTION_CITY \\\n", + "0 2.0 4 8.5 9.9 \n", + "1 2.4 4 9.6 11.2 \n", + "2 1.5 4 5.9 6.0 \n", + "3 3.5 6 11.1 12.7 \n", + "4 3.5 6 10.6 12.1 \n", + "\n", + " FUELCONSUMPTION_HWY CO2EMISSIONS \n", + "0 6.7 196 \n", + "1 7.7 221 \n", + "2 5.8 136 \n", + "3 9.1 255 \n", + "4 8.7 244 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cdf = df[['ENGINESIZE','CYLINDERS','FUELCONSUMPTION_COMB','FUELCONSUMPTION_CITY','FUELCONSUMPTION_HWY','CO2EMISSIONS']]\n", + "cdf.head()" + ] + }, + { + "cell_type": "markdown", + "id": "fd6d26b7", + "metadata": { + "id": "fd6d26b7" + }, + "source": [ + "## Data Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e65bc429", + "metadata": { + "id": "e65bc429", + "outputId": "3afd54b7-ce53-4ae5-a1bb-bd0afda7858e" + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in cdf:\n", + " plt.grid(True)\n", + " plt.hist(data=cdf,x=i)\n", + " plt.figure(figsize=(50, 50))\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "58c593bd", + "metadata": { + "id": "58c593bd", + "outputId": "3f1d5b97-a897-49a9-8bd2-19daf5d2027c" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(cdf.FUELCONSUMPTION_COMB, cdf.CO2EMISSIONS, color='blue')\n", + "plt.xlabel(\"FUELCONSUMPTION_COMB\")\n", + "plt.ylabel(\"Emission\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9aa2911d", + "metadata": { + "id": "9aa2911d", + "outputId": "2d930ac9-cf03-445d-ab42-00f3b36b189c" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(cdf.CYLINDERS, cdf.CO2EMISSIONS, color='blue')\n", + "plt.xlabel(\"Cylinder\")\n", + "plt.ylabel(\"Emission\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3182deec", + "metadata": { + "id": "3182deec", + "outputId": "e0d82975-983d-49f3-8385-e2f77aa4085d" + }, + "outputs": [ + { + "data": { + "image/png": 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K9WU0PbqoOHXVFNKRRL8BLKWsczoiri2sZHVwTcGaqVRKAsFTTzW+lGYj+jkwVJuENzh44jDfwcH+alZrpWaMPvoK8I/AdsBdOdZzGs3Rn5k9O8lcWm8H5+mnT618vSJv5BXkL6PpoNBa9TYfDUbExyNiW0Tcnd0KLZlZC00102nERFrrWqkoZs6EW26ZWvl6RaMzir2MZuvVGxTuLU9xbVakejJlNttULz6vvz7R91BtnsHQENxxh3/15vUFDA1V3r/f5m50hIioeQNeBo4DP04fvwy8VM+xRd7e8Y53hPWWrVsjBgezXJfJbXAw2d6s8w8NRUjJfXbeoaET37ORm9Sasne7desiBgaSv8vAQPI8479dawE7I+96n/dCN9wcFHpP3sV5aGj656504ZEiVq2KmD9/6kEBJi5weUGnV9X7edetq/53a+RcNn3VgkLd8xQkXQa8K336QETc2+xaS6M8+qj3zJhReXROM8b3L11a7II4/TYkslSCa66BN96Y2DZrFtx++8nNZHmT1QYGko56a61pz1OQdDOwniQv0R5gfbrNrKny2pCb0bZc9App/bKqVzYj+YorTgwIkDxfv/7kY/JGHDktReept6P5UuC9EXFbRNxGslymO56t6fKWWpxuXqBmrpCWpx8ucPWkuz58+ORtTkvRPRqZ0XxG2eOfbHI5zID8pRanO2pnw4biJ431wwVuqrUhL3rTPeqdvPbfgH+S9A2SFdLeBdxUWKmsr42MTD8ItGp2crl+uMDVUxuaP//kbVlfy9hYco6BgeTv1U99MN2ikY7mhcDPkQSF70bE/yuyYPVwR7NVUirBtdcmcwhapV86mWtlNz3lFLjtNs/H6HRT7miW9O/T+58lWTRnP/A0cHa6zazjXH998wPCGWckzU+T11BetSrZ3g8BAarXhoaGHBB6Qa3mo98G1gKfrvBaAO9peonMpqFUgiNHmn/el19O7rdvb/65u4mbgXpfkWs0nwp8C5hNEnz+R0T8nqR5wN+QZFzdB3woIl5Mj7kJ+AhJ0r3fjIivVXsPNx/ZZEXORSi6o9qsVZoxT+GDkt6UPv4vkr4k6YIah70GvCcifgZYCVwi6eeBG4EdEbEM2JE+R9JyYA2wgmTI66Z0fWezmrJ8SUUFhH4YWWQG9Q9J/a8R8bKkXwAuBrYAVfM9prOps4r8rPQWwOXp8aT3708fXw7cFRGvRcQTwF7gwno/iPWvLO11kSOM+mFkkRnUHxSy8Qa/AmyOiK8Ap9Q6SNKApIeA54D7I+K7wFkRcRAgvT8z3X0RSSd2Zn+6zSzX6tXJzNqppL2uV7+MLDKD+oPCM5JuBT4E3Cdpdj3HRsSxiFgJLAYulHR+ld0rzTc9qRVX0lpJOyXtPHToUH2lt4401RTZ2XES7NhRYAFT/RYQTjkl+dtmt1Nq/vyzXlJvUPgQ8DXgkoj4ITAP+M/1vkl6zAMkfQXPpnMesrkPz6W77QfOKTtsMXCgwrnGImI4IoYXLFhQbxGsw5Q3+UQk92vX1g4MrWgqKpeX579XnXJK5XxGDgz9o96gsBD4u4h4XNK7gQ8CD1Y7QNICSWekj08DVgP/DNwDXJXudhXJUp+k29dImi3pXGBZrfew7lVppbNs+cVGjyvSdHMudZNS6eSAkMnbbr2n3qBwN3BM0luALwDnAn9V45iFwDckPQz8H5I+hXuBm4H3SnoceG/6nIjYDWwjycL698ANEdEHKcb6U95KZ7VWQGv18ozdOhEry2QqJfejo9X3z2pgZvUGheMRcRT4VeBPI+K3SC76uSLi4Yi4ICLeHhHnR8QfpNsPR8SqiFiW3r9QdszGiDgvIt4WEV+d6oey9qvVXzDVFNlenrG2yZlMjx1LnlcLDK2ugVnnqjcovCHpw8CvA9niOrOKKZJ1u3r6C6aaIrvScUWZnNKiG2QBoZLNm/ODdK0a2Cz/b+8feUuyld+A5cCfAR9On58L3FjPsUXevBxnZ6p3Sc16l18s3+/UU6e3bGbeGsvLl5+4bdWqQv9Ehchb8rLSbfL6x9XWqJ41q20fyQpCM5bj7EROc9GZ8pbUBNi6tbF2+lIJrr66uCUbpSSBXi8MO62VwXSy00+fyOmU1e7Km5AGB5uzloV1nulkSd2W3j8i6eGy2yNpB7IZcGIfwowq/6quvba+YafZua68snkBISIJSuUL+Nx5Z/cFhLz+mkZXfjtyZKKfoajFjaz7VK0pSFoYEQclVRytHREtGi1emWsKnaHSr8xqhoZg377mnKtevbJAfKkE11xz4hDRWbPgXe+a2kS+Xvm7WGOmXFOIiXQUT6YB4EXg5bKb9blSCa66qrGLeLVOzaJGwRw7Vv+M6U62fn3lyWXVAkK1DvN+WFfaGlNvltTrJD0LPAzsSm/+id7nsl/1jV5YKg0rLTrLKdQ3Y7rTHT7c2P7r1iVrQKhSEhmc/dVOVldHczrR7J0R8XzxRaqfm4/aayoX8Wy5RphYQ3nePHjppdbMmq3WdNUN8i7uebL/3nlDVZ3srz9Nez0F4F8BT22xE1RrBhocTC445Yu4z58/ERDK5zEcPtzcgLB8ef5rrZ4RPR2VZiWX/z1rKa8FbNqUfB/ZtoEBBwSrrN6awgXA7cB3SRbPASAifrO4otXmmkJrlUoTv+6XLElGr1RqzhgYgC1b8keuFNlMJMHx4/nv0S01hbxf9suXw5499Z3DF33LU62mUG9QeBD4NvAIcDzbHhFbcg9qAQeF1qk0KmjWrOQi/PrrE9vqGdtebR7DdM2ZkwSrbh93PzCQBLfp6OIpSFawakFhZp3nOBoRv93EMlmXqTQq6I03kuaM00+fqD1s3Fj7ortkSXE1hayMWRnKazb1lK0TjI5OPyC4A9mmqt4+hW+ki9sslDQvuxVaMusoeW3xL7yQNMccP57cj4zUToZ36aXFlbN8ZNPIyMll63TVchc1whlPbarqbT56osLmiIifan6R6ufmo9apt40+b/LZ/Pnw2c/Cd74Dt9zSnKYN6cTzdFPzUJ5GU1VUsmpVMgzVLM+0Rx9FxLkVbm0NCNZa9WY1zZt8dvhwkuJi8+bmtXXfeWfvpWWYTkAYGkrSeDgg2HTUyn30u2WPPzjptT8sqlDWearlxikfOlmtr6C8Q7pZZeqG5qGprkXdiKzG1ql/A+setTqa1wB/nD6+CfjvZa9dAnyiiEJZZxoZOfmi06w28EbNnt3695yKyc1p2doSmfKO8Kn2tdSzDoVZvWo1HynncaXnJ74onSPpG5IelbRb0vp0+yclPSPpofR2adkxN0naK+kxSRc39EmsLcbG2vO+za51FCVvLer1609eiKje4Dp/fnLrpWYz6xy1agqR87jS88mOAr8TEd+T9CZgl6T709c+ExGfKt9Z0nKSmskK4Gxgu6S3htdp7mjtSqjWLcty5jWnNZrDCHqjI906X62g8DOSXiKpFZyWPiZ9fmq1A9MMq1mW1ZclPQosqnLI5cBdEfEa8ISkvcCFwP+q/TGsXQYGWh8YuqW5pNqayI0aGuqeeRbW3Wqlzh6IiJ+IiDdFxMz0cfa87lVbJS0FLiBJkwHw0XSxntskzU23LQKeLjtsP9WDiDXBdDtBixwPf8YZlRfG6ZZfy9Wa1upNbDc0lPwN3IlsrVLv5LUpk3Q6cDfwsYh4CdgMnAesJKlJfDrbtcLhJzVRpZPodkraeejQoWIK3SeyTtDydu1G00v/y78UU7atW+HFF5PH3TLKaLJqNah6huV2S43IekuhQUHSLJKAUIqILwFExLMRcSwijgOfI2kigqRmcE7Z4YuBA5PPGRFjETEcEcMLFiwosvg9L68TdMOG6sdltQtpaqt91TI01D0X/mryUk0MDCSfsZZuqRFZbyksKEgS8AXg0Yj4k7LtC8t2+wDwg/TxPcAaSbMlnQssAx4sqnyWn7qiWnrp8tpFUXrl13Fe09ratZUnA5Zbt84Bwdqj3oR4U3ERcCXwiKSH0m2fAD4saSVJ09A+4DqAiNgtaRuwh2Tk0g0eeVSsvMR01Ub2FLVcZmbOnN65GGZpq8fGkqakgYEkIJSns96w4cTvoNI+Zq1UWFCIiG9TuZ/gvirHbAR65Hdi59u4sXJ66Wq/1ItcpOaUU+DWW4s7fyuMjp4cBI4erbxvpcmAZu1WeEezda5qqSvyzCsoN66UrMrWzRfJbHZ31sF87FjyvJlDU82KVleW1E7lLKmtVVRKi1mz4PbbuzsgQH6G04GB/NqCWTs0Y41m61J58xAanZ9QKjU/IGS1k24OCKtXJ59Dyh+C2q5Z32ZTUWRHs7VZXjK273wnWUO5UpK28otzeft4Eaa7ulg7lK9TPWtWfTmYvAqadRPXFHpY3jyEW2+tPT9hcvt4s61aVcx5izR5sl+9Sfm8Cpp1E/cp9LAZMxpb0Eaa+PXe6LGNWL4cdu8u5txFylt9Lo+Hl1qncp9Cn2o0k2i2f6lUTEDIVgbrtoCQ9b80EhAiks5lBwTrNg4KPazWrNnJLr00ufhdcUXzy7JuXXflLcpMZQb3qVXzB5t1Nnc097DsAlzPRX7OnBM7n5ul25tQGp3BPWMGfP7zxZXHrGjuU+gD9aRpnjGjuaOBuvif1Qka7VvZurX7akPWf9yn0OfqGRLZzIDQjSOL8jTaL+OAYN3OQaGH5E1Ia+WQyFWrYPv21r1f0Rrpl/F8BOsF7lPoEXkT1eDkbJ1F6NZhprVkv/yzCWtLlsBb3lJ5HQnPR7Be4D6FHpE3ZHJoKBn1A0ngKGJkUT/m9qmUDbVbO9Ot/1TrU3BNoUfUWjCnVIJf//Xmv6+UjFrqN5s2OQhYb3KfQo/I6xBdsiQJCFdf3fxcQxJcf707V816iYNCj6jUIZotmHP99cU079x5p38tm/WaItdoPkfSNyQ9Kmm3pPXp9nmS7pf0eHo/t+yYmyTtlfSYpIuLKluvOu20icfz5ydt3gBHjjT/vYaGXEMw60VF9ikcBX4nIr4n6U3ALkn3A1cDOyLiZkk3AjcCH5e0HFgDrADOBrZLeqvXaa5t8sgjgMOHi+lUhtpLdppZ9yqsphARByPie+njl4FHgUXA5UDWNbkFeH/6+HLgroh4LSKeAPYCFxZVvl7SaCqGRs2fn9zqXbLTzLpXS0YfSVoKXAB8FzgrIg5CEjgknZnutgj432WH7U+39a3yBV2WLEkS1t13X/I8Wyv5hReKTynx/PPFnt/MOkfhHc2STgfuBj4WES9V27XCtpMud5LWStopaeehQ4eaVcyOUyrBNddMLOjy5JPJojfZ88OHk1vRAaGTZ+k2uqSomdVWaFCQNIskIJQi4kvp5mclLUxfXwg8l27fD5xTdvhi4MDkc0bEWEQMR8TwggULiit8m113HbzxRrtL0bmzdCevgpbN4HZgMJueIkcfCfgC8GhE/EnZS/cAV6WPrwK+UrZ9jaTZks4FlgEPFlW+TjY6Cq+80u5SwBlndO6Q07ylRsuXFDWzxhXZp3ARcCXwiKSH0m2fAG4Gtkn6CPAU8EGAiNgtaRuwh2Tk0g39OPJo9erKeXVardNzGdWawW1mU1NYUIiIb1O5nwCgYnLliNgI9O1gx9HR9gaEbloLYMmSyrmeGk11bWYn8ozmDrJ5c3vfv1sCAlSfwW1mU+eg0EWKXLym2xbGGRlJ5ksMDXn+hFkzOSi02egozJxZe8nM009PhqgWoVsXxhkZSdKCHz+e3DsgmE2fg0IbjY4mTUb1LHzzyitJptNmWLcuGcaZ3boxIJhZMRwU2ihLWFePiOZkOl21qnOHmZpZ+zkotFFRS2NWMnt2MrrItQIzq8ZBoY1akUIiayr68Y/d5m5mtTkotFErUki4qcjMGuGg0EZFX7Bnzy72/JM5QZ1Z93NQaLOhoWLOK8EXvlDMuStxgjqz3uCg0GaVZuZOVflCOHfe2bo+hNHRZJU3J6gz634tWWTH8mUX7g0bKufyqcecOXDrre3pSM7mWuRxgjqz7uKg0AGyi/lU11Q+cqR5ZWnULbdUf90J6sy6i5uP2mx0NBmaOtWAUFSfRD1KpeorvzlBnVn3cU2hjWo1vdSjnRfdWv0FTlBn1n1cU2ijRtJcVDJnTnsvutX6C9atc0Aw60YOCm00nTQXs2YlncvtlNdfcPrpnjRn1q2KXKP5NknPSfpB2bZPSnpG0kPp7dKy126StFfSY5IuLqpc7TR5clcjli8/ce2A229v/y/xvIVuanU+m1nnKrJP4Q7gL4AvTtr+mYj4VPkGScuBNcAK4Gxgu6S39tIazdnkrmwsfyPDTzt1veTy4bRPPZXUHDZubH+wMrOpK6ymEBHfAl6oc/fLgbsi4rWIeALYC1xYVNnaYcOGkyd31TJ/fpLZtBMDQsYL3Zj1lnb0KXxU0sNp89LcdNsi4Omyffan27peNuS0kZrBKackweD5532RNbPWanVQ2AycB6wEDgKfTrdXWoyy4gh4SWsl7ZS089ChQ4UUshGT+wlWr55YXlNKhpweP17/+WbMgNtuczAws/Zo6TyFiHg2eyzpc8C96dP9wDlluy4GDuScYwwYAxgeHq4ydap4lfoJppqqApJOWo/tN7N2amlNQdLCsqcfALKRSfcAayTNlnQusAx4sJVlm4qp9BOUW7fuxBFFDghm1m6F1RQk/TXwbuDNkvYDvwe8W9JKkqahfcB1ABGxW9I2YA9wFLihU0YelUoTo2sGB+FHP0qagwYGpjfPYGjIY/nNrPMUFhQi4sMVNudm+I+IjUBHZcqZ3Dz0yisTr00nIMyY4ZxAZtaZPKO5iuk2D1UyZw588YtuJjKzzuSEeFU0Yy2AGTMcBMyse7imUMW8edM73gHBzLqNg0KOUgn+7d/q31+TZloMDjogmFn3cVDIsX49HD1a376Dg3D99R5eambdz30KFYyOwuHD+a9v3eokcGbWmxwUJqlnNbSREQcBM+tNbj6apJ7V0Eql4sthZtYODgqT1DMprdbaxGZm3cpBYZKBgdr7NGP+gplZJ3JQmGTt2tr75K1NbGbW7dzRPEmWpG5srHJT0uCg8xaZWe9yTaGCTZuSOQoRyfBTzz8ws37Rt0FhdHRihbSZM5PnlXgNYjPrJ33ZfLR6NezYMfH82LGJuQle48DM+lnf1RRKpRMDQrl65iiYmfWyvgsK1eYYTGfhHDOzXlBYUJB0m6TnJP2gbNs8SfdLejy9n1v22k2S9kp6TNLFRZWr2hyDeuYomJn1siJrCncAl0zadiOwIyKWATvS50haDqwBVqTHbJJUyCW62hyDeuYomJn1ssKCQkR8C3hh0ubLgS3p4y3A+8u23xURr0XEE8Be4MIiyrVxYzLXYLJVq9zJbGbW6j6FsyLiIEB6f2a6fRHwdNl++9NtTTcyknQol8892LoVtm8v4t3MzLpLpwxJVYVtUXFHaS2wFmDJFPNNOPW1mVllra4pPCtpIUB6/1y6fT9wTtl+i4EDlU4QEWMRMRwRwwsWLCi0sGZm/abVQeEe4Kr08VXAV8q2r5E0W9K5wDLgwRaXzcys7xXWfCTpr4F3A2+WtB/4PeBmYJukjwBPAR8EiIjdkrYBe4CjwA0R4VkDZmYtVlhQiIgP57y0Kmf/jYDzj5qZtVHfzWg2M7N8iqg4yKcrSDoEPNnEU74ZeL6J5+t0/fR5++mzQn993n76rNCczzsUERVH6nR1UGg2STsjYrjd5WiVfvq8/fRZob8+bz99Vij+87r5yMzMxjkomJnZOAeFE/Xbigr99Hn76bNCf33efvqsUPDndZ+CmZmNc03BzMzGOSikJO2T9IikhyTtbHd5mqnRBY+6Xc7n/aSkZ9Lv9yFJl7azjM0i6RxJ35D0qKTdktan23vu+63yWXv1uz1V0oOSvp9+3t9Ptxf63br5KCVpHzAcET033lnSu4AjwBcj4vx02x8DL0TEzZJuBOZGxMfbWc5myfm8nwSORMSn2lm2ZksTSy6MiO9JehOwi2Sdkqvpse+3ymf9EL353QqYExFHJM0Cvg2sB36VAr9b1xT6QIMLHnW9nM/bkyLiYER8L338MvAoyVokPff9VvmsPSkSR9Kns9JbUPB366AwIYB/kLQrXbOh1+UteNTLPirp4bR5qeubUyaTtBS4APguPf79Tvqs0KPfraQBSQ+RLDNwf0QU/t06KEy4KCJ+FvhPwA1pE4T1js3AecBK4CDw6baWpskknQ7cDXwsIl5qd3mKVOGz9ux3GxHHImIlyRozF0o6v+j3dFBIRcSB9P454MsUtEZ0B8lb8KgnRcSz6X+w48Dn6KHvN21vvhsoRcSX0s09+f1W+qy9/N1mIuKHwAPAJRT83TooAJLmpB1XSJoD/DLwg+pHdb28BY96UvafKPUBeuT7TTsjvwA8GhF/UvZSz32/eZ+1h7/bBZLOSB+fBqwG/pmCv1uPPgIk/RRJ7QCSNSb+Kl3foSeUL3gEPEuy4NHfAtuAJaQLHkVET3TO5nzed5M0LwSwD7gua5ftZpJ+AfhH4BHgeLr5EyRt7T31/Vb5rB+mN7/bt5N0JA+Q/IDfFhF/IGk+BX63DgpmZjbOzUdmZjbOQcHMzMY5KJiZ2TgHBTMzG+egYGZm4xwUzFKS/p2kuyT9q6Q9ku6T9Nacfd8t6d708WVpYrJG3usOSb/WjHKbNdPMdhfArBOkE6O+DGyJiDXptpXAWcC/VDs2Iu4hmVBUZPlmRsTRIt/DDFxTMMv8EvBGRNySbYiIh4C1ki7PtkkqSbqs/EBJV0v6i/TxHZL+TNL/lPR/s9qAEn+R1kD+jrIkZpLeIembaTLGr5WlMHhA0h9K+iZJymSzwjkomCXOJ8nPP9nngWsAJP0k8B+B+2qcayHwC8D7gJvTbR8A3gb8NPAb6XmyXD5/DvxaRLwDuA0on01/RkT8YkT0TJI362xuPjKrIiK+KekvJZ1JsrjJ3RFxNGltyvW3aXK2PZLOSre9C/jriDgGHJD09XT720gC0v3pOQdIMn1m/qaJH8esJgcFs8RuIK/j905gBFgDXFvHuV4re1wePSrllBGwOyLemXOuV+p4P7OmcfORWeLrwGxJv5FtkPRzkn4RuAP4GEBE7J7i+b8FrEkXTVlI0ocB8BiwQNI70/ecJWnFFN/DbNocFMxIlj4kafd/bzokdTfwSeBARDxLsvTj7dN4iy8Dj5Nk+NwMfDN939dJaih/JOn7wEOk/Q1m7eAsqWY1SBokuZj/bET8W7vLY1Yk1xTMqpCULWzy5w4I1g9cUzAzs3GuKZiZ2TgHBTMzG+egYGZm4xwUzMxsnIOCmZmNc1AwM7Nx/x/gruKe7q1KHAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(cdf.FUELCONSUMPTION_CITY, cdf.CO2EMISSIONS, color='blue')\n", + "plt.xlabel(\"Cylinder\")\n", + "plt.ylabel(\"Emission\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4692152e", + "metadata": { + "id": "4692152e", + "outputId": "a717a5e1-d028-4d81-c6d0-da1ead1d91f0" + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(cdf.FUELCONSUMPTION_HWY, cdf.CO2EMISSIONS, color='blue')\n", + "plt.xlabel(\"Cylinder\")\n", + "plt.ylabel(\"Emission\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b8923863", + "metadata": { + "id": "b8923863", + "outputId": "8e40142b-bb96-403f-b6aa-b0ed56f0f417" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(cdf.ENGINESIZE, cdf.CO2EMISSIONS, color='blue')\n", + "plt.xlabel(\"Engine Size\")\n", + "plt.ylabel(\"Emission\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1626b08b", + "metadata": { + "id": "1626b08b" + }, + "source": [ + "This relation between `Engine Size` and `CO2 Emissions` seems to be a `linear` relation." + ] + }, + { + "cell_type": "markdown", + "id": "80c498bb", + "metadata": { + "id": "80c498bb" + }, + "source": [ + "## Train Test Split" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ae10dffa", + "metadata": { + "id": "ae10dffa" + }, + "outputs": [], + "source": [ + "'''\n", + "msk = np.random.rand(len(df)) < 0.8 \n", + "train = cdf[msk]\n", + "test = cdf[~msk]\n", + "'''\n", + "x=cdf.iloc[:,:5]\n", + "y=cdf.iloc[:,5:]\n", + "\n", + "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2, random_state=111)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d88d16cd", + "metadata": { + "id": "d88d16cd", + "outputId": "773f570f-df5d-43d7-eac1-6c17258f6f85" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(853, 5)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e2c1e76f", + "metadata": { + "id": "e2c1e76f", + "outputId": "cc418f41-0635-4951-d65b-99bcb9f06400" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(214, 5)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_test.shape" + ] + }, + { + "cell_type": "markdown", + "id": "ec035950", + "metadata": { + "id": "ec035950" + }, + "source": [ + "## ML MODEL" + ] + }, + { + "cell_type": "markdown", + "id": "e9de888a", + "metadata": { + "id": "e9de888a" + }, + "source": [ + "### Training the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "67473024", + "metadata": { + "id": "67473024", + "outputId": "ec7a4358-b0f9-463d-8e68-e8b4f1133faa" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "regr=linear_model.LinearRegression()\n", + "train_x = np.asanyarray(x_train[['ENGINESIZE']])\n", + "train_y = np.asanyarray(y_train[['CO2EMISSIONS']])\n", + "regr.fit(train_x,train_y)" + ] + }, + { + "cell_type": "markdown", + "id": "07ec79ee", + "metadata": { + "id": "07ec79ee" + }, + "source": [ + "#### Getting Coefficient and Intercept" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "430de10b", + "metadata": { + "id": "430de10b", + "outputId": "08b2c0be-1ab7-47cd-a00b-f86cae078d28" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coefficients: [[39.15628003]]\n", + "Intercept: [124.88223706]\n" + ] + } + ], + "source": [ + "print ('Coefficients: ', regr.coef_)\n", + "print ('Intercept: ',regr.intercept_)" + ] + }, + { + "cell_type": "markdown", + "id": "e8abf4db", + "metadata": { + "id": "e8abf4db" + }, + "source": [ + "#### Plotting the results" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "33af7421", + "metadata": { + "id": "33af7421", + "outputId": "6afe062c-9490-4ccd-dd8a-0a184aa5e589" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Emission')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x_train.ENGINESIZE, y_train.CO2EMISSIONS, color='blue')\n", + "plt.plot(train_x, regr.coef_[0][0]*train_x + regr.intercept_[0], '-r')\n", + "plt.xlabel(\"Engine size\")\n", + "plt.ylabel(\"Emission\")" + ] + }, + { + "cell_type": "markdown", + "id": "0d40ed02", + "metadata": { + "id": "0d40ed02" + }, + "source": [ + "### Testing the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "42747ade", + "metadata": { + "id": "42747ade" + }, + "outputs": [], + "source": [ + "test_x=np.asanyarray(x_test[['ENGINESIZE']])\n", + "test_y=np.asanyarray(y_test[['CO2EMISSIONS']])\n", + "y_pred=regr.predict(test_x)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "b58333e1", + "metadata": { + "id": "b58333e1" + }, + "source": [ + "#### Evaluation Matrices" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2c6c4825", + "metadata": { + "id": "2c6c4825", + "outputId": "aa8ade10-7b57-43a5-fb87-5e075335eb23" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Absolute Error: 21.95\n", + "Residual sum of squares (MSE): 800.96\n", + "R2-score: 0.73\n" + ] + } + ], + "source": [ + "print(\"Mean Absolute Error:\"\" %.2f\"%np.mean(np.absolute(y_pred-test_y)))\n", + "print(\"Residual sum of squares (MSE): %.2f\" % np.mean((y_pred - test_y) ** 2))\n", + "print(\"R2-score: %.2f\" % r2_score(y_pred , test_y) )" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.12" + }, + "colab": { + "provenance": [], + "toc_visible": true + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file diff --git a/Heart_Disease_Prediction.ipynb b/Heart_Disease_Prediction.ipynb new file mode 100644 index 0000000..27f96ba --- /dev/null +++ b/Heart_Disease_Prediction.ipynb @@ -0,0 +1,2094 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "aTb-9TFFqprC" + }, + "source": [ + "Importing the Dependencies" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3q9U3S_whh3-" + }, + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import accuracy_score" + ], + "execution_count": 31, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "egMd5zeurTMR" + }, + "source": [ + "Data Collection and Processing" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0q-3-LkQrREV" + }, + "source": [ + "# loading the csv data to a Pandas DataFrame\n", + "heart_data = pd.read_csv('/content/heart_disease_data.csv')" + ], + "execution_count": 32, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "M8dQxSTqriWD", + "outputId": "5642b4f8-a15f-4158-bf9f-10bae5fd585f" + }, + "source": [ + "# print first 5 rows of the dataset\n", + "heart_data.head()" + ], + "execution_count": 36, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " age sex cp trestbps chol fbs restecg thalach exang oldpeak slope \\\n", + "0 63 1 3 145 233 1 0 150 0 2.3 0 \n", + "1 37 1 2 130 250 0 1 187 0 3.5 0 \n", + "2 41 0 1 130 204 0 0 172 0 1.4 2 \n", + "3 56 1 1 120 236 0 1 178 0 0.8 2 \n", + "4 57 0 0 120 354 0 1 163 1 0.6 2 \n", + "\n", + " ca thal target \n", + "0 0 1 1 \n", + "1 0 2 1 \n", + "2 0 2 1 \n", + "3 0 2 1 \n", + "4 0 2 1 " + ], + "text/html": [ + "\n", + "\n", + "
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\n" + ] + }, + "metadata": {}, + "execution_count": 37 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8nX1tIzbrz0u", + "outputId": "18093793-dcf1-451f-df76-203230fc72a7" + }, + "source": [ + "# number of rows and columns in the dataset\n", + "heart_data.shape" + ], + "execution_count": 38, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(303, 14)" + ] + }, + "metadata": {}, + "execution_count": 38 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7_xTcw1Sr6aJ", + "outputId": "78b68bd0-273f-411c-f179-def702e60ce6" + }, + "source": [ + "# getting some info about the data\n", + "heart_data.info()" + ], + "execution_count": 39, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 303 entries, 0 to 302\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 age 303 non-null int64 \n", + " 1 sex 303 non-null int64 \n", + " 2 cp 303 non-null int64 \n", + " 3 trestbps 303 non-null int64 \n", + " 4 chol 303 non-null int64 \n", + " 5 fbs 303 non-null int64 \n", + " 6 restecg 303 non-null int64 \n", + " 7 thalach 303 non-null int64 \n", + " 8 exang 303 non-null int64 \n", + " 9 oldpeak 303 non-null float64\n", + " 10 slope 303 non-null int64 \n", + " 11 ca 303 non-null int64 \n", + " 12 thal 303 non-null int64 \n", + " 13 target 303 non-null int64 \n", + "dtypes: float64(1), int64(13)\n", + "memory usage: 33.3 KB\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GjHtW31rsGlb", + "outputId": "b18a7070-e99a-488b-e0ba-d66011d35cc5" + }, + "source": [ + "# checking for missing values\n", + "heart_data.isnull().sum()" + ], + "execution_count": 40, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "age 0\n", + "sex 0\n", + "cp 0\n", + "trestbps 0\n", + "chol 0\n", + "fbs 0\n", + "restecg 0\n", + "thalach 0\n", + "exang 0\n", + "oldpeak 0\n", + "slope 0\n", + "ca 0\n", + "thal 0\n", + "target 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 40 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "id": "OHmcP7DJsSEP", + "outputId": "b93bc02e-ded4-44d8-9ef8-1671da5bc6e4" + }, + "source": [ + "# statistical measures about the data\n", + "heart_data.describe()" + ], + "execution_count": 41, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " age sex cp trestbps chol fbs \\\n", + "count 303.000000 303.000000 303.000000 303.000000 303.000000 303.000000 \n", + "mean 54.366337 0.683168 0.966997 131.623762 246.264026 0.148515 \n", + "std 9.082101 0.466011 1.032052 17.538143 51.830751 0.356198 \n", + "min 29.000000 0.000000 0.000000 94.000000 126.000000 0.000000 \n", + "25% 47.500000 0.000000 0.000000 120.000000 211.000000 0.000000 \n", + "50% 55.000000 1.000000 1.000000 130.000000 240.000000 0.000000 \n", + "75% 61.000000 1.000000 2.000000 140.000000 274.500000 0.000000 \n", + "max 77.000000 1.000000 3.000000 200.000000 564.000000 1.000000 \n", + "\n", + " restecg thalach exang oldpeak slope ca \\\n", + "count 303.000000 303.000000 303.000000 303.000000 303.000000 303.000000 \n", + "mean 0.528053 149.646865 0.326733 1.039604 1.399340 0.729373 \n", + "std 0.525860 22.905161 0.469794 1.161075 0.616226 1.022606 \n", + "min 0.000000 71.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 0.000000 133.500000 0.000000 0.000000 1.000000 0.000000 \n", + "50% 1.000000 153.000000 0.000000 0.800000 1.000000 0.000000 \n", + "75% 1.000000 166.000000 1.000000 1.600000 2.000000 1.000000 \n", + "max 2.000000 202.000000 1.000000 6.200000 2.000000 4.000000 \n", + "\n", + " thal target \n", + "count 303.000000 303.000000 \n", + "mean 2.313531 0.544554 \n", + "std 0.612277 0.498835 \n", + "min 0.000000 0.000000 \n", + "25% 2.000000 0.000000 \n", + "50% 2.000000 1.000000 \n", + "75% 3.000000 1.000000 \n", + "max 3.000000 1.000000 " + ], + "text/html": [ + "\n", + "\n", + "
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agesexcptrestbpscholfbsrestecgthalachexangoldpeakslopecathaltarget
count303.000000303.000000303.000000303.000000303.000000303.000000303.000000303.000000303.000000303.000000303.000000303.000000303.000000303.000000
mean54.3663370.6831680.966997131.623762246.2640260.1485150.528053149.6468650.3267331.0396041.3993400.7293732.3135310.544554
std9.0821010.4660111.03205217.53814351.8307510.3561980.52586022.9051610.4697941.1610750.6162261.0226060.6122770.498835
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50%55.0000001.0000001.000000130.000000240.0000000.0000001.000000153.0000000.0000000.8000001.0000000.0000002.0000001.000000
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\n" + ] + }, + "metadata": {}, + "execution_count": 41 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4InaOSIUsfWP", + "outputId": "adbc1a65-1e04-45ac-d577-4a032b40505d" + }, + "source": [ + "# checking the distribution of Target Variable\n", + "heart_data['target'].value_counts()" + ], + "execution_count": 42, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1 165\n", + "0 138\n", + "Name: target, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 42 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aSOBu4qDtJy5" + }, + "source": [ + "1 --> Defective Heart\n", + "\n", + "0 --> Healthy Heart" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tW8i4igjtPRC" + }, + "source": [ + "Splitting the Features and Target" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Q6yfbswrs7m3" + }, + "source": [ + "X = heart_data.drop(columns='target', axis=1)\n", + "Y = heart_data['target']" + ], + "execution_count": 43, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XJoCp4ZKtpZy", + "outputId": "b4778af9-a8ee-43ee-f8d7-670e5ef23900" + }, + "source": [ + "print(X)" + ], + "execution_count": 44, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " age sex cp trestbps chol fbs restecg thalach exang oldpeak \\\n", + "0 63 1 3 145 233 1 0 150 0 2.3 \n", + "1 37 1 2 130 250 0 1 187 0 3.5 \n", + "2 41 0 1 130 204 0 0 172 0 1.4 \n", + "3 56 1 1 120 236 0 1 178 0 0.8 \n", + "4 57 0 0 120 354 0 1 163 1 0.6 \n", + ".. ... ... .. ... ... ... ... ... ... ... \n", + "298 57 0 0 140 241 0 1 123 1 0.2 \n", + "299 45 1 3 110 264 0 1 132 0 1.2 \n", + "300 68 1 0 144 193 1 1 141 0 3.4 \n", + "301 57 1 0 130 131 0 1 115 1 1.2 \n", + "302 57 0 1 130 236 0 0 174 0 0.0 \n", + "\n", + " slope ca thal \n", + "0 0 0 1 \n", + "1 0 0 2 \n", + "2 2 0 2 \n", + "3 2 0 2 \n", + "4 2 0 2 \n", + ".. ... .. ... \n", + "298 1 0 3 \n", + "299 1 0 3 \n", + "300 1 2 3 \n", + "301 1 1 3 \n", + "302 1 1 2 \n", + "\n", + "[303 rows x 13 columns]\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nukuj-YItq1w", + "outputId": "5d0fd388-b364-467c-c1d7-345a138091b0" + }, + "source": [ + "print(Y)" + ], + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 1\n", + "1 1\n", + "2 1\n", + "3 1\n", + "4 1\n", + " ..\n", + "298 0\n", + "299 0\n", + "300 0\n", + "301 0\n", + "302 0\n", + "Name: target, Length: 303, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_EcjSE3Et18n" + }, + "source": [ + "Splitting the Data into Training data & Test Data" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "a-UUfRUxtuga" + }, + "source": [ + "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.2, stratify=Y, random_state=2)" + ], + "execution_count": 46, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "x7PrjC6zuf6X", + "outputId": "d4d5579a-2174-43c2-c1d5-a4a97f1416e9" + }, + "source": [ + "print(X.shape, X_train.shape, X_test.shape)" + ], + "execution_count": 47, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(303, 13) (242, 13) (61, 13)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "beSkZmpVuvn9" + }, + "source": [ + "Model Training" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gi2NOWZjuxzw" + }, + "source": [ + "Logistic Regression" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "4-Md74FYuqNL" + }, + "source": [ + "model = LogisticRegression()" + ], + "execution_count": 48, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 213 + }, + "id": "kCdHYxGUu7XD", + "outputId": "d7764561-6482-4041-8f53-17745d8e8a13" + }, + "source": [ + "# training the LogisticRegression model with Training data\n", + "model.fit(X_train, Y_train)" + ], + "execution_count": 49, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "LogisticRegression()" + ], + "text/html": [ + "
LogisticRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ] + }, + "metadata": {}, + "execution_count": 49 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZYIw8Gi9vXfU" + }, + "source": [ + "Model Evaluation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wmxAekfZvZa9" + }, + "source": [ + "Accuracy Score" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "g19JaUTMvPKy" + }, + "source": [ + "# accuracy on training data\n", + "X_train_prediction = model.predict(X_train)\n", + "training_data_accuracy = accuracy_score(X_train_prediction, Y_train)" + ], + "execution_count": 50, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "uQBZvBh8v7R_", + "outputId": "99a27d70-7e78-416e-90cc-277d4e7337a6" + }, + "source": [ + "print('Accuracy on Training data : ', training_data_accuracy)" + ], + "execution_count": 51, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy on Training data : 0.8512396694214877\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "mDONDJdlwBIO" + }, + "source": [ + "# accuracy on test data\n", + "X_test_prediction = model.predict(X_test)\n", + "test_data_accuracy = accuracy_score(X_test_prediction, Y_test)" + ], + "execution_count": 52, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_MBS-OqdwYpf", + "outputId": "587a4b01-f914-41ed-df78-12f665224dbe" + }, + "source": [ + "print('Accuracy on Test data : ', test_data_accuracy)" + ], + "execution_count": 53, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy on Test data : 0.819672131147541\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jIruVh3Qwq0e" + }, + "source": [ + "Building a Predictive System" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9ercruC9wb4C" + }, + "source": [ + "def heart_predict(age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal):\n", + " #input_data = (62,0,0,140,268,0,0,160,0,3.6,0,2,2)\n", + "\n", + " if sex == \"male\":\n", + " sex = 0\n", + " else:\n", + " sex = 1\n", + "\n", + " input_data = (age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal)\n", + " # change the input data to a numpy array\n", + " input_data_as_numpy_array= np.asarray(input_data)\n", + "\n", + " # reshape the numpy array as we are predicting for only on instance\n", + " input_data_reshaped = input_data_as_numpy_array.reshape(1,-1)\n", + "\n", + " prediction = model.predict(input_data_reshaped)\n", + " print(prediction)\n", + "\n", + " if (prediction[0]== 0):\n", + " print('The Person does not have a Heart Disease')\n", + " return 'The Person does not have a Heart Disease'\n", + " else:\n", + " print('The Person has Heart Disease')\n", + " return 'The Person has Heart Disease'" + ], + "execution_count": 66, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "heart_predict(62,\"female\",0,140,268,0,0,160,0,3.6,0,2,2)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 105 + }, + "id": "6TqLoYvSdvqy", + "outputId": "6deb376a-aaf0-4d49-acdd-19a01bf018b1" + }, + "execution_count": 68, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[0]\n", + "The Person does not have a Heart Disease\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning: X does not have valid feature names, but LogisticRegression was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'The Person does not have a Heart Disease'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 68 + } + ] + }, + { + "cell_type": "code", + "source": [ + "!pip install gradio" + ], + "metadata": { + "id": "Pj-_QPOjerwR" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import gradio as gr\n", + "\n", + "\n", + "def heart_predict(age,sex_R,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal):\n", + " #input_data = (62,0,0,140,268,0,0,160,0,3.6,0,2,2)\n", + " sex=\"\"\n", + " if sex == \"male\":\n", + " sex = 0\n", + " else:\n", + " sex = 1\n", + "\n", + "\n", + " input_data = (age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal)\n", + " # change the input data to a numpy array\n", + " input_data_as_numpy_array= np.asarray(input_data)\n", + "\n", + " # reshape the numpy array as we are predicting for only on instance\n", + " input_data_reshaped = input_data_as_numpy_array.reshape(1,-1)\n", + "\n", + " prediction = model.predict(input_data_reshaped)\n", + " print(prediction)\n", + "\n", + " if (prediction[0]== 0):\n", + " print('The Person does not have a Heart Disease')\n", + " return 'The Person does not have a Heart Disease'\n", + " else:\n", + " print('The Person has Heart Disease')\n", + " return 'The Person has Heart Disease'\n", + "\n", + "\n", + "\n", + "demo = gr.Interface(\n", + " fn=heart_predict,\n", + " inputs = [\n", + " gr.Slider(1, 100, value=62, label=\"age\", info=\"Choose between 1 and 20\"),\n", + " gr.Radio([\"male\",\"female\"], value=\"male\", label=\"sex\", info=\"select\"),\n", + " gr.Slider(1, 100, value=0, label=\"cp\", info=\"Choose between 1 and 100\"),\n", + " gr.Slider(1, 50, value=140, label=\"trestbps\", info=\"Choose between 1 and 50\"),\n", + " gr.Slider(1, 200, value=268, label=\"chol\", info=\"Choose between 1 and 200\"),\n", + " gr.Slider(1, 100, value=0, label=\"fbs\", info=\"Choose between 1 and 100\"),\n", + " gr.Slider(0.0, 2.0, value=0, label=\"restecg\", info=\"Choose between 0.0 and 1.0\"),\n", + " gr.Slider(1, 100, value=160, label=\"thalach\", info=\"Choose between 1 and 100\"),\n", + " gr.Slider(1, 100, value=0, label=\"exang\", info=\"Choose between 1 and 100\"),\n", + " gr.Slider(1, 100, value=3.6, label=\"oldpeak\", info=\"Choose between 1 and 100\"),\n", + " gr.Slider(1, 100, value=0, label=\"slope\", info=\"Choose between 1 and 100\"),\n", + " gr.Slider(1, 100, value=2, label=\"ca\", info=\"Choose between 1 and 100\"),\n", + " gr.Slider(1, 100, value=2, label=\"thal\", info=\"Choose between 1 and 100\"),\n", + " ],\n", + " outputs = \"text\",\n", + ")\n", + "\n", + "if __name__ == \"__main__\":\n", + " demo.launch(share=True)" + ], + "metadata": { + "id": "rHTI898ReobN", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 591 + }, + "outputId": "8e6ee358-362c-40e4-f2c3-f96365cf84c8" + }, + "execution_count": 78, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n", + "Running on public URL: https://fa5723ef355d41fbeb.gradio.live\n", + "\n", + "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "
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"Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: gradio in /home/yash/.local/lib/python3.10/site-packages (4.16.0)\n", + "Requirement already satisfied: typing-extensions~=4.0 in /home/yash/.local/lib/python3.10/site-packages (from gradio) (4.9.0)\n", + "Requirement already satisfied: altair<6.0,>=4.2.0 in /home/yash/.local/lib/python3.10/site-packages (from gradio) (5.2.0)\n", + "Requirement already satisfied: importlib-resources<7.0,>=1.3 in /home/yash/.local/lib/python3.10/site-packages (from gradio) (6.1.1)\n", + "Requirement already satisfied: numpy~=1.0 in /home/yash/.local/lib/python3.10/site-packages (from gradio) (1.26.3)\n", + "Requirement already satisfied: pydub in /home/yash/.local/lib/python3.10/site-packages (from gradio) (0.25.1)\n", + "Requirement already satisfied: tomlkit==0.12.0 in /home/yash/.local/lib/python3.10/site-packages (from gradio) (0.12.0)\n", + "Requirement already satisfied: fastapi in 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urllib3<3,>=1.21.1 in /usr/lib/python3/dist-packages (from requests->huggingface-hub>=0.19.3->gradio) (1.26.5)\n", + "Requirement already satisfied: mdurl~=0.1 in /home/yash/.local/lib/python3.10/site-packages (from markdown-it-py>=2.2.0->rich<14.0.0,>=10.11.0->typer[all]<1.0,>=0.9->gradio) (0.1.2)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install opencv-python\n", + "%pip install gradio" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "GCJIckjqL53Q" + }, + "outputs": [], + "source": [ + "import cv2" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "EZjTKX5QMt2G" + }, + "outputs": [], + "source": [ + "image = cv2.imread('./tomAndJerry.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "TgMu312QRWS4" + }, + "outputs": [], + "source": [ + "gray_image = cv2.cvtColor(image,cv2.COLOR_BGR2GRAY)\n", + "inverted = 255-gray_image\n", + "blurred = cv2.GaussianBlur(inverted, (21,21),0)\n", + "invertedblur = 255 - blurred\n", + "pencilsketch = cv2.divide(gray_image, invertedblur, scale = 256.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-GqFrmLDSVSQ", + "outputId": "260333ad-c3df-4e25-b442-a253b5934347" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cv2.imwrite('./result.png', pencilsketch)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on local URL: http://127.0.0.1:7861\n", + "\n", + "To create a public link, set `share=True` in `launch()`.\n" + ] + }, + { + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import gradio as gr\n", + "import cv2\n", + "import numpy as np\n", + "from PIL import Image\n", + "\n", + "def pencil_sketch(input_image):\n", + " # Convert the image to a NumPy array\n", + " image = np.array(input_image)\n", + " gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n", + " inverted = 255 - gray_image\n", + " blurred = cv2.GaussianBlur(inverted, (21, 21), 0)\n", + " invertedblur = 255 - blurred\n", + " pencilsketch = cv2.divide(gray_image, invertedblur, scale=256.0)\n", + "\n", + " # Convert the processed image to a PIL Image object\n", + " pencilsketch_pil = Image.fromarray(pencilsketch.astype(\"uint8\"), 'L')\n", + " return pencilsketch_pil\n", + "\n", + "iface = gr.Interface(fn=pencil_sketch, inputs=\"image\", outputs=\"image\")\n", + "iface.launch()\n" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/Sales_Prediction.ipynb b/Sales_Prediction.ipynb new file mode 100644 index 0000000..d4ab18c --- /dev/null +++ b/Sales_Prediction.ipynb @@ -0,0 +1,2350 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "LVXbklWLb_Qm" + }, + "source": [ + "Importing the Dependencies" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: numpy in /home/yash/.local/lib/python3.10/site-packages (1.26.3)\n", + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: pandas in /home/yash/.local/lib/python3.10/site-packages (2.2.0)\n", + "Requirement already satisfied: pytz>=2020.1 in /usr/lib/python3/dist-packages (from pandas) (2022.1)\n", + "Requirement already satisfied: numpy<2,>=1.22.4 in /home/yash/.local/lib/python3.10/site-packages (from pandas) (1.26.3)\n", + "Requirement already satisfied: tzdata>=2022.7 in /home/yash/.local/lib/python3.10/site-packages (from pandas) (2023.4)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in /home/yash/.local/lib/python3.10/site-packages (from pandas) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n", + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: matplotlib in /home/yash/.local/lib/python3.10/site-packages (3.8.2)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib) (1.2.0)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: packaging>=20.0 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib) (23.2)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/lib/python3/dist-packages (from matplotlib) (2.4.7)\n", + "Requirement already satisfied: numpy<2,>=1.21 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib) (1.26.3)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib) (4.47.2)\n", + "Requirement already satisfied: cycler>=0.10 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib) (0.12.1)\n", + "Requirement already satisfied: pillow>=8 in /usr/lib/python3/dist-packages (from matplotlib) (9.0.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib) (1.4.5)\n", + "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: seaborn in /home/yash/.local/lib/python3.10/site-packages (0.13.2)\n", + "Requirement already satisfied: pandas>=1.2 in /home/yash/.local/lib/python3.10/site-packages (from seaborn) (2.2.0)\n", + "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /home/yash/.local/lib/python3.10/site-packages (from seaborn) (1.26.3)\n", + "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /home/yash/.local/lib/python3.10/site-packages (from seaborn) (3.8.2)\n", + "Requirement already satisfied: cycler>=0.10 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.5)\n", + "Requirement already satisfied: pillow>=8 in /usr/lib/python3/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (9.0.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.2.0)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.8.2)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.47.2)\n", + "Requirement already satisfied: packaging>=20.0 in /home/yash/.local/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (23.2)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/lib/python3/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.4.7)\n", + "Requirement already satisfied: pytz>=2020.1 in /usr/lib/python3/dist-packages (from pandas>=1.2->seaborn) (2022.1)\n", + "Requirement already satisfied: tzdata>=2022.7 in /home/yash/.local/lib/python3.10/site-packages (from pandas>=1.2->seaborn) (2023.4)\n", + "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n", + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: scikit-learn in /home/yash/.local/lib/python3.10/site-packages (1.4.0)\n", + "Requirement already satisfied: joblib>=1.2.0 in /home/yash/.local/lib/python3.10/site-packages (from scikit-learn) (1.3.2)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/yash/.local/lib/python3.10/site-packages (from scikit-learn) (3.2.0)\n", + "Requirement already satisfied: scipy>=1.6.0 in /home/yash/.local/lib/python3.10/site-packages (from scikit-learn) (1.12.0)\n", + "Requirement already satisfied: numpy<2.0,>=1.19.5 in /home/yash/.local/lib/python3.10/site-packages (from scikit-learn) (1.26.3)\n", + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: xgboost in /home/yash/.local/lib/python3.10/site-packages (2.0.3)\n", + "Requirement already satisfied: scipy in /home/yash/.local/lib/python3.10/site-packages (from xgboost) (1.12.0)\n", + "Requirement already satisfied: numpy in /home/yash/.local/lib/python3.10/site-packages (from xgboost) (1.26.3)\n" + ] + } + ], + "source": [ + "!pip install numpy\n", + "!pip install pandas\n", + "!pip install matplotlib\n", + "!pip install seaborn\n", + "!pip install scikit-learn\n", + "!pip install xgboost" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "fwjseYJUbhIu" + }, + "outputs": [], + "source": [ + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.model_selection import train_test_split\n", + "from xgboost import XGBRegressor\n", + "from sklearn import metrics" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "T6Qv_wKjrP1A" + }, + "source": [ + "Data Collection and Processing" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "AFU14Fvbcs8A" + }, + "outputs": [], + "source": [ + "# loading the data from csv file to Pandas DataFrame\n", + "big_mart_data = pd.read_csv('./Train.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 313 + }, + "id": "22sDgYb0da9x", + "outputId": 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Item_IdentifierItem_WeightItem_Fat_ContentItem_VisibilityItem_TypeItem_MRPOutlet_IdentifierOutlet_Establishment_YearOutlet_SizeOutlet_Location_TypeOutlet_TypeItem_Outlet_Sales
0FDA159.30Low Fat0.016047Dairy249.8092OUT0491999MediumTier 1Supermarket Type13735.1380
1DRC015.92Regular0.019278Soft Drinks48.2692OUT0182009MediumTier 3Supermarket Type2443.4228
2FDN1517.50Low Fat0.016760Meat141.6180OUT0491999MediumTier 1Supermarket Type12097.2700
3FDX0719.20Regular0.000000Fruits and Vegetables182.0950OUT0101998NaNTier 3Grocery Store732.3800
4NCD198.93Low Fat0.000000Household53.8614OUT0131987HighTier 3Supermarket Type1994.7052
\n", + "
" + ], + "text/plain": [ + " Item_Identifier Item_Weight Item_Fat_Content Item_Visibility \\\n", + "0 FDA15 9.30 Low Fat 0.016047 \n", + "1 DRC01 5.92 Regular 0.019278 \n", + "2 FDN15 17.50 Low Fat 0.016760 \n", + "3 FDX07 19.20 Regular 0.000000 \n", + "4 NCD19 8.93 Low Fat 0.000000 \n", + "\n", + " Item_Type Item_MRP Outlet_Identifier \\\n", + "0 Dairy 249.8092 OUT049 \n", + "1 Soft Drinks 48.2692 OUT018 \n", + "2 Meat 141.6180 OUT049 \n", + "3 Fruits and Vegetables 182.0950 OUT010 \n", + "4 Household 53.8614 OUT013 \n", + "\n", + " Outlet_Establishment_Year Outlet_Size Outlet_Location_Type \\\n", + "0 1999 Medium Tier 1 \n", + "1 2009 Medium Tier 3 \n", + "2 1999 Medium Tier 1 \n", + "3 1998 NaN Tier 3 \n", + "4 1987 High Tier 3 \n", + "\n", + " Outlet_Type Item_Outlet_Sales \n", + "0 Supermarket Type1 3735.1380 \n", + "1 Supermarket Type2 443.4228 \n", + "2 Supermarket Type1 2097.2700 \n", + "3 Grocery Store 732.3800 \n", + "4 Supermarket Type1 994.7052 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# first 5 rows of the dataframe\n", + "big_mart_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "t_HuzdTTdiqb", + "outputId": "6eed5dea-94dd-4285-af7f-13b41a3b106a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(8523, 12)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# number of data points & number of features\n", + "big_mart_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YzjdyEigd0GM", + "outputId": "f7e1f5b5-7a95-4d94-97c2-8a8901e2b8b7" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 8523 entries, 0 to 8522\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Item_Identifier 8523 non-null object \n", + " 1 Item_Weight 7060 non-null float64\n", + " 2 Item_Fat_Content 8523 non-null object \n", + " 3 Item_Visibility 8523 non-null float64\n", + " 4 Item_Type 8523 non-null object \n", + " 5 Item_MRP 8523 non-null float64\n", + " 6 Outlet_Identifier 8523 non-null object \n", + " 7 Outlet_Establishment_Year 8523 non-null int64 \n", + " 8 Outlet_Size 6113 non-null object \n", + " 9 Outlet_Location_Type 8523 non-null object \n", + " 10 Outlet_Type 8523 non-null object \n", + " 11 Item_Outlet_Sales 8523 non-null float64\n", + "dtypes: float64(4), int64(1), object(7)\n", + "memory usage: 799.2+ KB\n" + ] + } + ], + "source": [ + "# getting some information about thye dataset\n", + "big_mart_data.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2cncN8QXfeXm" + }, + "source": [ + "Categorical Features:\n", + "- Item_Identifier\n", + "- Item_Fat_Content\n", + "- Item_Type\n", + "- Outlet_Identifier\n", + "- Outlet_Size\n", + "- Outlet_Location_Type\n", + "- Outlet_Type" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fcsNUlTtej1f", + "outputId": "0aab948e-1b31-4afe-9786-af6d7e8dce13" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Item_Identifier 0\n", + "Item_Weight 1463\n", + "Item_Fat_Content 0\n", + "Item_Visibility 0\n", + "Item_Type 0\n", + "Item_MRP 0\n", + "Outlet_Identifier 0\n", + "Outlet_Establishment_Year 0\n", + "Outlet_Size 2410\n", + "Outlet_Location_Type 0\n", + "Outlet_Type 0\n", + "Item_Outlet_Sales 0\n", + "dtype: int64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# checking for missing values\n", + "big_mart_data.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "N-yzq6Tvkpak" + }, + "source": [ + "Handling Missing Values" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0Iim8oBml0H6", + "outputId": "c51e4463-01e8-4eea-ada8-eeddff190695" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "12.857645184135976" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# mean value of \"Item_Weight\" column\n", + "big_mart_data['Item_Weight'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "HonvBOteewkc" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_13701/2509980927.py:2: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n", + "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n", + "\n", + "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n", + "\n", + "\n", + " big_mart_data['Item_Weight'].fillna(big_mart_data['Item_Weight'].mean(), inplace=True)\n" + ] + } + ], + "source": [ + "# filling the missing values in \"Item_weight column\" with \"Mean\" value\n", + "big_mart_data['Item_Weight'].fillna(big_mart_data['Item_Weight'].mean(), inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "euBwdTyMnzCr", + "outputId": "00877f0a-12d7-4f4f-fc61-66c0f6866cee" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 Medium\n", + "Name: Outlet_Size, dtype: object" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# mode of \"Outlet_Size\" column\n", + "big_mart_data['Outlet_Size'].mode()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "2-DBh6DP-cA3" + }, + "outputs": [], + "source": [ + "# filling the missing values in \"Outlet_Size\" column with Mode\n", + "mode_of_Outlet_size = big_mart_data.pivot_table(values='Outlet_Size', columns='Outlet_Type', aggfunc=(lambda x: x.mode()[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yo415g27-4wp", + "outputId": "81cdc81c-add7-42cf-d7b0-5889b7e9c8fa" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Outlet_Type Grocery Store Supermarket Type1 Supermarket Type2 \\\n", + "Outlet_Size Small Small Medium \n", + "\n", + "Outlet_Type Supermarket Type3 \n", + "Outlet_Size Medium \n" + ] + } + ], + "source": [ + "print(mode_of_Outlet_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "id": "uMBQoiBC_NQf" + }, + "outputs": [], + "source": [ + "miss_values = big_mart_data['Outlet_Size'].isnull()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zyt9Y0dd_20a", + "outputId": "b12842c7-042a-4df9-89c4-c6c6b7a6bab8" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 True\n", + "4 False\n", + " ... \n", + "8518 False\n", + "8519 True\n", + "8520 False\n", + "8521 False\n", + "8522 False\n", + "Name: Outlet_Size, Length: 8523, dtype: bool\n" + ] + } + ], + "source": [ + "print(miss_values)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "torjizDt_lRK" + }, + "outputs": [], + "source": [ + "big_mart_data.loc[miss_values, 'Outlet_Size'] = big_mart_data.loc[miss_values,'Outlet_Type'].apply(lambda x: mode_of_Outlet_size[x])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Oo1Jor0qme3C", + "outputId": "b9560cba-5a41-43a4-b96d-93f4b0b82f0d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Item_Identifier 0\n", + "Item_Weight 0\n", + "Item_Fat_Content 0\n", + "Item_Visibility 0\n", + "Item_Type 0\n", + "Item_MRP 0\n", + "Outlet_Identifier 0\n", + "Outlet_Establishment_Year 0\n", + "Outlet_Size 0\n", + "Outlet_Location_Type 0\n", + "Outlet_Type 0\n", + "Item_Outlet_Sales 0\n", + "dtype: int64" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# checking for missing values\n", + "big_mart_data.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rIC7GbtbsBRd" + }, + "source": [ + "Data Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "id": "E4Vyd4StBoBE", + "outputId": "93380e15-e762-421b-98f3-14c2d0f755d8" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Item_WeightItem_VisibilityItem_MRPOutlet_Establishment_YearItem_Outlet_Sales
count8523.0000008523.0000008523.0000008523.0000008523.000000
mean12.8576450.066132140.9927821997.8318672181.288914
std4.2261240.05159862.2750678.3717601706.499616
min4.5550000.00000031.2900001985.00000033.290000
25%9.3100000.02698993.8265001987.000000834.247400
50%12.8576450.053931143.0128001999.0000001794.331000
75%16.0000000.094585185.6437002004.0000003101.296400
max21.3500000.328391266.8884002009.00000013086.964800
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" + ], + "text/plain": [ + " Item_Weight Item_Visibility Item_MRP Outlet_Establishment_Year \\\n", + "count 8523.000000 8523.000000 8523.000000 8523.000000 \n", + "mean 12.857645 0.066132 140.992782 1997.831867 \n", + "std 4.226124 0.051598 62.275067 8.371760 \n", + "min 4.555000 0.000000 31.290000 1985.000000 \n", + "25% 9.310000 0.026989 93.826500 1987.000000 \n", + "50% 12.857645 0.053931 143.012800 1999.000000 \n", + "75% 16.000000 0.094585 185.643700 2004.000000 \n", + "max 21.350000 0.328391 266.888400 2009.000000 \n", + "\n", + " Item_Outlet_Sales \n", + "count 8523.000000 \n", + "mean 2181.288914 \n", + "std 1706.499616 \n", + "min 33.290000 \n", + "25% 834.247400 \n", + "50% 1794.331000 \n", + "75% 3101.296400 \n", + "max 13086.964800 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "big_mart_data.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GdDN9rvWuICQ" + }, + "source": [ + "Numerical Features" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "id": "1GKY5qyrtJqs" + }, + "outputs": [], + "source": [ + "sns.set()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 742 + }, + "id": "5rksM5MimhOF", + "outputId": "52165cdb-7ff3-4dcb-86b7-973aa9b0e846" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_13701/1330319193.py:3: UserWarning: \n", + "\n", + "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", + "\n", + "Please adapt your code to use either `displot` (a figure-level function with\n", + "similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "\n", + "For a guide to updating your code to use the new functions, please see\n", + "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", + "\n", + " sns.distplot(big_mart_data['Item_Weight'])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Item_Weight distribution\n", + "plt.figure(figsize=(6,6))\n", + "sns.distplot(big_mart_data['Item_Weight'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 742 + }, + "id": "LE1yDwIxsOAl", + "outputId": "4bffef8d-49dc-42be-df37-63540e75db5e" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_13701/193435663.py:3: UserWarning: \n", + "\n", + "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", + "\n", + "Please adapt your code to use either `displot` (a figure-level function with\n", + "similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "\n", + "For a guide to updating your code to use the new functions, please see\n", + "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", + "\n", + " sns.distplot(big_mart_data['Item_Visibility'])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Item Visibility distribution\n", + "plt.figure(figsize=(6,6))\n", + "sns.distplot(big_mart_data['Item_Visibility'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 741 + }, + "id": "-qLPjmVSsYVN", + "outputId": "0ba023d2-cb09-4ed6-f890-4c20f6f69740" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_13701/1610987680.py:3: UserWarning: \n", + "\n", + "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", + "\n", + "Please adapt your code to use either `displot` (a figure-level function with\n", + "similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "\n", + "For a guide to updating your code to use the new functions, please see\n", + "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", + "\n", + " sns.distplot(big_mart_data['Item_MRP'])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Item MRP distribution\n", + "plt.figure(figsize=(6,6))\n", + "sns.distplot(big_mart_data['Item_MRP'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 742 + }, + "id": "pEPbiUEjttpz", + "outputId": "4d91e31e-a2cf-4d41-8bd7-e7b85977b0f0" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_13701/1323853436.py:3: UserWarning: \n", + "\n", + "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", + "\n", + "Please adapt your code to use either `displot` (a figure-level function with\n", + "similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "\n", + "For a guide to updating your code to use the new functions, please see\n", + "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", + "\n", + " sns.distplot(big_mart_data['Item_Outlet_Sales'])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Item_Outlet_Sales distribution\n", + "plt.figure(figsize=(6,6))\n", + "sns.distplot(big_mart_data['Item_Outlet_Sales'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 551 + }, + "id": "S1PNqe_3uLfU", + "outputId": "97a34bfe-7196-476e-c223-ba656261bde9" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Outlet_Establishment_Year column\n", + "plt.figure(figsize=(6,6))\n", + "sns.countplot(x='Outlet_Establishment_Year', data=big_mart_data)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IGtSKeFnuNJy" + }, + "source": [ + "Categorical Features" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 550 + }, + "id": "6hXxeo9dt-Js", + "outputId": "72858770-2fa9-4354-d080-d4cd3032d63e" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Item_Fat_Content column\n", + "plt.figure(figsize=(6,6))\n", + "sns.countplot(x='Item_Fat_Content', data=big_mart_data)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 231 + }, + "id": "RHm0Sh8vuyKM", + "outputId": "89f9c881-9ef0-4f50-d1e6-5b101e3bb9b7" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Item_Type column\n", + "plt.figure(figsize=(30,6))\n", + "sns.countplot(x='Item_Type', data=big_mart_data)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 553 + }, + "id": "nLkJIy3NF2Gd", + "outputId": "20f43299-cb0c-4d20-f04f-a8b98a20f91a" + }, + "outputs": [ + { + "data": { + "image/png": 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G2rdvnxYuXKh9+/Zp2bJlkqQdO3Zo5MiR6tOnjyZPnqx//vOf+u///m/VrVtXf/zjH137mjVrljIzMzVp0iSFhYVpyZIlGjp0qNasWaP69etLkux2u4YMGaIWLVpo4cKFOnbsmFJTU3X27FlNmzatWv4fAACAy/OpgOndu7fbz7GxsQoICNDUqVN17NgxhYWF6cUXX1S7du305JNPSpI6duyoQ4cOacGCBa6AOXr0qFauXKnp06erT58+kqS2bduqc+fOWr58uYYNGyZJWr58uc6cOaNFixapQYMGkqTi4mLNnDlTI0aMUFhY2FU6cgAAcCV86hJSWUrDorCwUAUFBdq+fbvbmRZJSk5O1v79+3X48GFJ0pYtW1RSUuI2rkGDBoqPj1dWVpbrtqysLMXFxbkeQ5KSkpJUUlKirVu3Vt1BAQCACvHJgCkuLta5c+f09ddfa/HixerSpYuaNGmiH374QYWFhYqIiHAbHxkZKUmuNS7Z2dlq2LChgoKCPMZduA4mOzvbY182m02hoaFlrpcBAAC+wacuIZXq3Lmzjh07Jknq1KmT5s6dK+n8mhXpfGRcqPTn0u0Oh8O1zuXX40rHlI779b4kKSgoyG2cN2rV8sk2BFz8/HiO1kT8ueNa4ZMBk5aWpvz8fH3//fd68cUX9cgjj+jll1+u7mmVm9VqUXBw3eqeBgB4sNlqV/cUgErhkwHz+9//XpIUExOjtm3bqnfv3lq/fr1atmwpSR5vq3Y4HJLkumRks9l0+vRpj/06HA63y0o2m81jX9L5Mzm/vvx0JUpKnHI48ry+P3A1+PlZ+cusBnI48lVcXFLd0wDKZLPVLvdZQp8MmAtFRUXJ399fP/zwg7p06SJ/f39lZ2erU6dOrjGl61VK17NEREToP//5j0eI/HrNS0REhMdal9zcXP38888ea2OuVFERLxAAfE9xcQmvT7gm+PzF0C+//FKFhYVq0qSJAgICFBsbqw8//NBtTGZmpiIjI9WkSRNJUkJCgqxWq9atW+caY7fbtWXLFiUmJrpuS0xM1Keffuo6gyNJa9euldVqVXx8fBUfGQAA8JZPnYEZOXKkbrrpJkVFRem6667Td999p4yMDEVFRenOO++UJD366KMaPHiwZsyYoaSkJG3fvl2rV6/WvHnzXPv5zW9+oz59+mj27NmyWq0KCwvT0qVLVb9+ffXv3981rn///nr99df15z//WSNGjNCxY8c0e/Zs9e/fn8+AAQDAh/lUwLRr106ZmZlKS0uT0+lU48aN1bdvX6WkpCggIECS1L59ey1cuFDz58/XypUr9dvf/lazZs1SUlKS276mTJmiunXrau7cuTpz5oxuueUWvfzyy27vTgoKCtKrr76qp556Sn/+859Vt25d9enTR2PHjr2qxw0AAK6Mxel0Oqt7Etea4uISnThxprqnAVxSrVpWBQfX1eTnM3XgyMnqng6qWIvGwXr6sWSdPHmGNTDwWSEhdcu9iNfn18AAAAD8GgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4/jUlzniPKvVIqvVUt3TwFVSUuJUSQlfSQYAV4KA8TFWq0UNGtQp95dZwXzFxSU6dSqPiAGAK0DA+Bir1SI/P6sWv7VVR47bq3s6qGKNGwXpzwPiZbVaCBgAuAIEjI86ctyuA0dOVvc0AADwSVynAAAAxvE6YN5//30dPnz4otsPHz6s999/39vdAwAAXJTXAfPEE09o586dF92+a9cuPfHEE97uHgAA4KK8Dhin89ILDvPy8uTn5+ft7gEAAC7qihbxfvfdd/ruu+9cP+/YsUPFxcUe4xwOh5YvX67w8PCKzxAAAOBXrihgPvroIy1atEiSZLFY9Pbbb+vtt98uc6zNZtOzzz5b8RkCAAD8yhUFzP33368//OEPcjqd6tu3r0aPHq3ExES3MRaLRbVr11azZs1Uqxbv0gYAAJXvigqjUaNGatSokSTptddeU2RkpBo2bFglEwMAALgYr0+RdOjQoTLnAQAAUG4VusbzySefaOXKlTp06JAcDofHO5MsFos++uijCk0QAADg17wOmJdeeklz585Vw4YN1a5dO0VFRVXmvAAAAC7K64B57bXX1LFjR6Wlpcnf378y5wQAAHBJXn+QncPhUPfu3YkXAABw1XkdMG3btlVOTk5lzgUAAKBcvA6YGTNmaP369Vq1alVlzgcAAOCyvF4DM2bMGBUVFWnChAmaMWOGfvOb38hqde8hi8WiDz74oMKTBAAAuJDXAdOgQQM1aNBAzZs3r8z5AAAAXJbXAfP6669X5jwAAADKzes1MAAAANXF6zMw//rXv8o17rbbbvP2IQAAAMrkdcAMGjRIFovlsuO+/fZbbx8CAACgTBX6JN5fKy4u1pEjR/TOO++opKRE48aNq9DkAAAAylIl30Z97733auDAgfrss88UFxfn7UMAAACUqUoW8VqtVvXo0UMrVqyoit0DAIAarsrehWS325Wbm1tVuwcAADWY15eQfvzxxzJvdzgc2rFjhzIyMtS+fXuvJwYAAHAxXgdMly5dLvouJKfTqejoaM2cOdPriQEAAFyM1wHz9NNPewSMxWKRzWZTs2bN1LJlywpPDgAAoCxeB8y9995bmfMAAAAoN68D5kLff/+9jhw5Iklq3LgxZ18AAECVqlDAfPTRR0pNTXXFS6kmTZpo0qRJ6tq1a4UmBwAAUBavA2bz5s0aPXq0fvvb32rs2LGKjIyUJO3fv1/vvPOORo0apSVLligxMbHSJgsAACBVIGBeeOEFRUVF6c0331SdOnVct3ft2lUPPPCABg4cqMWLFxMwAACg0nn9QXZ79uzRf/3Xf7nFS6k6deronnvu0Z49eyo0OQAAgLJ4HTCBgYGy2+0X3W632xUYGOjt7gEAAC7K64CJjY3Va6+9pp07d3ps+/LLL/X666/zRY4AAKBKeL0G5vHHH1f//v01cOBAtWvXTuHh4ZKknJwc7dq1Sw0bNtT48eMrbaIAAAClvD4D07RpU33wwQcaNGiQ7Ha7MjMzlZmZKbvdrsGDB+t///d/1aRJk8qcKwAAgKQKnIEpKipSYGCgJk+erMmTJ3tsP336tIqKilSrVqV8Vh4AAICL12dgZs2apf79+190+4ABA5Samurt7gEAAC7K64D55JNP1L1794tu7969u7KysrzdPQAAwEV5HTDHjx9XWFjYRbc3atRIx44d83b3AAAAF+V1wDRo0EA5OTkX3b5//37Vq1fP290DAABclNcB06lTJy1fvlzffPONx7avv/5a77zzDl8jAAAAqoTXbxF67LHH9Mknn6hv377q0qWLWrZsKUnat2+fNm3apJCQED322GOVNlEAAIBSXgdMWFiY/v73v2vu3LnasGGD1q9fL0mqV6+eevXqpbFjx15yjQwAAIC3KvQhLY0aNdKzzz4rp9OpEydOSJJCQkJksVgqZXIAAABlqZRPmbNYLGrYsGFl7AoAAOCyvF7ECwAAUF0IGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxvGpgPnHP/6hRx99VImJiYqOjlbv3r21cuVKOZ1Ot3ErVqxQ9+7d1bZtW919993atGmTx75yc3M1efJkdejQQTExMRo9erSOHz/uMe7zzz9Xv3791K5dO3Xu3FlpaWkejwcAAHyLTwXMK6+8otq1a2vSpEl68cUXlZiYqKlTp2rx4sWuMWvWrNHUqVOVlJSk9PR0RUdHa+TIkfriiy/c9jVmzBht3bpVM2bM0Jw5c5STk6Nhw4apqKjINebgwYNKSUlRaGioli5dqiFDhmjBggVatmzZ1TpkAADghVrVPYELvfjiiwoJCXH9HBcXp1OnTunll1/W//t//09Wq1ULFixQjx49NGbMGElSx44dtXfvXi1evFjp6emSpJ07d2rLli3KyMhQQkKCJCk8PFzJyclat26dkpOTJUkZGRkKDg7Wc889p4CAAMXFxenEiRNasmSJBg0apICAgKv7PwAAAJSLT52BuTBeSrVq1UqnT59WXl6eDh06pAMHDigpKcltTHJysrZt26aCggJJUlZWlmw2m+Lj411jIiIi1KpVK2VlZbluy8rKUteuXd1CJTk5WQ6HQzt37qzswwMAAJXEpwKmLP/+978VFhamevXqKTs7W9L5sykXioyMVGFhoQ4dOiRJys7OVnh4uCwWi9u4iIgI1z7y8vL0008/KSIiwmOMxWJxjQMAAL7Hpy4h/dqOHTuUmZmpiRMnSpLsdrskyWazuY0r/bl0u8PhUP369T32FxQUpN27d0s6v8i3rH0FBASodu3arn15q1Yt79rQz8/nmxJVoDr+3Hmu1Uz8ueNa4bMBc/ToUY0dO1axsbEaPHhwdU/nilitFgUH163uacAgNlvt6p4Cagiea7hW+GTAOBwODRs2TA0aNNDChQtltZ7/F0NQUJCk82dPQkND3cZfuN1ms+no0aMe+7Xb7a4xpWdoSs/ElCooKFB+fr5rnDdKSpxyOPK8uq+fn5UXmBrI4chXcXHJVX1Mnms1U3U814Dystlql/ssoc8FzNmzZzVixAjl5ubq7bffdrsUVLpeJTs7223tSnZ2tvz9/dW0aVPXuG3btsnpdLqtg8nJydGNN94oSapTp45uuOEGj7UuOTk5cjqdHmtjrlRRES8QKL/i4hKeM7gqeK7hWuFTF0OLioo0ZswYZWdn66WXXlJYWJjb9qZNm6pFixZau3at2+2ZmZmKi4tzvZsoMTFRdrtd27Ztc43JycnRN998o8TERNdtiYmJ2rBhgwoLC932ZbPZFBMTUxWHCAAAKoFPnYGZOXOmNm3apEmTJun06dNuH07XunVrBQQEaNSoURo/fryaNWum2NhYZWZmateuXXrjjTdcY2NiYpSQkKDJkydr4sSJCgwM1Lx58xQVFaVu3bq5xqWkpGjVqlUaN26cBgwYoL179yojI0Njx47lM2AAAPBhPhUwW7dulSSlpqZ6bNuwYYOaNGminj17Kj8/X+np6UpLS1N4eLgWLVrkccZk/vz5euaZZzRt2jQVFRUpISFBU6ZMUa1a/3fIzZs3V0ZGhlJTUzV8+HCFhIRo9OjReuihh6r2QAEAQIVYnHzxT6UrLi7RiRNnvLpvrVpWBQfX1eTnM3XgyMlKnhl8TYvGwXr6sWSdPHnmqq9L4LlWs1Tncw0or5CQuuVexOtTa2AAAADKg4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHF8KmAOHjyoadOmqXfv3mrdurV69uxZ5rgVK1aoe/fuatu2re6++25t2rTJY0xubq4mT56sDh06KCYmRqNHj9bx48c9xn3++efq16+f2rVrp86dOystLU1Op7PSjw0AAFQenwqYffv2afPmzWrevLkiIyPLHLNmzRpNnTpVSUlJSk9PV3R0tEaOHKkvvvjCbdyYMWO0detWzZgxQ3PmzFFOTo6GDRumoqIi15iDBw8qJSVFoaGhWrp0qYYMGaIFCxZo2bJlVXmYAACggmpV9wQu1KVLF915552SpEmTJmn37t0eYxYsWKAePXpozJgxkqSOHTtq7969Wrx4sdLT0yVJO3fu1JYtW5SRkaGEhARJUnh4uJKTk7Vu3TolJydLkjIyMhQcHKznnntOAQEBiouL04kTJ7RkyRINGjRIAQEBV+GoAQDAlfKpMzBW66Wnc+jQIR04cEBJSUlutycnJ2vbtm0qKCiQJGVlZclmsyk+Pt41JiIiQq1atVJWVpbrtqysLHXt2tUtVJKTk+VwOLRz587KOCQAAFAFfOoMzOVkZ2dLOn825UKRkZEqLCzUoUOHFBkZqezsbIWHh8tisbiNi4iIcO0jLy9PP/30kyIiIjzGWCwWZWdnKzY21uu51qrlXRv6+flUU+IqqY4/d55rNRN/7rhWGBUwdrtdkmSz2dxuL/25dLvD4VD9+vU97h8UFOS6LJWbm1vmvgICAlS7dm3XvrxhtVoUHFzX6/uj5rHZalf3FFBD8FzDtcKogDFFSYlTDkeeV/f187PyAlMDORz5Ki4uuaqPyXOtZqqO5xpQXjZb7XKfJTQqYIKCgiSdP3sSGhrqut3hcLhtt9lsOnr0qMf97Xa7a0zpGZrSMzGlCgoKlJ+f7xrnraIiXiBQfsXFJTxncFXwXMO1wqiLoaXrVUrXsZTKzs6Wv7+/mjZt6hqXk5Pj8XkuOTk5rn3UqVNHN9xwg8e+Su/367UxAADAdxgVME2bNlWLFi20du1at9szMzMVFxfnejdRYmKi7Ha7tm3b5hqTk5Ojb775RomJia7bEhMTtWHDBhUWFrrty2azKSYmpoqPBgAAeMunLiHl5+dr8+bNkqQjR47o9OnTrljp0KGDQkJCNGrUKI0fP17NmjVTbGysMjMztWvXLr3xxhuu/cTExCghIUGTJ0/WxIkTFRgYqHnz5ikqKkrdunVzjUtJSdGqVas0btw4DRgwQHv37lVGRobGjh3LZ8AAAODDfCpgfvnlFz322GNut5X+/Nprryk2NlY9e/ZUfn6+0tPTlZaWpvDwcC1atMjjjMn8+fP1zDPPaNq0aSoqKlJCQoKmTJmiWrX+75CbN2+ujIwMpaamavjw4QoJCdHo0aP10EMPVf3BAkANYrVaZLVaLj8Q14SSEqdKSqr2a3ksTr74p9IVF5foxIkzXt23Vi2rgoPravLzmTpw5GQlzwy+pkXjYD39WLJOnjxz1RdW8lyrWarzuWa1WtSgQR0+g6YGKS4u0alTeVccMSEhda/NdyEBAMxjtVrk52fV4re26shx7z9jC2Zo3ChIfx4QL6vVUqVnYQgYAMBVceS4nbN9qDSczwMAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgJO3fv18PPvigoqOjFR8fr9mzZ6ugoKC6pwUAAC6iVnVPoLrZ7XYNGTJELVq00MKFC3Xs2DGlpqbq7NmzmjZtWnVPDwAAlKHGB8zy5ct15swZLVq0SA0aNJAkFRcXa+bMmRoxYoTCwsKqd4IAAMBDjb+ElJWVpbi4OFe8SFJSUpJKSkq0devW6psYAAC4qBp/BiY7O1v33Xef2202m02hoaHKzs72ap9Wq0UhIXW9uq/Fcv6/E1O6qLi4xKt9wBx+fuf/DREUVFtO59V9bJ5rNQvPNVwtFXmuWa2Wco+t8QHjcDhks9k8bg8KCpLdbvdqnxaLRX5+5f9DKEtQvesqdH+YxWqtvpOhPNdqFp5ruFqq+rlW4y8hAQAA89T4gLHZbMrNzfW43W63KygoqBpmBAAALqfGB0xERITHWpfc3Fz9/PPPioiIqKZZAQCAS6nxAZOYmKhPP/1UDofDddvatWtltVoVHx9fjTMDAAAXY3E6r/Z6dN9it9vVo0cPhYeHa8SIEa4PsuvVqxcfZAcAgI+q8QEjnf8qgaeeeko7d+5U3bp11bt3b40dO1YBAQHVPTUAAFAGAgYAABinxq+BAQAA5iFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBiUaeHChYqKilKnTp1UUlLisb1///6KiorSpEmTKvxYr7zyiqKiolw/b9++XVFRUfrqq68qvG9cOz744AP16dNHt956q2655RYlJSXpv//7v/XLL79ctTlMmjRJPXv2dP387rvvKioqSidOnLhqc8DVtXDhQsXExFx22+HDhxUVFaW1a9de0f69vR+kWtU9Afguf39/nTx5Uv/6178UGxvruv3IkSP64osvVKdOnSp53DZt2ujtt99WZGRklewf5klPT9fcuXM1dOhQjR49Wk6nU/v27dOqVat0/PhxNWzYsLqniBquUaNGevvtt9WiRYvqnkqNQcDgovz9/RUXF6c1a9a4BcyaNWv0u9/9TlZr1ZzAq1evnqKjo6tk3zDT66+/rnvuucftjN8dd9yhhx9+uMwzhMDVFhAQwOvWVcYlJFxSz5499eGHH6qwsNB12+rVq91Oo5fav3+/Hn30Ud16662Kjo7W8OHD9cMPP7iNOX36tCZMmKCYmBh17NhRs2fPVnFxsduYX19Cutgp1r/+9a/q0qWL6+fS0/lfffWVHnroId18883q3r27Pv30U5WUlGjevHm6/fbbdfvtt2vu3Ln8xWcQh8OhRo0albntwpDu0qWLnnzySb3yyiu64447FBMTo0mTJqmgoEDffvut+vfvr+joaPXp00d79uxx28+yZct033336dZbb1VcXJxGjBihnJycKj0uXDvKep0qKCjQrFmz1KFDB7Vv317Tpk3TqlWrFBUVpcOHD7vd/9y5c3ryySd12223KSEhQc8++6yKioqu9mEYhYDBJXXu3FkFBQXaunWrJOn777/Xnj17lJyc7Dbu0KFD6t+/v+x2u1JTUzVnzhydOHFCQ4cOVUFBgWvc5MmTtX79eo0fP17PPvus9u/fr1dffbVS5zxx4kT94Q9/0KJFi9SoUSONHDlSf/3rX3X06FE9++yzGjhwoNLS0rRmzZpKfVxUnTZt2mj58uVasWKFfv7550uO3bBhg7Zs2aInn3xS48aN0+rVq/XUU09pwoQJ6tu3r55//nmdO3dOjz32mFvEHj16VA888IBeeOEFzZo1SyUlJerfv79OnTpVxUcHExQVFXn8utw/gubOnavly5fr4Ycf1rx581RSUqK5c+eWOXb+/PmyWq2aP3+++vfvr2XLlmnFihVVcSjXDC4h4ZJq166tLl26aM2aNfrDH/6g1atXKyYmRk2bNnUbt2jRIgUFBenll19WYGCgJOmWW25R165dtWLFCv3pT3/S999/r3Xr1mnWrFnq06ePJCkhIUHdunWr1Dk/8MADGjhwoCQpLCxMvXr10u7du/X2229Lkjp16qSNGzdq7dq16tWrV6U+NqrG9OnTNXLkSE2ZMkWS1KRJE3Xu3FlDhw5VkyZNPMa/8MILri9j/eyzz/TOO+8oPT1diYmJkqSSkhI98sgj2rt3r37/+99LOh/XpYqLixUfH6+4uDh9+OGH6tevX1UfInxYXl6e2rRpU+a2i60FPHXqlN566y09+uijGj58uKTzrz1Dhw7VTz/95DG+Xbt2rud3fHy8tm/frg8//FADBgyopKO49nAGBpfVs2dPbdiwQWfPnlVmZqZ69OjhMWbr1q3q0qWL/Pz8XP86sdlsat26tXbv3i1J+uqrr+R0OnXXXXe57ufn56c777yzUucbHx/v+n3pgrqOHTu6jQkPDy/zRQS+6cYbb9Tq1auVlpamwYMHq379+nr99dd1991369tvv3Ube9ttt7l9k3yLFi1ktVrdngOlz4sLnwNffPGFHnzwQcXGxqp169a6+eablZeXpwMHDlTpscH3XXfddVq5cqXHr/vvv/+i99m7d6/OnTunrl27ut3+659LJSQkuP0cGRmpo0ePVnzy1zDOwOCyEhIS5O/vr+eff16HDx9WUlKSx5iTJ0/q1VdfLfNykL+/vyTp559/lr+/v4KCgty2V/Y7SOrXr+/6felfZDabzWNOF17agu8LCAjQHXfcoTvuuEOS9Mknn2jEiBFavHixFi1a5BpX1p/1dddd5xY1pc/Jc+fOSZJ+/PFHPfTQQ7rppps0c+ZMNWrUSP7+/hoxYoRrDGouq9Wqtm3betz+8ccfX/Q+pZc6g4OD3W6/2Ovdha9bEq9R5UHA4LL8/f3VrVs3vfLKK4qLi9P111/vMSYoKEh33HGH69LNherWrStJCg0NVWFhoex2u1vEXO5zPEovSV24kFg6v7ATNVenTp30+9//Xvv376/wvj755BPl5eVp0aJFrgAqKiqS3W6v8L5RM4WGhko6/4+7sLAw1+1X83OLrnUEDMqlb9+++uWXXy56yjQuLk779u1T69at5efnV+aY0n/BrF+/3rUGpri4WB999NElH7thw4by9/d3+4uqoKBA//rXv7w5FBjoP//5j0c4nz17Vj/99JNatmxZ4f2fPXtWFotFtWr930viP/7xD94FAq/97ne/U2BgoD766CPXOitJl329Q/kRMCiXdu3a6YUXXrjo9tGjR6tPnz5KSUnR/fffr+uvv17/+c9/9Nlnn6l9+/bq2bOnWrZsqbvuuktPP/20zp07pyZNmuhvf/ubx5mVX7Narbrrrrv05ptvqnnz5goODtYbb7whp9Mpi8VS2YcKH9SrVy917txZCQkJatSokY4dO6Y33nhDJ0+e1JAhQyq8/9L1MU888YT69++vffv26eWXX/a4HAWUV3BwsAYMGKAlS5YoMDBQrVq10tq1a11rqqrqc7RqEv4PolI0b95cK1asUIMGDTRz5kylpKRozpw5ys/Pd/uagKefflpdunTRnDlzNGHCBIWHh5frL6CpU6eqQ4cOmjVrlqZNm6ZOnTpV+uJf+K6RI0fq+PHjSk1N1dChQ5Wamqq6devqlVdeqZTnQVRUlJ555hl9/fXXGjFihNasWaPnn3/eY10CcCXGjRunfv36KS0tTY899piKiopc70jiuVVxFqfT6azuSQAAUBM8/vjj+ve//62NGzdW91SMxyUkAACqwGeffabPP/9cbdq0UUlJiT7++GOtWrWqUr4EFwQMAABVok6dOvr444+Vnp6uc+fOqXHjxpo0aZKGDh1a3VO7JnAJCQAAGIdFvAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAOO8++67ioqK0uHDh6t7KmU6fPiwoqKi9O6771b3VIBrFp8DA6BS7Nu3T0uXLtX27dt18uRJNWjQQLGxsXrkkUf0u9/9zqt9LlmyRC1btqzUr43YvHmzdu3apVGjRnl1/40bN2rZsmXav3+/8vLydP311+umm27Sfffdp8TExEqbJ4BL4wwMgApbt26d7rnnHv3zn//Uvffeq+nTp6tPnz7avn277rnnHq1fv96r/S5durTSv7138+bNWrRokVf3zcjI0KOPPiqLxaIRI0boiSeeULdu3XTw4EFlZma6xjVu3Fi7du1S7969K2vaAH6FMzAAKuSHH37QhAkT1LRpU7355psKCQlxbRs8eLD+9Kc/acKECfrggw/UtGnTapxpxRQVFemFF15QfHy8li1b5rH9l19+cf3eYrEoMDDwak4PqHE4AwOgQl566SXl5+frqaeecosXSQoJCdGTTz6pvLw8paenS5ImTZqkLl26eOxn4cKFbt9cHhUVpby8PL333nuKiopSVFTUZb9DZvPmzRo4cKCio6MVExOj4cOHa9++fa7tkyZN0ptvvunaf+mv8jh58qROnz6tW265pcztDRs2dP3+12tgtm/f7vZ4F/769f+Lyx0DgPM4AwOgQjZt2qTGjRurffv2ZW6/7bbb1LhxY23evPmK9jt79mxNmTJF7dq10/333y9Jatas2UXHv//++5o0aZISEhI0fvx45efn66233tLAgQP13nvvqUmTJurXr5+OHz+urVu3avbs2Vc0n4YNG+q6667Txo0b9cADD6hBgwblvm9kZKTH4+Xm5io1NdUt+spzDADOI2AAeC03N1fHjx9X165dLzkuKipKGzdu1OnTp8u97969e2vGjBlq2rTpZdeSnDlzRn/961/Vt29fPfXUU67b77nnHv3xj3/U0qVL9dRTTykmJkYtWrTQ1q1br3h9itVqVUpKihYvXqzOnTurffv2uvXWW9WpUye1adPmkve9/vrr3R7P6XTq0Ucflb+/v1JTU6/oGACcR8AA8NqZM2ckSXXr1r3kuNLtpeMr26effiqHw6EePXroxIkTrtutVqtuvvlmbd++vVIeZ/To0YqIiNDf/vY3bdmyRVlZWZo3b55at26tOXPmKDIyslz7Wbx4sTZt2qQFCxaoZcuWV/UYgGsFAQPAa+UNk/KGjrcOHDggSRoyZEiZ2+vVq1dpj9WzZ0/17NlTp0+f1pdffql3331Xq1ev1iOPPKLVq1dfdvFuVlaWFi9erBEjRqh79+7VcgzAtYCAAeC1+vXrKzQ0VHv27LnkuD179igsLEz16tWTxWIpc0xxcbHX83A6nZLOr5sJDQ312O7n5+f1vi+mXr16io+PV3x8vPz9/fXee+/pyy+/VIcOHS56n0OHDunxxx/X7bffrjFjxrhtq45jAExGwACokM6dO+udd97Rjh07ylzIu2PHDh05ckT9+vWTJNlsNjkcDo9xP/74o9dzKH17dsOGDXX77bdfcuzFAqoibrrpJr333nv6+eefLzrm7NmzGjVqlOrXr6/nnntOVqv7m0Cv5BgA8DZqABWUkpKi6667TtOnT9fJkyfdtp06dUrTp09X7dq19fDDD0s6/06i3Nxcfffdd65xx48fL/PD7urUqVNm7Pxap06dVK9ePS1dulSFhYUe2y9cU1K7dm1JKtd+L5Sfn6+dO3eWuS0rK0uSFB4eftH7T58+XQcOHNCiRYsUFBRUoWMAwBkYABXUokULpaam6vHHH1evXr3Up08fNWnSREeOHNHKlSt18uRJPffcc663QCcnJ2vOnDkaOXKkBg0apLNnz+qtt95SeHi4vv76a7d9t2nTRtu2bdPLL7+sRo0aqUmTJrr55ps95lCvXj3NmDFDEyZM0L333qvk5GSFhIToxx9/1ObNm3XLLbdo2rRprn1K0qxZs5SQkCA/Pz/16NHjsseZn5+v/v37Kzo6Wp06ddJvfvMb5ebm6qOPPtKOHTt05513qnXr1mXe9+OPP9b777+v7t27a8+ePW6X3OrWras777zzio4BAAEDoBIkJSUpIiJCaWlpWrlypU6dOuX6LqQRI0boxhtvdI0NDg7WokWLlJqaqv/5n/9RkyZN9Je//EUHDx70CJhJkyZp2rRpmj9/vs6ePat77rmnzICRpF69eqlRo0ZKS0tTRkaGCgoKFBYWpvbt2+vee+91jevWrZsGDRqkNWvW6IMPPpDT6SxXwNhsNs2aNUsff/yx3n33Xf3888/y8/NTeHi4JkyYoEGDBl30vqVnTz788EN9+OGHbtsaN27s+q6n8h4DAMniLF05BgAAYAjWwAAAAONwCQlAjXfq1KkyF86W8vPz8/ieJwDVi0tIAGq8QYMG6bPPPrvo9saNG2vjxo1XcUYALoeAAVDj7d69+5Jvqw4MDNStt956FWcE4HIIGAAAYBwW8QIAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwzv8Hth0wP9thJo8AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Outlet_Size column\n", + "plt.figure(figsize=(6,6))\n", + "sns.countplot(x='Outlet_Size', data=big_mart_data)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "adBk67n8GjAH" + }, + "source": [ + "Data Pre-Processing" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 313 + }, + "id": "KhYlm6NiGYa6", + "outputId": "ce3b72ef-21a5-4644-f11c-8655d52428f7" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Item_IdentifierItem_WeightItem_Fat_ContentItem_VisibilityItem_TypeItem_MRPOutlet_IdentifierOutlet_Establishment_YearOutlet_SizeOutlet_Location_TypeOutlet_TypeItem_Outlet_Sales
0FDA159.30Low Fat0.016047Dairy249.8092OUT0491999MediumTier 1Supermarket Type13735.1380
1DRC015.92Regular0.019278Soft Drinks48.2692OUT0182009MediumTier 3Supermarket Type2443.4228
2FDN1517.50Low Fat0.016760Meat141.6180OUT0491999MediumTier 1Supermarket Type12097.2700
3FDX0719.20Regular0.000000Fruits and Vegetables182.0950OUT0101998SmallTier 3Grocery Store732.3800
4NCD198.93Low Fat0.000000Household53.8614OUT0131987HighTier 3Supermarket Type1994.7052
\n", + "
" + ], + "text/plain": [ + " Item_Identifier Item_Weight Item_Fat_Content Item_Visibility \\\n", + "0 FDA15 9.30 Low Fat 0.016047 \n", + "1 DRC01 5.92 Regular 0.019278 \n", + "2 FDN15 17.50 Low Fat 0.016760 \n", + "3 FDX07 19.20 Regular 0.000000 \n", + "4 NCD19 8.93 Low Fat 0.000000 \n", + "\n", + " Item_Type Item_MRP Outlet_Identifier \\\n", + "0 Dairy 249.8092 OUT049 \n", + "1 Soft Drinks 48.2692 OUT018 \n", + "2 Meat 141.6180 OUT049 \n", + "3 Fruits and Vegetables 182.0950 OUT010 \n", + "4 Household 53.8614 OUT013 \n", + "\n", + " Outlet_Establishment_Year Outlet_Size Outlet_Location_Type \\\n", + "0 1999 Medium Tier 1 \n", + "1 2009 Medium Tier 3 \n", + "2 1999 Medium Tier 1 \n", + "3 1998 Small Tier 3 \n", + "4 1987 High Tier 3 \n", + "\n", + " Outlet_Type Item_Outlet_Sales \n", + "0 Supermarket Type1 3735.1380 \n", + "1 Supermarket Type2 443.4228 \n", + "2 Supermarket Type1 2097.2700 \n", + "3 Grocery Store 732.3800 \n", + "4 Supermarket Type1 994.7052 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "big_mart_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "i2N8zbcdGnUy", + "outputId": "1d7b3041-ddec-4c31-f0bf-8edbd52d623a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Item_Fat_Content\n", + "Low Fat 5089\n", + "Regular 2889\n", + "LF 316\n", + "reg 117\n", + "low fat 112\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "big_mart_data['Item_Fat_Content'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "id": "29VZp_RaG2W-" + }, + "outputs": [], + "source": [ + "big_mart_data.replace({'Item_Fat_Content': {'low fat':'Low Fat','LF':'Low Fat', 'reg':'Regular'}}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-Ejg24CTHRXJ", + "outputId": "d5ead8d6-b189-4590-ce7e-8f41dcea5f87" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Item_Fat_Content\n", + "Low Fat 5517\n", + "Regular 3006\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "big_mart_data['Item_Fat_Content'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xTN9xWEnHhhQ" + }, + "source": [ + "Label Encoding" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "id": "SxHOpkH0Hc75" + }, + "outputs": [], + "source": [ + "encoder = LabelEncoder()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "id": "qAwLCxCWHsl_" + }, + "outputs": [], + "source": [ + "big_mart_data['Item_Identifier'] = encoder.fit_transform(big_mart_data['Item_Identifier'])\n", + "\n", + "big_mart_data['Item_Fat_Content'] = encoder.fit_transform(big_mart_data['Item_Fat_Content'])\n", + "\n", + "big_mart_data['Item_Type'] = encoder.fit_transform(big_mart_data['Item_Type'])\n", + "\n", + "big_mart_data['Outlet_Identifier'] = encoder.fit_transform(big_mart_data['Outlet_Identifier'])\n", + "\n", + "big_mart_data['Outlet_Size'] = encoder.fit_transform(big_mart_data['Outlet_Size'])\n", + "\n", + "big_mart_data['Outlet_Location_Type'] = encoder.fit_transform(big_mart_data['Outlet_Location_Type'])\n", + "\n", + "big_mart_data['Outlet_Type'] = encoder.fit_transform(big_mart_data['Outlet_Type'])" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 226 + }, + "id": "SzL_IgO1IVUv", + "outputId": "5d1df96a-84c0-4f14-afdf-4fafd67be212" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Item_Identifier Item_Weight Item_Fat_Content Item_Visibility Item_Type \\\n", + "0 156 9.30 0 0.016047 4 \n", + "1 8 5.92 1 0.019278 14 \n", + "2 662 17.50 0 0.016760 10 \n", + "3 1121 19.20 1 0.000000 6 \n", + "4 1297 8.93 0 0.000000 9 \n", + "\n", + " Item_MRP Outlet_Identifier Outlet_Establishment_Year Outlet_Size \\\n", + "0 249.8092 9 1999 1 \n", + "1 48.2692 3 2009 1 \n", + "2 141.6180 9 1999 1 \n", + "3 182.0950 0 1998 2 \n", + "4 53.8614 1 1987 0 \n", + "\n", + " Outlet_Location_Type Outlet_Type Item_Outlet_Sales \n", + "0 0 1 3735.1380 \n", + "1 2 2 443.4228 \n", + "2 0 1 2097.2700 \n", + "3 2 0 732.3800 \n", + "4 2 1 994.7052 " + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "big_mart_data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jr-0iqKOIdUD" + }, + "source": [ + "Splitting features and Target" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "id": "uwe-H2o2IXzJ" + }, + "outputs": [], + "source": [ + "X = big_mart_data.drop(columns='Item_Outlet_Sales', axis=1)\n", + "Y = big_mart_data['Item_Outlet_Sales']" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TKDLyvImIuTo", + "outputId": "9e93bc62-7a85-4683-863f-a6eed1b6a817" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Item_Identifier Item_Weight Item_Fat_Content Item_Visibility \\\n", + "0 156 9.300 0 0.016047 \n", + "1 8 5.920 1 0.019278 \n", + "2 662 17.500 0 0.016760 \n", + "3 1121 19.200 1 0.000000 \n", + "4 1297 8.930 0 0.000000 \n", + "... ... ... ... ... \n", + "8518 370 6.865 0 0.056783 \n", + "8519 897 8.380 1 0.046982 \n", + "8520 1357 10.600 0 0.035186 \n", + "8521 681 7.210 1 0.145221 \n", + "8522 50 14.800 0 0.044878 \n", + "\n", + " Item_Type Item_MRP Outlet_Identifier Outlet_Establishment_Year \\\n", + "0 4 249.8092 9 1999 \n", + "1 14 48.2692 3 2009 \n", + "2 10 141.6180 9 1999 \n", + "3 6 182.0950 0 1998 \n", + "4 9 53.8614 1 1987 \n", + "... ... ... ... ... \n", + "8518 13 214.5218 1 1987 \n", + "8519 0 108.1570 7 2002 \n", + "8520 8 85.1224 6 2004 \n", + "8521 13 103.1332 3 2009 \n", + "8522 14 75.4670 8 1997 \n", + "\n", + " Outlet_Size Outlet_Location_Type Outlet_Type \n", + "0 1 0 1 \n", + "1 1 2 2 \n", + "2 1 0 1 \n", + "3 2 2 0 \n", + "4 0 2 1 \n", + "... ... ... ... \n", + "8518 0 2 1 \n", + "8519 2 1 1 \n", + "8520 2 1 1 \n", + "8521 1 2 2 \n", + "8522 2 0 1 \n", + "\n", + "[8523 rows x 11 columns]\n" + ] + } + ], + "source": [ + "print(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WgbKCgaNIvd9", + "outputId": "85a63f8f-0bac-41fd-a555-efeebb43e924" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 3735.1380\n", + "1 443.4228\n", + "2 2097.2700\n", + "3 732.3800\n", + "4 994.7052\n", + " ... \n", + "8518 2778.3834\n", + "8519 549.2850\n", + "8520 1193.1136\n", + "8521 1845.5976\n", + "8522 765.6700\n", + "Name: Item_Outlet_Sales, Length: 8523, dtype: float64\n" + ] + } + ], + "source": [ + "print(Y)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "quPO-6hlIz3Z" + }, + "source": [ + "Splitting the data into Training data & Testing Data" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "id": "ahDPS_EYIxRX" + }, + "outputs": [], + "source": [ + "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": 38, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Re4BSHovJBB-", + "outputId": "8779001e-c608-48e0-800e-9aa232af9825" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(8523, 11) (6818, 11) (1705, 11)\n" + ] + } + ], + "source": [ + "print(X.shape, X_train.shape, X_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xl3IeS5nJaW3" + }, + "source": [ + "Machine Learning Model Training" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "m0xSe9ZcJe75" + }, + "source": [ + "XGBoost Regressor" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "id": "OM2K1_zxJVq7" + }, + "outputs": [], + "source": [ + "regressor = XGBRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 248 + }, + "id": "dKuVHDn2JmiW", + "outputId": "51637492-bed9-4944-b83c-c1a444ac8cc5" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
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" + ], + "text/plain": [ + "XGBRegressor(base_score=None, booster=None, callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " gamma=None, grow_policy=None, importance_type=None,\n", + " interaction_constraints=None, learning_rate=None, max_bin=None,\n", + " max_cat_threshold=None, max_cat_to_onehot=None,\n", + " max_delta_step=None, max_depth=None, max_leaves=None,\n", + " min_child_weight=None, missing=nan, monotone_constraints=None,\n", + " multi_strategy=None, n_estimators=None, n_jobs=None,\n", + " num_parallel_tree=None, random_state=None, ...)" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "regressor.fit(X_train, Y_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GKD3Ip4KJ4lS" + }, + "source": [ + "Evaluation" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "id": "IZIMhuxJJ2m0" + }, + "outputs": [], + "source": [ + "# prediction on training data\n", + "training_data_prediction = regressor.predict(X_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "id": "ebkXEag7KHsI" + }, + "outputs": [], + "source": [ + "# R squared Value\n", + "r2_train = metrics.r2_score(Y_train, training_data_prediction)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VnIOWZEdKTet", + "outputId": "a98abd13-d804-44b9-e011-3bdcaa02818c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R Squared value = 0.8762174618111388\n" + ] + } + ], + "source": [ + "print('R Squared value = ', r2_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "id": "nLrj2_8SKsHM" + }, + "outputs": [], + "source": [ + "# prediction on test data\n", + "test_data_prediction = regressor.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "id": "E_R3MjSOK2-x" + }, + "outputs": [], + "source": [ + "# R squared Value\n", + "r2_test = metrics.r2_score(Y_test, test_data_prediction)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zQxuP6v1K-Hh", + "outputId": "b5e23efe-cb6a-4d83-ba47-f2068b3c42d7" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R Squared value = 0.5017253991620692\n" + ] + } + ], + "source": [ + "print('R Squared value = ', r2_test)" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/Stock_Price_Prediction_LSTM.ipynb b/Stock_Price_Prediction_LSTM.ipynb new file mode 100644 index 0000000..f3486d9 --- /dev/null +++ b/Stock_Price_Prediction_LSTM.ipynb @@ -0,0 +1,4810 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "31fcd014", + "metadata": { + "id": "31fcd014" + }, + "outputs": [], + "source": [ + "import yfinance as yf\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import math\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense, LSTM, Dropout\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "88b1fc44", + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "88b1fc44", + "outputId": "515d16ce-8240-4cf6-d668-b1544bf504bf" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ticker of the Stock:TCS.NS\n", + "Start(YYYY-MM-DD):2010-01-01\n", + "End(YYYY-MM-DD):2023-01-01\n" + ] + } + ], + "source": [ + "Company = input(\"Ticker of the Stock:\")\n", + "Date1 = input(\"Start(YYYY-MM-DD):\")\n", + "Date2 = input(\"End(YYYY-MM-DD):\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "268b66b6", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 441 + }, + "id": "268b66b6", + "outputId": "e19e77b3-8af7-454e-d53f-94bcda5dcf1e" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\r[*********************100%%**********************] 1 of 1 completed\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Date Open High Low Close \\\n", + "0 2010-01-04 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\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 48 + } + ], + "source": [ + "Data = yf.download(Company,Date1, Date2)\n", + "Data =Data.reset_index()\n", + "Data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8f6963a0", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8f6963a0", + "outputId": "4e3bc357-f0fb-45e2-d5cc-6771e2c22007" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 3209 entries, 0 to 3208\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date 3209 non-null datetime64[ns]\n", + " 1 Open 3209 non-null float64 \n", + " 2 High 3209 non-null float64 \n", + " 3 Low 3209 non-null float64 \n", + " 4 Close 3209 non-null float64 \n", + " 5 Adj Close 3209 non-null float64 \n", + " 6 Volume 3209 non-null int64 \n", + "dtypes: datetime64[ns](1), float64(5), int64(1)\n", + "memory usage: 175.6 KB\n" + ] + } + ], + "source": [ + "Data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "86ec9889", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "86ec9889", + "outputId": "51f52fae-f9e7-47c1-81a7-45d9de872c03" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Date 0\n", + "Open 0\n", + "High 0\n", + "Low 0\n", + "Close 0\n", + "Adj Close 0\n", + "Volume 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 50 + } + ], + "source": [ + "Data.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "b40c6dc0", + "metadata": { + "id": "b40c6dc0" + }, + "source": [ + "## Data Visualization" + ] + }, + { + "cell_type": "markdown", + "id": "52bc496d", + "metadata": { + "id": "52bc496d" + }, + "source": [ + "### Stock Price" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f5784723", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 553 + }, + "id": "f5784723", + "outputId": "0d438ccb-bef5-4f68-9e12-413a827eac4b" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12,6))\n", + "plt.title(\"Stock Price\", fontsize=\"20\")\n", + "ax.plot(Data[\"Date\"], Data[\"Close\"], color=\"Blue\")\n", + "ax.set_ylabel(\"Stock Price\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ccd00266", + "metadata": { + "id": "ccd00266" + }, + "source": [ + "### Moving Average\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f951bdb1", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 570 + }, + "id": "f951bdb1", + "outputId": "c03c07e7-97a6-4168-d564-0ad3fe81ce80" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 52 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "MA60=Data.Close.rolling(60).mean()\n", + "MA250=Data.Close.rolling(250).mean()\n", + "fig, ax = plt.subplots(figsize=(12,6))\n", + "plt.title(\"Stock Price\",fontsize= 20)\n", + "plt.plot(Data.Close, color=\"Blue\", label=\"Close\")\n", + "plt.plot(MA60, color = 'Red', label = \"MA60\")\n", + "plt.plot(MA250, color = 'Orange', label = \"MA250\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "b6b4445c", + "metadata": { + "id": "b6b4445c" + }, + "source": [ + "### Volume" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2499cd39", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 553 + }, + "id": "2499cd39", + "outputId": "83002b53-b99d-48b4-a512-baaf9da1187d" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12,6))\n", + "plt.title(\"Volume Chart\", fontsize=\"20\")\n", + "ax.bar(Data[\"Date\"], Data[\"Volume\"])\n", + "ax.set_ylabel(\"Volumes\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8ada7fe1", + "metadata": { + "id": "8ada7fe1" + }, + "source": [ + "### Daily Return" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1778d74d", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1778d74d", + "outputId": "fcc14770-d85a-4c32-ebb0-09cee8e07eeb" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 NaN\n", + "1 0.000266\n", + "2 -0.022611\n", + "3 -0.027829\n", + "4 -0.020437\n", + " ... \n", + "3204 0.007604\n", + "3205 0.002029\n", + "3206 -0.000736\n", + "3207 0.003577\n", + "3208 -0.003686\n", + "Name: Daily Return, Length: 3209, dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 54 + } + ], + "source": [ + "Data[\"Daily Return\"] = Data[\"Close\"].pct_change(1)\n", + "Data[\"Daily Return\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bc23466a", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 553 + }, + "id": "bc23466a", + "outputId": "e076e495-393e-4661-ea07-514a758ed479" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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HD8fAgQMd53X44YeH0hRFEXv27MEvv/yC559/Hrm5uTj55JMxd+7csAWgePjWRlhpK8GtHrUILghYDWxKCCHxAIV+QgghMtLS0jB58mR06tQptN/4559/jtdee81SZHwlTjT0bnH00Udj06ZNyM/Px3333Yfhw4fjuOOOcz0fvZgDRni5c4ARDQ0Nod/33nuvadPp4F7wkUBqyXDQQQfJzs2bNy8k8Pfq1Qu33norjjnmGHTr1g3NmjULmdLfe++9ePDBBz0r47BhwzB06FCsWLEC06ZNCwn9S5YswZo1awC4p+Vv1qyZrL4NGjQIY8aMwfnnn4+RI0eivLwcF198MVavXi2zjIiHb21ENNsKIYTEExT6CSGEqDJu3Dh07doVO3fuxL59+1BcXBzyhbZC69atsXv3buTn5xteGzQdlmpwW7duDZ/PB7/f78jNAAD69OmDV199FSeccAIKCwtx2mmnYfbs2Tj66KMdpRtLtG3bNvR79+7d6N+/v+l7pUHyUlJSHC1eeMXcuXNDv4855hjZuaDZfqtWrbB48WLN+iq1JPGKq666Ctdddx0WLFiArVu3omfPniGNfGZmJiZOnOhp/occcggeeeQR3HDDDdi5cyeeeOIJ2UJHNL61dNHQ7/drLiJWVlZ6XhZCCGlK0KefEEKIJlJfYKWm3qzmPihMLF++POTLrEZBQQG2b98uuweQCyS//PKL4x0FDj74YMybNw9t27ZFRUUFTjnllJgKTuaUYcOGhX7//PPPlu7t1atXKKaDVuT5aFJYWIgPPvgAQEDjPHbsWNn54B7rJ5xwgu4CVdA/3UsuvvhiZGRkQBRFTJ8+HVVVVfjwww8BBALnacUjcJN//OMf6NmzJwDgmWeekblGuPWtrVjwtGjRIvRbbeeFIBs2bLBdHkIIIeFQ6CeEEKLK/v37Q6bIWVlZMs0ggFAArZqaGt10Ro8eDQAoKSnB559/rnndm2++GRLog/cEOeOMMwAAW7duxVdffWXhKdQZNGgQfvjhB7Ru3Rrl5eU4+eST8fvvvztONxYYPHhwaNvCN954AxUVFabvTUpKwqmnngogEP9g7dq1npTRDn6/H5MmTZLtgKD06Q8uKulpilesWIElS5Z4V9ADtGzZEueeey4A4O2338ann36K0tJSAN4H8AuSkpKCO++8E0DgnTzzzDOhc259a2kgPaO+ILgAAegvvAQXRwghhLgDhX5CCGlCVFRUYPjw4Zg5c6ZuwCq/348bbrghFMl6/PjxYRq9YJC4LVu26GrfJ0+eHAqidcsttyA3NzfsmpUrV+KRRx4BAHTu3BkTJkyQnb/++utDvsT/+Mc/ZNH9lQS3qzNi8ODB+OGHH9CqVSuUlZVh7NixEdEAe43P58Ntt90GIPAuLrvsMtTW1qpe6/f7kZeXJzt21113ISkpCX6/H+eee67u+2xoaMD7779v+p3bZceOHTj55JMxa9YsAED//v0xderUsOv69u0LAFi4cCE2bdoUdr6wsBCXXnqpp2WVEtyGcvv27bj99tsBAL1798aoUaMiVoZJkyaF9qZ/6aWXQgsPgDvfuk2bNkhNTQUAw+09R44cGYqr8Mwzz6j2G0888UTCLMARQkisQKGfEEKaGL///jvOOOMMdOvWDddffz3ef/99LFy4ECtXrsSCBQvw7LPPYsiQIXjrrbcABDSWakHPRo4cCSBglj9lyhQsW7YMmzZtwqZNm0Jm+gDQrl07PPHEEwACQuhhhx2GZ599Fr///jt+++03PPDAAzjmmGNQUVEBQRDw2muvhW3tl5OTg5dffjmU35FHHol///vfmD17Nv78808sXLgQr7zyCk499VRLAtXQoUMxd+5cZGdno7S0FGPHjpUFiotXrrvuOowZMwYA8MUXX2DQoEF47rnn8Ouvv2LFihX47rvvMHXqVPTv3x+vvfaa7N5BgwbhySefBACsWbMGhxxyCG6//XbMnj0bK1aswKJFizBjxgzceOON6Nq1Ky655BKUlJQ4Km9JSQlWr14d+vfHH39g7ty5eO6553D22Wejd+/eIV/+gw46CDNnzpRtLRkkGDCvsrISo0aNwgsvvIDffvsNv/32G5588kkMHjwYa9aswYgRIxyV1yzHHXcc+vXrB6AxXsWkSZMiGtQyNTUVt956KwCgtLQUzz//fOicG986OTkZRxxxBADgrbfewowZM7B27dpQXyCNn9C+fftQwMDvv/8e48ePD+X11Vdf4dxzz8Xtt98e6lsIIYS4hEgIIaTJUFVVJebk5IgATP3r27evuHTpUtW0ysvLxV69eqne171797DrH374YdHn82nmlZaWJr799tu65Z8+fbqYkZGhW2a1vLt37y4CEC+//HLVdJcsWSJmZWWJAMTWrVuLf/75p9GrDGPUqFGhMtgheP+oUaMMr926dWsor2nTpqleU1lZKZ577rmG33jq1Kmq97/22mtiZmam4f2pqanixo0bLT+v9BnM/MvKyhJvueUWsbKyUjfdyZMna6aRlJQkPvvss+LUqVN1v5VefTHz7qU8/vjjoet9Pp+4c+dOM6/HkGCaZupLZWWl2LZtWxGA2KZNG7G8vFx23um3njlzpigIgqn6tWfPHrFv376aeUycOFH84YcfQn//9NNPYflZaStmrzWqE4QQEs9Q008IIU2I9PR05Obm4tdff8X999+PU045Bb169UKzZs2QlJSErKws9O/fHxdccAE++OADrF69GocddphqWs2bN8dvv/2Gf//73xgwYIDhPth33303VqxYgauvvhq9e/dGRkYGmjVrhgEDBuDf//431q1bJ9vPXI3LL78cmzdvxn/+8x8cdthhyM7ORlJSElq1aoWjjjoKd999N2bPnm35vRx55JH4/vvv0aJFC+zduxejR4/GqlWrLKcTS2RmZuKTTz7Bjz/+iEsvvRQ9e/ZERkYGUlNT0bVrV5xxxhl49dVXccstt6jef/XVV2PLli24//77cfTRR6Nt27ZITk5Gs2bN0K9fP5xzzjl45ZVXkJubiz59+rhWbkEQkJWVhS5dumD48OH417/+hXfffRd5eXl48sknDevZW2+9hXfffRfHHnssWrRogbS0NHTv3h2XXnppqL5GEqk7wZgxY9ClS5eI5g8E6sLNN98MACguLg5ZzQRx+q1PO+00zJs3D2eeeSY6deoUZqkjpUOHDliyZAnuuOMO9O3bF2lpaWjdujWOO+44vPfee5gxYwa34iOEEJcRRNFhGGRCCCGEEKLK3LlzQ7sMfPTRRzj//POjXCJCCCFNDWr6CSGEEEI8Ihgbo02bNjjzzDOjXBpCCCFNEQr9hBBCCCEesHnzZnz66acAArtYpKWlRblEhBBCmiI07yeEEEIIcYnc3Fzs378fW7ZswR133IGVK1ciPT0dmzdvRqdOnaJdPEIIIU2Q5GgXgBBCCCEkUbj44ouxYMEC2bEHH3yQAj8hhJCoQaGfEEIIIcRlMjMz0a9fP9x00024/PLLo10cQgghTRia9xNCCCGEEEIIIQkKNf0u4Pf7kZeXhxYtWkAQhGgXhxBCCCGEEEJIgiOKIsrLy9GpUyf4fNox+in0u0BeXh66du0a7WIQQgghhBBCCGli7Ny5E126dNE8T6HfBVq0aAEg8LKzsrKiXBp16urqMGfOHIwdOxYpKSnRLg6JEqwHJAjrAgFYD0gA1gMCsB6QRlgX4oeysjJ07do1JI9qQaHfBYIm/VlZWTEt9GdmZiIrK4uNtwnDekCCsC4QgPWABGA9IADrAWmEdSH+MHIx1zb8J4QQQgghhBBCSFxDoZ8QQgghhBBCCElQKPQTQgghhBBCCCEJCoV+QgghhBBCCCEkQaHQTwghhBBCCCGEJCgU+gkhhBBCCCGEkASFQj8hhBBCCCGEEJKgUOgnhBBCCCGEEEISFAr9hBBCCCGEEEJIgkKhnxBCCCGEEEIISVAo9BNCCCGEEEIIIQkKhX5CCCGEEEIIISRBodBPCCGEEEIIIYQkKBT6CSGEEEIIIYSQBIVCPyGEEEIIIYQQkqBQ6CeEEEIIIYQQQhIUCv2EEEIIIYQQQkiCQqGfEGKb6n0NmHPRTmyfXR7tohBCCCGEEEJUoNBPCLHN4rv2YOOMUsw8ZXu0i0IIIYQQQghRgUI/IcQ2FTvrol0EQgghhBBCiA4U+gkhhBBCCCGEkASFQj8hhBBCCCGEEJKgUOgnhBBCCCGEEEISFAr9hBBCCCGEEEJIgkKhnxBCCCGEEEIISVAo9BNCCCGEEEIIIQkKhX5CCCGEEEIIISRBodBPCCGEEEIIIYQkKBT6CSGEEEIIIYSQBIVCPyGEEEIIIYQQkqBQ6CeEEEIIIYQQQhIUCv2EEEIIIYQQQkiCQqGfEEIIIYQQQghJUCj0E0IIIYQQQgghCQqFfkIIIYQQQgghJEGh0E8IIYQQQgghhCQoFPoJIYQQQgghhJAEhUI/IYQQQgghhBCSoFDoJ4QQQgghhBBCEhQK/YQQQgghhBBCSIJCoZ8QQgghhBBCCElQKPQTQgghhBBCCCEJCoV+QgghhBBCCCEkQaHQTwghhBBCCCGEJCgU+gkhhBBCCCGEkASFQj8hhBBCCCGEEJKgUOgnhBBCCCGEEEISFAr9hBBCCCGEEEJIgkKhnxBCCCGEEEIISVAo9BNCCCGEEEIIIQkKhX5CCCGEEEIIISRBodBPCCGEEEIIIYQkKBT6CSGEEEIIIYSQBIVCPyGEEEIIIYQQkqBQ6CeEEEIIIYQQQhIUCv2EEEIIIYQQQkiCQqGfEEIIIYQQQghJUOJO6H/ppZfQo0cPpKenY/jw4fj99981r/37779xzjnnoEePHhAEAc8++6zjNAkhhBBCCCGEkHghroT+jz76CFOmTMHUqVOxfPlyDB48GOPGjUNBQYHq9fv370evXr3w2GOPIScnx5U0CSGEEEIIIYSQeCGuhP6nn34aV199NSZPnoyBAwfilVdeQWZmJt566y3V64844gg88cQTmDhxItLS0lxJkxBCCCGEEEIIiReSo10As9TW1mLZsmW46667Qsd8Ph9Gjx6NRYsWRTTNmpoa1NTUhP4uKysDANTV1aGurs5WWbwmWK5YLR+JDG7XA78ohqVN4gP2CQRgPSABWA8IwHpAGmFdiB/MfqO4EfqLiorQ0NCADh06yI536NAB69ati2iajz76KO6///6w43PmzEFmZqatskSKuXPnRrsIJAZwqx4UFeQAaAYAmDVrlitpksjCPoEArAckAOsBAVgPSCOsC7HP/v37TV0XN0J/LHHXXXdhypQpob/LysrQtWtXjB07FllZWVEsmTZ1dXWYO3cuxowZg5SUlGgXh0QJt+vBd6/uwk5UAgBOPfVUx+mRyME+gQCsByQA6wEBWA9II6wL8UPQ4tyIuBH627Zti6SkJOTn58uO5+fnawbp8yrNtLQ01RgBKSkpMd8w4qGMxHvcqgc+QZClSeIP9gkEYD0gAVgPCGC9HuT9UolljxTi2Bc6IruPegwtEp+wT4h9zH6fuAnkl5qaisMOOwzz5s0LHfP7/Zg3bx5GjBgRM2kSQgghhBDSVPjiuK3YMbsCcy7YGe2iEEI0iBtNPwBMmTIFl19+OQ4//HAceeSRePbZZ1FZWYnJkycDAC677DJ07twZjz76KIBAoL41a9aEfufm5uLPP/9E8+bN0adPH1NpEkIIIYQQQvSp2MWgb4TEKnEl9F9wwQUoLCzEvffeiz179mDIkCGYPXt2KBDfjh074PM1Gi/k5eVh6NChob+ffPJJPPnkkxg1ahTmz59vKk1CCCGEEEKIAaLxJYSQ6BBXQj8AXH/99bj++utVzwUF+SA9evSAKBr3QHppEkIIIYQQQggh8Urc+PQTQgghhBBCCCHEGhT6CSGEEEIIIYSQBIVCPyGEEEIIIYQQkqBQ6CeEEEIIIYQ4wkQYLUJIlKDQTwghhBBCCCGEJCgU+gkhhBBCCCGEkASFQj8hhBBCCCGEEJKgUOgnhBBCCCGEEEISFAr9hBBCCCGEEGcwkB8hMQuFfkIIIYQQQgghJEGh0E8IIYQQQgghhCQoFPoJIYQQQgghhJAEhUI/IYQQQgghhBCSoFDoJ4QQQgghhDhCZCA/QmIWCv2EEEIIIYQQQkiCQqGfEEIIIYQQQghJUCj0E0IIIYQQQgghCQqFfkIIIYQQQogz6NNPSMxCoZ8QQgghhBBCCElQKPQTQgghhBBCCCEJCoV+QgghhBBCCCEkQaHQTwghhBBCCCGEJCgU+gkh9hGEaJeAEEIIIbGAyEh+hMQqFPoJIfbhAE8IIYQQQkhMQ6GfEEIIIYQQ4gxa/xESs1DoJ4QQQgghhDiD1n+ExCwU+gkhhBBCCCGEkASFQj8hhBBCCCHEEVT0ExK7UOgnhNiH/nuEEEIIIYTENBT6CSH24bI+IYQQQgghMQ2FfkIIIYQQQgghJEGh0E8IIYQQQgghhCQoFPoJIYQQQgghzqDHHyExC4V+QgghhBBCCCEkQaHQTwixD6P3E0IIIYQQEtNQ6CeE2IfR+wkhhBBCCIlpKPQTQgghhBBCCCEJCoV+QgghhBBCCCEkQaHQTwghhBBCCCGEJCgU+gkhhBBCCCGOYJgfQmIXCv2ExCD7C+pRtrU22sUwhtH7CSGEEEIIiWmSo10AQkg40zqsAwBcUdgfGW1juJlyWZ8QQgghAMApASExCzX9hMQw+9bWRLsIhBBCCCGEkDiGQj8hsQyt5wkhhBASD3DOQkjMQqGfEEIIIYQQ4gwRqN5bj4VTdqNoZVW0S0MIkUChnxBCCCGEEOKYn6/fjZXPFOOjIZujXRRCiAQK/YTEMDEfHD/mC0gIIYSQSCCKQOHy6Gr4/fUivjh+C36+MS+q5SAk1qDQTwixD6P3E0IIISRIlKcFO+dWIG/Bfqx6YW90C0JIjEGhn5BYhpp0QgghhMQBghB9XUBDLZURhKhBoZ8QQgghhBDiCFFE1DX9Uc+fkBiFQj8hMQwV/YQQQggh5hD9lPoJUYNCPyExhhht2zhCCCGEkHiEUyhCVKHQT0gMIYoivhi1tfFArGv6aYpACCGEkANEW28R7fwJiVUo9BMSQ9SU+LH7l/2NB2JdpuboSgghhBAgMCeI9ryA0xJCVKHQTwghhBBCCIl7or3mQEisQqGfkBiG1vOEEEIIiRuiLXRHO39CYhQK/YQQQgghhBDHRF3THvUCEBKbUOgnhBBCCCGusT+/njvRNFWi7dLvj27+hMQqFPpJxNn5QwX+fLqIE4JEgP4HhBBCJGz8uBTTctZhwbW7o10UEmliIY4fp5aEqEKhn0Scr8dsw6+37MHOuRXRLkrsoRytYl2m5uhKCCFEwuK79gAA/n5lb5RLQpoknJYQogqFfhI1yrfVRbsIhBBCCHETWoCRKCL6KfUTogaFfkJiCcVkSeDkiRBCSBzBYauJE22ZO9r5ExKjUOgnUYOW4Sbg5IkQQkg8wXGraRPlyR3nloSoQ6GfRA92zOFwtCKEEBLHUNPfdBFjIJAf55aEqEOhn5AYJuYnTzFfQEIIIYQ0FejTT4g6FPpJ9Ij6cnAMQiGaEEJIPMNhrGkT7aldtPMnJEah0E9ILMEt+wghhMQxDEDbtIn2tCDa+RMSq1DoJ1GDHTMhhBCSYFDmb9pI5nY75pTjvX4bkPdLZVTyJ4Q0QqGfkFiGkydCCCHxBMetposikN8347ajdGMtvhi1NXJFoNBPiCoU+kn0YMccDs0iCSGExDEcxkgYkZzvMZAfIapQ6Cckloi3JWrO7gghhEjhsECiSLxNowiJFBT6CYlhKFMTQgghJG6IttRNoZ8QVSj0k6gR7XGBuAA/IiGEEAmCj6vVTZpoy/z+6OZPSKxCoZ+QWIaqfkIIIfEEh60mSyzoAWKhDITEIhT6SfRgx0wIIYQQkjBEXeiOegEIiU0o9JOoEc1+efPnpfh63Dbsz6+PXiEIIYSQBIMGak0cjbld6ZbaqOZPSFOHQj9pksw+Zyd2zqnAr7fujnZR4hvO7hKC4tXVyPulMtrFIIQkAhwWmjRaCp33em+Iav6ENHUo9JPoEQM9c3VRQ7SLQEjU+XDQJnxx3FaU74yQJoYQkrA4WQsWRRG1FRyX4xYR0de0Rzt/QmIUCv2ExDIxsDCiS6yXj1iibEtdtItACGnCzJqwA6+3WIuSjTXRLgqJUxi9nxB1KPQTVynbXou9a6vNXUx5kRBCCEkonGzZt+3rcgDA36/tc6s4pIkhUhlBiCoU+omrvNtjA2YM3ISqIm8D5O1bX4MZh2zExg9LnCUU476HHLtIJGGIBkKIY9iPNG2iPXHhvIkQVSj0E08o22rsG+xkXPjxilzs/bsGcy7cZT8RQgghhBDiGlGX+WneT4gqFPqJN5jp9B0MDHUVTaRXj/UVa6qGCSGESOGw0HQRxejPW6KdPyExCoV+Ep9wUkGI+7BdEUIALH2oAGun2fOr51owiSb06SdEneRoF4A0XZz0y0JTWa6K9bGLgyshhCQURX9VY8k9BQCAAZNbWU+AQn/TRRCiPy2Idv6ExChNRXQiCUaTEfoJIYSQCFJd7G0gXpLA0LyfkJgl7kSnl156CT169EB6ejqGDx+O33//Xff6Tz75BP3790d6ejoGDRqEWbNmyc5PmjQJgiDI/p188slePkJUaajxo3h1dWyYPznS9LujSqAZIiES2B4IIQ6nB26NzyQ+ifb0Mtr5ExKrxJXQ/9FHH2HKlCmYOnUqli9fjsGDB2PcuHEoKChQvf63337DhRdeiCuvvBIrVqzAhAkTMGHCBKxevVp23cknn4zdu3eH/s2YMSMSjxMVZk/IxYeDNmHTx2XRLoozEnVOoRisOHgRQohz9izaj0+O2Izdv+2PdlFiHqfjDhfTmy6iCEcVaM2be7FzXoWzMjSROM+EWCWuhP6nn34aV199NSZPnoyBAwfilVdeQWZmJt566y3V65977jmcfPLJuO222zBgwAA8+OCDGDZsGF588UXZdWlpacjJyQn9a9XKhg9bnJA7LzDhWfPG3iiXxFmwFZr3xwic3RFC4oDPj9mCgqVV+PzoLdEuSuxDoYlEgcIVVfjpqjx8PXqbs4SoLSFElbgJ5FdbW4tly5bhrrvuCh3z+XwYPXo0Fi1apHrPokWLMGXKFNmxcePG4csvv5Qdmz9/Ptq3b49WrVrhxBNPxEMPPYQ2bdpolqWmpgY1NTWhv8vKAlrzuro61NXVWX20iKAsV1obn6dlra+rN0y/ob7BQRkaO3Unz+EXxZj6ZnV1DbK/zbxHa+nXyf53iihZUo+l90iMUasLDfXu1jcS+7jdJ8QqUu1foj+rHaT1oK62Puy4FUQXxme/38n8gNjF6/5AL92SLVWmrjOioZ7zEjdoKmNDImD2G8WN0F9UVISGhgZ06NBBdrxDhw5Yt26d6j179uxRvX7Pnj2hv08++WScffbZ6NmzJzZv3oy7774bp5xyChYtWoSkpCTVdB999FHcf//9YcfnzJmDzMxMq48WFXYX5WLWrD89SLk3AODX335DWlGN7jXr161H3qwSW7nsK+0EIAMAwuI0mCNQhsKCAsya9ZetMnhBQ5kPQM/Q37/++itS87Xeo33mzp3rSjpF+TkAmgGw+x3IvpfaoW5HKto9kgtBvcvxlEBdCLSHRYsXI620OvKFIFHHrT4hdukd+sW+Spu5c+eienkGgE4A7L2rvfucjM+B77Rly1bsnbXUct5mqJzbAtUrMtH65nwIKZ5kEfdY7w8C300UxQNCt7o5pl59qFqeCaCj4XVq1KxLQ/2uVDQbXY7Sja0AtLaVDgkn8ceG+Gf/fnNua3Ej9HvFxIkTQ78HDRqEQw89FL1798b8+fNx0kknqd5z1113ySwIysrK0LVrV4wdOxZZWVmel9kOdXV1sobbtVtXjDr1CNfzeQ3rAQBHjxyJ9kdm6F5zUP+DMORUbYsKPb5+cgf2ILAqfOqpp9ouZ/sO7XHyqcNslcELqovq8Q42h/4eOXIk2h+u/h7tEKwHY8aMQUqK89nOd6/uwk5UArD3HQjw2oRAXRycPgpdxjSLWL7SujANAZPnESOOQs7I+Fi4JO7gdp8QqwT7fIB9lRrSerDbV4PZyAVg711989QO7LY5Pge/U69ePXHUqcMt520qjwN9bs+Le2Pg1dmup19f5ccPF+ah22nNPUnfS+z2B8HvJggCfD4fGjSiQerVh+1iBb63We+C3/TYcw7Dzt77sQLFttIhjTSVsSERCFqcGxE3Qn/btm2RlJSE/Px82fH8/Hzk5OSo3pOTk2PpegDo1asX2rZti02bNmkK/WlpaUhLSws7npKSEjcNIynJ52lZk5KTDdNPSkqyXQafJDqwk+cQBG/fg1XqU+Q+8skm3qMd3KqrPsGd70AAn2C/PThBmqdX9Y3EPvE0fjmlqTynHVJSUpCU1CD72yqCC+OCz+d9f9hQ7k1dWPNSEXbMqsSOWZUYfG0719OPBLb7AwN3er00k5OTTF2nR+V2P3ySoE9s685pSmNDvGL2+8RNOLTU1FQcdthhmDdvXuiY3+/HvHnzMGLECNV7RowYIbseCJipaF0PALt27UJxcTE6duzoTsFjFa/jr5mJoxIDW/YREivEROwhBmYkhPiddUZxMz57VMyakgbjixIZu9XHjfFHcBYkmpBEJm6EfgCYMmUKXn/9dbz99ttYu3Yt/vWvf6GyshKTJ08GAFx22WWyQH///ve/MXv2bDz11FNYt24d7rvvPixduhTXX389AKCiogK33XYbFi9ejG3btmHevHk488wz0adPH4wbNy4qz9iUcNQvx8mcwjLKdxLrYxeFRPeI0reWTpD4OQkhjrc8a+L9SFOXOaP5/IJPiP15EyFRIm7M+wHgggsuQGFhIe69917s2bMHQ4YMwezZs0PB+nbs2AGfr3EdY+TIkfjggw/w3//+F3fffTf69u2LL7/8EocccgiAgHn5X3/9hbfffhslJSXo1KkTxo4diwcffFDVfJ/EDtyyjyQc0ZopcYJECJHQZIRWrxYnmvqWh7Y1/dqn9ufXI6N9ksx1RDUJnwuLVoQkKHEl9APA9ddfH9LUK5k/f37YsfPOOw/nnXee6vUZGRn4/vvv3SwesYIj8373imGHhho/lj5UiO6ntUDOUd4FPov5yVfMFzB+4KskhMQETvuiONH0GwmQdmnyfbnNF6D1Oda/V4IfLt2FQ29sg2Of03e9FXzgQjYhGlBf2lSJk0EZAMq21aJwRZX8oEuDtd1kVjxVhKUPFeKzEVtcKUeQJj9ZaMpEzbw/OvmS+KJiVx1+vjEPJRvc30KUxBgO+4Qm7ybEPtUeGvXm11sD22z/9XyxiTQE2ZhG/35CGqHQ30SJhUHZbGf8bs8N+HjYZpRtrw0di7amf+/fEZr4crxqMkRtbiLNNwb6BRKbfHfODqx6YS8+dXmhk8QeosNAfpHuR2pKGrD0oQKUbLI4LntUTgqa9tCcl1p4nwFNP98/IWpQ6Cfe4EGfu2+NZED3aLDes2g/frhsFyr31OlfyDGFuA3rFIlhCn4PWFvV7G3ikcmbAE5lpkgrFX6+Pg9L7inAx0M3W7rPs3I24b5cFB3UHzeC9/so8xOiBYV+Ej1EoKHWj50/VKC+ynzklVX/K8aO7yo8KdJnI7dg/bslmH9NnifpG8Lo/U0WNe1afZUf698rQVVhvYcZe5c0SSDY1D2neHU19q2PvvuE8+j9ka0seQsqAQB1FTESwa2p96luP7+F9MKi9zf1b0GIBAr9TRUPBmXLJm0i8Ntt+fh6zDbMuWinqVsaav34+brdNkpnjdKNtcYXRZjiv6vx9+t7nZtekthE5bP+dtse/HDpLnx5wtbIlIGCHSFRoba8AR8O2oQP+m+Evz7KfXycafpjLVp7k9Y0O9D0awVWtJSeEHv1gZBYIe6i95PEIhiYZeuX5aau97ut8NSanBhNWqIwqH94yCYAQFKqgP6Xt4p8AdRo0rMbd1F7lZs+LQPgbQwJfkJiBkFgXfGSqoLGwc1fJ8KXHMUVuDj70DFX3FgrT7zgknk/3z8h6lDT30TxeiXezCBseaCO5BwoRjSeau+oYGlV+EES/6h8a6N2WlPagD8eLEDJRgeLAgYNccG1eZhz0U4GpyLEQ2TNK8rjj3PzfleKYRrb5fUskJ836cYFAuwL3ZqB/PRvk45NQpIg+7tJfwtCFFDoJ+4Rgc41UmaD0XJVp2DVdFH99Ab18JcbduP3ewvw4aGbXCmDst6LfhGrX96LjTNKUbo59lxeCEkYJO0/2qFSHA9DkS6/y/vCO6Ypj+MOHl36PSzNhZQLZjTvJ0QVCv0keoiwPDlocmNpk3vgJowNTX/ez4EAVg3V9uuJXhWT7XfsYSxBEgfEiPVTUyDq3b6DuDENdWLEd3iINR/uqH+/REA69hi8T7+kujF6PyHaUOhvqsTIBC7aGo1YeQ9xS9Q/YAKhNlMxeL1ig8ezG1NuOiJqK7iNW6LDpu4xMRRx3InQ9PGwTchfElkXtFgz74/294tXBIlEIlppD5JFqjCffn4LQkJQ6CeuYTl4fyx3xtGa4CreSUy/I+IqqjK/QT30uyFr6/gSm6l/sybswOst1qJkQ/S3GiMkEYh6v+8g/72ro9AP2LVM8GolK9rfL16RfA8rCznSawWfEP32Q0iMQqG/iRITWhv2zPEPv2GIdW/vw9xLd6KhzuY7UbvNp99QXTFr1Suuie+77evAzht/v77PhcLELrXlTdyaISYGjcQllrrSWDOXN0KvvFVF9WiojewDxdK3jFtkvmX6L1T2/QVwW2NCNKDQT+KLCPXlMTO/5dgVN8yblIsN75Vi3XR7wq8dTb8T31tTyOZd+nn5LGwAu/K5Inw0bBOqi+MjUMDOeRV4PWstfrlpd7SLQhKVGDJJFi20+1hAq4jlO2vxVrt1eP+gjarnvQvk51G6CY7se1iJ4ydxc1Oa98dB9SUkYlDoJ44R/SJqyxRaMLM9bawI10oMZgORHkhWPlsU2QyJbWr22dQIqwnwLpr3a2k/dAP5WVCQCUnmG/PCm/agaEU1lj5caD6DKLL4znwAwF/PFUe5JCRarJ22D3+/tjcieUVd0I4zTalWP7V9VgUAoHxbXQRLEwPfL16RRe9X/62G0ryfiy6EqEOhv6niorD91ehteL3lWpRu8nZLL0FwfzDVlO1jxKcfAGpKGrDw5j2615AYwmbdsaLpL99Ri8+P22I6SnblnjpM67gOC28J11Tv+bUx6JagyNBKc7Oi6Q9Svz8+7Ig5iUfsLtBGgPoqP368Ihfz/5HnmXWKrI5FW9MvbZbxUPW12qdR2anpjy20NP2GQn/jBbt+rMCaNxLb1YwQu1DoJ47J/Smwbdj6d0os3WdrHt3UBlMRaKgJf+iakgbsWbxfVxjZMacc22aVe1m6GPKDsE7p5hosfbgANSXu+morBWfTqH1KjaTmX5OH3b/sN530n08Vo6qgASuflmuqazel4rvTd1krkwa+ZOvPHW++w6RpIu2D66siMAhFcZwTRRG/Ty2IXgFsYLcfoXl/bCH9HnYD+S19QGE9ZnPBtjKvDsWrq23dS0isQqG/qeLFYGc1TYt9cU2pH/7ayIymhpOBaGr+BODDQRvx2Ygt2PqlulBfX+3HN+O249vTtrsu1CYKHx+2GUv+W4AF1+a5m7BB3fn79b2Yc1F4wD+1KlW2Rd0starQorZRo77WrMswuE3iK2nQKKyY94fSp9AfN8Tx+p5jZM0nwQXFnd9XYv+e+Ii1ESJG3l2QWDMM2p9fH+6CGeNIxx5D834PHm165/X4cNAmlG3z1oKVkEhCoZ94gmmXfgsTqDkX7MS7vTbYK1CU2fVjBX68chdqSvVHJ+V7U32PIlCxKzAp2/x5qWo6Us2Up4N9rM1uLFBbGpA4g5YqkWL+NXnYOKMUmz4skZ+wErjIrdeuFLqV7dFCQC/Bhnl/PNcf0oSIQD214sPsJft3ywX+eGii0kBulkjwBRwAqN7XgGk56/B6y7Xw14vY9WMF6ipjY7W1rtKPnT9UNC6Ay1T95tPxMlp/0Upn2v7CP6uw9Zsyl0pDiDMo9JPoYaOfri2L0GDl8mTgq5O2Ye1bJVjy33zHackmYRrvUDZ2xtAEJBbx10coToQCZV229J28Evod5EPz/gSnCWv6pUTE4iGafXYcmnTEWj8SS2Nu8V+NQuvShwrw1Unb8O0Z26NYokZmn7MDX4/Zht/vCcyLNKP3WwjkF37SbukC2BnXpHw8dDNmjd+Bor/oKkCiD4X+Joptv2O3caEcjlZ5I/wayrZYNBVTmT0ULK1SuVCBza1vtKgtb8CyRwtRsrHGeWIxhuiy0G+2ToWZw1uYKbo1qRT98jIom6OVfOLFvN9fLzIwH7FGhM37o1U9RT+w5mVFELQ4aCox15xjqEDSPv3vVwPfNtLWbVrs+D6wu8Lqlw/simE3er9dSw8T2AlQq0bJ+sSbO5H4g0J/UyUGZH73BBd30pHi1ZqIYVlNvBOp6b7mO3S5/L/dtgeL787HjIHq+x0DgYWBeMTvsvuq2boTNplQfMuNSvN/L3BV0289ey/NMtWor/bjne7r8eUJW63dGDtzeBIFZP22C31rrPpYV/3aHEUr4lA4sWvd79U4H0v9RQzM9QwRFP/DfiA/N5DFsnGo6SfRQxRFLJmaj40fq7vBNkUo9BNTiKKIuhjdXsuTVV4X+3m/pHxulFXTBA4ax114PXkHIsWHCciSwugtCMQyrtcfs5r+ZEE28VdOFOdc6E5UfV0MmrS1LftiX9O/Z9F+VObVI2+B+Z0PSIBYMQ6LNP4GEdWSrTGdWslV760P+VjLkPXZ0ZEa67anRiVfz4iayUR0slUlDtptsEnJ5zbmVf1644idKiBNz6l5f6JTsasOSx8usB5cWELZ1lps+arMdQu83J8qsfSBQsy5YKer6cYztgxX5s2bh3nz5qGgoAB+v7y1vfXWW64UjHiL1XnLD5fuwob3S3Hh333QemC6K2lChCsDkjeafv2CWembpFsZWi2r3T5Qmk+k5j3B4ILxhtuafrNxJ/Ys2o8fJ+c2HvAwcJFmHfAbNEALe4cLSZaKdCB/G/eQ6NBE575fj92G3B/dM4cu+lPdt9dMrJZoEFNaa7fxTNXvTbJ2iNv4PpZ8+t19ML9kZx23zPvN0lAnYufcCnQ8OhNpLe0MqpHl67HbsG9tDXb9WIkJ83raSiMYoPu0b7qhx+lZrpWtqkB7cuevF7FjdjlyRmQivU2EP3IUsazpv//++zF27FjMmzcPRUVF2Ldvn+wfSUw2vB8wj1n5bLHBlQcw0Qe7tapnVZDe+FFkTX32rWs0l3TlkS1r+l3IVDOfeJpFqON2IL/f7zW3x/Wa1+T9pdGr3K8zgNnFjrtJQ03jTdLJlj1Nf2TrT1PVVscboihizVv7kP9H9C0ywgR+h3XITJcZtW41/rtzazQJ8/44kPpDqv7GQ1aK6vaWfVKh306sGicsfagA3562HV+P2RbRfO2yb21gfuvGwuieRSbiVVlBZ8D/8+kifHvGDnw6You7ecY4lpc3XnnlFUyfPh2XXnqpF+UhMY7bWnU3JuF65tl7luzHiseLMPKJDmjZOw0AMGeiCVMfr/p5Q3Nq5Z594deYeWexsv1TXBDB96O70GVQju/P24GzFvQyda1plJp+g0B+O+dW4Oux2zDisQ4Ydkc72YKJHd/HRK2blXl12Pt3DbqMbhY7QVOdIgiIVGPZOacCP10ZsIK5TjwkInmaxbPPacGqJqKILpnkNSViqGMz5Q4YbdSql5VAfnqLxzaeWWr9F2nz/qBlaMEf2gKw6Bex9+8atBqYBl+EFyW8RIigw/mmA37+pRstBteOcyy/4traWowcOdKLspBIYrOfcFUzF4FAfp8dtQVbvijDd2ftUD0f6Qm525pNzcHQ7Qlk4owrUaFsWy1Ev6ivkTCY2eT93Kj1dG3xTZmO8jsrivTjFYE4A4vuDGyx5HhylKDm/dM7r8fXY7dh+3cV0S5KXFK8OoaDydmo5tV767Hy+eKAtU6sCl6A4bOtfrkYHx++yROrI7co/NO8trCpBfKLta0NlUjnY24F8rPzLeSafuv3e82Sewvw4aGbsPCm3QCAmpIGVObVRblUwE//yHVWDreFfp32HWkLjljB8iu+6qqr8MEHH3hRFhIP6HXEUWpDZgKx7V0TG5PISPn0ux3Ij9hn3Tv78G7PDZg3KVc2mVASjQmZcsu+sPNKbYtilizd7tCO7+PuX/dj108RFIwjvMi3ax6Ffju4vTgqdUmJBnMv2oWF/96Nmadu0+yPY8I6yyDfBdfuRuGyavxxvzkXpmjw8dDN0S5CbI25cSD0B7tlqSWcaEFxobeYvvyxQsvlkY3TsfQtD7Ds4cAzrXoxsNXhG63WYnrn9agqiu5i3JrX9mHOhfaD5gk+d8dnveE+UQzwrGJ5mlZdXY3XXnsNP/zwAw499FCkpKTIzj/99NOuFY54iG1Nv9kLXbrGTDImymTZ58vo/bgQYM92uhbN+z2lqfacFvjjgcAAvf7dEhz3v46a11n6ZhGK3m+0eCQz77excr5/Tz2+OnEbrizq36SC6cQjEW3qLvZftRUNeKvdOvcStEFwP/LCZdXaLj6xulCrUpb6GN3JxzKeuWp4lK4NZC79EY6hokfRSolFhofm/csfK8LwBzpYKpt0XIv0ApyTfrZ4VTW6nNDcvcLYoGileqBSM/gOWFVs/KgURSuqcNSjHZxZ4+oJ/U107zrLs6y//voLQ4YMAQCsXr1adi5hfBeJJm4OGm65Cvo92LLPM7M/q+9P5R0JZgLzuK01ip25QtxhenDxMHq/ZtqKubuy3ss0L36E1UWpeb+TQbS6uMGy0F+2NeAyEYzV4QWiKEIQhNgy140BassbsP6dEvQ6OwvNOqYY32AVF9933s/70VAdQ25pWl22bMcVVrhI0OTM+10OeOeEr8dtD/1W/Q5W3qHLa1CxrumPaZy8rwNziGDcrY7HNkOP01rYTk5X099EzfstzbIaGhpw//33Y9CgQWjVqpVXZSIxjK6mOlptyAulg2dCv8vpmTAV5aAVXcwGUrIUrdg1KxmjLfv0M5Wa9ztqMxbvbaj1h7b5+cf+gUjOMLfiYGWSv+mTUvxy426M+6SrtcJJSaS2J3l3P1+/G+vfKcHKZ4txycZ+AAIa9eQMnyuBpVztJ2PsG2jHYdH4HWXcFGDLttdi1pk7MOTmNuh/ufdzSK+E7y1flaFmXwMGTNJ4hhj6fnI/+dgpWFW+iim6pHgzT9+OC5b3CTuuhtvzKqnQH1cLcDFQVCevSzl26G25Zwpq+sOw9NhJSUkYO3YsSkpKPCoOiRR2V7hjcTLmqEwuCPcVu+rw45W75OZq0iykebjx/kwIkdLB3dOBPp4GxCgh81PTe12WpH7bxZFjwbxfFMP7Ddl2hw7KZHUArqtoLHjNPm/UV9+fvxP799Rj5inbjS9uYmybWQ4AKN0UiHy8v6Aer7dYi0+OcMefOpYn2l4VLZaf2S1+uXE3ildWY96k3GgXJYDO+K/3Pb6bsAM/Ts5F2Vb1yN8x9S3jwKdf7TsUrdBxhVHgtrWnKJU1Y+hTGhET1c4FTb9b6Fmfux0/IF6w/IoPOeQQbNnStPY1TEhsSv2xtFIcJCrm/ZIs51y4E2vfKsFHQ4wnvEaDWNhpuyvcoolrSGQw29S81PRrXd9gPpCfmquJ3624QRb7I1md9njsrq/yx9XEzyukn0i5SLP928AiQNEK+/6cMtx83zExE5Zgwrw/5uubhTYnHfOki3WxTOXuOrzTYwN+NwhYqLmLQQx9PyEuhP5AIcN2LA6W16gNe2neb4Pc+RX45abdgbGjieGku3VdENdLjpp+czz00EO49dZbMXPmTOzevRtlZWWyfyTBcbEPU9Mc2iLK/WrxKvMTXVd86syYi1PojxmkApLegGgtkF/4xT/fmIe9a6wJXWHJhDn1a/wOHqp3Z3Zr2dROmq2VPsRGfxNLfrCxgvJ7uS1Xx3Sf5fBZTS3UxpDQ6FUMAyCwleHi/+Zj3/rY2F0nyLKHC1Gxow5/3Bcu9Mus6DT6hpj6flJiUGmjR7CtOAnkZ4cGmXm/9fu/PGEb/nquGCueLHKxVIlP2DxAMl5vm1WO2efusLZDAc37w7D82KeeeipWrlyJ8ePHo0uXLmjVqhVatWqF7Oxs+vk3AfQ6QKW8ULatFkvuzZethodpuo1cik30uHqaftsN28JqhJWFC+tb9oU/m5lovLLdbrwc6F2OhFRXGcuzfXt4EchP7dpVL+zFRya3q8r7uRKVuXXhC2aK+qYM5Kdn3u9oomuxGknzYgDZKBAe8dHd9N2Mu+dy0RbfvcfdBA8QV5p+DdTGK733P/+feVj2cCE+GrzJw1LpoNF3+HUW+qTnNLcLjtHvF6uLaVpd+J5fK03dr/tcNjoA6WL2Z0dtwbzJuyynAQBlW9TdP3RpwsOZ3lzp29O2Y/NnZVh0h/n+VzeQXxM177ccvf+nn37yohwkTtjyeRk+GLgR4z7qijaD0jWvE0Xg82O2oDK3HvlLqjD++x7eFUqnw09KE1Bfpd/pB1d1k1JsdgIWOg9DAdzi+LT1q8Dq57hPuiqi+ksuitGBXskfDxbg93sLcOpX3dBzfFa0i+MeJn363Qjk5681TiRvYSW+GLUVAJB5vPlAfqIoembe70TT78aKfTBKP9FBx7zfbSHHVUHd5bKtfasEJ77ZxX4CJqKvRtonvKHGjw0flKJhb1LYOadbiYp+AOHJAgDyF+0/kH9sScm6XYFM0x/7Qr9cAaB93c55FYAfyDneu91QNAm+b8V7+/KEbWjZN9XQ2krzO9hEad6/bnoJTpqm3uZFUURdhR+pLcIruWfaZAHqdSwW6p2DvsuMIF6ZR02/EywL/aNGjfKiHCQCyLVj9tPZt7YG31+wExet6at7XWVuoHHm/ayxWmumczBxiZ6m30joFxtEvN1lHYQkAZN2HRQ6rvZ+ilZW4aMhmzHohtay425p+mvLGzBrwg7FDSoXKvLb/FkZilZWo92QjEA6FQ1Y/fJeU3nGEr/fGzClnP+PvIQS+k3XD4eTa7NI26NR3TDaBUJ0KZBf/X4RP1+fh97nZqHz8cb7DMuEIofm/Qtv2Y0tn5Xh/BV9kN5KQzqxSyxMwjzA6wlTLMaO8ZpomoQvfaQQSx8oBGCu39Xq01SfQW9v3igvtNnJXqrp11r0jCnzfhNlqa/24+vR2wAAk4r6eFseACufM2/2XrrRWFvufvR+89f+cNkubHivFOcv7412QzPkJ2WBUNwpGxDof2PW7cyJT7/Lw6++pt/dvOIFy0L/zz//rHv+uOOOs10Y4jF2/WBVUA3Io9HCgvthlm2rxdav3I/7oNfh+9J80FN1VxU2oKog0HvWlEquUzzKmjf24qer8wAEzKh7nZ2lea1+YbVPrXljH4pX2guEJY02u/CmPVj75r7Gc1LNhOtmuLE0u7GG4IvMgohpn/4ICTqy1XTF8+sFkgzM3eWV3e+ST//yxwqxbnoJVr20F9eJh+heW7a9FrvmVoT+dio3rHy6GADw9yt7cdhd7ZwllsDIA/nJX7rr3UAMm/c7RbM8UTTv335gNwazaBorqPWnei6BXk+81RYqzSwY6kX1lygZtDX9sVPpzIz5UsVIXbm3g+K+9TVYeJPcRNtpH+660G9hXNvwXikAYMUTRRj7gXx7V6/qtyDE7npybAXyY/R+JZaF/uOPPz7smNQssqEhVpefSLQiIvsO1LIPD90kG1AahQgdTbyZbAzM+20huW3vmuqQwB9ky+eNixeWNP06VglqK7eiiLDXo5qfNODJN/KFleCAuOzRQqx8tggtH7Dc7BMSIVmAaMIc3nE+ZgcXF8z7zSDfQtK8eT9ENZ9+++WQUrpZX5uzdto+LPlvPk6f1T18lwy7248qTPqbonbZEpJ35b2m39v0o4oJOTHiMqNeG7JkgaTi06/3LaMx7zbzPHqLs1JNfzwE8jNRlvLtNnzPbVKtFohNw7zfLF6b99vFVj9pZkLp0583R5Iw5YmLmn7HgYKlnpVKF74mqum3/Nj79u2T/SsoKMDs2bNxxBFHYM6cOV6UkUSJVS8V48sTt6K2PHxkMxzUJBcENf1erSAbmfc7parQYCHLJfP+lBbqzXHXvAr5AZvbmy2+Ox9VBQ0ofa+1/g1NBF+k1j5kuy04XOAK4kRAtbCFk5E/qFvm/UaTox+vyEVlXj1+uExlf28L+eo1nYQWNF3Gc59+NxdgYmNuHEKznYvutKVootpH6LgIRcPE1qmbo0zAFIG/XizGR0M3ybfvi6HvZ2Zc+eLYrY1/eOxy4cWCiP7CkvXnsSX0H7iltqxxvuiVNlnzkaJQ74RkZ1ZfUksUZX/wy03OgqbK3pOiXL4kavpN0bJly7BjY8aMQWpqKqZMmYJly5a5UjDiLWb6wZ+v3w0A+Ou54vCTFhq2pnDlcMU9hANNv6AhkEmPGy4cWBhUdCezGqfmXmwcOVZfmFHOtAyTM08cBz/zJYevlouiiMrcejTvkuJaPp5E77eIbKIrnYg0GG6fIf+tE73fCYLJAdit/AAE3rfJBZBoaO72LN6Pz0ZswfGvdcLBV0duoU4URSx9qBDthmWgx2kt1C/y2jTSVas0F9NygYZq9QLFavR+ox1k5BebPGaYkIeYcXPUKZZMuy8Av9wQmCf9PrUAx7/cKTyPaGNiMVPmrul1Z6eSfLAa2M3a7ej9dizYRBGo3F2H6Z3Wh455Zt4fQ1pqX5KzWNHSb6dcJKl3upuTYnyXvbf4nbo6wrWq06FDB6xfv974QhI9bHaoatuoqfWjWuO32Qm9Xcxq+u36sxsuHFhpRXpFUCuf2fess6IZ1iPHemcXofIpV6gBYP41eXi763qsf6/EUlp6dUtWP/TWfCzUT2d+c42/q/9opkhYOx9RzbzfokZk7fR9+OzoLbplsortiaLyWWPMvP+zEYH3NP+aPN3rVj5fjO8v2OHagsj2WRX4/d4CfHv6dvkJnej9Zr+Bv0E0Vc8T2epizsSdqsejaRLu1s4V6pp+k31jhHD6nmX9hORn/X6F62KMEEtlAaA+Bjqsf2733fY0/SK2faOIjeFV/Y4lf3RlWaxq+iXzd1P9gdo0WRRRsLQK9dXaA0fYbuGKvPwNIqr3Jb57uuUq+ddff8n+rVy5ErNnz8Y///lPDBkyxIMiEtcws8KtglMTJZ+KcBUsj7SvL99Zi9LNNfJLLFoDNNT48elRm/HzjYGJcnK6T3JOTYLWSFPq+pNqwVrAAM+0iRY0/bbG10hOHESgck8ddv5Q4enWVT6VSLFr3tgHAFhyT761xHSK6YlPvxOhyG7gSZXySTUiZr7Vj5Nzsee3/WHHd/1gbj9mx7KJXgJxKmgu/PdubPq4DNu/sxaMTYvKXOPQ1XaEtfKdtXg5+W+83nKt8cVuGnTEnNSjQQSVrWHoNIsZB29SXfhXQ+1dr5tWop1tVHz61S36pOhazknlAi2XjFiqcgaVqb4qsh2fJ+b9erJapMz7ET4u21lMM3OL9u4Zka94YfMojTKIoqiqoJN+O7uLgKtf3otPjtiMmafJF6rl8YsU82CFMvKLY7fgzdZrUbJRLoMkGpZf8ZAhQzB06FAMGTIk9PvUU09FbW0t3njjDS/KSKKNWgdjxY9WYxsOZd/wTrcNeK/PRplPlFXyFu5H/pIqrHphL/wNInwSLb3e1n16aC5aBDHqpKUmRnqB/Iz8IW0Slq7PWaKrXipuHFwUBXRr0Hm35wZ8PWabLGCi26hp+kNY9kvTy8jkdVby1Ll237oa3RVv25YpCnN4wGVze7tY6Yt0LGLCJmwuaGn8dSI+PmwT5l6irt11ivQ7uxG/BNB+br3o/Wa+wcdDAwEYzcR2iRc53U1kfWekX4BO1anYUYf175aYS0el2L/cuFvz8pINkQsgF8Kppl8avV+2UCOq/o42RkWpUWo3vfbpV9PKhwL52RW2dU3oNA6LKFxehYaa8P7IzrgmiioKFq80/TGk6FcKz1qfcOZp2/Fuzw1hi0yyhQCbCsZVLwW2qM79UaE80Jl7Kb/NnkVVAIANH5TaKkO8YLlKbt26FVu2bMHWrVuxdetWbN++Hfv378dvv/2G/v37e1FGEmXUOi7Vhi1pYLVljQ1bV2hWOVUh1TSZMQWVXJLWsnGFoWJXnWwVskFHEHKCFUsIfd8zlUNqg49KdpYClNmKKNv48+frd2PtW/vM5WUHodHvdcfsCoOL7aNXLy3PPcLM4i2arJnMc+fcCpRtr9W99oMBG0Om4Wro1lc9836/GKa50Iqu+/t9+Xiv7wZUFzsP7++VyZ2Reb8vxfnMKu/nShQur8aG972ZSFTmNb7ftGyXNjk20Z+FB/LTr7xVRfWoLjb/HSMRyE8Uxdhy6YiizG+IyQLFnVuGDQFXqplUC3RaV+k3tbAg+s25ujjGIItI1zW1OhKNLfv+fnUfPj5sM74dvyPsnFuafq/M+2PJp99sWXZ8V4GKnXXIXSAXzKXtSc36Uokl12LZ7jyKczH0DiOJ5cdesGABcnJy0L17d3Tv3h1du3ZFeno6amtr8c4773hRRuIWolRVY/42O41j2SOFjfdrNWStftWBwPXH/QWh36Wb5MKRqqZfQ/MX7CxEUUTFDgNzVyvm/RYXpN3YOsaL1ecd36sL425vnZP/e5Wr6UlxM3p/mPCg5Uqj9/1NTFy+HrsN7/bYYDhTK/qzWvukTfN+1foplell7bAQpZtqseKpIguZhbN3bTXebC0xB1cpu2uTVqUmQLooZDMPryfUlXmNfZNbeWn1D1L3KKs+/Yv/I3eXMRR2IiCIfDNuGz4YsBENtbEhqUYjkF9Qo2kodCkXgjTti9UPVxW6tLenRVT7LEUgPqv4FdH7pb9X/a8YrzVfg61fabva7JxbgS1fluGzo7fgs5FbDBeeRL+IHd+X23+HHtalhho/tn5dZs06U625eSn0a9TVv54PBKjeOSd8LmM3er+yHCufVgmC7QJ2XW5FUcTfr+9F4Z/uzavC5vcGr075bkWLmv6dcyqw7m2F0slMQM4wTX8MmUtEEMvT/8mTJ6O0NFxrUV5ejsmTJ7tSKOIRNjt/1cZhqNlpHAQMzeP1MFNmyTXbZjYOtqWbamXnrPiu5c6vxEdDN+HXW/fg67HbdK91y6df7Z2aHXx0FxNcNu8HgMpdB4QNpebX5vy5QeM5i/+qRvFqHQEWwKZPS7F9tnV/ZjMBJn/6Ry4W3Wli2xidV2rep9/Cd3GwMGZl0UducgzL5v2iZJ5audvYV1zJmtfULUpsI5sEKCYfirqb5MIGDl77LFfmur9NmFb9kEX4tjhhqspXCCxGZXVT0a+R1s65lSjZUIvCZdr9SyTNtCOtcV3zxl68mvE3dswx7jvV6rGaoKf1DD9do7LVpkNEv2jJDDtoMSQdUzWteUz69CuD+v18nbYrQ/D6r8duw3dn7UD+4irkL67Ce/02YvXL2sLh2ukl+Obk7ZgxaJNu2pp52mxrZt7tb3fkY9aZO/DdOeHacs3sVBY5HEfvt6Fs0LvHTvR+iHC2lW4QM12r5JpFd0nmJwbZb/qkDPOvyQu5WjlBFEUUrayCv055XP++MKFfOqxoKAiVMUXmTTLZn8ii90fI9SLGsfzYohhu4gkAu3btUt3Oj8QOMuWjhdmoauMwMLGR3qMlXAXqkuliaKLVydRV+GUdir/WWodc9Ge1uZVaK89gccs+VaFfbQ1GZ6Fd9APr3pEITy4E8qvYqS7A6QbU0WDNG3vxSurfmufzl4QHfgtSubsO35+3EzNP2W55gq67GCUCJZtqsOa1fVj+uLq2unxHLTZ/Xhow01QIjPIt8tSPh2VpReZ3MLew644iqgj9Wub9snsO8NlIbZcDLcLqv1p2dt+FgXm/bswHs3isTZAF3XNL6DexGBbWbxvlraw3Rop+N5XvBnmVbtHxK4+kIC5q/PaIn67Og78emH3uTsMxQTkHWPvmPrzeci22fKGIuaIxvulaHtlAFEV8eOgmvNNjvWnB/4P+G+CvF2V9SpINFx6t6P1mXEX8KuNj2eZaLLhWe7Fg64F3HLZwZhaDxqYcNwUBqF6ZgTezNmD1q3t17w0GvjUbiBUA/lSx/irban1BWIqd/kKv3thaRFDR9HuFtP9d/ph5a7qiFe5p+Dd9UoaPhmwOjwlhKPQ3/l796l5s/dp40bF8u37sD1MBOZXlMhG7JhExLfQPHToUw4YNgyAIOOmkkzBs2LDQv8GDB+PYY4/F6NGjvSwrcYrdiYSNRiBtOJpm1Drlqd5bj40flmDJvQXaF0nYt64G1XvDtUlaA7RaOe3iZfT+BpMLFboTDr+IeZdLVkYPtPqfb8jD3Et22tJmVexSn4DY8ZH96Wr9Lcn0kPkJW8zap6fJFUWZObPaO3qn+wbMPmcnNrxfEv7tZCtsJgtkpfxOhAK9tQ6951BblKqXviP9bMu3WZ/Yma3/bqBsm2Z9+uddsQtfjdmqq8FyA3+9KDPnB+TxT7w279e7xijvsFgQfmDjhyX4dMRmlO8In9C5qWE3SuqHS3Zp5hdJH3Vp/Ymk1t9UHdVYvPr5ennfHalyi35g7981qMytR+lmc8EAqwoasPrlvfKFRDNmwcq8tXz6zTy7xzEk6vb7w/ohq3VYFIHixztArAcW/FN/bLbjIrdzrvoCgd7Wy1Lyf1dRAth4r1Jt/sYPS/DliVuxP7iwYtfiIEL136yWuqakAbt+qmisEy6Wb+0b+gtCWgTbX/Hqaiz4Zx5+utJYa2+7H5Zp+hWnJH2a0v0skTHdZCdMmAAA+PPPPzFu3Dg0b948dC41NRU9evTAOeec43oBSfRR0wwadm5Srb/FQH4A8O0ZO1S39lJj39pq/HRV+OAkiqJ8Jd6rDtktoV/lnNo2g2qTNCvpCr7A1imrXgx02kfc1x7ZfdK0E9BDaSLtRcw13SiF8qJYkbHMaDRl+WhcvuvHSvQ6W27lJNf0m/QN91DTLwssaNenX2ViZcsM0gJh1jmqnkYWXobeTgqKv80K/cEtyYr+rEa7YRk6+albyZlBFEV8PWYbcudX4uyFPdHx6GYAFJHwXergzFiCOPaHFEXMuXAXAGDRnfkY+0FX+XkTk7zaigZs+qgUPcdnIaOdzlTGwWuJaKC/CGv6g5ha5NHSpEnG9l0/VeC320y4QkWRwmVV6HlmC0dpaEXvNxe8z0aGJptadXE93my7Dr4UAZPz+yO9VcBW2q55vxkcuW6qYaIsnw7fgnMW90LO8MzQMTULCsOsJN+xsS/ag5OmdbGeGBCuZPISk/3vJ0duRunGWhz/WiccfHVry0PE4jsLULKhDXBq+Dm7w01QUbB/d/jkQStNu0K/oDHei35R1u9JY5AlOqaF/qlTpwIAevTogQsuuADp6emeFYp4hB3tI8yb90sJRl8HdAYGrQYuwrTADwSELlX81gbluZfuMp2nFGvm0nr23eGHVIUqlez+uK8AZ3zXQyPP8Ptlwrk/sId28cpqdD+thW3BBABmn7sDo9/rgmY5LjhEm0B0MlF2cb6i913djN7vBtZ8+qV/yAfRil11aJDGyVA1vXf2UFqxHuR5NP7MXVCJuRftxHEvdUKvCVmm7wNUNP0WtViGUal1Fo6M+Pn63cidH+jn/n51X0joD3O/cAFpYCbNhYqw6P1GiSouN3C7UttZYdPHpWh/RAZa9g4sUC74Zx42vF+KNcP34dzFvQ0KYIDGt3Gi6fc3iJj/jzx0ODLD+GIov2UEpX6fYLgQqNVnSNvIVyduc61IhjjQxMo0/TbSkY2dFscfL4X+rd8EzKT9dSI+6L8BV+QPAADs+kF7B5z9BfWWzMPDiua20G+S3B8rZUK/LfN+lbGlem/g42o1v6C1VYtuqRoXWC+HVRpq/dpxNBXlLt0YsILZOKMUB1/d2lI+dfv9+OvpfQCyUZlXj+zuijmdTn3fu7YaKc19aNE1/D3ZCZKoNb9qqPUjKVVnQiN9UQfSqK1owIyBmzRdVBMdyz79l19+Oaqrq/HGG2/grrvuwt69AW3h8uXLkZvrfrAWEgPY2LKvfHtjg9KM3u8WOosHck2wmn1/488d39ncHs6Gpr+u0o+aksbZgyiKqmZrRj7TQfS2tgvrMH2KYwLw+cgt+PaMHdj0scJH0yK75lXKTAKL/67G7/flo7bcgQmASUd4q/NkXQMCpdBhVVuisWWf7mQ+Uub9Blv25f1cicKg75/y/Upufbvreiy82VvNntUJwncTtqMyrx7fnWUcWKrgD7l/o+6WfTp7PesinXM4aAKr/9doSqm5n7sH5v1aljtWgyDpxQDY+3cNNswokZ9WTJ43fFCKORfuwnt9NjYeO7ANYv4SAz9Vi9u+6pXDCtu+LsfaN/dh/j9Mui9FUM6XYsedI3TcirWUV1h8b8rAY1aRR+/X0PpLqK/2h9qs091t5l66EzWl6o1SmnZVQeM1ekL97HN2YPXLcjNtQQDE/eYmbWa2WLOE2dejrHYOzfvD8tdI7qvRW/FO9w3Y9WP4fCuwBajlYliiZFMNXs1Yg/17LJrYGTyX6i2Sd9pQE/5ges86Y+AmvNNtg+q50Jiu0nWsf6dEozDhh368KhevZqxB2bZaU+aLwaa65fOyJivwAzaE/r/++gv9+vXD448/jieffBIlJSUAgM8//xx33XWX2+UjbiIzOQ78/8cDBZhzkb5ft3r0fvPZamn6PVdmRMjcyrC/UfErej1rDd5otRa1FYHBeeOHpdj8SbjAbdbPTQ+16P3Sybzga/TRX/O6eT+tnfMqsH1W+OAnDcrz4SGb8Mf9hVh0hzc+U47qkN53MzD9NizHgb+ri+tN29Nb0e45qdd6xanMq8MXo7bi42GbD5RJmqntLG2j1AKrlt2Kdb/k/q/HbZMno+PTX1UYPtHet64G8w18XgUVTYObePF9pIKclpCiHBOsuHsB8ne9b10N5l60C0UrqyTn5Qnm/WI+UJgStbKFtTUtod9B/xsWY8aAsJ0yIkR1UQP2LDJYONFYKHTdvNsktvt9paZfAz1rN3n0fmmZ1NN9NXNNKNq4U6Fww3ul+H2qepwjO2nvXhiuaNj6pfmdcFyNgG6lH1fGFLHx7GYVKlLyFgTe199qAQ5Fdyx09MbnZY8UGuwApXH4QH9qZd4gq+dq60w2H1XPJXDbN+p1T+2Z1765D6If+Os57WDbaoH8IhmnJRax3GRvvvlmTJo0CRs3bpSZ+J966qn4+eefXS0ccRm/1NE+8N/vUwuwcUZpWOdv6ANsoXPT0vRv+rjUnUBXmpp+xcqrqvmxC/kbPYM0j1DnG/izdEPA/GrDeyXqt7rgIx/u0y+fzEon8PvW1phO9+vR2zTyC3+pSq2qHnp1orq4HnMu3BnaZkpuqmntYxq6MVjQOqhF798+uxxvtl2H7d9KBjKdNOvKIhX6V/tU2Aq44vVasY7QOmYFq4H8UrLUO5u6Sj/2rZfXbakLEqAv9KtpVj49arN8S0G1d6MTSMg2B4rdUCeiukhqLeRO8rJ1inpgyT352PhhifwakzOH8p21WP1yMeqrFO9apbCyuuex0PvLjfpbq4WKEdFAfo2/t3xRhtz51i3P6vb7MW/yLmyb6cxiS4lWu7cTyM0VZEFT9K5T3iaP3m9HSNN0qdFKSmzUYLqhhNDcOcelurruzVJT1/1w+S7NgL52sBSaRbnoaGNxTs3yats35ShYWmXCgktDkeVFTCMpNr9xsG5Y2iFIGrtC5bkiup2pUbsxIUeE2ofFBepEw7LQv3TpUvzjH/8IO965c2fs2RPbQVyaPNJxUlGxwybACk2wKTQnBuonqosaUFPifKTS7Hv88nNe9VFWfODDhMPg31qDiI3V6DCUHabCp18aLLAyz/kgrjr50HhF9dXWvv+iu/Ox8cNSfDNuOwDgi+O2SjK2lJQlSjYYLIaoVC4tjYwWq17aa96yw8Gz/jjZghuWcsEqwvvZhO3pa7CwoBV878NBG/FB/43Y/atOrBBF4kZazNpSed1VfTUy837tj1ZT0oDVLxejqtC4/QWL+fnILTLNiFtWTdJ3vv27cix9qDAU6CpI2Jig0bl+PGwzFly7W77wBaC+Mvx6uTuFtTLropJWMIhp6BKN/KqLHPSHVp9Bcv2S/xbgyxO2WZ5YL3+0EOuml+DbM+TuLeU7a7H88ULL1gchTATy8wJRFPH9BTvw45U68XZ0XpHqjjhmXIZ0o/erW2SYEbrtCIXKfkWzC3bLkkhjvudvELFn0f6QqbemKbYDTFd3Hcsh03lpzK0+OWIzcrXiRAWzVw0o6/0ioe30RcX/JpBq5FW3N3Ra3WwGFFZNykSMg5CLTRQsFmMJy0J/WloaysrCV5E3bNiAdu3auVIo4g2aEcVVkDVyO9H7JVj2+7M8WVK/QRQhXxn1QBMJwLjz0tH2GU3qVP2ALZZZ3by/MZEVT8p9/hyv4FoQ+j8ctMk4PUmPXpkrn7RKF6uMir3+/RJ8MWpL47Y8isjqUirz6mXvbcbBmxr93FUIe8da8rFBGWXR2HXwanKhF8vAVrVwWpWUE3Sbg3/Q5WTzp9oaUDWLGKfI0tD5ZvMm78KCa3dj5mnbTaddsFRRH13oy7bPLg/s236A0k3q26GFjR+aQrO6lKMmfEqFfuUChudrTSqVu3RLrSyGgAtJqlyj339ZXRSXfq/6Kj/yfq6Ev0HEF8duxaI78/HjFfbiLmnNF9w071/5XBEqd8u12OXb67Dp4zKsfatE7lds8G4X/1fDnUy0HiekoU5E3f7GvOXR+9UXALSw0m+vfrkYK58tMi0cuTUmaPV7fzxQgM9GbglbAHQNK9ajVoR+jXRVBdkD7JqnL/RrWqDpucm60FSMlAKasUkMhP610/fh48M3oWKXZAtYSV4b3yvDli/kY2e0rKBsE9L0N22p3/K0Zvz48XjggQdQVxeoHIIgYMeOHbjjjju4ZV+sI63rRpbNRpp+C+3GjSjYutfrmNVFwk/SUjR05Wq8QZnc0PSrRu+X+tSuqZad/p/vbxSvqoZdrOxXriZUKK0NfroyF7kLAoOwbl0yeFU/XLILeT/vb9xWSsXfS4rSb0+prdTL2+64EnPjkdJ81UocBBdQ+vQ79S3UCyoabBO1FQ3444EC61YvKu9m79+NFiJ6/VrQj9aUG4z1+aZplHsmSxehmnWSND6lT63FvGv2hb+MoNBfX+3XDSi6Z4ncWiM5U38ws/teNn1szsxZO2OL16v0m1X51uqg1HLq+wt24otRW7HkP/mhwLo759gLVmsmer9TFt60B58fvUV2TEswM/qmyx5W34LLTvT+9/tuwBst14QEf79G9H5TizwmLbnqq/1YcO1uLLx5D6pV4omopu2W0K8xWK98OuA7rRT+3OLrsdvMN9Ywod96I3diir/l87LwOCMONf1/Pl2Ed3qu1w8yZ5D+jlnl+PSozdi3TmGZaKDl/nFyLgqXVeO3OxqttaVtb+VTe/Hd2TtC/YvoF+2P9w5dalTRGgIkeW0Lzt9sKg4SBctC/1NPPYWKigq0b98eVVVVGDVqFPr06YPmzZvj4Ycf9qKMxC1E87VZ2uCdNgKrmv4l97gT9C0S5lYAHJkpBfskrXestrJrtc8M05r55AOeWnpzL94ZftB0fioHHdahL4/fiq1fl2HrV9qCt9n3EtQmyfZwVSlz3gL5oK5nyqoayE/DBFCP2jKTEzwHpsN6hGlQFJrISA+ISo1K2GTGInoLdMF2svjufPw+tcCVCL9SoVnZDv31omYkblu4IPQr3SOku25IF0GcWkHU7At/7qDW+Lfb9qCuQrvj/uyoLTLhNjnToDBm3ovKNZ7vOqMsgkoZqgqsCf0NktgJQdeP5Y9LLLksbC8rI0Lm/dIgsGbLYBWrmv7y7XXw1wN7VwcWwmWaftmiqHG6ZucjUpe7MK2ylimzon9Z/nghZhxiw1JFozl5vSCdt2A/SjaqWxYpsaTpdwmlNeDCmxVxQRzON3+9ZQ/Kt9WFxT+RZWGwuLHqpb3IX1KFORfK529m/dnrZRYt4efryv2Y/89cTO+yHtXF3gQwULU0tVn5pLfNvybPSVIJg+V12pYtW2Lu3LlYuHAh/vrrL1RUVGDYsGEYPXq0F+UjbqLXISk7UanQb3LLPq0VYqvagG1fm48eGyiMxmG/PJCfamN3oQOwIgiJfkWnZjBImF2Nzuyo/ZLVzPv9Gn6JQfQGHiO86lRnnWmwDZtOvtskWvrQxNhgRzblMS1TVkGwYN1g8G7e7bEBh93dDkc93EH/wgjsSgFAXl47ExqHxTSzvZasPRm0Rd0FyAPPt+c3Hb9/B0jbcuXuOkzvtB4AMOzOthYTsnhcQm15A+Zdnos+52eh78TssPNKQVcruKRZ834tGlRiefhSA2mum15ieL+0f0pp5twPY96kXAy9oy3aDcloLI/D7ehM9YOSxUE1gWG/RaHfKEaK3cUaTU2/11v2Oajr0i1xpfdJ+xStb6TWd5dsqEWHIzM1o/fXGrhmBQILm2so0vmX2fmTsv4sutOe8kT5rTd+WBJwiYuEtGQ2C8n3aajx49cpEYgnplx7UXN71fm+brw+s4sKykXVYN5GrpvS9qxmZVNX4cffr+4DAOzfbTM+iIGiS9UN1+C5LSkjmrjQb3u0POaYY3Dttdfi9ttvx+jRo7F8+XKcfvrpbpaNeImi4uf9XImZp29H6ZbASqvhntKqQpJ6axKSBJTvMLeCawu9iYHBSrzaljWWUen8G+pEUxO2UJG0NP0mzftFP7Ds0UKsf68k3C9b0WGWvd9GFqHXdc28BfN+N9Eb0L49vdFXWnVirCr1y/+04lrgJC7CskfUTVPl6dtO3nS6C2/eLdO8iKJoYN7vfqGsauWM0NtXOtgObO/jbeQyJal2X4zaGvqtt4+2ajpai5wm3v+K/yvCli/KNP1ylQtbtZpCv34+9VX6szS18SXYvsz2eUGkmv6VzxfjrfZrkf+HpF838V42fliKj4dulh1zrOl3wRpn1Qva21GpJmEw5NgW+jU6cCGC0futxG8BgDdarcWuueHuDHb7lB8uDbQZ+Y5AjWnt/kV/LtFQLZpexJcGUTPcTjFYFI98+udcuAsLb9qD+v0xJC1J6uMug6B73pUBKPpL4Qbp8Ssy+43DA60q/pcgs+qV9P9qfYlZS8RQGnZM+W0I/dqJmUu/KWFpCPj+++9x66234u6778aWLQHfq3Xr1mHChAk44ogj4Pc38Q0QYxy9hrP0wUJs/7Yccy4ImAVJV5qdNhJfsmB6iyQ7bP5Mw8dMlK+8ehe9P/zYp0duxrQO67B3rYpvvNpChJbJnkrHq2b6WpVfj8V354cmJjJUhPDlD0smkybei7U95FUORkTqN3dZUEuotoerlLpKRXR2PVNW5f2iMoMDh92qhBEYuFY+W4wfLpHUJxvm/SufLQ4LzmUFU1v2WXgXepr+YF9hVeg0i+gPWNhU5Nah1MCMVVcjqCn1BywI1Ba1gvXOaHcAZR3XmuSF7ZMtKdKGD0rwauYa/Ha7tvZNzbd5yxdl+OvFYvU4JjoVL6jpr6/2Y+G/d6OqsAGfHrlF83qzWA5Aq8SyH1b49Xk/u2t1otxxwjSaPv3W3lHuT/YFNDOLoUq2zVRYDYrOFxK1ovcbUb/fb1rTr9sHmTTvt4tRkOdYwI0gq1ZRNk/BB3w0WB6I2PPo/SZjQghJgixYaqg+qdy+9q19kvsaj6u5lhpZsyhRex+G3aKq0G9gQWGlykbKSjJGMd103nzzTZxyyimYPn06Hn/8cRx11FF47733MGLECOTk5GD16tWYNWuWl2UlTpH49FfvVZ/MBTXyUoFHr+FKhRhNbUCShqmdx4h+5aq8RxmpPHbRnwFhf+OH4cGgrEREV+vki1ZYC7JnNBC5vd+qWn4NNX401Pgx+/wd+PbM7a7kufUbewGFQkKFpL6qFadih1xYNaMlbjzg7TpHNFar7eb53dkGbhk6mJmgy6z7HZj3iyJQkVuHfWtsxg0wbMvAzFO24e0u6w2TsvPOSjfXYnqn9Xi/7wbZ8b9f24u3u6xH8epqwxdkVtOvl87ciwMLRSue0LZgUOsj/ri/EL/csFum5TRDMJCfVj9np97uW1+DpQ9ZFzKt5isbC1TK33ZouqMyqGF6W1AJ2oH8ImfeL9Po2uyL7ATyk1K3369p3m9EfZUVTb+NB/Q4en9EMFmdpN3PL//2TqEkpVYRf0XdvF8/jarCenw9bhs2f2YvSKhpTX8SUCUJABmsd2p9ktSaT2rer7b4qjkeaKFXjU1sswcgzE1XNSlJhXi72/rQzjYuhgdIGEw37+eeew6PP/44ioqK8PHHH6OoqAj/+9//sGrVKrzyyisYMGCAl+UkbiBpOH89p2E2eKDxyDTGao0kJPUbZ+tLFqKyeiyKokKr7k0+evNoQ8EvXP6UYehmoZNm6E+jftqaYs1E/uEJFi6rxivpa7D5kzJs+7rcltZGyazxCsHI5PcVRWD1q3tlvtumBlOdl2J6EcOtOuiC6bCtPPWMHTTyyF9szjxVDWX0fi2qVQLDqaE7oRUht2zQoHJPHZY9Gl5//fWBPcUX3qI+CRX9InbONafptBOwMhi4rWKXXGqe/488VObV48crcg0n9L4U+d9mNP1h/awJzGqsNO+XTEjzft6Pn/5h/GxWmHHwRsuR852i9l2bd04JP+gQs21KilbXZ8UFQrrtnR38MutD+/VHKvRv+bxMPS2N5/1y1FbZoomVYtRX+U0LbXq79ggCULy6GvvWyxcnXdMyR1PoN4m0rRtZTSmp3K3efxvxZpt1mmUAAlYlfz6pvdApCMBvd+zBzjkVoW1RG2r82P3bftMLcebN+wXVrSVVFXgSzbeQFGini/+Tr+pWUmfVvN8FrfpHQzfrji/KvqliZx1mTdDZ+taoSLFv6OII08178+bNOO+88wAAZ599NpKTk/HEE0+gS5cunhWOeIveanL+ksYGv3FGSfgFIU2/cT5CUuQjIQMIM+/3CumCRljsArXZkpp2R9O833r5lWbpRu/AzECitd+23fSW3FNgOj3T+Zp9VSKw4J95YccMb9N6j4IQdn9NaQN2/+pNQLhAYSK/XC36ta15vMKMef+nR27Gm63XYuVzxr7xRlv2Fa82tqKZdeYOLL47PEjWnkVV2PRxWWhrK7X0XUHLut8g/YYaUdYdhbYgqxdR/nVLFP1Zbcun385zOdkuSy3PNa/tk+2UIL/YRvoG5TMldLqwMKeXTeWeOqx7e59m8D7NrQztNGGNRXuzmv7ybXV4rdkay9nKLCHccLsRRZnQv/HDUmycYV7rWrC0Sl43PDPv1z5XV+HHh4M24YP+G9FQq707iF3iwbzfklZCce23p29X7b8tF8HG4khVgbxjmXvJLnx+9BbTVkVmv3FDtXyBqTF6v1on0/jTlyxg2SOFWPZIIRb8Ky/sUqvm/eoKQ6N75BcU/1WNsi0GCzuK6hAat1RdBfSTKt1Uiz+fKTKMSxOvmK62VVVVyMzMBBCY+KWlpaFjx46eFYx4gKIOh+0zCvW+VG3FL9QupY1Kox/2JQveR/lVQ4RcwI6Aef873eWmtdWF9Vj+qFwYKZYEfyndqG9KbMcUUxrwCDBh3m9wvraiwVIHaEYI8MSE0OSrKt0UPoA4dTdQPvM73TaYus52ftEwUTP0RXErm8aEzJj3BydSC2/ao9oH/XBZo/Ze2Q9J+0DRL5qaSxb8rm65YKRB9dzf03BxT5S9nzdarUVDnYg1r5Wg9K22+PzI7WFCnJYgLRUMxAbRcvuxKqDobSXZeEwjLw/aiplvaSbfkg012PhRqWZk97IttfjjwQJUF4dLgZ+N2IJ5k3Kx+D/qAkxKc/VO1s66nVZ/7faWfXrIBGG3zPsB5C5Qsb7Rs2iSxgmyUI/dMu+Xjl8lG9wPkBxN837TddNStHb5uyxcbs090pUyaJRl86cBF8WVT5sM5mpyDCnfUSfvo4IysIEQvOaNfdi9UNsazap5v62+V+We+f8IX4DQQ7rlZVjyBmVaN70Ev07ZgyX3uq+YigUsxV5944030Lx5cwBAfX09pk+fjrZt5dsN3Xjjje6VjriKKMp7qYU3OdjmxJKmX4iKpn/XvErNSLuuotP5r3ppb9ixDRLNwk9X52HgVa01NahG0ZjNYCz0a7+X1S8XY8G11nzmgunJImiHXWQpSXP5OkizrsxvuPVXi+6pOpmby8f0bgwGD+NUU6qdsPaprd+Uh3zlLCdr5eNI3AicBt2q3F2H9e+WNB5QfOIvjtva+IdDodxosuzUpL0xIY3DZrb/lHQz/loRpZtqUPxn48KjMhq7WtBQQKHpb9Auk25ZTLL4v/nYt06+ODrj4E1h10XSCEWsFwGjhWwT72TGwMBz+FK6ql6/b20Nfr+3AAV/VOG0r7vLzpVvC8Qc2fpVOY55KqCAkTazlGY+VCH8RdvpJ7V9+q2nZQlJWWV9p4Om1KCIK2q13tjW9Ff5kZxhLjM9q4YaSTDG4lXVaHPIgbgPLtX/ePPpjxZ2LCI0t4g0+c7NKoF8Kerm/eqFkv+Zt0B73mY5er9OPDCtb2hrHqdIK7QAr0gr4IpmLoM/nyxCu2Hp6Hdhto0CxS6mu+xu3brh9ddfD/2dk5ODd999V3aNIAgU+mMZRV3fr+azqNIQ+05sqRqQLpCmcQMSkqJjMlawtApZvRp9IkUxIMS6jdUByErHaUfTH56IdQGyZEMt9q2rsSzwA4Etz1a/ujfchF6apwdaz4ZqP/wNPpk2t/DPKqS1NF5xmt55Pfpe2NJUPgtv2Y30NvI0zWp8Ph1uLqp4WNRph7ix3rXxA3vBhwBrGgLR3zgJcmrSW6zYUknP4shpnTQU+j228jBaVFCro0qtl+nAbJLL/nqxGNu/tVZfrSyALHs43PS1RiUQrWYd92CB0d8AqPUqoijacoGZf00eqou1x4Vd88K3ngtStrkW35y6Dad/K18U0NL023kfWs8UrC+RcKMTNXzprS4ohmn651eivtqP5HRzkpdWOYyoLm7QHYukdUc3mKUkU9tBR3WID/N+K9cGLq6r9GP3r+5t7+fm4khNibnBwcqWfdJrQ7GhVDX95itxjcnYOY2JH/jPQkNxzRJDK18LbXbuRbuartC/bds2D4tBIoJy1Utl4qU2tvtS1LYeC09TGhgtLN1o+PQDsvLVV/ptCbGGKF6PkSl8nRUByAWNrrEGUL0X/GDARlv51exr0BX4vWJ6p/VoNTANF/3dFwBQmVcXtve2Hoa+naKIvWurVX22zY5pasKKGmFBCiOFg/nen08Vod9F2arnghHdzWBldwsjvjlZEdBHZ6KmNH+3jMFk2ezkask9Bv6mdjX9KjEZfrhkFzqfmBn6247Qv+h26/6xtgKUGhFBlxe1xaiFU3Zj44elmLiyDzLaJVsWCHXzM/i2O76rQE2JXzZ+J2d6r7IVkgUs/79ClKx3X/hU4re/82cjKkJ/yfpa/HhFLvy1Ijqf0AyDrmujXw6b0fu/P28n+l+erV20hkZLGz0LJ2meexY3zrlci7diIpmKXW58DPvYedSvTtoqi1XluAzRsIgwGwiyQeGGcqC/Ug/kZz575Y5GRlQV1GPzL5XofY45hQoAfH609e1WTdcH84r+hMVr4ywSS4QJ/SrXqMWd01ktk54KRo9WsmteJVr21jGN9hBph/bT1d4IosoO5/Nj9Dst1cBLLgbyC0vDoFP3ZAIeJaSaj5IN7k5ERRGo2Rf+MgUBERU4YhW9FXpLmmBRRMWueiz4V57lRS+jia+eUOtY029k7W3yWWxvFWdQB6UWFFJyf5QIDiaFfqfyhWuuDtI0FeNUbVkDUrOSPJnkqbnprHwmsBj441W5qN/vR0Y7F6dXIrD+3X1Ib5uM7qe0wIqnjH2Ateq6m+/DlwwsusNeUDQz2j9ZfA8N836rwq6aQB1c8N38WRn6XZKN3b9oKzBkddfiy1z3donmuR3fV2DbN2U4+qmO+m5gklO7fqjE7t/2o+PITMsLlmpxIgBzwuyciTutZeY2NqwR3BT4AZjeiUWGw7ZnPhCkfJs7vUB+Vsa9fI14Nlp8ecJWlG+vk8cFCxbBpUUq3SaoOLfk3gLDOFqJDoX+poRf3shMT7wsNCo1iv+qRnbf6Av9+/d4swWT0hzOyDxp65fmBSBb+/UqMBwoImCaqcbqV8PjHbhB0EzS9SBTYmCLnfD8vHFXiAZeCGOWy+AHfro6Fztma5s028Uoer8TjM3rnaUfSkdjlmOYf4OxJUO92W3VHE7YvIhJoUxz2SOFGPFYjieqnbfar8OIx3Mw9Ja2Yee2fe2uaw4QCEz1w2W5AIDrxEPw263h8XjCPonWJ7LxOrTqnGnLEBfKoWVWb9UFzihOyBvZaw3KIf3DUta6fHt6wCopo0MyOh/fTPM6pVXItq/LAkK/Rd7rp2HJZ+KT5v/hrgDdmHdkFh3jFdNbPjZAZhUQ2rJPUl8X/ycf3cY1t9Q/7t9tbQ5dvj1gGbD5E/uugW6i5irW1IiDHTmJayjatpqGV3WHObU+QQzvRPSIlnm/G0KzIS4MQJpBTSJg3l+2NTqmel65AATfmZpbihN+v68AFTs13lX0ZWVXcBTc0y1EaL9nA4zau66/qkPhUNcPFy76PZsw78/7pRLz/5mLmpIG+XmDJmE6UKPTd+WFpl/xfkOLvB60TbEBqoJ3JJBu06ZE+lm0NLZOdyqR4UTmt7gIptW+PhwUHtRRi82flWHHd84WE+XR+x0lpUrF9jpLAXwbDixiWBWEtVzNzPj0J6VFWeq2mH3ZVvd3ObCD023grCzKV+Q2jqGNmv7G88seKcQXo7ZGRmEh+V6u9j8q6Utp6qb8alDT34RQNgAnpuOqW/bpsOnjMtt5OcGVvX2NcGrqqtMzuTE5jkSQpVjCXyfClyy47nNXtKIa8y7PDTsuCB4NZC5Qt9+PmadsQ97POjspxBhOXqXeVj2A/uJj+Y46RyokwwVGz7fsa/wd3JVApok1sSWhz+TirOPFSC/eRdiitrWFaQBY8WQR+l1i3v90ydR8DL+/g/kMXEBrG0XlOORqm9d4h6tetG+tZWpckmr0pRp6WeAPa/na3YEklJ3Up9+Lbl9oFOTNEHovbrn0m0hHsw5GCCtju79OxLu91LfQjSQ/XZVrOmCfFlZjSATZv7secy7cqTo+RkLoV36vPYv3o7rIG8tbog+F/qaEiUB+6qp+nSRjVNgJEgl/dafC5YYPSj316fda2Ig1/HUiijdV49MjrQeEsUusmvevf7ckrgR+wNkilZr7hRS9Ce3e1TWO2rJRW3VLu60ZvV/lvUm3DA1o+vVn9GZdYpxaUHmj6Zf/XfxXjeXx6bfb9mD9eyWmr1/6QGHEhX6re2WHYcu831mWqmmaeAxpvnXlfqx/rwQHXZIdVcsq01uh2UTwWRv3XQlwKCUO7H/j0bzfqcAPOJtnaO3AZTRmuoHUeiR3XqWt4K+aaQs69SG2xZOoYLl5jxo1Cu+88w6qqjzy6SHeodSEqCy0Veysw55FCiFB1bxf51wMEQlNv9OouWvf2qcp9BuZDJshVgVSr/DXiVg4xYNdGrSI0UB+yx4rxHaXt/4zIm9hJRbd5dDs2Ymmv9qBeT+ctRUj7Zxr7VBL6DdY4Kwt82P/bn0Jweyih1NNv9ldLCyheC/Ff1Vj00ellt978UprW0Y51RxbpVZLy2q23cRIX2WnPfxw6S7kLqjE213Xu18gk3iuSBAEw7gDUkJzHLc0/dEU+k37i8ah1O+A4OKlF4tM1YWR0Iw1/tzxvfuxerSIcZ1kVLDcvIcOHYpbb70VOTk5uPrqq7F48WIvykW8QDTXUX4xaqvs782fhZvmWzXvjxYRiUzvcPypLdEupBuB1Zqaef+WL8uw6wf39uM1RERMtoPFd+VjW4SF/i+O3YrljxlHFtdFtD9YG5r3ezihNfTD9VroN0i/rsKPDe/rB1QSksx1Zk77lD+fCt/20ilq1gN/v7rP80Clyx6NbHCounL18WLTx+aCZdlpW6tfsm/Gr1kOm9/ly+O3or4qeh2uPHq/++kLgrXF/qDVjVtb9pnx6fcK0wtBB4pYuSe6WwdGgp+vz8N7vTegtqzBEwVOuc34OVbwfI2miS0COcHyFOjZZ59FXl4epk2bhoKCAhx33HEYOHAgnnzySeTnu2eyQTzAZIehXGVWXXU+cCjWV9Liwae/pqQhqoH8Eo2frvImQKAeTW1hxUscadsNhH4vTVeNTN69MGmX4kYdjJhPvxeo1RvB+/4v0jteaGn65/8jDxU7TAQss1FcTxYPDb7Lli/KsHd17G2v5Xnd9xnvMCAleG2D2lbAdoii/GQ2uG9wvvTL9RG06IsSq17ai7KtdVj3Tokndc9u0FxLRKFO1e33Y/VLzheXazUWWeMVW1Og5ORknH322fjqq6+wa9cuXHTRRbjnnnvQtWtXTJgwAT/++KPb5SQu4GrQXh+wYUYJ3mq/zr1EPSAS0fudLjLWlmoP1u4E8nOcBNFhzRv7ULMvsQaGaOJWP6Xmz+2lFiv3RwPrEte27NM47kL6FbvMqRgjaaJpFtX3Inhv7bX1q3K83S1y5uZ6Pv1mv18sYLirzOba6O8Hr4Jscc0zTb81oX/H9+VYck+BO/lH0bzfbB9WsKwKC2/ZjaK/rLnixDvxqlzwWhGvlv7v9+Zj+yzn45TS8jnecRTI7/fff8e0adPw4Ycfon379pg0aRJyc3Nx+umn49prr8WTTz7pVjmJG7gs9M+9aJd7CXpERDRSDju06uIG1FWqfxw3JvLcm9R7fruNVk6uIYqu9FXzVbRGXk5ojXy73duyTyOdJr64p/Z+c3+sRNsh6Z7nHRFt2QG0zPvNYtt1RmerQDt8NMT8VnuxhHROsehO9/t9wWfNp99fr97X2c/ftaQ8Y+XT7rsHRZr9BdYW6NZN3+fJfDalmc/73Rg8lPq1+jO3XMiKViTWwpJlob+goADvvvsupk2bho0bN+KMM87AjBkzMG7cuJBP0aRJk3DyySdT6I81TPr0m8GNAHOJgtXAT2ps/1bdfLJwGQNmxgN7/06sgSGauGWZsua1feEHo2i66qbFjZoVg5VtvhIRrZgKiSAgSHE8Qbcp9U/v5K41Q/n2+PTH9tpNB4LV6P3uLJI25k//6EgwrYM1K9nCZd7MMVxzC9HDc59+j9NPICwL/V26dEHv3r1xxRVXYNKkSWjXrl3YNYceeiiOOOIIVwpIXKSJa4K8osrD6Kcx6TtLwqALhYt4OaeO6lZfLqWjETjSqQY43vnrhcQS7rUodurnbrMNVBc37foVxOsxecN7JZa2ZYyECyNJXOoNdrxxA8+tRyj0m8ay0D9v3jwce+yxutdkZWXhp59+sl0o4hEcGwjxBAr97uFpcNBoCv0umfeLDeoR4z030Yxx1ryuYtmRgKx909lzxnrw3Vhn44wST9O3IvAD1oL+mUuQFaQpYbTNrRvEg8tIU8Gy0G8k8JPYhYM9Id4Q6QjeiYyXwYqi2Qe6tTC0c04Fds4JD1AUzW3MCGkqlG2JLbcEt4V+LmAT1/HQZUQQ6JFiBVNC/9ChQ03vAbp8+XJHBSIe4qJPPyFCEt0PgnCi5CJ+eKeR91AuTmudhJq92g3ijwfcia5NiCO4NpRQiPXuul5EQvNLzJEocVoolMcOpoT+CRMmeFwMEhESo/8gsQLrE/GA6Z292/5MLQCeW6Q09+kK/fmLGZSTRB9a/CUWBcuqXBXUt30de9txNlWmd4ztLbHN4roLihKPFxVEUTSt+I51TAn9U6dO9bocJBJwsCeENGU87APp4kHigfpKmiUlEtTMJy6JEjwzXnfqCLJ9VgV6nNYi2sVwBYZXaEpwbCCENGU87AO5jSmJB97ttQHVe1lZCSHxz6553lumFP+VOFsym9L0t27dGhs2bEDbtm3RqlUrXTOHvXv3ulY44i6iPzHMU0iMwOpE4gwvTZut7K1NSDSZNX5HtItACCGOKV7lcAtTEyTS7gOmhP5nnnkGLVoETBueffZZL8tjyEsvvYQnnngCe/bsweDBg/HCCy/gyCOP1Lz+k08+wT333INt27ahb9++ePzxx3HqqaeGzouiiKlTp+L1119HSUkJjj76aLz88svo27dvJB4nsnBOStyE9YnEGzTvJwS7f90f7SIQQkh80NSE/ssvv1z1d6T56KOPMGXKFLzyyisYPnw4nn32WYwbNw7r169H+/btw67/7bffcOGFF+LRRx/F6aefjg8++AATJkzA8uXLccghhwAA/u///g/PP/883n77bfTs2RP33HMPxo0bhzVr1iA9PT3Sj+gtnJMSQpowexZ7J+zQvJ8QQkgkSG3pQ20p43NEAsGXOGatguggnHF1dTVqa2tlx7KyshwXSovhw4fjiCOOwIsvvggA8Pv96Nq1K2644QbceeedYddfcMEFqKysxMyZM0PHjjrqKAwZMgSvvPIKRFFEp06dcMstt+DWW28FAJSWlqJDhw6YPn06Jk6caKpcZWVlaNmyJUpLSz19fifUVNfis1sXYt9L4YsjhNiBW/aRWCO5mY+BygghpInjSxG8jxofRdoMTkfxysTxNY9ljn46B0NubhvtYuhiVg41pemXUllZiTvuuAMff/wxiouLw843NHgjBdTW1mLZsmW46667Qsd8Ph9Gjx6NRYsWqd6zaNEiTJkyRXZs3Lhx+PLLLwEAW7duxZ49ezB69OjQ+ZYtW2L48OFYtGiRptBfU1ODmppGP5KysjIAQF1dHerqYjNKZem2Kgr8xFUo8JNYQxASd5JHokNKCx/qyrmQREg80emEDOyak7huLOltE8jmPMZpaGiIWdkuiNnyWRb6b7/9dvz00094+eWXcemll+Kll15Cbm4uXn31VTz22GOWC2qWoqIiNDQ0oEOHDrLjHTp0wLp16ntZ7tmzR/X6PXv2hM4Hj2ldo8ajjz6K+++/P+z4nDlzkJmZafwwUaC+MBlA92gXgxBCPKO+oQEJ5YBHok59Qx2ApGgXgxBigcK8YgAZ0S6GZ+ytzQeQGNvIxTprV6/Drlkl0S6GLvv3m1vgsiz0f/PNN3jnnXdw/PHHY/LkyTj22GPRp08fdO/eHe+//z4uvvhiy4WNN+666y6ZBUFZWRm6du2KsWPHxqx5/76tVfgEjNhLCElcklOSUVdFrSxxj+TkFNSBdYqQeCK7RSvkI3HN309/YRA+GbIt2sVoEhzU7yAMObVNtIuhS9Di3AjLQv/evXvRq1cvAAH//eAWfccccwz+9a9/WU3ONG3btkVSUhLy8/Nlx/Pz85GTk6N6T05Oju71wf/z8/PRsWNH2TVDhgzRLEtaWhrS0tLCjqekpCAlJcXU80SalJTYNk0hhBCn6OwmS4g96DFCSNwh1if2YNCmf2xaFSciWd3TY1a2C2K2fJbtIHv16oWtW7cCAPr374+PP/4YQMACIDs722pypklNTcVhhx2GefPmhY75/X7MmzcPI0aMUL1nxIgRsusBYO7cuaHre/bsiZycHNk1ZWVlWLJkiWaa8Qonw4SQRIf9HCGJS/sjEtdcm7hLQ21ir9YJyRzsIkUibcdrWeifPHkyVq5cCQC488478dJLLyE9PR0333wzbrvtNtcLKGXKlCl4/fXX8fbbb2Pt2rX417/+hcrKSkyePBkAcNlll8kC/f373//G7Nmz8dRTT2HdunW47777sHTpUlx//fUAAEEQcNNNN+Ghhx7C119/jVWrVuGyyy5Dp06dMGHCBE+fJeJwNkyILm2HpmPM+12iXQziBPZzEeW4lzoaXxTvJM58L+4Z834XXLajH7L7pUa7KCTG8Se60M/QNREjkYJWWzbvv/nmm0O/R48ejXXr1mHZsmXo06cPDj30UFcLp+SCCy5AYWEh7r33XuzZswdDhgzB7NmzQ4H4duzYAZ+vsSWMHDkSH3zwAf773//i7rvvRt++ffHll1/ikEMOCV1z++23o7KyEtdccw1KSkpwzDHHYPbs2UhPT/f0WSIN58KE6NP+iAy0GZxY7b7JwX7OFVofnIa9f9cYXteiW2ybPLqB/U2Nidv4UgS06JqKpDR5Q+dWnURJwmv6OamPGP76xKlLloV+Jd27d0f37pGLCn/99deHNPVK5s+fH3bsvPPOw3nnnaeZniAIeOCBB/DAAw+4VcTYhP0DIboIAuBLYkOJZ7yYBzXvkoyKXfXuJ+wSSekCGqrdnZSIItC8WwoqdujHghE8ai8HXZqN9e+WeJK2VXwM3B8zBLWbvhRFvfN4ZabvhS2xcUapp3kQd0l0TX9TpmWfVJRuqo1Yfomk6bdkIOL3+/HWW2/h9NNPxyGHHIJBgwZh/PjxeOeddyByOTy2oSxDNGjRIwW9zs5C3wtbRrsoUUXwCTSZi3eaYD/n88K3UzQn7AoeCcQdjoqu73Zqy8aOILt/eNDeWMaXImDE4x2ML4xDgtpbX2pkG3qnY+0FTTvrl5449N/GUb+zD6K7gtv46xJXJml9cHz1SW7jyZinQ5P06RdFEePHj8dVV12F3NxcDBo0CAcffDC2b9+OSZMm4ayzzvKynMQhtAQiWgg+4JTPuuGoRxJzomgatpG4x4t+Toxxq2FPBG8RgM/4ZXql6RdM5O0lUvPxeJvw+etE9J2YmAu4Kc0CU1aleb/n2OxYUpr5kN3XWKDvNKqZrfSJNols3h+J2EPpbWPXxElwbKNujaxeibMoZ1ronz59On7++WfMmzcPK1aswIwZM/Dhhx9i5cqV+OGHH/Djjz/inXfe8bKsxAkUaJokA65sZfrapAhrT2INX7KAhprEnSg0BbwwODNKs/upzd3P1AJeaD1EUTSn6ffIMsYrCwKzJKU1Ppg/Dne7jbQmPBJ0GpWJZh0DMSTiZawSfAy4Fi2GTIntfdXVaGligQiITOT+WJ4LRVLTf/xrndD9lBYRy89rTHdHM2bMwN13340TTjgh7NyJJ56IO++8E++//76rhSPuES+a/ljWUGR2jPDyogsc92JHdDrOnGmi29qT5Iw4qXQHEJKB+uoYV+sSXTzRyhvMfU6b2R0Z7aInpXoyARTNafG9ioER5rMdYaRCc7z5Bnc4KgNJUX5/XnDQJdmh377UOJGkBSEmJl85IxN3T/cW3dWDiR7yr9YRLomcnBEZSGlhrZ72OV99/iv4gBPe6BT6OxKxh9yOE+MmkRT6E23RzvTj/PXXXzj55JM1z59yyimhrfxIDBIDA48ZWvaJXTOagRa05lqYFcDtoKYdEwTzQoHPZaE/KSO+ektfsoCWCWTG1STxuz9RMdL0C4IQ1T2TvQg0J/qB/buNVdxeaeQj7bOpRDrRa4gz3+BTPusW9UUTr6Gm3xqiB/1iLJDS3IfLth2kflIQ0GZQdH3frX57rWm6kCzItM2RsISK5ZgIETXvjxPZySymq+TevXtDW+Op0aFDB+zbt8+VQhEPsFFvI+43B1gMLRlZ3Oho+16U7TwRDVQjjPoEwEj7eaBvT0539+U71fQffk87S9e3GuhsgPclC0hvk4wTp3V2lE6sM+TWtuh2SnRN0r3CE02/iQlzpIVU6WTSK5cGv4mIxV759EdbaJXO82J58qtGs04p0TPvj1C28eK+IPgQE66VsR6XxC7n/NZL/4Ioxwax2j9qzbl9KYIsLa/63bjBpS55xP8Zx7FKMJnfvIjV0NCA5GTt5ZWkpCTU18futkZNHSsV97iXOqLvhS0x9I623hVIg1huYG4El/Ji1T9oPTD09vDvJQjmV/ndFlySHC4iNLPoTtHKYZTt4OpxokfG9SV7Fyit27joLiZEa3Lri7Dnz8CrG62OvHFpMOnT75HGKdo+/YhjoR+I3qJJcmZkVu3jRdMPITY0/YYL/3HIgCuy0WZQuu410Z5PWv32bYep71riS5aPMcHnshtP5oQ3OqHP+Vmhv6PpnmYHUQSuLOqPsTOcBTSUxm7RIibar4uYnqqIoohJkyYhLU19QlxTU+NaoYgHWOj8ep/bEoOubYPl/1foXXm0iHYvrYMbjd+LxzvmuY5oqBHR/rAMlG2txeZPyhrz81nTBKa1TkLNXnc2JU1Od/iwFl/WqJc7oaqgHrsX7reVXdAPNjnO3BKs4ksWPKmHKc19GPdpV7zeYq3tNFKzfKgtsz9DFRtEjP2wK+ZM3Gk7jbA0TbQfPfP+41/rhAGTW+HllL9dK5NMqPPCdFcnen/HYzOx+5dAG/Nq8SgSPqt6CJIGEstCf6uBadi3JnzuFa33l5whoL4y8HvAla2w9k1vrD/DNKKCANfUfxYZdmdbLH+sSPWc4DPn0+/1tMd18/7ovW5rRLEbEUXrc8aOGrEXlJr+IGNndMUvN+3GumkllvJJbZmEruNaYNPHgbli864pqCqMo83oRSC9TTL6TszGnAt3Wbq1WadkVOYdUFCbaRexK5LYwnSVvPzyy9G+fXu0bNlS9V/79u1x2WWXeVlW4gArg0poRTEKnXoMy/zumFR58Hy+FAE5wzPVhTkB1lb5XfzmSQ6FfqsTlcz2yRj9rv2V36DgFm8BCK3ipRbVqbDh1FRd9APthulrf6wnanyJnpWM4HPfikYq9Huh6RdFbesFaeAsavrdw06g2Myc2AouK9X097vYu6C8SvP+aGrj9IK1CWY1/R5OfDoek2nKVQcAjn2ho6nr4kH7GfW5pMlgqEFGPpmDtGz1js+XLKj6sadmJaHvBdbbmSDI+/fUrPB8+9hIN2LY7JKzeqfirF8aXUJMubBFux65jOkRY9q0aV6Wg3iNhYob7KiiYirrhVCcKrgSgdkVTb8HmjFZp6TooQRBiFoQH6cac78NbyEn38gXEvrjYEbjAC/9zx23EadVVXDf39HMQoSueb8HswbPhX6/znuMQHcSdaEiCkJ/x5GZ2PxZmfGFEmJpQiokASlRMu/3/D3opK8mMIXwRf8bTZjfEx8P3WTq2oFXtsIvN+w2vE4Q4kPRH22M+rEW3VNQvj0QMHXoLdrutK675CnGyZSs8IKe+FZnbPqo1L08XUS0qR0Y8VgHWbBmscHM4B5DnawLRHtoJZHCwsgTFArsNiyzpLeJjDrHrUmbG8KE15NZtc9sSShw8Zs71vTXWy+Lk4ExKLjF264DVhGSBAy4wvlOFOEJO28jTheoBMG+lvjI+9uj19lZ4Sccmvdrdb2H3W0tUKUUudDvjXm/qb7KoyHCaj0acEW2wwwVf8qEfnNJHHKt+hZhqS3N9SdprexV3DaD1S1bLlrbF6Pf6YzR7znzezVLdr80ZHaSrH5ZqBsZ7ZJw8mddMeg6c9usxZKmf+CVrZDVU33bOLOafi8XBnxJguk5gJkxe/jD7aO/kmGSaBZTNKHpN1tvfSmCLMaK0yDbgiDIFv9TVYT+SC3gaZHSXCd/l8Yd1eDXCqK+AO0yCfY4RAsrnV9o0uzxUm7O0eH+S3rlTG9rb1LkVqN1R9PvPA39DMIPSeX4gybrm2y5uc7jNNiS35bQbz+/eDHvd1o+IRnodVYWOp/k/vaRjs2yXdD0203jiHvbY9id4doWM0K1kXm/6j3qcoIppHXAq0B+WhNWj9eCAVivR053RelxRgv5ARua/uEPtlc9fv6y3qZMZVM1THt1EYDD/6O+eNSqfxoOurQVMmyOm1Y59atuOPGNzmh/RAbGftTVcj3pfXZLdDzGXJ8UNrZ4rI3Tm5ckZ/gwYX5P9ftM+vR7RffTAvXabB8hmCjr4Xe3jzlB6MI1fdRPRHMoN7NwarJ8QrKApDQfRjzWAYff2w7NOjkYPICABYqkW9C1VokSzbtqP6PdMUhZvc1o+uNkfcs0MdZ0iWdY8uk/cLHHkztVTa6uGZ296nrazO7IaJ+E9keqR0Y1iysDndc9iFrykgG/3yUqmkwpLnzzzic0w2nfdLNlni/FjtCv7NHUvtnEv/pg3Mddw289UO+jslWlFRwWL+h373SLQzXMTBr1cCxQCoIjyx7V8js279c47MAqov/lrdBmUBoG39zGstA/6PrWOO3b7rrXiCJMRe+PFU2/4AMO/qc5LbEaylgURtX43CXhW4VpuQUlpflM7e6Qlm1zgImB7qpZ52Rk901DVs9UnPd7b/Q9v6XjuhHclUaNME2/14HwDJ5FUyvpi66mMBjfxJNAflFGKhS2HpCO3uco5jZRLqPo1144tUrQsmvYHe0w/H7jbeaMEAR5n2fWGimS6LYbtzT9JsbOzick1vbGsfeliSfY0fSrNYh+l7R0TROqKhTqJG1Xo9X95BaYvKc/ep7ZwvhiHWI1kJ80TXXz/sYeMhJauj7nt0SP07NQX+VMBSkaLBpIJ/lBs0Sleb/awJHczIeuY8I78uDEXCr4SYOWxQwOZ7h6puiO0nUjWRfqZ3pbB8HNDCxlNG+TvNNRr3SSn9N4L05iK6S29GHiX31xzNMdTUfvP/vXXrhOPATHvdBJtf7L0IneL/1GXsV9sSwo2YiUrZufjua49zlZaH94+AKylmm0L0UwZUaqFcRLDzNtLkcjIribqJbDYVvW0p4DKpr+KAt4WkK/ICCqZQu5aloIzD7ui86G10Rb0z/gylYYervcwkWtn3a6CO0Uw+xNls/1ODwKNzirmv7e5xkoj9xATxZwaR7rN9D0D7m1LTI7xFawVKdQ6G8qWBH6haBPf/i5w+5uh9aHuBMdW02Tq9dJO5lgKn2YbKWRAOb9Rri5KNBQbT+xAVe20tX0Z7RLwvEvNwpXwWqjrD5qCzVaEzE1Yfjwe9ph8p7+psocSUb9z1yUZQBofXAajn46J/R3pPeUt4JTIVIQgPRWSTj7116W3pH0fjtI+xazAqRaNOYgfS9qiR7jtRcppfmZbbNWFrBEv7amX/qNvFoUs7MLhJm+tds49cUOZQR248m6yiGNm3zJxpNLwK55v/F7Sm2RhJZ9UmXHrioZYD0vPVTquNOYQIIgyLemlPxUWmN5HivHF3Bf0CIpVUPo9wmebWtphmAfY0bTHxTkup/WHM3PMthqMcrC9IlvdA73OVd7RJeKaStmiGIhUs11xexrdHvMFgT5QpBdK1ov0W03Ls1TOxypvyAaqbhjkST2vjTxBhOdy3EvdcSY9yVBfzxWC1s1w81o56wBprd2dr8bHaPXEwC1iadMkDJ65S5+ciea/uNe7KhbP8K0QEGh34R5PzTcLGUTzAM0VIvI7JCMi9f3NShxADuuAUfer+4LrMch/2pj+lrBB/S9sNGn2O3o9kaMfCLH+CIAJ3/WVbPPOfb5jsjqZULAPPBoHUdmou0QG+48qpYyxrdJJ2XK96s1sUtSqW9BTni9s25MDOkClXl/XeMyBRl0Q2ttn/56EVeXDcCVxf1lW7S5iZ3YEKb6VkVxj3q0A3qe2QK9zvLONNiXIqB5Z+O6q6fpv6Kgv2ZMGzOCg9I6L62lPK3WhzS6+gy5rTUG3WDNVUK1n3VhLLmyWLLgKkkvrK/2WAgV/UDP8Vm6sRmu2jcAg29S9MsmNf1eTbWsuGq2GiBx9zK4Phb9nL0MPH3im9aDYSoD+TlxP3LdOk8QZPOzVJ1tJ6OFvnm/s2998Ya+OPnTruh+auMisJNFmXgi9r408QQzmotB17ZBP0lAJK/NpTLbqyxf6iSf0T4Z4+f0sJ3fQZdl274XADI7OtdqRUPTb9b8F4gNTX+3U5ojOd0nc//ocJRcgGs9UGFtEqyXSvN+NcFFYyIm1Z52PDYwAASjuWf3M+f/HgycZIWuY5vr7vWsxNQ2Mwqk7daUr7YdtNquiS4jo0Myep/dUrP+HXpDG/Q+19q+wW75sZpZ7ZdOypTvN9jmz/ujt/y4zuKLUTcr0/yYfU5B47eCkz/timF3tNPsqxrqRKS2SEJ662TPTJetLkyJJs37lRYEh93ZDqd+2T1MiDR6/1bGQSFZwBFT24f6FC20fPrPX9EbGe2SkdUjNeyc2WLIgrlemh12/tQvG7XYqS19OO75TmHX6KH27m2NJYoHSm2hsW+5S9H72w41abV44Fn0FqPSspOQoZjTCCZ9+r3aVjc4ppnZj9wK0TbvV0XxCqPtWqHU9EurdtDyZuyMrhhwRTbGfhQeY0iK3gKxlGF3aG/7J0MA6iXzM5+GpYoVuo5phubd5HPkrmPt+8Pr1TGn89TsvmnofU5LWT+uOq+KxXrukAR8JKKKwexAVRDwyF8zyDHPdbQUkEcQYOyLqoOWCZ5ZMju6YGPlwSAk7bgcb9nnBgd65IbqxoyPedacthcATvksMAG1smVfcIAI0/Sr1GtN837JtWfN74mrywegmcpCT0Z77ZmfmrWAEaIfmLiqD0543dxE2+pWhqIo1/Q5DbDoBUnB16zzaGYsIqT1XzkBN4XK5zv1i26GFhy65v0HCtX+8Awc+u82knuslUOepHVNv0qRVMkZmQlfkqCr6TeTjhNsCRWSe7QW0TSFNuVzuKzpT8tOwtgP9Cf2Wlv2Bc2Yu5zUzPQ9erQeFL6A6dgCzWYATLsotXJ26uFJb3fGkJvNWUwFhXJDF0GlAYJPMFW2jio7GUk5f1lv3fOaxQmW18Sigryc1p4zkpz1S0/jiw7gVf9kJvBd2JZ9kp+nzeyOSbkHof3hGTjxzS6BwJcHOPXrcDcSPVcw2U4jJhd3BEE+P3O86w4CWx0r3YgcWRDofTsP+hZ/ffiYrBWcNZ5JvCciqhhqLlQmeF4HfWveOQWnK6NI65UzgrY2Wb3DtSrNXBD6PX8EtbmX9DsafFM3zbzqqxoz63CU9qRG5vd2dGaoo/VbEC5CPv1h5v3qmn5VNwhpfj4Bqc3VR0I9jbOdbQr9tX5kdU/FwKvMmf/Z0dpIzbAbas037GOes+4X7wQ9ATY53cyG140/s/um4YQ3OqlOojRvV/l8rQel4zyDSbdM6Ff0pZk5jf2GVKOnt0BkpZ8wLfSb1PSHXGU0JoJOdkeQZaPzOe24oEjb+mka31wr3bBYIC521Gb9cTXN+w8U5Yip7XHcS/L2ePTTObJvqTl5l5rGqwmu0m9h49FVZX635w+SPFoPSJcJwnYWibqOaa5qNj3o+vB+ONjGLPtWC+YWVA66JBuj3+uCizdquJHZrI7BxVRTfYT0IxqZ93vsppicqZ1+p2PCF7+AyAQpDmK2f9LS9CelC5rb7vU8IzxInlllgmkrQEHu0++F5cYJr3dy9E1043tZSFe2oKbzGsUGMWyeGuvbN9uBQn9TweBLm/bJc7sNKPMw0PRb4fhXO+Gc38K3VjKDWvwAO1oVJZ4H9VE172/8aeT3dto33eW+fQ6Qmo/ZmUNraaSV1iFA4/Zzyvd70tvhkYgFQVB9T0bC8MUb+uLop3Iw/AFtjbNa2YywIoQDCLUZvX1sldfLAr8FFzdMFHXwjW10XQ/OX2GsgTL17V0SspTJDLyyNXqekYXOx6tPFM2WwyiwnFQTI+1Le5+TJdt6TBZFW68vEIDmXey5E5mJ1q43oQqe03pmf530YktFk+ejozXVEl41J78KU9okjQUi6TUnviXpGzzQ9J/3R29MXNWn8V0bpKkZyO/AfckZPgy6Vq6ZVloiaY0v0m5f7R06bX5e+fTr0W6YxOXLzgNo3KIWyTwoNNvZStJMXRJ8Ag66OBvZfdzdRjXYxixbAxl9O4+mMb3PycI5v/XCBSv7WL/Zo/rWaZSKr7cZyUnpciRzsdN/gad8IV+0NB2E2qzMLwTcXVv2TcXgm9toL4ZqPKdacxMEoNVBjfV34FWtnX0TF7bsm5zf37RliL8+vJ1Q00/iFnuafu+XTi35sqk8Q5tD03HOYnXB/uBrWiNnhL3titQnRtZGuuEPtg/fD97rKMNqGhcL77j94Rm4aE1fV7Z5apAG8tNbYdUonsyMXfJgE37sEfp93tLe6HdJS4w74BOnHKS6qfmUCervyUiDmd03DUOmtNUNXmZL019nfI0ap3/XHVk9rQuGbixeBWlnJ1heFBj1sjnXCa3JjJH5o2xSJhG8Dr+3vaYpvq4rk0/AEfe1R9sh1ndKOW1md9XjpvsvI02/RfcSLUb+n/Z+01qT4pwR2vVNJvRruGNIr5Eu0CnfjVXNV5hPrhDoS9tY2OnGqlYp+H1k7l1mNP1qCydmrUA0C2PusnN/bxyr+12iYjFlc85hR1MpCIJp4aHjgfHQ6g5AguCSFlWnnEc/nYMT3lDv34LxSMzMASxt6+yR0O9LFZAzItPW9pWqCiQL5cxon4TsfuEWnuM+VjG3V/mmykB9ol/UNO83Gk96TcjCgCtbhf52e8s+wScgrWUSLtnQD8c83VGzjh40yVocnaMe7YBDrm2NsxeaE7T1y6hz0mS7zWyfbHrc89eLYf0PhX4SvxgK/SoHVVaH3e7slWO8bgNVOTVxZR/kDHd/H2I7wpuSIbe0DdPGejJYyiZsKos3VqL3B5NxoWeQCzh2hGH1wrYZ3DiRbn9YBsa82xUtugUG63B/6vD9s7V8+k0L3zqPYsen329V03+ANgen44zvexheF2xj/S5piZZ9Uq3vsWtBexB1NAphuj6r3S6ET7o6nyC3HPDpBPKTIpt8670vIRBhXbabiknSWyWpaqfMouUqE0TaLu1+8yuL+6OHihlrCI28pS5DSqRabmWbD10jmYTLtXDKC7WLpnaui059CN1mNAZr1V2N+4LPkt0/NeyYHupRqp01XtX7VQT4DkdIrF5MxhYJLkDr1Rc3zZOlyo4uJzXD2Qt7ov3hgcUmXd9qqHwrn7pVmfUyaZ8bcnNbTaugzJzAcTFOAvk1LmRZv1c98LT5+zNzUjDsrnayY1k9U1QDTqtZ1ByvXFjWCeRnpp1Kr7czr9BPXPGnRnlGPtMeaYOqTKeZ1jIJo17qhI5Hm7Ss00tOV1Fkc3FQz2WgQQzT9CfRvJ/EK0aDejR8+gG5v2ugINrXKgcavYBqTnGlk1Vb5fe4D3HLt9L1QV3vuaXlk1yn5dNvaWFIudfzgWvsaPrVyqLElnm/Ex9pC9mNebcrLt7QNxSroN1Qd01JNdEo46S8gyKWl9rxtkPSw4NzagpYjb/bH54Rtj+9oLNlnwyzmv4D5+z2waptxGxdCWn61W+QtROb/Vl662TdPkZL06/cBrTvRS3RZnA6Oo1qJktPK/6D9DvKJu7KLkJvwqlmKh02ida+3zKaLieB/1sPaFwE1Xynkk/W5mAV6wOz/Ss0gsrZGHf8Jv2Pz/6lJ66pHKi+249O/oYIxmVs3iVFJsAYmWWHZeFTFxCtYrjdsEYWwfmVGfN+2YJklMz7Q4tlGukf/6qOxZbDCevJn3TFgEmtcPGGxrgKWu/NbPuW9qHS4lmdXxktNllG2V8pyjPouoDVQnKGD20fyMMxL2pbZenhxFpYt914IJuIDTTvJ02IaPjkAeHmwXqRyd0MrmSEUlA02lJFDTWNcnR8+hvfqdk+2PNyKgjuIy9dadeMMq+7MBSu1Q+z2tDQ9Gvtgx2Gzrvx2XDDbn2wfeHbVJOQeUk03tDnwiy0nFRkeLtR5HolYXtVa6C2M4KUHmdY3/5QE5VHuGBFH7TsJTfn1DbvVwiIius0o/crGpwVTX/gBp1rPCJUfo3yjXzC/E4c+hnpnNJoisptQMe+3xUXrOgd2NLKhHm/T8vcVmWxUAu1YFnKy9U0/WaE3P6Tsw3TDh1XEUC1rExUJ99az2/Q3Jt1SQlb9Dr0RpU2b/C4atrnpLTwiYjgE0I7GGhhZ7zSeq99JIFawywRrUbv1xhrrJLVMxWH39NO87za3Cj7oNTG72Ri4Lcin3k1PwjVaZXnOeRfrXHwNRb3utdpx22HpmP8nB7oe1FLXFHQP7Qtb3bfxvFY1tal7cXE84dtIyrp+03FhpBc0lEjeKEefS5oiT4XqJvnh/VXkvKcv7w3jn2ho+zatkMipCCQFUr7lN21BL1FiIB5v/wYA/mRhMW0pt+DNtCqf2OHohvUzMLEzClKQVG6pYpphPDB2PP9bdU0LjbM+416hpTm2hfYMbMb834XTN7THz1ObRT05D795tJSs6wI34Nbruo/5NrWOPTfbdDH5DfWM9+W1ptDrm0tc0VQY8JPPdQ1b2Zx0AYEn4BmY8sMr9PyEdcqyzHPdMT4uT0slcWtfao1BSQLFgBq18g1xOGX6G7ZJ0HaFtVciA7+Z2sMu7Ot8wVOlTKYTvLAhWrP0axTMrqc2DzsWjMMniIXDO1E71dq+gNFCJa38R5t837pfdITyjS1y6ZqKm1C069nzt73ogN9jwkrgqDLWLeTVeKVaAgjUkEmlKwFQV+Jso8/+B+tDK8JO6+yGN399BbodFwmhtxqcr/xIC5NBdoOTUeLnhJ3iTDhyGKCPu16rrZDkB6D/62zmKry/BNX9gkJc6Z2fLEyT/Bo6qVl3n/Mcx1lgqgaYfVN0G/HzbukoOuY5hj7fldktJOr0pObBT6alrDd/VQTW0crhH5p32+1Hg261uJiB4BxH3ZFrwkaC+fK9yIpZ1rrpPDxR/Gn+hxPZRHSQSwCvfHBarDpvhe2RMu+qeh+qrYiIaDpp08/aSKodUJuTcSNkK6+6fk3R9Jn2I6ZdhiCEBHzfrnpe/h5W/t4G/QMVvzCU1v6ZM995rwesoUeIDBgZHaQD7yaAcPMaEhD6aq4agjy5+s7sSWOfbajadNNvVV+ab3pdVYWht2hP3ntfLyJyYNeWSxq+u2Qc1SmuoChg5YvoxaqVh122oqmcG8yMY3LLEXv17lW2hZ7nZUVFpju+Jc7YcSjzjXpao9rZm9p6b1qzxGcDKth1RpKdweBJOCy7f1w1oKeMhcwpaZfdo+Z6P2SZ5Lu0BKu6Zf/eezzjQKHGY29VU3/6He6mE777IU9MeLxDjjh9cbdB4KWUofdpa4NPv61Tjjo0mzt3WxMLqoCCPQnZmLx2NH0pwg4a0EvHG3RmiSrpzUBGoBqW09vnST3pVZYjBhq+pVZCILq+zzxrc7oeaY1SybdOYnKKWlZTZn3W9H0ezQX0xIS2w5ONx6frY5zOtdf8GdvHHl/exz3v0Z3Aukzj3wyx3h8EuVzBVmMI4tuImaF5/CFD43FT53FLFVrN+Wcx8TiJOBsHq3Wp5y3tDcGXt0KJ7wWviuTHmM/6IqL1/fV3fZXbBDD3h99+knCErUt+yDvDKX+oidNVzRsC9oYM4T580pww6dfzbTPjgBuPVMF0p7MraBsJtKZML8nOgzPwIQfe8oGueyD0tD9NGMhsllniQmpWU2/ygq10uReoeh3NUhOUqpU2lUf3C/403ibu4ghOhOG3bpez61HNxtFv2VZ0x92XfiFgiDIJ9ANapMmk5p+iVCXlObDOb/p14UUHSE7iJE1CQAMu7OtvG7qERT6TbwzowVHIFC+079TsRbRa8c+oEW3VHQ6rplMa66m6ZfeE8SMS0qL7hJB0UCzdegNjVpWNWFV2a9b1fQH648ZK4IW3VIx7PZ2sgjno9/pggv+7I0ht6hrg5t1TMHod7po7majVu8HXhWuvQcOKAPMSIhGPv0u7AIxfk4PDLyqla7puxaCoOJapRizlfXIZ9G3Wsun/6DLsi0LqXrBhdWUNlqm5VpYUfJ4HcgvrG8wUd8Ov0d7K12rZPdJwxH3tke6dKcbSZlSmyeZc2OTafql5v0uFNIJYRao0o5c7Xr5n2qLk2r9v6OA2Cp1rP1hGTjhtc5hCiIzGFnP+evFsGegpp8kLGrCiZtbe+nR7+JsAIHJoTSoWf/LFZMOlxccxn6gHRnbq0B+/hpvrSfc0/Q7f/7Oo5rh3MW90W5YhmyyJAjQ3fYuyPAH26PvhS1xxmyFwGChaIJGID9pGm4K/dIFBkHl+wNA28EZGPNBF9P7x+pioui6wXQEk8ELzdQH6bzBYv1R85M24qqSAeh8oklfR4efWDqpVp0cS9d6NII3Be61lq8ZDeZp34RvKRUmKHYPT+fSLf0wcVX4fthG0fu18tG6fuKffdD95HCtptlAftK61FAtak6YpddpaQWrixql6maSiOdhMr9OfVH7/uFCv8rikYl5qlr9MLP44ksW0HZwhn23ECH896hXOuGCP3uHtn2TltGUzC+5qMPwDJz8qdwSxI2I8l3HNMcJr3dGagv9ytp1TDPVhaB2QzJw2rfy8UX6CpWaQUMNrbIe+cKPHf1UTqB+WuzyVLcRPvBpsg9Sc98w1vTLBFdL5v3eaECDGm07yXccmYkT39JXFLmKkeGBKCrGDcmtJjT9tubfKi4OaoT1d0ZxIm0qr5zMrazGEnKKvx444U15/aFPP0kopH7Zao1+8M1t0OP0FvLATR7IrIfd3Q6nfdMNE37qGVHz/madUsK21AOAU77s5sqWfQFNvzyd+mqvVf3h2LIuMOoZLNYDZSC0wTcb+2ymt07G2A+6otu4Fgr/U4umcWE+/fIJkRltqlmU9UZL+Oh3YTY62QjOE4ZTYTbT+Y4FqtdbfKWaQRt1SGuZhNFvd5EHK9Iqp8P3JJ2AlG2rC9eUmBB+AXttUS9+BgC06Jpq6AOtFmAyq2eq+j7yIaHf6ke3drl+ID+J0K+YOGtac5iocxW7GvflTEqR90lmy6YmrCr7GDVz3Ow+aTj4n61x+H+1tdKqi18ezTtl0cRV8vAlHVhIULzXgKbfTAaNP89d3Bu9z5HHTLGz0KeJUQclCOh9rsIl7cAt0jgyymSUsSEs+ygrFn7PnNcDQ6YE2qrVvkDZHke/0xmXbO4HwDi6v2YUeqkFk+Rz+Frrr8hoxcxwSmMgP/lxs64HUhemQOwelwoGawuDQGBBSsu834xP/2F3t0PXMc1w4jRrpuxSzMaykZbT1M4vJuuuk3m0G3NwM3Q/LdD+B13fGu2GZMjeNzX9JGFRm+ClNk/Cad90x4ArskPHTA9UFtprUoqAHqdnIb1Vkv62aQYmmFYR/UD/SdmyY4NuaI1eZ2Zp+iI162TBrEgIL3KDQtM/4rEOMn9RW0jyaKgJ/0BqAZMMk3Q5Oq/SLDLdgRWJVYFSVdMPYOhtbdF/cjayD7LhD6qVl7TeCPC8hzWaeKS1TsKY9/R9rdNamSik1edQ0RzqoWbqa2ahoVmnFIz7UPJ8Jn0YtdCyikhK82Ho7YHJevdTVFxTJBnoC/02BB0bTTHM/cCCxiXU9tVuCfPlVrnPaj5q56RWtcqFM62PaaKO9p0YEDw7HCWPpRDuOqZdNqWw2vHozLD+TEtzdvzLnTD8Qe3tr9zeT12Pw+6WLD5YaK++JMGkpt/gvIvPamZMMOXvrBAUldpGI2uN8MC98vTkgd3sL3qcOK0zDrq0FbIOWPAY+U5r5SVdDJTO7VqcXop+l2vH7el0rLqbiFN8Wub9sYAFqb/jMZkY8XiOvB+Qmveb6CvTWiZh/JyeGDCplUGx9FZPzR031PSrLfyZyEutXkq3RNQjUpr+kz/pirMW9MQRB9xDpAt7Xi1uRRMK/U0ZSX3WG4Dkq5XeaAaD6EXv98KPTMsPTGuSfO6S3hh8s74v1+mzumPC/J6BzlhRZmUgqmF3tEOKgWmiFerVAl2JGr91MHrXVrdMkQVActiPWq1b4Vv2Bf4e+X85OOmtLs4jpWvkpWXe7yoaRc/okIxr/QfjyqL+aH94hvpFVrKxuq+wYlJz8fq+GD+nB9oOUfc/V/XpV3m2I+4LtFejAIlm0lIviPapkY/n4MK/+8gCqIWSl1ZvPW2gB0E11W9yoKEMafrNX2v6eumtenNVn/pv3fRMTKTbDErH5bsOwlkLesqOh1nkWND0D7klvC7ajVqt7ivrzcRzwBWNwoRuFpJzA69phWadUixr+tUwE7TQLK0GpKHdMO3YFoJgXJ7Gixt/KgNCmg32Kk1Ly0rNSXwfpXJEWUcO/qc82rvWAov0eWQ+52kijn+9Izofr26N1utsG7sZmUAImfcrVf0m79exwHJMmHZc+9JB17VGSqZPPnf2yLOz3YHxPTVLZbtLjecP29rYwKdfeb1q3VW5r+d4a25dUlwJpm2C5AwfOh3XLNRnS+f+kdwmPFJQ6CcAgPr9OsK2hl+SLpK2MvQ28xN0PU1/W0XAKqftURRFuYmnBK391pt3ScGhiq1zBl0nH2C7n9ICnUc1Uy2jmibezX5FLbq10TdT3X7FZfN+mY+u0wc2eXvvcwKaCjXzfq9Q5mVnf10raL1LsUE8EDna+GHNTEasa3Hlf2f3S0PXMTrBG1XSVzNZPeLedrh4Y18c9ai6tlQ7kJ/GCaXPvcG7aD0wHckZPt1o73qCga34Gi5o+vV8SIfcJu+/9KL362cq/7Pz8c10t9kyu2WfeaHf3HXNO6eEBTUMm2DqrduYEFZtB+oyOZl2HemcXye/E14NLHjFmqbflyTgvKXWAqRqKvolJ8I1/QYfQ0UwlJtOS046EAL15kmdRmXi+Jc7aZ6XIW0GaqFKNOZBqtZOLtB19IHxUinz231Xeot3DoVwU/2yxpZ9bpLeKglX7h2Ayfn9MfT2tkjL9jXGatAoY1YP+Yc16q+U/aPZ2COdj2+OcxbLdwwx+x4iZd6vpEU3jUqfIFDoJwCAukq9qMiSxueH5cFq5P+Z335Hy6fflwxDDbtldJ5DP1Ku/NyxL3TU3AlAKSypaoBUDrU5NB3nLtHYXkmHBpWYAdJOVjeom7RILpv3y8wi7SQtm5SaSyAY1VzLvN8LpHmJ/sCAfHXpAO8y1JJlXYiMLcvGxDuTa7Q0Tmikk5IZfuKoR3PQ+cRmGCMJuCkIArL7pGnXAa1ymv3mNidmskeUTqAUn8GWdtNGW8zqZd5l5ciH26HDsztDf4f6C1PfXCqcy2+Y8FNPHHq9tb3FQ6d0zfs17rFomSBF6X6kvwODiWysLpgcoOdZ4SbVEVE2mdmGQUJKMxOFMhT6xZB2PrjloBMMxwUzQc4E+XHH0fuVfuUumffrCf16Chwl0lemKshpLHIIPsFc9HoLDLgiO7SFbdintPOqXG43egu9Wsjmih5ugZ3eKgnJ6T4075yCK4oG4JhnAoutam3irF96Bqx1JMgWWVWeS9kOMtqHrxJoTS1zhmfqjolBlFvKdj7Bm4UlI3JGZGLkkzk45UuVALkJAIX+JowgAO2PCJgG9T5b239Lrun31rzfX6d+fNjd7cxvOWUSPflXz7RIuSoqCAIy2mvMBhTJ9J/cKvwSlaxSmgnocKRJvznJ/fVVapr+xmPZ/cwJA8Mfbg9fqoBhd6pbaTTXWw1V0xhIJw/ebmAQlk8kNf1q5nypWd7tgqH1LA0a7cg2ls37rV2vtptDZvtkTJjXE/0uzDafr6am39z9prU/OhNAXYEvQpr+ox7pgD7nN/bpRt8jqX1jhQlq9yy7FVgtp86Dmd0CUZacYtFh+EMqrlta9SPZfB9hZgw0E6hLjQGTsjF+Tg9csDJ8VwXXkVR26fO2PsR4jDj5UxMTYoPGJDYA4+f2wNiPulpSDNjFdDwbybtIVvj02lnMkbmqSIdBJ+Ogzr1621oqMXLd1HNTcdtcXeYyEIGFLsv9qg2hX4iApl+JTxE0WYlaAGFZH2tC6E9tkYSJq/tg5JPm2q203WgtfHc5SS7k97vYGxcSMwy9pS16naktE8UzFPqbOKfP6o4T3uhk2gzTvHm/vV5by6dfuTIZyMNWFo2ombUfKLde4CsrA7/yNaRk+jD2o676F8G+pl11wJc8Z1avVLR7ONcwndYD0nFNxUCMeFTeqfeflI2Jf/UJ28bJCEHDd9D0/TbqU3BSErb1jYcTCpklRSQGeZc1/W2HqvvFWo/er6EhUhw+9MaAtsjs5ME2Zi0ATEsGOqd0moatum9mlFaUOy07CSe9LdmS1OD7+TJFnDGvK87+tVdocdWyS4flOmLunLTv6DpG211Gmd7h/wkX+rXKGObmpRvIT/NU4+02ffoFn4CuY5ojo636/uCeIQDn/NEdrafko/MJxi5J7YZmYJSBCblRU/I3iEhvnYy+57cM2xrPddQM7Exo+n1pCjcQ69uDyzIKs5q0yNDb2yL7oFRZPAYl9futCP2SP4wW65W4JPT7kgPjQPdTG4U+25r+sGbs3aKFmbRtuca6icm+w8i8Xyn0iyLQ5uB0mRJJr//X2rpQt0wmB5QTXjfpykIAUOhv2ghARttkDLyyNVJbaLd6ucBmPm09ckaqa7H9tfIMTv2qGwbd0BoDr9Qe5GyjFvPuQG+tb94ffkyzf5K0sKBVRfjNKodsaorM+PSnHVxtKi21eAdZvVLRZlC6owl+xCJUH/iWRysFSi8n0ZLX78R80zQaz6K7C4YObQenq8fgMGXfr3653q3HPJuDSXkHWdLmmy2DqeMK3PAdlWpalNF/bdV9m/XVqlay47GZ6Cjpl60Hb7R4ve7CSeNJaX978qfdNO9rO9REwEoXNP1mokrbDeTXWACN3x4hCAF3qMzjKtxL1Mi832UXJEOUjVtjIUD67cN8+g3alGqcAA0tqp2+ZuTjObh4XT9d6zEr5v1GPud6uxWYdRU0ot8l2Tj2uY4yIU+ZdLPOJldbbGjjzWLHvN9OEGw3kZa511lZGP9DD/XrDAL5hVm+HvhAWkEqw9KXthut12Dz9Qy8qrXxRSQEhX5iiN42M1a2ggpy1oKeOOP77qrnlOb9Pcdn4bjnO6lOopwH8tM+pxtExIIGTFrGYICQdkONAxLa9QlVF/pdHGw0ktI194d8EcOWX7ON1xH8vs27pOCsX3o2JhWhiKzSSVTagaB0YVYHDtEM5GdFqyD5HIJPXaixbOqtdb2KJqZZR/cC51gO5KfEhgmwMn0hKWBaPuiG1mg9QN7W7W3ZZ6++SoVlOzsAqN2jO8+3WkzdQH7ScjQmrCfsdByZiVO+7IaJq7VN4zV3+1PKFCrXjfmgC1r1TzO1b7btQH4q+XvVX8m+pQdZGAbyi7Dm05SMqvDBV5r323LbkH5Ll3z69TCj6R9wRTZSW/pkApPa9xh8k04QZreKr5aO5Njh97RD64HaOzNo4XqzUfb5ZvrUKJj3y5CUeejtbdH1JHU/eTua/sCNknHPpPVbVN4DCUGhnxgiW4FVNFgtc0s94abTcc2Q2lz9vF0NpS1UZgFmzPulA//h9xzY61hL2FBZIMjum4Zzl/TCpVv7HbhG7T7N7MOvlWRRbxDIzylqE6eeZ7bAmXN76N4n2xooYpr+xp+aQebczlKm6W/8PeGnnugxvgUmzO8ZfpMTXJ/YCKrxLJxu2Rdt/r+9O4+Sor73Pv7pnp59ZWAWlhlg2MUFBMGJgrITiKJgXKJRiKKJmkRNronxJi65N8bISZ7E4OM1MfoYtyvJzaNyvCoRl5gQY4hoJIiJeqNRwUcJAqI4MPX8MUxPL9XdVd219rxf53DOMFNd9avqX/3q963fVlrjXffhSElEU69s1swfpXc7zKdxLPHaDz62SovutzbBUPKs4fa/D7PvcL/VCV+t7D9by1Di31K/uiyH6VhSp4ETswQIGY6Z9jLBZLOxZzToM1vGpL3IMWN7abcUSefvxa2U7Rj5Rk8ezt5viZWJ/KSk8y109n4pc0u/W3PbWAn6Z986TOe+O0FViXMRmRROgz9RpRXbx6t9oUmw6FD6zeonJeURldZEFYlKU/+1yZkDOc1SS3/fz34Eu1brPbmeFWmNbja/eyvDO53qOYLsCPphj8WC64SHhmvgYeX61H+bt+hnUjHIxqt0F1pAegseq2P6cxbkGXbTMq1KdSMOjocyG9OfpdK46P52ffpZ8+WJzFr6Ha1cmBTMs346VA1jy7N+rKQiosaJ5aodXprfkij5fNUZztuJbJOxi2+G7v2DDq/Q4vuHa9Dh9lsssnH6FohEMrX05z5Qxi79CT+3L+hZt9e1IDzDBSmttng8y2NHM3cHzz6m3+L+E/edkPSlv+nQyBM9mmDI5FJmX+XF5u4Tth96fLVm3Wregp7vpHh2lDeUaM7tfccveFVRB1v6vZD1/s63Mp7jc2UNHlc/U3v3mz1307r3J6cxr4n8IuYBlVtBYPd+a9ulBnKZ0lPVHHP5RblJ40s0os/9v/FaufuQwiZwTkl3pu7t1vaVuczP/BF/u/dbLcislFfn7UxYhSje0m8tGYlleG9dMdtk2XAPQT9ssVpwNR1ZqdNfGKPhC2tt7X/GjYM1bG61Fj/o/nIZZnWS3jffVmfvz3k9rLxpNe3eb75p05SKnkp/hn3lWrLPKUamVvQMIpGITnt+tM7629jCx7talNx91dmWs+VvjdOpG9NfvAybndDzxYFn/MwfZ55gU5IrlbHGQ0xe4DjUdXvqN5t0/C1DdMZml2Ynd3HIT6LemfHrRvZOdd/3t2ytvEYeQ1scebFTYPf+EZ+qVXlDVAvXtGX5gN0DpPw/Q1ma71AnqWfp06R9ZbkO488ZkLBdgS31HpVxTvFoxJOknpfWLdMrNTdxokm32Tm/xKA/dfb+Au8jL7r35y3bNTKd/8ih42bYT6wiqlKTVV2ySR921ffz0t92ZOzens++s45h7/1T4iY+d+/P2v0+x+z9klRe31cpjU9UaLUnQUIZXloV1cr3J2jlzpSljAN2OxSrfOYiRZHI50FvOov+QYOPqdLbv91bQIqk2rYyLVnncBfoTMzGsF3WM4Yt2wzGSZXQg/vIOJbYwjPLfPKf7F9OpuPtd3lMf/xBn2U8aKbKQCFdXp2slDqxr4rGmCoa+4rPBfe1qX1hTdKEmE68bKkelmOuBMe790vDF9dqxo8Ga9CkvoDJqUndYhVRTVwZ3Il3rN4rw2bV6PQXRyf01un7m9Mt/U58yfnsIrEM6lhWp0UPtGfvkl/gbP/dGbp7p+YlO+eS+H1WtcbU2ml/GdR82OmdcNLjIwo7WL6sjunPM/9leg6MPLHOu94qCdLSk+mZnfD70trU2fvzuZHMf7ZaFuSaL6fX9G8365lvvqPO77ZYT1uC7L09LP4uD651e085ncGpk0cX+NYi67KeZi9J/O7en4Xtulk86reYjpTy0GxuFsPoKesTr1P7whq9/rCDk4uCln5Ys/Tpkfrk/21X3cjkNXwTC7cjLhvobaKyFDhTrrQ/Dqx8QEn8zXJ1a2nG5XmiSZPSZd+npbG0Nlr6Mxwk/qOV2fsLcnBfSS39ARu/HefhmH6jW2krYDjxsiVn9nH4XBoPKVckEtHhXxyoITMSXnxZOU5Sq0Jil1brxx9xYk/PoFHL8gsKCo2P60dnH6aSaODEiviwgeTu/VkSUWD3/nylltv5HDdXWWb72qeWGxnul1hlARcgYZef/uMo60Fbod37LR7nqKuaNPT49NbHpGvpVguYzd5adqX2svBdWvd+k20iPc+zI782SBM/36iGlPIg13M5cZ+9y59maunP9b22za/R9H9r1tKESWizmXJlk85+fawmX55l8r0s7OaBQmLm+FxIcjcY7m3EGb7YXo9TU2kt/emb9M5lNfS4nmdn4jX1Zcy61XpPYh61kA9MTyVrTwKrwwySt1twX5aeZcgLQX9/ZqOUH3xMtTqWZK+IDzoi80O+9221VxWB6d9OX6NZUtJY+NSCK5ryQr2iyTzqN1uG5bibhyhaFlHn9S0p2yb+xzytZl9DoRNBJcnxrBl9an1h+8/Spc4xeewz6SGb9PBzPoEH9jkzrKI8ZZxrzoDPgXNJvEyHXmT+4s7soX3a8z1d9I+4pOczn/hea8L2+aVl3p3DNP/eNs2+PfcM6aYKvBwVA0p01itjNfVbNl8apszen3GzAmf/ziRTfXLp0yM1/942DTwsj3LXqRUbDipLaTVNzbqZ7pcZPx6suo7SnOvCm0l8YVBWb/2ECr2tLJffXvarz8aFZDRNqtSJj47QZ7aMcX7nbjl4HTq/26rjTfKbnaEmp/7xYF0jw2QnuZ4PlU0lmnpls2rbrb2wi0Qiqm0ry3+1B7sfyzOIrWyJafq1CfUkJ4PhlHMYsahWZ78+1nzyU5vXKdvQgV7L3xynFdvGm/eIDXBLv+2GG7Pu/dn2b+W5Z6TXG8pqSzRggvUX8ciNoB+OqR91cFb6V8em/e2kx0fq8C8PdHSsfmKBc9qmUSl/My+NmqcmrOWcGvTnMUNp7wzELUdV6YIPDtGRl6cECzZbSOO/ylVIZthv4ssO0xl3U0RLI5p+rfkLEjNm3fvTKu9BGZvl4kR+qUwnT8rjOpz8dIfGnJ7wEsbp1tUcSjJMYJn6MK5pK41PSnjM91u1/O1xSWOi832ylNWWaMxp9RlX98gl2/UYv7wh/Zcm31F9R5lq2/JfRjBbwHfc/x6immExWwFsId/x4GOqNea0/F7qJVUELeTlXOmcdNkgDTmuSjNXDz64/+S/ZwqCGkaX67OvjNOhnz84LMTG9UiclNJWniq0pd+DyQcLZbWczvi9WthB27waDRjvf6U9EjFpac3jO845bCMxvj94/0QytaLmun4uvQ/61EPmkytne1Hr5jPd7fpCbVuZeZlc6IFNrlesMqqqFvPGorFnNUjqmbTUM5aD/r6fLV2WAmbvz76dye9s1CViVifs7ccY04/CpNz8LdPMx0zWd5Rpxv/KMSlZAQYdUamJn2/U5pt3KFZlrYBJrQTkM/lSYhdu066jVnr325y9P5spVzZp9Kn1qmyOqawudwE4alld2gzFWR083Yyt6C7JK/DJNGbVwfQe+oVGvbFuT3xit6TD5/Fmf+DECs2/p01/vff9nl+YpLXx0IRKdMLfP/XQcK1d9Hf7B7UiW9e9SETVraUpv7P2WS8df/MQvXT7TkvbZlu9w1TC/ZAt4Gs8pELnvDHe3r59Gj5j957Ltkyr1DOO8+QnOhIOkPz3fCY5dEveraUHeTVZqWOC0uPATRa69+e6DHkNZUv8SMKjtrLZn+r38E9m6Oqe7dRMIkHHgnUHW8AzriDjyM5Tj2Wlctf3Y92IMq3cNcH6SjIOyLRyRNp2NieYjH/3Fq93pqGyyTvtvb8KeDkXmBan4CLo78eGzfHwjaMHPnFDi+pHl6njZIvjgdNa+u0fM9daw5YqCWaVDxvPheQHXSTn8nmJ7JaR8WA/BGP6M52bk5WB424aIsMwTB+ojozpT8kHn/xVu4bMzDwZ2ZLHRujRz/xDx/+H/a7Q2dNhrzuHb3kiy2FLyqOqH12m9//2cc7t7Qb9iS94Cplt3owTY/rzYrH1Z9atQ7X37S41HmJvCEHSclaGYf0lWcSkYug0G19h1GSJS6stTtbGz7pzronLZma7pBkPH7IXBZYuY66gP1cdwewFfoaW/mnXtmjPP7o0/uwBaZ/p+Zy31zdbUGh67fLNlik7C0ucNuWKJm34+naN7u05lUcvztR5f4IiKa9ZKYfj3fsTK59Z9m+1pd+k2LQ3cav1bfsrgv5+aPAxVWpfVKNDv+DxxHtOSy1Qa0o0+SvWJ7FJG9OfV0t/9r9bmpDJRvf+eCHrVH3AdtRv8jsv6ib5VDA9msgvU2XJiQdQ6q47TqrL+HfDkIbNrtGKt8cV3FKZKx05+RWo5hoOYbHOVVjQb+ujOfkVW1kNOg75XHrQYvca7P/ARtDvASvX/KirmvT/nvtI7Qv6hlHNuHGwXvzfO3T0dyzOoJ7pOB585zVDS/WJG1pVWh1RNBbRgS73jxkoeXXvt/+hpNbWhHuqYkCJFv3KvKt9z+dsH6owWY4XM1s6z7HZ+8MR9U++fJDaFtSoceLBCRot9eJ0OVE5E5Dh59TNklr6c+82/iIypcEpEyurmRhGhpcDNi5ikJ4hQcUAiH6oY2mdpn6jWRU5umNmMvlrg+L7CfXammkT+eUR9Ofokmpltl6zt5uOTuSXhe237BbG9AdFpsqE0wFxRk5UZiLS4BlZlhkzfUba7ZpuIRl2l+xzs5tlAay2ONgP+hOG+eR571YMzPSmL6/dFSy57LKWlxf+ok0Vg0p04roRto714bv7g1X5t3DNp13dosX3D0/6vg+/eKA+s3mMaobmPyeElyZ/dVDOl/9Bun/zFolYWmc95woVeVSZrEzma/5B+8cqRLYyfsYPB6txYrlm/aSvB1neLfSpn3Pytncxs0YiETVNquyb9yYM94XVNNrs3u/KmH7DML+/LHy0fkzPZJeJL2Bhjpb+fqT5B29o5L4jddjFha2TPfqUerX8vVI1w0rdG0NsQcHle+rQoZSW/sZDy7V3m9kMbQm7yPVmMaUl1nQTs/MI6Ou4eO9+q2s8O6Tg79qHB7QjLf1Rk8pq0gaJByz8eJaOIwtzUAV0HLrV9dNLKmymv4CW/pN/M1K/v2K7ZtxoPueJb9cyjzJo1LJ6dSyts/3i6aP3Dli+X2x198z3nghShT5A70KShKVf9kGfuKFVr92/O/tGubr35/NCL/EFqJ17KkAt/XUjynTGi+6swuBaNspwPjXtpdrzepc6ljm7alEQWX35nrQiVY4hq5L5mH6rPQmyMbu/rJT3J60fqZfv3qlDzhugWwe+ZO1g/RRBfz9SNvJjHbGoUSWlhUeUVpeRCaKKgSX66L0Dajwseex76pj+uf9nmJ751js67KLML0lyvhVN6n9tYZvetPQWfiljLXu7VTnWXd2Jlv6Av6AI8/EHTarIuh+vei2kj+nPtb17acl+4Bx/tlhpHzanRs3TKjXwUGvzY3QnVJTsBgZDjq3W0t90ZPy7X9fS7uz98c/lkSe7dncHbCI/n48f0DI1rCJRqWFMuZb9rkO//MSrPb/LJ37P8ULPdHLAPFv6vc6Dto+X5wMu7WMed8k+7blRenfTRwXPom9tvia/CxJrm8UqIxo6u1pde7pVO9xCLyUXWvoNkyX7ej6ce/81w0rTV86CKYJ+FMTXwCrP8nT5m+N04GMjbQmn2uHJLzKqh5Rq9k+zrxeeeyK/hG0zNvWb/Opg0krKIjqwLziV4b6W/mxr9nmXnqySkuj9w7eQIGbl+xPU9UG3KgflKKKTWvpdvPB2L1/SSynvrn3O2bettvSXRvTpZ0bl3vCgxJd/jgdsVi6fG1+9x7dMkMZjetW7IlN+LR9QouGLa2UcMFTV6nM1LQQtmrkc8/3Wnh9yvCzP3VMonzcFEbMfbX3OC3bzvFOPG0eH9Vg4hYrGmIbNLrwbuN/xvBVWG4cikYiW/HpE/Oec4hP5WUyHxeduoRP5ITfeJ6PfKSmPJs2ieuKjI9Rxcl18/Wg7cj2wrEzkZ9460PPLkUsyLK/jFNst/ekfCGyhnBj0ezhp7vgVDaodXto3y28eyupKVD049xv31In83GJ7TH9AV3Rwemb9uMTu/X5PoujUce2u3Vwg67P3u5oM746R7fCRiD61drhO+O8RvrywTBKUl7gFaBh9sMdOhkvZu8xv+yezB4M5nyM5WvrtlItefe017T3PmY6lFlc96uXQmH6/e+TlLQQN/XYSEIlELJc1tpfsszSmP8Pz2e9rWGRo6Ue/1zavRm3z8nvzm3P8k5WKc5aW/uNvGarWzio9fem2lA2cKQkdmYwnYJXwARPK9c8t+zT69L6ge9ARFRo6q1rVQ9wv8ub8bJiMbsObwNeJQ1jIBKlBf86P+PWgdmhMv12utlKHaEy/XRM/36jNN+/Q4GOq1DzF3pJ/rvLokgepd0N/k/gIPetvY/XOsx9qxKeyv2QvdEy/XxP5jVpWp1d+uUtHXJo+aeMZm0frg3/s14Dx1pf6leTcyyDXxvS7exP7HtBb4FoazSoA2XoSWHnuGubPZ99fehYZgn4Uxs/XtAEoDHIv2ZeQxgzbZmvpL68v0RGXDEoP+pM2zp6GE389QutXvJk0826+4l93gMf0n/qnUdr79n7VjewbrhGJRnTS+pGepcHRgD/rmH5r2xXM5r2Wz8zvTsg9+7Y7ZYabM88Hfcm+Qhz7/VYNPrZK7QtqVDGwRPPvbdPAw20GHy7wbIGPAM1jkJH/j1l3JJxX9eBSjTzRQs+qAsf0+zWR39yfD9OhF+7V4Bnp49jLakpUNt67rnBpj4MQ3AKmrHw/ft87Ts39lGn3lrv3WxzTT0u/6wJWXQfCJee47TwfDPlULjJpm1Ojc14fp/YFJq0Ydh+4B19cJA/pD1aLdqwimhTwFzWPHohplVUbE/kFqftm2n3l2LhUZ/ZjKgDd+4cvcmeYUawyqnFnNqhyUEyRSERjTqtX44QAtPh71dKffXEYFKC3u/rYs/p6fBX6qMrVTXnsWQ2qao1p/DkNCcdM7ANt/VhOPlZjlVENm13Tt9ycA4I4pt/TF6QBaHTKyaUk9nXvt3YAay39Rt4T+ZkpdKLGYkVLP0IrCGVuzpZ+C8GPWdCc6c2o0wF2xskFM27v6OFRqIT84OqYftsT+SVONuBoUnIcN8efXWvpd2W3knzsSZNwqYK07rytvJjnTeFVl9IgrVhQTEadUqeFa9p1YF+3omXOPUtzBS/l9SVa/ua4pF4ySS39dsZYB3RelDingn4nbwEPL5mlr9L3uUHMfy5U/egyW/u0OgGmWZ7PN91lDbRpmyHoR0H6exCYq9KWFPtkeqOdo0tgoJh07/dCEF7w+MZq93432Z7Ir+9nT8sIu2P6Hbp+rnbvt1L5d+HwgQ06AjaHSCG6LayJ7bcwl70l5c4+SK28NEy7bxIDL5+697vBboNB3wdz/N8hbudbK9+l7/eOwwk4+amReuUXuzT1yub0P2arp1ho6e/p3m/y2aDWhUOKoB/h5XeBKgstfBbWujYr1KKxXE2WCT8Wch3yfW5n+Vx/fxHkKQfuASvfV2oLVa7PJAX9Hk5WlnvJPpcKjSLv3t/feFVZp6XfYwV+r/msApP0EiAAdRbHhGFolJtC8F0mL9lXeIKHzKjWkMR5IRwc059xO9/fnBSXfvxYhxOap1b6nQRf5Z7IL3HjTBuZ/MqjeXXsBujxt/sORvZRK+MMKfhNeTWRX/qYfhtzWQToLZBbQb+bE7L5lvX7c+3Ao3PPufpLAATo9vVd9ZBS1XXYHOqS1NJvp3u/vcN4Lf+Vf5I/6GYvKTdZ697vd//+YOzf6uz9pi39VP0cFfBiBUE39ZvNmv5vzTr9hdF+J8UXdibyyzym3+R3Xt2Zdp+3Dj6fT/7NSDVPrdTJT3k3q34YZa1cBbZ7fzDH9Efd6ttWhGP6g9q935N5Q73q3r8/+AGPF8ucOs6lyxotiejMl8eqssX6Ncn7/g3m7dcngEv2+TWR3/x7hnl4YBvcHuJgoX4r2RnTb/ZLe2madm2zyuqj6vxuq70P9hMhLM0RJKVVUfPxPR4IwhtAOxP52Yn6M1W44y3tfp27gw39Q46t1qefHWVp2yB810GU1O0+75YXC8exGQD2t+797s7e70/mH3io/0vn+YaJ/OLm39umJz//lo68osnvpBTMiQkaoyUR0/XEYU1q3cG1stPDVu4xpze4fLD8uDWRn+10WB3Tb1bPsJnuo77ZrKlXNgX2pbXfCPoRXgG4p3NP5Jd7dnWz1sdMMw6bH8T6poWKn0Pw66pwUFqFIVcHF4stAF5zq9Xc3Yn8XNt1Vh1L6zRz9eB+OYTLszH9IRjP3DC6XEt+XSS9sQJQZ7Aq8EFLAFv6vWSljPC9scL1Fx8FjNVP5WD3/sDfOz4i6EdoebWsUja2Km2Zgn6TMe2xCq9qnbk3GXhYud77877k7b1+UPv/VfvHYtSc92zKVti9/r5178+e0JwTZObJ3ZZ+F/ed7bCRiA67cKA/B/cbE/kVpUGTKjRocoWqh3i3BGW+1ZShs4K9znj+Y/od2o8ZL5fsC8Hg6KQ6sgvXxurcU1avlekwgP5c93NBCLItYC5W5X9pYKeFr7TW/HYzC0RKKrLfmk6977DywD3pyQ5b26P4pD607c3e72Gmydm9353Duhn0h6Fy6SlPBvW7u/sjLh2oWGVEU74R/i7zQZSxV11JRKduHKXFD7YXtP8SF1/Kn/33sVq8drhGnljr2jEc4VBlIKwT+VkqI/yvoroqqRdY1iX7CmnpL/KL6DGqEwid+fe2acD4cs39uf+Tp1ip7NeNKpMkTbumxfTvZi39mSoVfhSAFQMSSuKDD3rPg3/K/dzc/E5sXn+vVhXIelyzv7s2pt+9k5x4QaMkafAxVZmPH9J6c15sfIX5Xhe3i9ljvz9YK3cdovpR/XjeBJ9EIpGCn6ML17SrdkSp5t/b5lCq+tS2l2nE4trABzuOlTmOTuQXSfjZuf1mOJjLB3BAJMPPDrE6QV/L9NxDxAZNrnBkTD+yo3s/QmfMafUac1q938mQZG3JpaVPj9SBjwzVjSgz/Xuh3fsLqhzYfHLHV+wL69v5ELL6FeVbCbPyubSHca7PBHVMf0pLwtHfadGvZr6mw79UYDd2F1v6x5xer4GHVqh+jHn5ARd4UKF3a6gJ3Nd0ZKXOfm2c38nwl0PlepCeD3a0zesZflExKHP3Mb/fC/h9/F4TL2iU0S0NPS7zkJVp1zbroSWvp/8hIOdQLAj6gQJYCX6rW7OPH4yY3IWNh1Zk36mH3fuTP+DGTnMLysOrv7LbxTxpAssAde8fely1XrptZ/z/Q2ZU6/w9h6i0urBOb652749ENPCwHOUBHEV5k1ugg7UApS1a3peZ3BwWEBZp+SYEk1maqW0r0/K3x6m8PsuYMb+/bk8nec5800VLIjr84swv1g85f4DKakpMV8WgLHYWQT9QACcq+4kt/UOPr9akrw7SwFxBv1PyDfoDVKkqdjN/PES/PPoVHXV1jqUx3ZzHL6Wl31aFP0BL9o37bIMisUhSd8NCA36Jni9Fh4omHFJWU6JZPx0iGcoeIIaNQ0VeWb2Do4w9vm9zNej4LiBL9lll1r2fOW2cRdAPFMCJ2ZdLEoL+QZMqNGJxcCfw8a11JwQPLLc0T6nUBR9O9LU7cCEzSXuaZ3KN6Y9GNO7MBscPG4al14qFJ/P49ePyBs475NxGv5PguELL9YW/bNNzN7yrWT8Z6kyCUgXhHqZ7vzUH85LpRLuhOYlw4B0KUICqlsLfm0XyCOYcW4rFdkt/76D+Ao4J26wE/G4G181TKnXKHzriY99n/WSI9Q97OpGfPxUEgv4iQ80IyK7AJftGLa3XKRtGqW4kc5W4xuUl+5zm1kS76MOjDcjDCQ8PV/vCGh13s43gJ4PE7v3d+72Npt2c/M1JQZ/JuD9oOapKM344WOfvOUSjllqfSDNIY/rdQvf+4kJ5A2SXbQx3r+NuGuxBShIE7Lb1uxzx9PCFPAIPptOsKz/d+53F5QTy0L6gVif89wjVthX+ljqaMCyse3/2beMPWr+CG8b0B5dH34ndMfBB6t7vGlr6vePFdxyw4AH2WAlI4b5Dv5A+eRtfjYeSxvQHv1AzbekPfrJDhaAf8Fli120n5giwxeYTePAnMq8VDp/l3W3D2WR4vv8A8L2lvx9cYy/Ujex5Azv603U+pwQIuICXOWEIcl0XsktAq777mMgP8Fli9/58xgYX8myzGiee+dcx2vbbvRp7VkPuzwW8MgBveTne3a96XvcBf46LHGyWRae/OEYf/KNLDWPL3UkPPMEcG+7Lu8W+PzX196OJ/Ar6WuMT+ZnN3h+yNxcBx3sVwGfRksSg31rJ6VRhPmCCtcptw+hyjT9nQF9aPR/U7+3hwiiwdal+0L2/YQyTUXnFzYpsaVWUgL8IGB7PjdMv5XmJR57oXi8aGvdTRDL8HFADD0sve/lOnUVLPxAkOVoonOqydtLT7XrtFx9o2jU51n7PIGuASSGNBP1hfG3nd1slKd4TBkWE8ix0Dnxc/GWO72xe4uNuGizDkMa5WUYG7F71O2AN2xCHyV8dpAMfGRqeuGx1uE4h8Aj6gQDxqlti87RKDT3GpTfuLtS3Qvbs8kdQ67n9oHt/eUOJjr/ZpfWmkczj75iyJ3y6u4JaGPZfVa2l6ji5n82V4XfZkTSRn8vHcuCWKymPavq3W5J/6fc1LDJ07wcCxPKEYH5326JOVTxc/i69nb2fGgLQ33V3+Z2C4tcPOnAVzveWfn+P74RiOIcgIegHAiQ0ExB5/cCn4M8psJUwD9NFBQGOI0+FDi39HgjsAyc4qpp97kztd+OQE8Ka7oAi6AcCxPMl+/LE8z6AAvqd+L6cXT/QvrBGUvJKIEXLozc7I5f0jCs9/Evpa40j2Aj63We3DuDF3C5Be+l7+JcGaswZ9Zp/zzB/EhCw65GPsM1LEHSM6QcCxHJLf4DLQVee7QE+X2Tnbfd+D48VIO0La3TykyPVMI6Z550y7+42bduwV0NmVvudFNhE0O8Bi5d47Jn1eufZDzV8UW3ujYtMrDKq+Xe3+Xb8iJct/W7dcv30me4Wgn4gQPLq3s+YfgQZQb/rIpEIwanDSquiaptT43cyYEO0LKLujw21fqLK76TgoHl3tskwDFps/eDhNS+tcafjeIT+6I4i6AcCJCxdobOl043nDPWFEAtHlkZI2CkLGIbkogBe2zM2j9Yra3bpsIsa/U5K8bPx/XsW8FNR8Nysnw7RX37yT03/t5bcG+eDr9RRBP1AgFht6Q/ys42Ktk/yvPBuf19eTk4Z5PsCgLsaRpdryhVNfiejX+A5H3yJz0O3no2HnNuoQ8517yVb3Ygy1/bdHxH0A0GSI0ByqwuVbZ7P3k80F1ZeTOAURzYpfnzHgP8CGPVTTUgRluuRJStN/WaTPtpxQKNPrfMuPUUsIBEEAEnqzjB7//x7hmngERU6/idDen6R8HTzY6xcAJ/3/V5gvxNPl+wLSy0HAMIrsM8b9EmayC+cz8ay2hLN/ulQtc/vfxNBuiE0Qf+OHTt05plnqq6uTg0NDTr33HO1Z8+erJ/56KOPdNFFF2ngwIGqqanRsmXLtH379qRtIpFI2r97773XzVMBMsvQ0j/m9Aadvmm0GkYHZHZujx/4IX1eeSuglTAvu/cD8Ahlcv8W0OcN+oSm3hSWdBaB0AT9Z555pjZv3qx169Zp7dq1euqpp3T++edn/cyll16qBx98UGvWrNGTTz6pt956S0uXLk3b7rbbbtPbb78d/3fSSSe5dBZAdmGZyA/BM/jYgM5Yzez9cFDdiFK/kwCJoK+fC2RLP+V/Mg/G9CNcQjGmf8uWLXr44Yf17LPPaurUqZKkG2+8UYsWLdKqVas0ZMiQtM+8//77uvXWW3X33Xdr9uzZknqC+wkTJuj3v/+9jj766Pi2DQ0Nam1t9eZkgCzCMpGf5w98HlgZnfveeH307gHVj8qzF4jLX6aneYV8UvTm3d2m33z5bU3+yiC/kwIAgcVwN6QKRUv/hg0b1NDQEA/4JWnu3LmKRqN65plnTD+zceNGdXV1ae7cufHfjR8/Xu3t7dqwYUPSthdddJEGDRqkadOm6Wc/+5m3E08BCfLqCk253q9VNMbUMDYgwz5M0HsFTqobUabF9w/XkJnVObeNVVI4Aq6gWA++sBR/5CXPhKKlf9u2bWpubk76XSwWU2Njo7Zt25bxM2VlZWpoaEj6fUtLS9Jnrr32Ws2ePVtVVVV69NFHdeGFF2rPnj360pe+lDE9+/bt0759++L/37VrlySpq6tLXV1ddk/PE73pCmr6+rtJX2vUput3aNp3Bln6jhK32d/Vpa4ua6WmU/mg+8AB07RI0oH9BxzPZ0bC2xDysDPMrqMb17b7QLeH35lB/rCpmJ8Nx65u0SNL39SkyxuL8vycZDcfHMjyDEB4Wc0HtR0x6XFr+/LKgQP7fTt2EO3fvz/p564ue28BvHo2dHd7WUcoTlavn69B/9e//nVdf/31WbfZsmWLq2n45je/Gf958uTJ+uCDD3TDDTdkDfqvu+46XXPNNWm/f/TRR1VVFdBxtQetW7fO7yTATKc0dI307PZXpIdyb75/e0zScEnSr3/9mEoaDmT/QIpC88E//z5IUr0k6aGHehM8SlLPPfuPh94vaP+puo4uk+5tU9XcXQnHgxO6DUO9TQLOXtue/PDG62/ooYf+5OB+Mx/r3ffe1UMP/dnlYxWnYn021H5PekXSKxQblljNB3s210lqkuR0uYEgyJUPumdFVf36QH2wLvNSal7ni31/qZA01JdjB9GBHSWSRkiSHn/8ccVa9mfdPhP3ng0H6whveFFHKG579+61tJ2vQf9XvvIVLV++POs2HR0dam1t1TvvvJP0+/3792vHjh0Zx+K3trbq448/1s6dO5Na+7dv3551/P706dP17W9/W/v27VN5uXmX2SuuuEKXXXZZ/P+7du1SW1ub5s+fr7q6YK4l2dXVpXXr1mnevHkqLWUipLDb/T9dukevSpLmzp2jymZrt7JT+eCpB7fpJfUE9osWLZIk3aKtkqQJEybo8EWNee87k/3Lu1VSGWGcmkN680I0EokvGtH7XTqhNz8MG9qm4xYd5dh+sx1rUNMgLVo02dVjFRueDZDs54PNf/+nfqueepmT5Qb8ZSsfnCrdUrY145+9zhfb6vfqAb3hy7GDaO+2/bpTr0iSZs2epdrh9sp3t58Nvc/ttrY2zXS5jlDsenuc5+Jr0N/U1KSmpqac23V2dmrnzp3auHGjpkyZIklav369uru7NX36dNPPTJkyRaWlpXrssce0bNkySdLWrVv1+uuvq7OzM+OxNm3apAEDBmQM+CWpvLzc9O+lpaWBrzSFIY3ILVba152/tKxUpaX2buVC80E02jcdSOp+SkpKXMljpfWO7xJKnmjPje8tEol4VuZEPTxWseHZAMl6PigpKUn6DIqLE+WB1/miJNZXDyJPSqVlfQ0ksdJY3tfE7WdDNBrl+yqQ1esXijH9EyZM0MKFC7Vy5UrdfPPN6urq0sUXX6zTTz89PnP/m2++qTlz5uiOO+7QtGnTVF9fr3PPPVeXXXaZGhsbVVdXpy9+8Yvq7OyMz9z/4IMPavv27Tr66KNVUVGhdevW6Tvf+Y6++tWv+nm6QPAx8Qqs8nT2fnqBAEB/RPGfgiX7kCIUQb8k3XXXXbr44os1Z84cRaNRLVu2TD/60Y/if+/q6tLWrVuTxjX84Ac/iG+7b98+LViwQDfddFP876WlpVq9erUuvfRSGYah0aNH6/vf/75Wrlzp6bkBYcMCF7AqrxUp8kTFBgCA5OchdTZIIQr6Gxsbdffdd2f8+4gRI9KW2quoqNDq1au1evVq088sXLhQCxcudDSdQL/AEwRWkVUAAPAWL8GRIpp7EwCBRsGOAEt9Gesq7gUA6J/o6pUk6XLw8h0i6AeQBxr6i4jL36WX3fsJ+gFvVAwKTUdRoH8KyfOwajBliVe40kAY+V2YZwnkeCGAJF429Pt9XwD9xKhT6jTxggFq/USV30kBJElRIppkSYP6/UtGJp/8v+165Rfv68iv5V7FDc7gFgHCKKEAJ9BBoAWwsgGgMNGSiI6/eajfyQDimqdWaujsatW2s/ybFPy6YceSOnUsqfM7Gf0KQT8A22jNLyKud++nqR8A4K5INKKTHhvpdzKAwGJMPxBGPsc2h39xoCRpxKdq/U0IAs/TefyI+QEASKon0lADiZZ+AHlonlqpc98br/KGEr+TgqCjsgEAgKd4CY5UtPQDYedTwV7RGFMk2nfwAePLJUkdJ9H6jz7M3g8AgMeSluzj7Tto6QfgkNNeGK2Pdx5QZRPFCqTp/96s53/wnjqvb/HuoAT9AADwPEQaaucAHFFSGiHgD6FYdVRdu51vjp/6jWZNuaJJEQ/7GNKdEQAAJT17aeiHRPd+AOjXFj00TPVjyrR47XDH9+1lwA8AAA7i8YsUNMsBYUdghQK0TK/UWS+P9TsZzuBWAAAguWpISz9ESz8AoEjQswAAAPESHGkI+gEAAACgSNDSj1QE/UAI0aAJmOC+AAAg6XnIRH6QCPqB0OMFANCDewEAAPFARBqCfgBAcaCOAwAA3fuRhqAfAAAAAIoFL8GRgqAfAFAcqOQAAJDU0m8wqB8i6AfCj0AHkMQQRgAAJCXVDSNRHo6QYn4nAAAAAADgjEgkovHnNOij9w6oYWyZ38lBABD0AwCKA039AOC7kSfV+p0ESJpz+zC/k4AAIegHwojYBkhDzA8A/jrp8RFqmV7ldzIApCDoB8IoYU4WAh3gIO4FAPDV0ONr/E4CABNM5AeEHJOyAgAAAMiEoB8II1o0gXTcFwAAAGkI+gEARYGhLgAAAOkI+gEAAAAAKFIE/QCA4kBLPwAAQBqCfgBAUYjQvx8APLPwF21+JwGARQT9QAgR3AAmuC0AwDNNR1b6nQQAFhH0AyFksE4fkIZ3YQAAAOkI+gEAxYGgHwC8Q5kLhAZBPxBCSd37afQHelABBQAASEPQDwAAAABAkYr5nQAAAJzAmH4A8MeMHw1W7fBSv5MBIAOCfgBAcSDqBwBfjPtsg8obSvxOBoAM6N4PACgKxPwAAADpCPoBAAAAAChSBP0AgOJASz8AAEAagn4AQHEg6AcAf1D+AoFG0A+EnGH4nQIAAAAAQUXQDwAoCkzkBwAAkI6gHwg5Ah3gIG4GAPAORS4QGgT9QMjRvR8AAABAJgT9QBjxdh1IQ0M/AHgoodGB8hcINoJ+IISisb6na4S7GOhBpRMAACBNzO8EALCvqiWmiRcMUDQWUXl9id/JAQKBliYA8BBlLhAaBP1ASB1/81C/kwAAAAAg4OgYDAAoDrQ6AQAApCHoBwAUB4J+APAH5S8QaAT9AAAAAAAUKYJ+AEBRiDCTHwAAQBqCfgBAcSDmBwAASEPQDwAoCjT0A4B3KHOB8CDoBwAAAGCLYfidAgBWEfQDAIoDrU4AAABpCPoBAMWBoB8A/EGrPxBoBP0AAAAAbGFMPxAeBP0AgKJABRQAvMOYfiA8CPoBAMWBqB8A/EHxCwQaQT8AoCgQ8wOAT2j1BwKNoB8AAACALbxoBcKDoB8AUByogAIAAKQh6AcAFAVanQAAANIR9AMAAAAAUKQI+gEAxYGWfgAAgDQE/QCA4kDQDwAAkIagHwBQFIbNrvE7CQDQLxks2QcEWszvBAAAUIjlb47TP7fu07BZBP0AAACpCPoBAKFWPaRU1UNK/U4GAPRbrJ4CBBvd+wEAAAAAKFIE/QAAAADsSWjdZ0w/EGwE/QAAAAAAFCmCfgAAAAD20LoPhAZBPwAAAAAARYqgHwAAAIA9zNgPhAZBPwAAAAAARYqgHwAAAACAIkXQDwAAAMCWykGx+M+xKkIKIMhiuTcBAAAAgD6xyqg+++pYKSqVlDLAHwgygn4AAAAAttWNLPM7CQAsoC8OAAAAAABFiqAfAAAAAIAiRdAPAAAAAECRIugHAAAAAKBIhSbo37Fjh84880zV1dWpoaFB5557rvbs2ZP1M7fccouOP/541dXVKRKJaOfOnY7sFwAAAACAMAhN0H/mmWdq8+bNWrdundauXaunnnpK559/ftbP7N27VwsXLtQ3vvENR/cLAAAAAEAYhGLJvi1btujhhx/Ws88+q6lTp0qSbrzxRi1atEirVq3SkCFDTD93ySWXSJKeeOIJR/cLAAAAAEAYhKKlf8OGDWpoaIgH5pI0d+5cRaNRPfPMM4HbLwAAAAAAQRCKlv5t27apubk56XexWEyNjY3atm2b5/vdt2+f9u3bF///rl27JEldXV3q6urKOz1u6k1XUNMHb5AP0Iu8AIl8gB7kA0jkA/QhL4SH1e/I16D/61//uq6//vqs22zZssWj1Fh33XXX6Zprrkn7/aOPPqqqqiofUmTdunXr/E4CAoB8gF7kBUjkA/QgH0AiH6APeSH49u7da2k7X4P+r3zlK1q+fHnWbTo6OtTa2qp33nkn6ff79+/Xjh071Nramvfx893vFVdcocsuuyz+/127dqmtrU3z589XXV1d3ulxU1dXl9atW6d58+aptLTU7+TAJ+QD9CIvQCIfoAf5ABL5AH3IC+HR2+M8F1+D/qamJjU1NeXcrrOzUzt37tTGjRs1ZcoUSdL69evV3d2t6dOn5338fPdbXl6u8vLytN+XlpYG/sYIQxrhPvIBepEXIJEP0IN8AIl8gD7kheCz+v2EYiK/CRMmaOHChVq5cqX+8Ic/6Le//a0uvvhinX766fEZ9t98802NHz9ef/jDH+Kf27ZtmzZt2qS//e1vkqQ///nP2rRpk3bs2GF5vwAAAAAAhFUogn5JuuuuuzR+/HjNmTNHixYt0rHHHqtbbrkl/veuri5t3bo1aVzDzTffrMmTJ2vlypWSpJkzZ2ry5Ml64IEHLO8XAAAAAICwCsXs/ZLU2Niou+++O+PfR4wYIcMwkn539dVX6+qrry5ovwAAAAAAhFVoWvoBAAAAAIA9BP0AAAAAABSp0HTvD7LeYQVWl0zwQ1dXl/bu3atdu3YxC2c/Rj5AL/ICJPIBepAPIJEP0Ie8EB698WfqMPdUBP0O2L17tySpra3N55QAAAAAAPqT3bt3q76+PuPfI0au1wLIqbu7W2+99ZZqa2sViUT8To6pXbt2qa2tTW+88Ybq6ur8Tg58Qj5AL/ICJPIBepAPIJEP0Ie8EB6GYWj37t0aMmSIotHMI/dp6XdANBrVsGHD/E6GJXV1ddy8IB8gjrwAiXyAHuQDSOQD9CEvhEO2Fv5eTOQHAAAAAECRIugHAAAAAKBIEfT3E+Xl5brqqqtUXl7ud1LgI/IBepEXIJEP0IN8AIl8gD7kheLDRH4AAAAAABQpWvoBAAAAAChSBP0AAAAAABQpgn4AAAAAAIoUQT8AAAAAAEWKoD9ErrvuOh111FGqra1Vc3OzTjrpJG3dujVpm48++kgXXXSRBg4cqJqaGi1btkzbt29P2uZLX/qSpkyZovLyck2aNMn0WC+88IJmzJihiooKtbW16Xvf+55bpwWbvMoHTzzxhJYsWaLBgwerurpakyZN0l133eXmqcEGL8uDXn/7299UW1urhoYGh88G+fIyHxiGoVWrVmns2LEqLy/X0KFD9e///u9unRps8jIvPPLIIzr66KNVW1urpqYmLVu2TP/zP//j0pnBDifywfPPP68zzjhDbW1tqqys1IQJE/TDH/4w7VhPPPGEjjzySJWXl2v06NG6/fbb3T49WORVPviv//ovzZs3T01NTaqrq1NnZ6ceeeQRT84R9hD0h8iTTz6piy66SL///e+1bt06dXV1af78+frggw/i21x66aV68MEHtWbNGj355JN66623tHTp0rR9fe5zn9Npp51mepxdu3Zp/vz5Gj58uDZu3KgbbrhBV199tW655RbXzg3WeZUPfve73+nwww/XL3/5S73wwgtasWKFzj77bK1du9a1c4N1XuWDXl1dXTrjjDM0Y8YMx88F+fMyH3z5y1/WT3/6U61atUovvfSSHnjgAU2bNs2V84J9XuWF1157TUuWLNHs2bO1adMmPfLII3r33XdN9wPvOZEPNm7cqObmZt15553avHmzrrzySl1xxRX68Y9/HN/mtdde0+LFizVr1ixt2rRJl1xyic477zwCvoDwKh889dRTmjdvnh566CFt3LhRs2bN0gknnKDnnnvO0/OFBQZC65133jEkGU8++aRhGIaxc+dOo7S01FizZk18my1bthiSjA0bNqR9/qqrrjKOOOKItN/fdNNNxoABA4x9+/bFf/e1r33NGDdunPMngYK5lQ/MLFq0yFixYoUj6Yaz3M4Hl19+uXHWWWcZt912m1FfX+908uEQt/LBX/7yFyMWixkvvfSSa2mHs9zKC2vWrDFisZhx4MCB+O8eeOABIxKJGB9//LHzJ4KCFJoPel144YXGrFmz4v+//PLLjYkTJyZtc9pppxkLFixw+AzgBLfygZlDDjnEuOaaa5xJOBxDS3+Ivf/++5KkxsZGST1v5Lq6ujR37tz4NuPHj1d7e7s2bNhgeb8bNmzQzJkzVVZWFv/dggULtHXrVv3zn/90KPVwilv5INOxeo+DYHEzH6xfv15r1qzR6tWrnUswXOFWPnjwwQfV0dGhtWvXauTIkRoxYoTOO+887dixw9kTgGPcygtTpkxRNBrVbbfdpgMHDuj999/Xz3/+c82dO1elpaXOngQK5lQ+SH3+b9iwIWkfUk9dsdB6BtzhVj5I1d3drd27d1NXDCCC/pDq7u7WJZdcomOOOUaHHnqoJGnbtm0qKytLG2/b0tKibdu2Wd73tm3b1NLSkraP3r8hONzMB6nuu+8+Pfvss1qxYkUhSYYL3MwH7733npYvX67bb79ddXV1TiYbDnMzH7z66qv6+9//rjVr1uiOO+7Q7bffro0bN+qUU05x8hTgEDfzwsiRI/Xoo4/qG9/4hsrLy9XQ0KB//OMfuu+++5w8BTjAqXzwu9/9Tv/5n/+p888/P/67THXFXbt26cMPP3T2RFAQN/NBqlWrVmnPnj069dRTHUs/nBHzOwHIz0UXXaQXX3xRTz/9tN9JgY+8ygePP/64VqxYoZ/85CeaOHGiq8eCfW7mg5UrV+ozn/mMZs6c6fi+4Sw380F3d7f27dunO+64Q2PHjpUk3XrrrZoyZYq2bt2qcePGOX5M5M/NvLBt2zatXLlS55xzjs444wzt3r1b3/rWt3TKKado3bp1ikQijh8T+XEiH7z44otasmSJrrrqKs2fP9/B1MErXuWDu+++W9dcc43uv/9+NTc3530suIOW/hC6+OKLtXbtWj3++OMaNmxY/Petra36+OOPtXPnzqTtt2/frtbWVsv7b21tTZvNt/f/dvYDd7mdD3o9+eSTOuGEE/SDH/xAZ599dqHJhsPczgfr16/XqlWrFIvFFIvFdO655+r9999XLBbTz372M6dOAwVyOx8MHjxYsVgsHvBL0oQJEyRJr7/+emGJh6PczgurV69WfX29vve972ny5MmaOXOm7rzzTj322GN65plnnDoNFMiJfPCXv/xFc+bM0fnnn69//dd/TfpbprpiXV2dKisrnT0Z5M3tfNDr3nvv1Xnnnaf77rsvbdgHgoGgP0QMw9DFF1+sX/3qV1q/fr1GjhyZ9PcpU6aotLRUjz32WPx3W7du1euvv67Ozk7Lx+ns7NRTTz2lrq6u+O/WrVuncePGacCAAYWfCAriVT6QepbjWbx4sa6//vqs3bngPa/ywYYNG7Rp06b4v2uvvVa1tbXatGmTTj75ZMfOB/nxKh8cc8wx2r9/v1555ZX4715++WVJ0vDhwws8CzjBq7ywd+9eRaPJ1ceSkhJJPT1C4C+n8sHmzZs1a9YsnXPOOaZLc3Z2dibtQ+qpK9qtZ8AdXuUDSbrnnnu0YsUK3XPPPVq8eLE7J4TC+TiJIGz6whe+YNTX1xtPPPGE8fbbb8f/7d27N77N5z//eaO9vd1Yv3698cc//tHo7Ow0Ojs7k/bz17/+1XjuueeMCy64wBg7dqzx3HPPGc8991x8tv6dO3caLS0txmc/+1njxRdfNO69916jqqrK+I//+A9PzxfmvMoH69evN6qqqowrrrgi6Tjvvfeep+cLc17lg1TM3h8sXuWDAwcOGEceeaQxc+ZM409/+pPxxz/+0Zg+fboxb948T88XmXmVFx577DEjEokY11xzjfHyyy8bGzduNBYsWGAMHz486VjwhxP54M9//rPR1NRknHXWWUn7eOedd+LbvPrqq0ZVVZXxL//yL8aWLVuM1atXGyUlJcbDDz/s6fnCnFf54K677jJisZixevXqpG127tzp6fkiN4L+EJFk+u+2226Lb/Phhx8aF154oTFgwACjqqrKOPnkk4233347aT/HHXec6X5ee+21+DbPP/+8ceyxxxrl5eXG0KFDje9+97senSVy8SofnHPOOaZ/P+6447w7WWTkZXmQiKA/WLzMB2+++aaxdOlSo6amxmhpaTGWL1/OS8AA8TIv3HPPPcbkyZON6upqo6mpyTjxxBONLVu2eHSmyMaJfHDVVVeZ7mP48OFJx3r88ceNSZMmGWVlZUZHR0fSMeAvr/JBpvLinHPO8e5kYUnEMAzDRscAAAAAAAAQEozpBwAAAACgSBH0AwAAAABQpAj6AQAAAAAoUgT9AAAAAAAUKYJ+AAAAAACKFEE/AAAAAABFiqAfAAAAAIAiRdAPAAAAAECRIugHAAAAAKBIEfQDAAAAAFCkCPoBAAAAAChSBP0AAAAAABSp/w/5dXJAuQzKUQAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12,6))\n", + "plt.title(\"Stock Price Daily Return\",fontsize=\"20\")\n", + "ax.plot(Data[\"Date\"], Data[\"Daily Return\"], color=\"Darkviolet\")\n", + "ax.set_ylabel(\"Daily Return\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "06cfcf42", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 447 + }, + "id": "06cfcf42", + "outputId": "bd24a9ef-ea50-4459-8bea-28685c833299" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 56 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "#Distribution of Daily Return(Volatility)\n", + "Data.iloc[Data[\"Daily Return\"].argmax()]\n", + "Data[\"Daily Return\"].hist(bins=100, color='Darkviolet')" + ] + }, + { + "cell_type": "markdown", + "id": "7f49969a", + "metadata": { + "id": "7f49969a" + }, + "source": [ + "### Cumulative Return" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d5d1f690", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "d5d1f690", + "outputId": "78153040-1936-4f9e-ed5f-68b59229f98a" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 NaN\n", + "1 1.000266\n", + "2 0.977649\n", + "3 0.950442\n", + "4 0.931018\n", + " ... \n", + "3204 8.655358\n", + "3205 8.672919\n", + "3206 8.666534\n", + "3207 8.697532\n", + "3208 8.665469\n", + "Name: Cumulative Return, Length: 3209, dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 57 + } + ], + "source": [ + "Data[\"Cumulative Return\"] = (1+Data[\"Daily Return\"]).cumprod()\n", + "Data[\"Cumulative Return\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bffad93b", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 707 + }, + "id": "bffad93b", + "outputId": "1b693d94-0540-4026-e0f9-d4d3e6b41241" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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j/v37m8fu3bs3om3xBNmlpaVm4Tart99+W5LUtm1bn2J0CxYsMJePPfZYx4rjnn+e4E+Sdu7cGYkvRZJ0wgkn6KabbnLcZ21vmzZtArbX2oMlku0N1VFHHRX0sUcccUTA/Z7ifNH8WQCA2iIgB4B6ICsrSyNGjNA999yjTz/9VLt27dKrr75q/sG5Y8eOWnXn9hS0atmyZbXHtm7d2uscz7In69mmTZsat0OSpk2bZs4VPnbs2LAVYPN0Xc7LywtpurS6kpaW5neftaBfsMdVVlaGp2Eh2rhxo/r06aO77rpLy5Ytq7Ydnux0pAwdOtQsWmbvtr57926zp8ell17qUzhx9+7dNbqnZ+hGTT3wwANavny5li9frgULFuijjz7SeeedJ0n69NNPNXz4cJWUlPicF632hpO9wn0ggX4WpN9+HqL1swAA4UCVdQCoh5KTk3Xttdeqbdu25rjWjz/+WOPHjw+pGrtdbTLb4TJ06FCtXbtWu3bt0n333afBgwd7dQeuqb59+2rt2rWqqqrSkiVLNHjw4DC0FnZXXXWVNmzYYM4nfumll6pnz55q0aKFkpKS5HK5VFVVZY6VD0cNhEBcLpcuv/xyPfTQQ/r++++1bds2s0r4+++/r4qKCkm+3dUl70Dus88+c6xq7iSYF1uBtGvXziuDPWDAAF1wwQUaO3as7rvvPi1cuFD/+Mc/9NRTT/lt76JFiwL2drFq3759rdobTtGarg8A6isCcgCox8444wx16NBBW7Zs0YEDB7Rv3z61aNEi5Os0bdpUO3bs0K5du6o91tO91TreuWnTpoqLi1NVVVWtus5LUrdu3fTiiy/qlFNO0Z49e3T22Wdr6tSpGjp0aK2ue9JJJ+mjjz6SJH3++ee1Dsg9Lz7sc7bb1acu8i6XS4ZhRKzNK1eu1A8//CBJuuuuu/TAAw84HmftXVEXrrjiCj300EOqqqrSO++8Yxb88nRXP+KII3T00Uf7nOfpVSEdGg4QqFBhXbj77rv1+eefa/78+Xr++ed16623eg1hsLa3RYsWdRJox+LPAQDEErqsA0A9Z52j2Z7hDjbj7Qk0Fi1aZGYMnezevVubNm3yOkc6VDzLsz5r1qxaZz179eql6dOnq3nz5iooKNCIESNqXSjr0ksvVWpqqiTp5ZdfrnWA4BmTfuDAgYDHrV69ulb3Cadg2mwYhtauXVuj6//yyy/m8iWXXOL3OOtYZyfh7qnRq1cvs+CdJwjfsGGD+Uw5ZccleY11//HHH8PappqIi4vTQw89JOnQfO/33HOP1/5wtTeUzz8Wfw4AIJYQkANAPVZUVGSOt87KyvLKkEkyp3Cqbsz06aefLknKzc3Vxx9/7Pe4V155xQy2Ped4jBw5UtKhQOeTTz4J4atw1qdPH33zzTdq2rSpDh48qDPPPFPz5s2r8fVatGihG264QdKhMfe333570OeuWLHCpxJ1ly5dJB0KNPwVjdq7d6++/vrrmjU4AjxtDhQQ+6tGHgzry5xALzxeeOGFgNexTj0WrvH+nqB78eLF+vXXX83AXJLfooFHH320mWUeP36847jtunbaaafp2GOPlXRoyrJVq1aZ+04//XRzXPXTTz9d4xdjoXz+nmdq0aJFfu/3yy+/aNmyZTVqCwA0dgTkAFDHCgoKNHjwYE2ZMiVgN9Cqqir98Y9/NIPBUaNG+WS2PAXW1q9fH/CP82uvvdb8Q/4vf/mLtm3b5nPM0qVL9eCDD0o6NMbVU2TK4w9/+IM5pdhNN93kVYXdbuvWrX73WfXt21fffPONcnJylJ+fr+HDh1ebXQ3kwQcfVM+ePSUdypLfcMMNKigo8Ht8eXm5nn32WQ0ePFhbtmzx2nfSSSdJksrKyvTMM884nnv99ddHvGhZKDxtnjt3rmMGdefOnfrjH/9Y4+t3797dXJ4wYYLjMePGjav2hY21MGBtp/TzuOyyy8yfj7feekvvvPOOpEPV07t27ep4TlxcnO666y5Jh36Grr766oABan5+vp599tmwtDeQf/3rX5IO/Q7w/ExKh7rV/+EPf5AkzZ49W3fccUfA3yG7du3Syy+/7LM9lM/f80xt377d/EytDh48qOuuuy7gNQAAARgAgDp18OBBQ5IhyWjXrp1x6623Gm+++aYxa9YsY8mSJcaMGTOMJ554wujTp495XHZ2trFhwwafa7300kvmMbfffruxYMECY82aNcaaNWuMjRs3eh373HPPmce2atXKeOKJJ4y5c+caP/74ozF27FgjIyPDkGS4XC7j888/d2z7xIkTzWukpqYat912m/Hll18aixcvNmbNmmWMGzfOGDFihNG1a1efczt16mRIMsaMGeOzb8GCBUaTJk0MSUZOTo6xaNGiGn22hmEY69atM3r06GG2s2XLlsYdd9xhTJ482Zg7d64xZ84cY9KkScYdd9xhdOzY0Txu0qRJXtcpLS012xwXF2fccccdxqxZs4z58+cbEyZMMI4++mjD5XIZQ4YMMa/hxLPv3nvv9dvmDRs2mMe99tprfo/77rvvzOO+++47n/0///yzkZCQYH6OTzzxhDF//nzjxx9/NB599FGjdevWRrNmzYzu3bsbkoyTTjoppLZUVVUZvXv3NvdffPHFxmeffWYsWLDAmDx5sjF69GhDkjF06NCAX3d+fr6RkpJiSDKOPvpoY9q0acaqVavMZ7eoqMg89t577w34+VqdfPLJhiTzWZJkPPvsswHPqaqqMs4//3zz+MMOO8x49NFHjRkzZhiLFy82Zs6cabz44ovGZZddZqSnpxvNmjWrth1OXnvttaC+xx79+vUzJBkJCQnG+vXrze0lJSXG4MGDzWv17dvXePbZZ40ffvjBWLx4sfHtt98azzzzjHHuuecaSUlJxoABA3yuvWbNGvP84cOHGzNnzjRWr15tfv7l5eXmsbt37zaysrIMSUZKSooxduxYY86cOcbcuXON559/3ujWrZuRkpJi9O/f35BkdOrUyed+wT7foR4b6HcKAMQKAnIAqGPFxcVG69atzT86q/vXvXt3Y8GCBY7XOnjwoNG1a1fH85z+MP7Pf/5jxMXF+b1XcnKy8frrrwds/4QJE4zU1NSAbXa6d3V/PM+dO9f8w79p06bGkiVLqvso/dq3b59x1VVXBfxaPf8SExON2267zcjNzfW5zqxZs4z09HTH8+Lj442nnnqq2oCxLgNywzCMxx9/3O/X2rRpU+P77783TjrppBoF5IZhGIsXLzZycnL83qNPnz7G9u3bq/26//73v/u9hvVrCyUgt76g8gSzu3fvrva8srIy45ZbbjFcLle1z0uXLl2qvZ6TUAPy999/3zz+xhtv9NqXn59vXHDBBUH9/jjllFMcr3/xxRf7Pcf+8u/999834uPjHY9NTU01PvjgA2PMmDEE5ABQA3RZB4A6lpKSom3btunHH3/U2LFjNWLECHXt2lXp6emKj49XVlaWjjjiCF1yySV6++239fPPP2vAgAGO18rIyNDs2bP1pz/9ST179qx23t677rpLixcv1g033KDDDjtMqampSk9PV8+ePfWnP/1JK1eu1NVXXx3wGmPGjNG6dev0r3/9SwMGDFCTJk0UHx+vnJwcDRkyRHfddZemTp0a8ucyaNAgffXVV8rMzNT+/ft1+umna/ny5SFfRzpUFX7ixIn6+eefde+99+r4449Xu3btlJycrLS0NHXs2FEjR47UE088oa1bt+qpp55Sdna2z3WOP/54LVy4UFdddZXatm2rxMREtWnTRhdeeKG+//573XbbbTVqXyTdcccdmjp1qs444wzl5OQoOTlZXbp00a233qrFixfrhBNOqNX1+/XrpyVLlujmm29Wp06dlJiYqKZNm2rQoEH63//+p3nz5gU1V/3DDz+sl156SSeccIKaNm0alumwRo8ereTkZHN9+PDhQc1KkJiYqOeff15Lly7VH//4R/Xp00fZ2dmKj49Xdna2+vXrp+uuu04ffvihfv3111q3MxgXXnihjjjiCEmHhgdYh4FkZmbqo48+0qxZs3T99dfr8MMPV2ZmphISEtS0aVMdc8wxuvXWW/XFF1/4rXHw5ptv6tFHH9WgQYOUnZ0dcDrFiy66SLNnz9b5559vTm/XoUMHjRkzRvPnz9fo0aPD+8UDQCPiMowITxAKAAAAAAB8kCEHAAAAACAKCMgBAAAAAIgCAnIAAAAAAKKAgBwAAAAAgCggIAcAAAAAIAoIyAEAAAAAiIKEaDcg0qqqqrR9+3ZlZmbK5XJFuzkAAAAAgAbOMAwdPHhQbdu2VVyc/zx4gw/It2/frg4dOkS7GQAAAACARmbLli1q37693/0NPiDPzMyUdOiDyMrKinJrnJWXl2vatGkaPny4EhMTo90cRBHPAiSeAxzCcwCJ5wC/4VmAxHMQS/Lz89WhQwczHvWnwQfknm7qWVlZ9TogT0tLU1ZWFj9YjRzPAiSeAxzCcwCJ5wC/4VmAxHMQi6obNk1RNwAAAAAAooCAHAAAAACAKCAgBwAAAAAgCgjIAQAAAACIAgJyAAAAAACigIAcAAAAAIAoICAHAAAAACAKCMgBAAAAAIgCAnIAAAAAAKKAgBwAAAAAgCggIAcAAAAAIAoIyAEAAAAAiAICcgAAAAAAooCAHAAAAACAKCAgBwAAAAAgCgjIAQAAAACIAgJyAAAAAACigIAcAAAAAIAoICAHAAAAACAKCMgBAAAAAIgCAnIAAAAAAKKAgBwAAAAAgCggIAcAAAAAIAoIyAEAAAAAiAICcgAAAACIIcUVFbrqiy/0wapV0W4KaomAHAAAAABiyDOLF+vNFSt08WefRbspqCUCcgAAAACIIRvz86PdBIQJATkAAAAAxJCSyspoNwFhQkAOAAAAADGklIC8wSAgBwAAAIAYUlJREe0mIEwIyAEAAAAghhSWl5vLhmFEsSWoLQJyAAAAAIgh+WVl5nIVAXlMIyAHAAAAgBhiDcgrCchjGgE5AAAAAMSQMktRt4qqqii2BLVFQA4AAAAAEbAhN1cD33hD765cGdbrWseNkyGPbQTkAAAAABABv//mGy3ctUuXTZkSsXuQIY9tBOQAAAAAEAG5paU+28JRFd16BQLy2EZADgAAAAB1YEdBgTq8+KLu/uGHWl2nki7rDQYBOQAAAABEgMvl8lp/ZN48bSso0ANz5tTqutasOBny2EZADgAAAAB1IFzBczkBeYNBQA4AAAAAdSAcnct3lJVpf0mJuU6X9dhGQA4AAAAAEeCyrYejoNuEvXu91smQxzYCcgAAAACIEWW2oJ6APLYRkAMAAABAjKiyBeR0WY9tBOQAAAAAUAdqGzpXGYY2lpV5bSNDHtsIyAEAAAAgAuzTntU2IP/LzJnKq6z02lZJQB7TCMgBAAAAIAKs3cv3FBXVuqjbc0uX+myroMt6TCMgBwAAAIAIsGavW48bp1/37w/7PeiyHtsIyAEAAAAgAqwZ8irD0KytW8N+D7qsxzYCcgAAAAAIs33FxdpVVBTx+/yyb58GvfmmPlm7NuL3QvgRkAMAAABAGJVWVKjdCy9oy8GDfo+p7Xhyjz9Mn675O3fqvMmTw3I91C0CcgAAAAAIo6kbN6rUVg3drrZjvwe2alWr81E/EJADAAAAQBh9uWFDtcfUNiAvqqio1fmoHwjIAQAAACCMNufnV3tMbacrW7FvX63OR/1AQA4AAAAAYVQVRLBdXk2X9poI17h01B0CcgAAAAAIo8ogAuPadlk/o3Nnn219JkzQmR9+6DcwLy4v1yNz52rF3r21ujfCh4AcAAAAAMLIniGffvHFPsfUtsv6ed26+Wz7Zd8+fbVxo7YVFDie8+85c/TPWbPUa8KEWt0b4UNADgAAAABhVGnLfrdOS/M5prYZ8uzkZL/79hUXO27/Ydu2Wt0T4UdADgAAAABhZA+1k+LjfY4pr0FA3jY9XZL08PHHKyspye9x+0tKnNvFGPN6h4AcAAAAAMJoZ2Gh13pinG/YVZMMuWeqs7O6dAmYIf/zjBmO2wnI65+EaDcAAAAAABqKkooKrTlwwFyPd7mU6JAhr0lAXlheLklKT0yU4RDkeyzZvdtxOwF5/RPVDPn333+vkSNHqm3btnK5XJo8ebLXfsMwdM8996hNmzZKTU3V6aefrjVr1kSnsQAAAABQjR22gmrpiYmOx4UakJdVVprd3DMSEwN2We/XsqXjdgLy+ieqAXlhYaH69u2r5557znH/o48+qqefflovvPCC5s6dq/T0dJ1xxhkq8TMmAgAAAACiyeVyea0PbtNGbdxjv61CDcg92XHpUJAfqMt6r2bNHLcHMx0b6lZUu6yPGDFCI0aMcNxnGIaefPJJ/d///Z/OPfdcSdLEiRPVqlUrTZ48WZdeemldNhUAAAAAqmUNx9MTE/X6iBFyuVw6sX17fb91q7kv1KJunoA8XoeKxKUmJCgjMVEFlkDdw2mbJG3Mywvpnoi8ejuGfMOGDdq5c6dOP/10c1t2drYGDx6sn376yW9AXlpaqtLSUnM9Pz9fklReXq5yPw9mtHnaVV/bh7rDswCJ5wCH8BxA4jnAb3gWYke5u/CaJD1/6qlqnpys8vJy5VliFEkqKSsL6fuZ657KLCUuzjyvQ2amft2/3+fYg6WlPtcuq6z0qr7OsxRZwX6+9TYg37lzpySpVatWXttbtWpl7nPy0EMPaezYsT7bp02bpjSH+f/qk6+//jraTUA9wbMAiecAh/AcQOI5wG94Fuq/XZZAbMmSJcpev16StDM31+u4H376SXkhxCdr3cF0Slyc+RwU28are2zds0dffPGFub6nvFwv79ljrrdISPDaj/ArKioK6rh6G5DX1J133qk///nP5np+fr46dOig4cOHKysrK4ot86+8vFxff/21hg0bpkQ/RR/QOPAsQOI5wCE8B5B4DvAbnoXYsebAAWnjRklSn759dVbPnpKkyvHjJUuwPnDQIJ3WsWPQ1521bZu0ZYuSXS7zOfj3O+9oo0NF9YT0dJ111lnm+pB33tEiy1RsSSkpXvsRfp6e2tWptwF569atJUm7du1SmzZtzO27du1Sv379/J6XnJysZIcCB4mJifX+l1cstBF1g2cBEs8BDuE5gMRzgN/wLNR/cZYpzuLj483vl73LuuFyhfS9LHWPOU+JizOfg6QE53CusLzc69qLbEF7RVUVz1GEBfv5RrXKeiBdunRR69atNX36dHNbfn6+5s6dq2OPPTaKLQMAAAAAZ9bq6dZpxuxF3CpCrHi+1t3lPccS8Cf6mYvcX1E3f21B9EQ1Q15QUKC1a9ea6xs2bNCSJUvUtGlTdezYUbfffrseeOABde/eXV26dNHdd9+ttm3b6rzzzoteowEAAADAD+vUYtaA/NrevfXazz+b66FOe7bbPSa5lSXzmuAnID9YVhbwWqHeG5ET1YB8wYIFOuWUU8x1z9jvMWPGaMKECfr73/+uwsJC3XjjjcrNzdXxxx+vqVOnKiUlJVpNBgAAAAC/brYU3rMG5M+ceqrO6dpV/5k7V4t27Qo5KC5xV29Pssxz7i9DXlZZqbLKSiVZsulWZMjrj6gG5CeffLKMAF01XC6X7r//ft1///112CoAAAAAqJk5O3aYy81SU83l9KQkXdCjh55bskRS6EFxaWWlJCnR5armyEMCBeRkyOuPejuGHAAAAABi2bnduvls82S1Qw2Kn1m8WJJUZDkvP0DX9KoAic/yqqqAiVHUHQJyAAAAAIiAOIdsdkINA3KP2Za5x/NtldutrAG5NVPvsXL//hrdH+FFQA4AAAAAYdI6PV2SdPWRRzrur0lAnltSYi53TEoyl/MCZMitxeXS3dOjvWmZe/yEd98N+v6IHAJyAAAAAAiTeHdW/E8DBjjuT3DvD2UM+Ya8PHP5961amcvWauoTR4zQ6B49zHVrhtwzxVrXJk3MbfuKi4O+PyKHgBwAAAAAwqTMXXwtyU8F9ER3obVQMuTr3QH54NatvaY9q7Rc46pevfTBqFHydJL3mgPd3aa0BO+a3oHGmaNuEJADAAAAQJiUuYNkfxXOa9JlfX1uriSpS3a213angNozbt2zb/zSpdrjzoYnx8fru4svNo/1TKWG6CEgBwAAAIAwMAxDheXlkqTUBOcZpj1d1muSIbcH5JUBAnLPvpss86InxMXphPbtzfViAvKoIyAHAAAAgDA4UFJiBtot09Icj/FkyD3zigdjoycgz8ry2u6UIY93X99pX0JcnOLj4szsfZH75QGih4AcAAAAAMJgv7saenpiopL9ZMjn7tghSbp39uygr+uZb7xJcrLXdscu6wH2eV4GeLL3ZMijj4AcAAAAAMLAU9AtxU8wLnmPLZ+0Zo3jMRVVVfpx2zYz2+4JnO3d4A9v2lSSZJ3t3D6G3MoTkHuKuxURkEcdATkAAAAAhMFed/G0vNJSv8fcbpkO7YJPPnE85u1ff9Xx77yjNuPGafGuXWbgnGapsC5Jk887Txd2764FV11lbrOOIf983Tqv4xNtGXK6rEef/1c3AAAAAICgXT9tmqTABdtS/FRftxq3ZImkQwH+0W+8oRapqZKk1Ph4HbQc1z0nRx+ee67XuZ4x5OWVlTpn0iSvfWaG3B3Ybz14UIguMuQAAAAAEAZrDhyo9hh/Y8sD8UxbFqgrvIcnQz5t0yafffHufZ4u65dMmaL/zpsXcnsQPgTkAAAAAFBHkuJ+C8H8Bdjxcc5hmr+p1Kw8ZzoVbPOcb73O37//vtprInIIyAEAAACgjuRaxpc3TUlxPMYzV7ldKBnyJFtQv/3mm81A3z4WHdFDQA4AAAAAYdDMPdY7kDbp6eayv7nIE/xkyIMZf+4JugttBduaW9oWTKYddYOAHAAAAADCYFDr1pKkcaef7veYE9q31z8HDZIklfqZdsxfl/VQMuT2gNwa5JMhrz8IyAEAAAAgDArcQXDzAJlyl8ul3/frJ0kq81ONPd5Pl/XkIDLkngDPPse4y3JNMuT1BwE5AAAAAIRBQVmZJCkjKSngcYnuwLq8slKGYfjsd+qynhAX57cru5UnQ15uCfaTbIF8mi0gZ/qz6CEgBwAAAIAw8HQTT6+mS7in4JohqdIhIHfKkAea29zKE+yXuDPkx7Vtq/233up1jL3LeteXXgrq2gg/AnIAAAAACANPl/WMagLyREvGutyhsJtviB48z73z3NXcW6SlKd2Wsbd3WS8PMthH+BGQAwAAAEAYeDLk1XZZt3Q9dwqGnYL0YGW57+2ZXs0p227vso7oISAHAAAAgFrKLSkxs9LVdVm3BuRlluC72B3Q1yZjnRlEQE5Rt/qD7wQAAAAA1NLrv/xiLjdJTg54bHxcnOJcLlUZhhl8z92xQ6e8955u7devVgG5p4Dbkt27Jf1W5M2Kac/qDwJyAAAAAKilTfn5kqT+LVsGFfAmxcerpKLCzJBf+fnnKq6o0P8WLNDQdu3M4y7q0UP7Sko0ukePoNphD8Cd5jQnQ15/8J0AAAAAgFryBNbndO0a1PGJcXEq0W/d07cXFPhcSzrU/f39UaMkSeXuLu2B2PPhwWbIP1m7Vud26xZEyxFOjCEHAAAAgFryTF8WzFzh0m9dyz0BeZF7mjLrtlCu51FiKwgX7BjyH7ZuDek+CA8CcgAAAACoJc884U5dxJ14CruVOVRUt1ZZv/e440Jqx87CQq91xwy5JSDvnpMjSSq2vBBA3SEgBwAAAIBa8gTkCQ4BsBNPQF5eVaUiS1f07ORkM1s++/LL1T4zM6R27AgmILd0WfdMk1ZEQB4VBOQAAAAAUEsVNeyyXlZZ6RWQJ8bFKb+sTJKUXc185k72Fxd7rXumYrOydln3TJP22s8/h3wv1B4BOQAAAADUUqUnQx5il/Vle/ao/xtvmNvLKivNIDqrmunTnNgnTNtrC9Al7y7r1jnRD5SUhHw/1A5V1gEAAACglswx5EF2WfdkyMcvW6atBw+a2z3ZcelQ9/VQGe5MvYdTQO5v2rNSh/HsiCwy5AAAAABQS6F2WU9xB+SLd+923O/SoSnPQmXY1h0z5JbrVlkC+OBeJSCcCMgBAAAAoJYqQuyyPqqaOb+zkpMdC7KFyikgT7FkyCssU6xVGvZwHpFGQA4AAAAAtVQZYpf1kYcdFnB/Vg0Kukm+XdabpaT4HGMN9K1znluDc9QNAnIAAAAAqKVQu6z3cM//7U9Nxo/bndi+vT47//yAx7RJTzeXK+tRQD53xw6d+eGHWrF3b7SbElEE5AAAAABQS57pxjzF2qqTkpCgDMtY7gN/+IOapaaa6zXOkFuWZ156qY5p0ybg8Rf06GEuV9SjLutD3npLX23cqBEffRTtpkQUATkAAAAA1MLGvDwt2LVLLklD27UL+jxrtfOMpCQd17atuV7TDLm9y7o/T55yis7v3l0X9ehhvgioj13WN1sq0DdETHsGAAAAALWwav9+SVKv5s3VPjMz6POs04wlxMWpc1aWuZ7iZ2qy6gSb4/7TgAH604ABkn4b915eVaWi8nKvKuyILDLkAAAAAFALnurkwXZX9yizZaTvO+64sLUpFJ5x76MmTVLH8eO1Ljc3Ku1ojAjIAQAAAKAWPHN5B1th3aO0osJrvallDHmo1/IItsu61faCAknSpvx87Ssu1rOLF2tzfr5mb9tWozYgeATkAAAAAFALlTUMyJ1C55Pat1d6YqLuGjy4Rm0JV1m28yZP1tB33tHn69aF6YpwQkAOAAAAALXgmS4sroZZbatpF12kTTfeqP6tWtX6WjUV73Jp8e7dkqRzJk2qUda9tppa5k+Pxv3rCgE5AAAAANSCmSEPcg7yQJLi472mP6sL/x461Gvd/lph0po11V5j9f79uv6rr8I2/nxQ69a/XfvAgbBcsz4iIAcAAACAWqjpGPL64u+DBnmt24vNTd+8udprjPjoI72yfLmGffBBWNqUYHm5saeoKCzXrI8IyAEAAACgFjwZ8nB0WY8Ge3X4KlsX8YQgMv/r8/IkSRvc/60t65zo1unhGhoCcgAAAACoBc8Y8ljNkNvZA/KkELviHygpqXUbKi1tKLFVo29ICMgBAAAAoBbqU5f1Mzt3liT1bt48pPPuGDDAXLYH5IlBzK+ebDnmqi++COnedoZh6OtNm8x1MuQAAAAAAEc17bL+wrBhkqQX3f8NhzfPPluPnniivho9OqTzjrEUUfPpsh7E13WG+0WAJH2+fn1I97b7ZO1ar/WSBhyQJ0S7AQAAAABQn63LzVVZZaV6NmvmuL+mVdZv6ttXlx5xhLKTk2vdRo9mqan6m61IW7DnedQkQ56RlBTyPf15Y8UKr3W6rAMAAABAI1RRVaVuL7+sI197TQVlZY7H1KbLejiD8dpobgnI9xQXe+1LDOJFw1L3vOUetQmiN+bne62vYdozAAAAAGh8rFXDtxcUOB7jKeoWq1XWJalbkybmsr3LeHUB+aa8PP2yb5/Xtq0HD9a4LYXl5ZKkYZ06SZL2haFIXH1FQA4AAAAAfhy0ZMX9BYaV9aioW01lJSdrYKtWjvsMx62/eevXX322balFQO6Z8izL3Q3+pWXLdO+PP9b4evUZATkAAAAA+GEdT73X1pXbo6ZjyOubXn4qs5db5gR3ssTWXV2qWYbcMAx9uGqV1uXmSjr0ksDj/p9+Cvl6sSC2nxgAAAAAiCDrfNh7ioocj6mqYZX1+sZf68urqXK+0+Fz2eqne38gM7ds0UWffWau15fx9ZFEQA4AAAAAflRassPXffWV4zF5paWSpIzExDppU6T4e6FQVk2GfFdhoSSpaUqKLj3iCElSkXsceChW7t/vtZ4Z459nMAjIAQAAAMCPStsUYE5dsTe5q4J3zMqqkzZFissWkLdKS5MklVZTMX2XO0P+42WXqW16uiSprAZzh9s/61QCcgAAAABovOxzcu9w6IrtCcg7xXhAbs+Qe8ZwB8qQG4ahfHcPgezkZCW55yyvLqvu5M8zZnitpyUkhHyNWENADgAAAKBR2FlYqCnr1vkE2YHYs7abbHNkS9LmBhqQZ7urnAfKdlcahlmFPTk+/reAvAYZcvs5qQTkAAAAANAw9Hv9dY2cNEmT16wJ6vgdBQW65ssvvbaNW7rUa72ovFyb3d3YO8d4QG4fQe7JkJdWVmpnYaFOfPddPbFggdcx1u7stQnIK6uqlGILwAnIAQAAAKCe2V1YqJ+2bw/5PM9Y5282bQrq+FunT/eZT9szJZfHrK1bVVFVpQ6ZmWqfmRlym+oTny7r7gx5aWWlerzyimZt3ao/z5ihpZZpzqxd05Pi45Xknvot1IB8c36+Smxj1QnIAQAAAKCeaTVunI57+219sGpVjc4Pdr7wlfv2mcueYNU+J/ds94uBUzt29CmKFmvsldE90459uWGDDpaVmdu/2rjRXPZUWJekhLi4Go8hL3EI4AnIAQAAAKCeutgyZ3Uogs3eWrtQe8ad2+fkznUXNGuXkVGjttQn9t4Angz5gZISr+3Wz+/Mjz4yl10uV626rNu1tX2mRghj/2MFATkAAACAmFURZCbWGszZs9z+OGVo7ecWurPK6Q1giq7N9oDcnSG321NcbC7bi9zVOCB3CLYTbT0ZnI6JdQTkAAAAAGLWqv37gzrOGrgHGyw6Zb3tAfkry5dLkjLc2eRYts8SaEu/Zcjtnl60SL/s3eu4zxxDHmKXdafK9/YMub13QkNAQA4AAAAgZu21BZH+lFqCuWAz5Dss46M9Ci3jrPPc3dWl4DP19Zm9qJq/gFw6FJRLUrPUVEnSNxddJCm8GfKmqan6x6BB5noFGXIAAAAAqD+CDcjLQgzIZ23dqh+2bXPct9XdtduasU0KslBcfWYvrJbtp8u69Ntn6PkMOrqnfKttQN4qLU3/Of54LR8zRpL0wPHHm8fsLirS6v37G9RY8th/agAAAAA0WvZu1v4UW7K/9kywE2slcbuPVq+W5B3YX3HkkUG1oz6zdxsPlCE3A3L3fz3jvWs67Znn3umJibpryBD1btFCkhRvqVzf7eWXdfirr+r5JUtCunZ9RkAOAAAAIGbYg8Y9QQbkuZbu5QW26b2cBAooPdObebqpJ8TFKSclJah21Gf2jHigcfGV/gJyd4a8NISA/L4ff9T5kydL8p2SzmkquT9Mnx70tes7AnIAAAAAMWPujh1e6/a5s/2xTt1VYJlT2x9r9rtdRoZeGDbMXE9xB52eYxpCd3VJmjZ6tNd6svvrdBLncskwDPOlRG0C8rE//aRdRUWSvDPijUHDeHIAAAAANArHvf2213qwxdQOhJgh94yN/r8hQ7T15pt1U9++uqhHD0m/Zc/NYDRA4BpLBrVpo2GdOpnrSdUE5NZCbAnugNwzd7vnM9pfXKyf9+wJug3BBOQPnXBC0Ner7wjIAQAAAMSsoANyS4a8OIgx5Gb22xKUJtky4+WWLusNhfXzrC5Dbi1q53kp4ek94CkQd9Trr6vP668HHZTHBRGQ/3Pw4KCuFQsazpMDAAAAoNEJdiosa0AeTJVu+9hoybeCuL27dkNg/Tyry5Bbu/Un2jLkJRUVMgxD2woKJEnTNm0K6v6hdHVvCBrOkwMAAACg0alJhtxpzms7T9BtDbY9y2V+Cpo1BIEy5NZ1l+QckLuPyS0t9ZrHPdUdqNtV2r5/qw8cCNi+Tu7p1RqKhvPkAAAAAGh0ajKGfGdhoVeA7qTcYXy4NUO+o6BA+93XaKhd1u0ZcmtAXlFVZX5GLv1WHT3FEnj/tH27uWwPvJ3u509GYqK5/NGoUdUeH0sazpMDAAAAoNH5ee9euf73Pw14442Ax9kD8Nu+/Tbg8U4V1D3LD8yZo7YvvKAzPvxQUuCx1rHGGiBbA2FJ6pKdbS6XVlaaY8itLy2s59z744/msr9eCeVBBORZlunYBrRuXe3xsYSAHAAAAEDM8AS/t/brJ0ma7c7CLtq1S7kBst72gPzHbdsC3ifPnVG3zs3tb0x1E9v83bHMKyBPSlLHzExz/fKePc3lsqqq3+ZhtxRiS7fMXf7Lvn3msn3+eKf7+ZMdYD70WEdADgAAACBmeDKtKQ5jktfn5fk9L9fSZV2qvnjYt5s3S5KapqSY21qnpzseaz0m1tkz2Yc3bWoupyYk6NUzzpAklVZUOHbrD/a6HvYMeY7DZ9k8La3a68cqAnIAAAAAMcMzFtmpm/j+EDLkJQGmPrNm2rs2aWIuH9e2rePxDWUecsk3Y20txhbvcpm9BEorK0MqahfMGPIJZ56pRVdd5XPMC6efrpZpaXrilFOq/wJijHOpOwAAAACoZ6oMQ548q2NAXlzs99wDtgz5wbIyv8fuLioyl7vn5JjL/Vq2dDy+IMC1Yo09ILcG2/FxcebnXmYp6mYPyONcLp8u6v4y5AXl5ZKk9MREjend2/GYI5s3185bbpEriDnKYw0BOQAAAICYYM2yOnVZ95chNwxD293zYXs4FRMzDEN3zZplBoldLUXMpEOZ8OPatjXHrXs01KJuknf2P97lUrL7cy+tqNDS3bsPHWMLyLOSknyGCPgLyLccPChJam8Zq+6kIQbjEgE5AAAAgBgx3T2uWwqty/qbK1YEdf1vNm3Sw/PmmestHMYuT7/4Yk1Zt06frFtnXtdfsbdYVGELnL0y5C6XWWl+3s6dmjd16qFjbF9/pkNA7q+o25b8fEnyKh7XmDCGHAAAAEBMeMMSWDsF5Pv8dFl/efnyoK6/s7DQa71FaqrPMSkJCRp9+OF646yzArYlVgXbZd1qkzuo9ki3TZcm+R9DvtmdIe+YlRVyWxsCAnIAAAAAMcEaMIfSZd2pcrckcx5tD3sOt2U11b09Y8qv9TP2ORb9a8gQSdIV7inO/HVZt7IH8U5Bu1OX9fk7duge91zljTVDTpd1AAAAADEhw5J5DSUg79+ypT5Zu9Zn++6iIrWzBIKGLWh06rJuNevSS7UuN1d9/RR7i0V/7N9fp3fsqB7u6c7sGfKkICqqBxOQF5eXa9Bbb5nrnW3j9RsLMuQAAAAAYoJnCq6h7dqFNIbcU1H96iOP9Nq+y11N/cv167Vy3z6f85y6rFtlJCU1qGBcOlQ87cjmzZXgDrztY8iD6Z7vNKbePoZ8u214wIXdu9ekuTGPgBwAAABATPAUCrvxqKPMgFGSzncHc04B+SNz5+qxBQskSdnJyV77dhQUaPqmTTrr44816K23fLqsV5chbwx8irrVMCC3jyF/YckSc/nuIUOUnpRU80bGMLqsAwAAAIgJnoC8SXKyEizTYLV2B85OAfk/Z80yl5vYAvLXf/lFJe5x5AfLylRmG1Pet0WL8DQ8hnmNIfdT1M3OqVu7vcv6/9wvSaTG211dIiAHAAAAECOsAXmpJXg+3D3eudA9f7g/9gz5B6tXe60XV1R4rXfPyalxWxuKJHuXdYex+3YDW7fW1I0bvbb5m4dcki53F5BrjOiyDgAAACAm5Loz4E1SUry6rPdq3lzSoYDcXpjNqomfauseeZa5s49r21ZpDtN3NTb2KuvBFHW7a/BgtbdVTbeOId/rHrvv4VSgr7EgIAcAAAAQE/LdxdkyExNVYMmG93RnyKsMw6vb+brcXK/zs6sZp7zHPY/5DUcdpVmXXRaOJse8YOYht0tNTNSWm27S4quv1uA2bSTJ6/vSYfz48Dc0RhGQAwAAAIgJnvmuE+PjVWLpXm6dL9zTbd0wDHV7+WWv86vLkO92Z26zkpIUZxmj3phZA/KEuDjHLuu39uvneG6/li11lbuyvXV8v/V7d+fgwWFqaWxqvH0DAAAAAMQUzzjkeJdLow47TGd27qzTOnVSYny8EuPiVF5VpcLycjVNTfUp0CZJmdVkyD0BeWoj7kJtZx0a0CEzU/Eul1ySWZH+tqOP1pOnnOL3/GbuqeP2uXsfLNy502v/oNatw9reWMOTBgAAAKDeKy4vN8chezK1X44ebe5PT0xUbmmpmSEvdQjIW6Wl6bxu3VRUUaFptqJjkrSHgNzHbst4785ZWXK5C7t5stwtUlPlCtCbIM39WXqq2Q98802v/ad27BjuJscUnjQAAAAA9d7t331nLsc7BIDBBORZSUmadN55kqT5O3Zo0Ftvee3/Zd8+SaKYm8WGvDxz2VPgLSkuTp4O6PHVFHnzfK/s85B7ZNkq3zc2jCEHAAAAUO+NX7bMXE5wCALT3UF0oIDc2mW9TUaG33uRIf+NZ0qyY9u2NbdZC7slVDPW3hOwO0171oNp5ciQAwAAAIgt/jLk0m8BuX1Occl7Ci+noN6jlaVIXGN3ZpcuWjZmjA5r0sTcZi3sFnSG3CEgD/Q9aCz4BAAAAADEFKdAbvHu3ZKkv82cqYqqKvV89dWA13AK6j1GHnZY7RrYwPRp0cKrG3+SrfJ6IGaG3KHLeqDvQWNBQA4AAAAgpgTKyv6yb59+2LrVMSNrFSiQrC7r29hZu6xnVVO5PlCGvLFPeSYRkAMAAACIMdVlVk95/32fbeOHD/dap7t0zSVZAvLsaoqy+QvIr+3dW5e5x6c3ZjyFAAAAAGKK0zRbRzZrFvCcG446ymvdXzGyBVdeWfOGNRLJoQTk7hcfFe4u63Huz/0/xx8fodbFFgJyAAAAADEvUPfnRIdsuL1beuv0dL0/cqQGtG4d9rY1NNaibtnVdFn3vPjYkJenvNJScy55xo8fQpV1AAAAADEvxZK1tWuakuKzzdpl/di2bTX78ssj0q6GyFrULdgMuSQ1eeYZczmOgFxSPc+QV1ZW6u6771aXLl2Umpqqww47TP/+979lVFOgAQAAAEDjkhJg7vB7jzvOZ1ucy6Um7mDyhHbtItauhighlIDcT+BN4bxD6nWG/JFHHtG4ceP0+uuvq1evXlqwYIGuvfZaZWdn67bbbot28wAAAADUkcFt2mjujh3q17Kl4/5khwz50a1a6dUzztBRLVo4nvPtxRdrR2GhzujcOZxNbfBKKyvN5RoH5GTIJdXzgHz27Nk699xzdfbZZ0uSOnfurHfeeUfz5s2LcssAAAAA1KUydxD40AknOO53ypAnx8err58AXpL6t2ql/uFpXqNiDciTAgwVkPxnwgnID6nX/QSOO+44TZ8+XatXr5YkLV26VD/88INGjBgR5ZYBAAAAqEslFRWSnDPhkvMYcoK+yPB8L2qDLuuH1OsM+T//+U/l5+friCOOUHx8vCorK/Wf//xHV1xxhd9zSktLVVpaaq7n5+dLksrLy1VeXh7xNteEp131tX2oOzwLkHgOcAjPASSeA/yGZ+G3rGyCnD8HpzA9Jzm5QX1m9eU5sAbk1bUl0c/2qooKlTfg2mDBfo9cRj2ukPbuu+/qb3/7m/773/+qV69eWrJkiW6//XY9/vjjGjNmjOM59913n8aOHeuz/e2331ZaWlqkmwwAAAAgAq7bsEH7Kir0WIcOOsyhavr2sjL9ftMmr20Pt2+vI1JT66qJjcZNGzdqlzvgnNy9e7XHP7x9u+YUFnpt+7hbtwZdab2oqEiXX3658vLylJWV5fe4eh2Qd+jQQf/85z916623mtseeOABvfnmm1q5cqXjOU4Z8g4dOmjv3r0BP4hoKi8v19dff61hw4YpMdHfOyQ0BjwLkHgOcAjPASSeA/yGZ0FqO3689hYXa/GVV6pXs2Y++7ccPKjDXn3VXL/5qKP09Cmn1GUTI66+PAfXfvWV3lq5UqkJCcqzxGr+VFRVKc0y5Zkkld52m1wNOCDPz89X8+bNqw3I63WX9aKiIsXZxhbEx8erqqrK7znJyclKdqj0l5iYWO9/ecVCG1E3eBYg8RzgEJ4DSDwH+E1jfhY83aQzU1IcP4NMW9Y8OSGhwX5W0X4Oxg0frqzkZF1x5JFBtcPpiKSkpPA3rB4J9vtTrwPykSNH6j//+Y86duyoXr16afHixXr88cf1u9/9LtpNAwAAAFCHPGPI/RV1s29PoGhYxGQmJen5YcNqfH7/AJXvG5t6HZA/88wzuvvuu/X73/9eu3fvVtu2bXXTTTfpnnvuiXbTAAAAANSRKsNQubuXrN8q67ZpzwjI65dpo0fr5717dXPfvg167Hio6nVAnpmZqSeffFJPPvlktJsCAAAAIErKLPNe+wvIE20BuH0d0TWsc2cN69w52s2od3hKAQAAANRr1mm27JlwD3uBMDLkiAU8pQAAAADqtVJLhjzYzDcZcsQCnlIAAAAA9Zq1oFuwU2WRIUcs4CkFAAAAUK95uqz7Gz/ucc+xx5rLBOSIBTylAAAAAOq177ZsCeq4ga1bm8t0WUcs4CkFAAAAUG9VGYZu/vprSVJ+WVnAY+Mt3dnJkCMW8JQCAAAAqLdW7tsX9LHWgDylmu7tQH1AQA4AAACg3pq+eXPQx8ZbsuLtMzMj0RwgrAjIAQAAANRb765cGfSx1gx5x6ysSDQHCCsCcgAAAAD11oGSkqCPPWgZY96BDDliAAE5AAAAgHrLMwd5MKzBe1piYiSaA4QVATkAAACAeiuUgPz87t11eNOmumPAgAi2CAifhGg3AAAAAAD8KQshIM9KTtbK3/0ugq0BwosMOQAAAIB6K5QMORBrCMgBAAAA1FsE5GjICMgBAAAA1EtPL1pEQI4GjTHkAAAAAOqlP337rbl8Qvv2umvw4Ci2Bgg/AnIAAAAA9d7UCy9kKjM0OHRZBwAAAFDvJcfHR7sJQNgRkAMAAACoE6UVFfpl794anRsfR+iChoenGgAAAEDEFZaVKeXJJ9V7wgS9uWJFtJsD1AsE5AAAAAAi7tH5883l2yzF2oDGjKJuAAAAACJu8e7d5nLX7OyAxxqGoR+3bYt0k4CoI0MOAAAAIOIOz8kxl1MSAucFP1u3Tie8+665vuLaayPWLiCaCMgBAAAARNxhTZqYy8UVFQGPfevXX73WO2RmRqJJQNQRkAMAAACIuErDMJcrqqoCHltUXu61Xl1GHYhVBOQAAAAAIs4ahFcXkMe5XF7rCUx5hgaKJxsAAABAxFkz5OXVBORkxNFYEJADAAAAiLjKEDLk7TMyIt0coF4gIAcAAAAQcdYMuX2MeKBjgYaMgBwAAABAxFmz4ruKilRYVub32Oq6tAMNBQE5AAAAgIizZ72/3bLF77HWgNw6XRrQ0BCQAwAAAIi4SlvW29848inr1umlZcskSb/v10/Lx4yJeNuAaCEgBwAAABBxFbYM+brcXMfjRk6aZC4f1qSJUhMTI9ksIKoIyAEAAABEnD1D/reZM6s9J5H5x9HA8YQDAAAAiLjSykrH7VsPHtSLS5eqqLxcZbZjejdvXhdNA6ImIdoNAAAAANDw5fupqt5/4kTtLS7W+txcPTp/vte+E9u3r4umAVFDhhwAAABAxOWXljpu31tcLEl6/ZdffPbF02UdDRxPOAAAAICI21dS4rOtwJI175iVVZfNAeoFAnIAAAAAEbcxL0+SdP/Qoea2NQcOmMsJtmz4yMMOq5uGAVFEQA4AAAAg4g6Wl0uSjmndWpKUkpCgg5YM+X5bBn3yeefVWduAaCEgBwAAABBxpRUVkqR097ziJRUVemX5cnP/qv37vY6Pc7nqrnFAlBCQAwAAAIi4Mvc85J6AXJImrlgRreYA9QIBOQAAAICIMgzDnGM8wxKQA40dATkAAACAiCp3Z8clqUlycrXHz7niikg2B6g3CMgBAAAARFSpOzsuSZlJSRoVoIL6wyecoMFt2tRFs4CoIyAHAAAAEFFlloA8KT5er555pt9js4LIoAMNBQE5AAAAgIjyZMjjXS7Fx8UpMc5/GJKVlFRXzQKijoAcAAAAQER5MuRJ8fFe/3WSSUCORoSAHAAAAEBEeTLkye5A3J4hH9S6tblMhhyNCQE5AAAAgIiyZ8jjbQH5qG7dzOWclJS6axgQZQTkAAAAACLKniG3a2oJwtukp9dJm4D6ICHaDQAAAADQsJXaMuR2rdLS9Pt+/ZQUH6+WBORoRGockJeVlWn37t2qqqry2t6xY8daNwoAAABAw1HmkCFfOmaM+r7+uiSp0jD03OmnR6VtQDSFHJCvWbNGv/vd7zR79myv7YZhyOVyqdIyxyAAAAAAOHVZP6pFC3O5wpbkAxqLkAPya665RgkJCZoyZYratGkjl8sViXYBAAAAaCDsRd08ujVporW5uTqVXrZopEIOyJcsWaKFCxfqiCOOiER7AAAAADQw/oq6/XzNNSooL1ez1NRoNAuIupAD8iOPPFJ79+6NRFsAAAAANED+MuTJCQlKTqDONBqvkKc9e+SRR/T3v/9dM2bM0L59+5Sfn+/1DwAAAACsqpv2DGisQn4ddbq7+uFpp53mtZ2ibgAAAACc+MuQA41dyAH5d999F4l2AAAAAGigyJADzkIKyMvLy3X//ffrhRdeUPfu3SPVJgAAAAANiJkhjwt5xCzQoIX0E5GYmKhly5ZFqi0AAAAAGiAzQ04BN8BLyK+orrzySr3yyiuRaAsAAACABogu64CzkF9RVVRU6NVXX9U333yjAQMGKD093Wv/448/HrbGAQAAAIh9dFkHnIUckP/88886+uijJUmrV6/22udyucLTKgAAAAANBl3WAWdUWQcAAAAQMdM2btSv+/dLIkMO2PGKCgAAAEBE/LR9u8748ENznQw54C3kn4hTTjklYNf0b7/9tlYNAgAAANAwzN2xw2s9lYAc8BLyT0S/fv281svLy7VkyRL9/PPPGjNmTLjaBQAAACDGzdiyxWs9jYAc8BLyT8QTTzzhuP2+++5TQUFBrRsEAAAAIPZNWbdOn6xd67UtLTExSq0B6qewVVW48sor9eqrr4brcgAAAABi2ANz5vhso8s64C1sAflPP/2klJSUcF0OAAAAQAzbmJfns60Z8QLgJeRXVBdccIHXumEY2rFjhxYsWKC77747bA0DAAAAELuS4uN9tnXPyYlCS4D6K+SAPCsry6vKelxcnA4//HDdf//9Gj58eFgbBwAAACA2GQ7bEpmHHPASckA+YcKECDQDAAAAQEOX6JA1BxqzkF9Rde3aVfv27fPZnpubq65du4alUQAAAABim2H45sjJkAPeQv6J2LhxoyorK322l5aWatu2bWFpFAAAAIDYluJQUZ2AHPAWdJf1Tz/91Fz+6quvlJ2dba5XVlZq+vTp6ty5c1gbBwAAACA2OU1xlkBADngJOiA/77zzJEkul0tjxozx2peYmKjOnTvrscceC2vjAAAAAMSmUodetfEE5ICXoAPyqqoqSVKXLl00f/58NW/ePGKNAgAAABDbSisqot0EoN4Lucr6hg0bzOWSkhKlpKSEtUEAAAAAYl+JQ4YcgLeQ+4xUVVXp3//+t9q1a6eMjAytX79eknT33XfrlVdeCXsDAQAAAMQee5f1ZKY8A3yEHJA/8MADmjBhgh599FElJSWZ23v37q2XX345rI0DAAAAEJtKbF3Wr+jZM0otAeqvkAPyiRMnavz48briiisUb3nL1bdvX61cuTKsjQMAAAAQewzD8MmQd8jMjFJrgPor5IB827Zt6tatm8/2qqoqlZeXh6VRAAAAAGJXmcP4cZfLFYWWAPVbyAH5kUceqVmzZvls//DDD9W/f/+wNAoAAABA7HKa8oxwHPAVcpX1e+65R2PGjNG2bdtUVVWljz/+WKtWrdLEiRM1ZcqUSLQRAAAAQAyxjx+XyJADTkLOkJ977rn67LPP9M033yg9PV333HOPfv31V3322WcaNmxYJNoIAAAAIIZ4MuRJlppThOOAr5Az5JJ0wgkn6Ouvv/bZvmDBAg0cOLDWjQIAAAAQuzxzkCfHx5vjycmQA75CzpAXFBSouLjYa9uSJUs0cuRIDR48OGwNAwAAABCbSt1d1pPJkAMBBR2Qb9myRccee6yys7OVnZ2tP//5zyoqKtLVV1+twYMHKz09XbNnz45kWwEAAADEAE+GPCXhtw65ZMgBX0F3Wf/b3/6mkpISPfXUU/r444/11FNPadasWRo8eLDWrVun9u3bR7KdAAAAAGJEqaXLugfhOOAr6ID8+++/18cff6whQ4bo4osvVuvWrXXFFVfo9ttvj2DzAAAAAMSaz9evlyQVlpeb2+LIkAM+gu6yvmvXLnXp0kWS1LJlS6WlpWnEiBERaxgAAACA2PTQ3LmSpJ2FheY2wnHAV0hF3eLi4ryWk5KSwt4gAAAAAAAag6C7rBuGoR49epjFGAoKCtS/f3+vIF2S9u/fH94WAgAAAIh5LdLSot0EoN4JOiB/7bXXItkOAAAAAA1MTkqKnjrlFH23ZYuuPPLIaDcHqHeCDsjHjBkTyXYAAAAAaACqDMNcnnfFFeqWk6OrevWKYouA+ivogBwAAAAAJKmsslIjJ01Su4wMtUhN1Z8HDlSr9HRJ0v7iYvO4jllZ0WoiEBMIyAEAAACE5MPVqzVt40Zzfe6OHZpx6aWSpM0HD0qSspOTlWSZhxyAr5CqrAMAAABAeWWl1/rMrVvN5dGffipJyistrdM2AbGIgBwAAABASAJlvjfk5dVhS4DYVuOAvKysTKtWrVJFRUU42wMAAADUC4alOBm8OQXk+yxjxwEEJ+SAvKioSNddd53S0tLUq1cvbd68WZL0xz/+UQ8//HDYG7ht2zZdeeWVatasmVJTU9WnTx8tWLAg7PcBAAAAPPYXFyvuscfk+t//tC43t9rji8rLdelnn+m9lSsj37h6wCkgn75pkyTpjM6dJUn/O+mkumwSEJNCDsjvvPNOLV26VDNmzFBKSoq5/fTTT9d7770X1sYdOHBAQ4cOVWJior788kutWLFCjz32mHJycsJ6HwAAAMDqpWXLzOWRH39c7fEPz52r91at0qVTpgR1/VX79+uiTz/Vsj17atzGuvbI3Ln63dSpMgxDKQ4B+SVTpmj2tm2qqKqSJLXJyKjrJgIxJ+Qq65MnT9Z7772nIUOGyOVymdt79eqldevWhbVxjzzyiDp06KDXXnvN3NalS5ew3gMAAACNz6ytW9WrWTM1TU312be3qEiv//KLuf7r/v3VXm9piIH1GR9+qE35+fpq40bl33ZbSOdGQ2lFhf45a5Yk6U9HHy1/nfmHvvOOjmvbVpKUmsCETkB1Qs6Q79mzRy1btvTZXlhY6BWgh8Onn36qgQMH6qKLLlLLli3Vv39/vfTSS2G9BwAAACLns3Xr9OyiRdFuhpcPVq3Sie++q3MnT3bcf8mUKT5BeJXDePKZW7aozbhx+nDVKu0sLDS33/vjj9W2YVN+viTpYFlZUG02DENf5OZq9vbtQR0fblvcU5lJUrzLpUp3FtyJp43piYkRbxcQ60J+bTVw4EB9/vnn+uMf/yhJZhD+8ssv69hjjw1r49avX69x48bpz3/+s+666y7Nnz9ft912m5KSkjRmzBjHc0pLS1VqmWIh3/3Lrry8XOXl5WFtX7h42lVf24e6w7MAiecAh/AcQGoYz8GoSZMkSce2bq2jWrSIcmsOeWjuXEnSD9u2OX6237prJFkNmDhR8y6/3Gvbye7hmhd99pk6Zmaa2+//6Sdd36uXWqenB9WeYL6/X6xfr/F79mj8Bx+o7E9/Cuq64bS/qMhcLiorU2kQbU6Pj4/pZ7c+agi/ExqLYL9HLiPE8pE//PCDRowYoSuvvFITJkzQTTfdpBUrVmj27NmaOXOmBgwYUKMGO0lKStLAgQM1e/Zsc9ttt92m+fPn66effnI857777tPYsWN9tr/99ttKS0sLW9sAAAAQmGEYOn/tWknS/e3a6ah68rfYxWvXqsz9J/Dk7t3N7VWGoU9yc/X63r2O503o0kVN3N2wS6uqdIlluGaiy6Vyy5/Vf2vdWkMtQbrdeWvWmMvWNvgzJTdXL7u7xX/crZviwtwztTrLi4p097ZtkqRHO3TQgYoKPbRjR8Bz/tehg7pZak4BjUlRUZEuv/xy5eXlKSsry+9xIWfIjz/+eC1ZskQPP/yw+vTpo2nTpunoo4/WTz/9pD59+tSq0XZt2rTRkUce6bWtZ8+e+uijj/yec+edd+rPf/6zuZ6fn68OHTpo+PDhAT+IaCovL9fXX3+tYcOGKZGuPY0azwIkngMcwnMAKfafg8LycskdkJ9w7LEa2q5dlFt0KOgue/ppc/2ss84ylyeuWKHXv/7aXD+na1dNWb/eXF/cpIn+e+KJkqTN+fmSJSCvsOW42hx+uM7q189/Q556yrEN/qxduFByB+TXb92qeZddpo51+Ldt5fr1kjsg39S0qbo1aSLt2KE26el65IQTdPXUqT7n/OH88+v8xUFDF+u/ExoTT0/t6tSo0sJhhx1WJ2O5hw4dqlWrVnltW716tTp16uT3nOTkZCUnJ/tsT0xMrPcPbSy0EXWDZwESzwEO4TmAFLvPQYllfHRyUlK9+BryLEMb41wurzYt3L3b69jHTznFKyBvnZFhHp9XUeF1bEZSktd48OLKyqC/Xn/HzduxQ4PfeksX9eihoe5CaZK0v6RETyxerGdPPz2o64dDUWWlufzc0qXmcrecHF3Vu7eyU1LULiND//j+e03fvFmzL79cyUlJdda+xiZWfyc0JsF+f0IOyE8//XRdeeWVuuCCCyKecb7jjjt03HHH6cEHH9TFF1+sefPmafz48Ro/fnxE7wsAAIDaK7AEqOWWgC6aCi3jOqsMQxVVVUqIO1TnOM9WYK2Zrbt1K0uX+z2WMdWSVGb7+oIt1hbI4LfekiR9sHq1+tnG31eGNuq01vItLzKs4t0Z8FHdukmSvrn4YlVWVSk+LuTa0UCjFPJPSq9evXTnnXeqdevWuuiii/TJJ59ErKjAMccco0mTJumdd95R79699e9//1tPPvmkrrjiiojcDwAAAOFjDUpL62FALnm/NMi3Zc+bpKToDUt3cmu39L3FxV7X8Xx9Y3r1OnTdMP99fKCkxGvd3hH8x23bNOHnn8N6T6t8Py8Y4h26pBOMA8EL+aflqaee0rZt2zR58mSlp6fr6quvVqtWrXTjjTdq5syZYW/gOeeco+XLl6ukpES//vqrbrjhhrDfAwAAAOFnDUrtGeRoKbIFytaXBtYMeU5KiuJcLl155JG6wF10rcIy1dceW0Du0cI9r3k4MuQdLEXh7PezvxA4/p13dO3UqZpfTaG1mvIbkBN8A7VSo5+guLg4DR8+XBMmTNCuXbv04osvat68eTr11FPD3T4AAADEqFjIkFuDbGuG3Npd3dOl3XrsHd9953j9lu5u7QUhBOSltvHoHtZ5vL/bssVr3werV5vTs1nbtTHIQlKhyqumyzqAmqnVK62dO3fqhRde0COPPKJly5bpmGOOCVe7AAAAEMNKKyp09scfm+tllqAxmnwCcks3dGvQ2cyd6ZZ+C8iDGbftCcgPhtBl/fBXX9ULS5b4bC+3fGabDx702f+vWbMkSVst+xIjlLH2lyHPoLAYUCsh/8Tm5+frtdde07Bhw9ShQweNGzdOo0aN0po1azRnzpxItBEAAAAxxlqdXPKfBa5rRbZ2VFqCXmsXe68MuTsLXFHNS4Wk+HgzIN9UTaY6KT7eXN6Un69bvvlGuwsLvY6prhDeAfcLhOu/+srcZn/hEC7Ffq7b1PLiAkDoQq6y3qpVK+Xk5OiSSy7RQw89pIEDB0aiXQAAAIhhhi2bXG8z5JZ2VVnabM2Qx9u6rNu/Ng/DMDS4TRtJ0qr9+7W7sFAt09Mdj22RmqptBQVe2/LKyryOL6/mM1u1f7/2FhVpurvruiSVRGhogL+22CvRAwhNyBnyTz/9VFu3btUTTzxBMA4AAABHKQneeZ/6kiEP1GU9zjIeOtMyh7any/rCXbskeReosx5XXlWlpqmpOrJZM0nSAvfxTpzG1JfYPiOnIPgftiGid8yYEfAa4eKvKF9TAnKgVkIOyIcNG6Y4qikCAAAgAHswWV8y5PYq6/0nTtSG3FxJ3uOhrQXpit1B7oerV6u4vNwrC/3qGWeYyxcffrgkqb27Orq9ErqVU+BsL5zmFJCPOfJIr/Wftm/3KqwWqeJ5/r5/BORA7QTVZf3oo4/W9OnTlZOTo/79+8sVoJriokWLwtY4AAAAxKZiW8BZX6qs77fN5y1Jf//+e30wapRXAGzNpH9vqXCeV1bmNQf4IHcXdUnKcmfLPUGq0708nLqWr8/L0/Ht20s61D3e/vJAklq5x6h7pMTHexWbi1SG3F+XdWsPAQChCyogP/fcc5WcnGwuBwrIAQAAAHswWV+6rN//008+2zwvC6zdsu8aPNhcHtK2rTavWiXpUHEzT9f2lIQEs4ib9Nu4c8+46v1+MuSVVVWOBeJ+3bfPXN6Ql6fyqiolx8d7vczITErStNGjNfzDDyX5ZuEnrlihvwwcqOSEkEtFBeT5bD4+91z1a9FCXV9+WZJUfd15AIEE9ZN67733msv33XdfpNoCAACABsKeIQ9myrBIW+fumm6X7K547umWveTqq9W3ZUtz/xOnnKL3PQF5RYVZ5C0lPl4pCQlaPmaM3l+1Sjf27Svptwz5I/Pn688DB6qJrVu3v94Cv+7fby57Pr8mycm6rGdPPblwoblvWOfO+teQIfrPnDnaVVTkdY1V+/fr33Pm6IHjjw/wSYTOkyFPiY9XlyZNzO2e8fIAaibkweBdu3bVPsvbO4/c3Fx17do1LI0CAABAbLNnyOtDQP7x6tWO23NLS/XI3LkqcI8bb+LuGerRNiND7TIyJEknvPuutruro3sK1/Vu0UL3H3+8OXbcMxVYWWWlHp0/3+d+/rqVb7dUXff0KEiOj9fjJ5+sT0aN0sudO5v7UwNkwN9ascLvvpryZMg907UtHzNGX1xwgXo1bx72ewGNScgB+caNG1Xp8FavtLRUW7duDUujAAAAENt8MuT1oKjbWneG/O4hQ7y2f7Npk/45a5b50sA6R7iHJwDeX1KiB+fOlXQoW+wk2bL9IfexVv6mJrN2mfcck5KQIJfLpRFduqi5peic/d5ndeliLldE4OWHJ0Oe6O4d0LtFC40gGQfUWtCDSz799FNz+auvvlJ2dra5XllZqenTp6uL5RcBAAAAGq/62GV9Q16eJKmL5e9YJ07ZZ+s2z7ht+9RuHtYK7U78ZcitXdk9x/i7h72Np3TsqC82bJAkx/HptWXPkAMIj6AD8vPOO0+S5HK5NGbMGK99iYmJ6ty5sx577LGwNg4AAACxqageBuSeLuEdsrJ0VIsWWrZnj+NxTkGwNeu9ZPduSZK/MsdXHXmk/vH9937bsdTPfT0B+bSNGzXTXdk92U8AbG/j8e3amcs7Cwv11MKF+tOAAX7bECpPhpyAHAivoAPyKvcPYZcuXTR//nw1Z7wIAAAA/PBkyF06VIm7PnRZ90xllpmUpJmXXKI1Bw5oyNtvq8r2ssApCLa/YJB8ewF4tMnI0FldupgZa7tLPvvMcfuGvDxtzMvTGe4K6pKUbummbmXPkB/TurXX+u3ffacrevZUc9s0aTXx0rJl2nrwoKTfuqwDCI+Qf6I2bNhAMA4AAICAiizBr1Q/MuSeoDotIUFNUlJ0TJs2jsG40xS/eaWlPtu65eT4vdfjp5xiLtvv4W9Ob0l6YM4cr/UcW4V2D2tAPqxTJ7Pyu9UWdxBdE5VVVWaPghunTTO3kyEHwqtGExQWFhZq5syZ2rx5s8psY2Ruu+22sDQMAAAAscuTPc5ISlJ+WZn2l5REuUW/vSRI85N1lvyP2XYKyAe3aeP3Om3dVdmlQxXTUy33PL97d01as0Y9cnK0+sABr/O22oJoe8V3p3Z6MvrHtW2r2du3m9udsvrBGjlpkr7csEE/XHaZ13Yy5EB4hRyQL168WGeddZaKiopUWFiopk2bau/evUpLS1PLli0JyAEAABqpbzdv1vurVumxk04yu4fvcGdZ3125Uu+cc07U2mYYhleG3B9/04n1at5cc3fs8Nr2z0GD/F7HWgX9n7NmqUlyssYOHSrpt7Hnfzr6aN06fbrXeZ6p0zz8BeTWdrZ0d0v/5+DBGjVpkrm9zE8192B86e5u/9zixV7byZAD4RXyK6477rhDI0eO1IEDB5Samqo5c+Zo06ZNGjBggP73v/9Foo0AAACIAae9/75eXLpU/54zx6xEbu2svdFd5TwaXv/lF7PreMAMuZ+A862zz/bZluHuju8kIS5Oce6u708vWqT7f/rJrL7uKd6WnJCg9845x+sFQa6tJ0EwGfIjmzWTJMXbutrXNCD/yZJltw80IEMOhFfIP1FLlizRX/7yF8XFxSk+Pl6lpaXq0KGDHn30Ud11112RaCMAAADqOes46V/27tXOwkJJ3kXJBr75Zljvub+4WFvy86s9bk9Rka6dOtVctwbAR7Vo4XWsvy7rhzVpog9HjTLXr+3dO+A9XS6XT7bdEyCbAXl8vC4+4gjl33abLuzeXZJ8uvY3CWIMub+AvLSGAflxb7/td5+/HgQAaibkgDwxMVFx7jdjLVu21ObNmyVJ2dnZ2uKengEAAACNyyPz5pnLU9av1w53QN7KUuV7nztrHi7tXnxRHcePD3jdovJynTd5ste2REsW/KvRo72Ca38BueSdHf77McdU2z77tT5bt06Sd0AuSfFxcWYhue9sf0/7y5Bb29LTE5Dbste16bLuYdgK0mUG6BUAIHQhB+T9+/fX/PnzJUknnXSS7rnnHr311lu6/fbb1buaN4UAAABomO6aNctxu78q4bWVV1qqEveY8JX79/s97r2VK70Kndm1Tk/XyR06mOv+uqxL3gFuO9tYbyf26dM8Wfp8d4G4LEtw6wnW7fx9fs1TU83ljllZkhy6rIdhqjlrOH55z56OFegB1FzIAfmDDz6oNu6Kkv/5z3+Uk5OjW265RXv27NGLL74Y9gYCAACgfrNnUf05t1u3sN1zT1GRufz5+vX+jwsiK2/twh5ofLn1WsFkihP8BK+e8fXNLEH1RYcf7nhslp/7tEhL04+XXaafr7nGHKserjHkVumJieb1/3fSSbW+HgBvIQ8CGThwoLncsmVLTbWMxwEAAEDj46mobvfYySdrY16eFu7aJSm844+tU3o9NHeuxh53nN7+9Ved2rGjOrgzxpLvHOBOrEF4jp8u4pLUv2XLkNoY5xCQ7ygo0DZ35Xlrlvuxk07SmytW+Bwf6DM7rl27gPcLR0Cek5xsfob2gB9A7YWcIT/11FOVm5vrsz0/P1+nnnpqONoEAACAGHLAzxzjtx19tB484QS1c8/JXR6GANHD/hLg0fnzdc3UqRrwxhte24MKyC1Br78iapI0pG1bfX3RRdp4ww1BtdEpmD7h3XfNZWuGvGV6uuM1QplmzD6GvKZF3awKLS8+7NcHUHsh/1TNmDFDZe4pG6xKSko0y8/YIQAAADRcG/xMZ5YQF6eMpCTdc+yxkqTyMIxp9nhhyRKv9XHudXsXdXtA7pS1tgbGfZo3D3jf0zt1Uqfs7KDamOrQ/X2dJbGVEaB7vEdSCEFwOLqsF9r+zn9x6VK/1wdQe0H3G1q2bJm5vGLFCu3cudNcr6ys1NSpU9XO1m0GAAAADd+rP/8sSTq2bVvtKSrS2txcryrgnixvOLpQe0y0de/2dAOXDgW9/5kzR38/5hifebSdQsojmjZVj5wcVRmGruvTJ2xttGbeezVrpl/27TPX7x86NKgCaSFlyMNQ1C3QeHwy5ED4BR2Q9+vXTy6XSy6Xy7Frempqqp555pmwNg4AAAD13yL3GPF/DR6sY9u21V9mzPAqUuYJzsOZIe/TvLmW793ruO/mr7/WN5s26f1Vq3ymJ3PKkCfGx+uXa69VRVVVwGnPQmUdm942I8MrIL+yZ0+f4+dccYWGvPWW17badFmvyQuQfX6GH0hkyIFICPo3zoYNG2QYhrp27ap58+apRYsW5r6kpCS1bNlS8SH8wgAAAEDsMwxDa93dsHs0baqmqal6bcQIr2PCHZBb73lO166aYsvqrnfvKywv98kSOwXk0qHu9QlhzgBbM+RtbGPEkx0C/6MdisaFEpCHo6jbQXeX9RFduujLDRu89hGQA+EXdEDeqVMnSVJVGN9sAgAAILbtKCxUcUWF4l0udbJUN7dKdAeVwQbkB8vKlBgX5zdbXVRermJ3sbE+LVr4BuSWMe3fbd7stc9fQB4J1gx5G3dhO4+2tnXpt8/JKpTW2gPmUIq6GYahO2fNMiu9d83O1v1Dh+qeH3/87fp0WQfCLqiA/NNPPw36gqNGjapxYwAAABBbnlm0SJLUITPTbzbXzJBXEyBWGYbm7tih495+W20zMrTt5psdjzvorrDuktTaT3Vyj9nbt3utF1uqhkdauiUgt7bz/qFD/Z5j74qfHWAaNrtQi7rdNn260hMT9dCJJ2rezp16ZN48c19GUpLuPvZYndO1q452V64nQw6EX1AB+XnnnRfUxVwulyrDWKwDAAAA9UdFVZXeXblSwzp1Uqv0dBWWlelhdxDnlPH18ATk1RUZG7dkif4wfbokaXtBgaoMwzGjXeDuVp2RlKQmIQSskvT4ySeHdHxt3D1kiD5avVq/691bzSzTqdm7r1vNueIK/f6bb/T6L79IUkhj2n3GkAf4vHcUFOiZxYsPtfPYY82u6h6ZSUmSpKNatNCQNm3ULDU1qCJ0AEIT1E843dQBAAAat/k7dmiQu+DYed26adJ555lBoyTd0q+f33M9mfPqMuR3W7pHS1JpRYXj1GGe4DEzKSnoDPKa665TaWWlejZrFtTx4dAhK0u7f/97xcfF6fN168ztgQLytMREvThsmI5r21bDO3cO6X6hZMitLzoOlpX5TK/mye7Hx8Vp9uWXh9QOAMFjIAgAAACq9ej8+eby5LVrVVlVpccXLpQkPXPqqbryyCP9nhtsUbdsd1bW4+Xlyx2PK3B3Wc9ITPQ5x0mb9HR1y8lRr+bN63QMufRb1rqpZa5z+3hyu+SEBN3Yt686BznfuUeW7bMIFJBbp4PLLyvz+d4kWD4nz0xLAMIv5Hkd7r///oD777nnnho3BgAAAPXTnB07vNYX796tdbm5ykpK0rW9ewc8N9iibvYu17d9+63+0L+/TzBo7bIeTIZ8b3FxtcdEmvXFQaAMeW00T0vTtNGj9cTChfpyw4aARd0qLd+L/NJSn7H1FHAD6kbIAfmkSZO81svLy7VhwwYlJCTosMMOIyAHAABoYDbn52vrwYNe2/7nzph3bdJE6dVkqYPJkD86b57Wuacrs8otLVWOZfy1JH28Zo0kaXdRUVABeTjnP6+plmlpjsvhNqxzZ23Kz9eXGzYEzJBXGr/lyPPLynwDcjLiQJ0IOSBf7C7+YJWfn69rrrlG559/flgaBQAAgPqj94QJPtveW7VKkvdc2/4EU2X9H99/77h9f0mJT0DuyXhvPXjQMSDfeMMNWrFvn6768kvtqwfZcem37HVaYmLEs8+eMfsBA3JrhtwpICdDDtSJkANyJ1lZWRo7dqxGjhypq666KhyXBAAAQD1hr8BttebAgWrPNwPEGmSqD5SU+Gxr5h6P/a8hQ3zGTc+45BJ1ys5Wp+xsdcjMrDcBuXQoe10Xkt2fd6Ap3qzfiTyHLuttI9StHoC3sL36ysvLU15eXrguBwAAgHpi1GGHSTo0BZY9I/3PwYOrPd+TIc8rLdW4JUuqPX7vrbfqqBYtJB3KkNsVuou6tUhNVWJ8vHl9yXve7huPOkqSdEzr1tXesyHxTEG3taDA7zH2MeQltoD8zC5dItM4AF5CzpA//fTTXuuGYWjHjh164403NGLEiLA1DAAAAPVDa3e2dHSPHnpl+XLllZaa+24fMKDa860B8++/+SbgFGnSoQx4U3c39UABuWdqrsS4OHOcuLV42k19+6pHTo4GtGpVbRsbks5ZWZIOjf2vrKpy7H5uH0Nurz5PVXWgboQckD/xxBNe63FxcWrRooXGjBmjO++8M2wNAwAAQP1Q5Q7e4l0u5aSkaFN+vrkvmGnEPFXWAxl12GH6dN06/WPQIElSE3emO9chIPe8EMh0KCZnzZDHuVw6rVOnau/d0LTNyJBLh4rZ7S0uViuH7ufWDPm/fvihDlsHwCrkgHzDhg2RaAcAAADqKU82Nc7lMgNlSbq5b9+gzk90yNBuyM3VX2fO1JhevTSqWzfzmI6ZmZICjzvf7u6K7emaXWTpbp0VRNX1hi4+Lk4J7l4DFX7G7Ue/7jwAKUxF3QAAANBwebKp8S6XTu/USTO2bJEkjT3uuKDOtwfk45Ys0e+/+UbSoSnMpl54oRn0e7pX+6vMbhiGT0BulUB1cEm/dTmvsnRNt6oMUGDvn+5eCgAiL+SAvKSkRM8884y+++477d69W1W2H+ZFixaFrXEAAACIPmuw/K9Bg3R4To7yysrUMshK3Em2Luv3/Pij1/qZH32kke7CcQn2gNz2t2ZeaamZEacSuH9x1QXkfrYvHTNGfZo3j1i7AHgLOSC/7rrrNG3aNI0ePVqDBg2i4AMAAEADV2kZQy5Jow8/PKTz7RnyvQ5TkVVYsvDSb+POl+7Zo4FvvKE/9u+vMb17m9nxnJQUpbqLusGX5xN3Drv9B+SHZWfz9z1Qh0IOyKdMmaIvvvhCQ4cOjUR7AAAAUI9UVlVp1tatkn4LlkPlVOXb5z62oN8TxL+7cqUk6ZqpUzWmd2/tLCqSJLVOS/O9D4Gkqbou6/62p/GSA6hTIQ+yadeunTLdxTYAAADQsD23ZIm2ubPSwQTW/vyud++A+81x6u575JeVOR73tHt4ZBP3tGhe1/ATZDZG1XZZ9zOGnOw4ULdC/q362GOP6R//+Ic2bdoUifYAAACgHnl28WJzuTYZ6FfOPFP/N2SI3/3TN2/2usf63FyfY9YeOKBP1q6VJO0sLPTZP6wRTnHmj+c7FWqXdQB1K+SAfODAgSopKVHXrl2VmZmppk2bev0DAABAw9HK0jW8NhlySTqra9dqj/EUdVvnEJCf/fHH5vIuS0B+z7HHqlNWliaedVat2teQVJchtxfLAxAdIY8hv+yyy7Rt2zY9+OCDatWqFd1aAAAAGrBWDmO1ayojiPHJngz5jUcdpX/PmeO1b/WBA+ay9W/QsUOHaiz1jbx4AnLDT0BeZptODkB0hByQz549Wz/99JP69u0bifYAAACgHsmxjNXe7S6oVlP2autOPBny/zv2WD0yf77fwJGUUGDVFXUrcU8dJ0lpCQlql5mpJ085pU7aBuA3Ifc7OuKII1TsMFUFAAAAGp4lu3eby1sPHqzVtRJt85G/dfbZPscku49Jio/Xvltv1UejRjleK45emgF5/sh3Csg35eXpwk8/lSSd3KGDCm+/Xauvuy6oIQUAwivkgPzhhx/WX/7yF82YMUP79u1Tfn6+1z8AAAA0DIZhaMGuXeZ6r2bNanU9e4a8T/PmPsckW4L2jKQknd+9u1ISfDt1Xt2rV63a0tB5MuRO+fF7Z882l5NsL0kA1K2QA/IzzzxTP/30k0477TS1bNlSOTk5ysnJUZMmTZSTkxOJNgIAACAKrN2am6ak6PqjjqrV9ewBeXZysv5lq7yebAu+XS6XNt1wg1eF9/8bMkSPnnhirdrS0FVX1M0jmYAciKqQx5B/9913kWgHAAAA6pEqw9Cp779vrq+57rpaZ1PtAXlmUpIeOP54PTR3rhk4JjmMM2+Znq6WaWna4a6sfvexx5LZrUaggNza3d/p8wZQd0IOyE866aRItAMAAAD1yC9792rOjh3metPU1Fpf0z6G3FN1PTEuTqXu4m3+MrbWqurBFIdr7ALNQ27tbZAWROV7AJETckD+/fffB9x/It2HAAAAYlp+aak2W2oDtU5PD8t17YG0J0D3CsgdxotL3lXVmXa3eoEy5Nb55DOTkuqsTQB8hRyQn3zyyT7brL8UK5nTEAAAIGbtKy5W5/HjVVBebm57afjwsFzbqTibJBVbxqo395OJTyArHpKAXdYty1kE5EBUhfyb7cCBA17/du/eralTp+qYY47RtGnTItFGAAAA1JGf9+71CsYl6ZzDDgvLteNcLqU7dJGutASN2cnJjue2TEsLSxsaC3uX9YqqKnOfdQx5U8s88wDqXsgZ8uzsbJ9tw4YNU1JSkv785z9r4cKFYWkYAAAA6t6Kffu81od37hzW67fLyNDqAwcc96X6yaBLUtuMjLC2o6HzBN2VVVU6/JVXtPrAAT1xyim6fcAAry7rR7VoEa0mAlANMuT+tGrVSqtWrQrX5QAAABAFv//mG6/1QEFyTZQGGN7YKSvL7742YRrH3lh4hpTO37nTfAFyh3u2pKcXLTKP69+yZd03DoAp5N+wy5Yt81o3DEM7duzQww8/rH79+oWrXQAAAKgH2oc5M13TgLxjgH3wZWbIbWPIi2zDEVryogOIqpAD8n79+snlcsmw/XAPGTJEr776atgaBgAAgLqxaNcuZSUlqVtOjs++K488Mqz3cgrIz+vWTZ+tW6d/Dhrk97xb+/XT27/+qrO6dAlrexqqNe6s+KytW722f29Zz2H8OBB1IQfkGzZs8FqPi4tTixYtlMIPNAAAQMzZU1SkAW+8IUmq+stfvPZ9eeGFGtK2bVjvV2qpqO7x3siRKiwvDxggZiUna/k114S1LY3B5LVrvda3HDxoLjOfOxB9IQfknTp1ikQ7AAAAEAW7i4rM5b3FxV77zoxANvqNs87ShZ9+qscsU+kmxccryT0nOSKr0lJt3d7jFUDdC/q12LfffqsjjzxS+fn5Pvvy8vLUq1cvzZo1K6yNAwAAQGRZp8DaXlAQ8ftd0KOHDt52m/48cGDE7wVf1jHlhONA9AUdkD/55JO64YYblOVQUCM7O1s33XSTHn/88bA2DgAAAJE1beNGc3l3UZG6uKe4Pb9794jdMyMpKWLXRmA7CwvNZQJyIPqCDsiXLl2qM8880+/+4cOHMwc5AABAPTd90yYt3LnTXL/dPRWWJO0pLlbLtDRJ0rW9e9d52xB5D8yZYy7TZR2IvqAD8l27dikxMdHv/oSEBO3ZsycsjQIAAED4bT14UKd/8IEGvvmm3vn1V5/963NzVeIuupbCmO4Gj3AciL6gA/J27drp559/9rt/2bJlatOmTVgaBQAAgPDbZKkFdPnnn/tkSO/+8UcVewLyhJBr/6IeCWa6OqqsA9EX9E/hWWedpbvvvlslJSU++4qLi3XvvffqnHPOCWvjAAAAEDn7bFXVJWmXu+o6GfLYdlL79tUeQ2V7IPqCfvX5f//3f/r444/Vo0cP/eEPf9Dhhx8uSVq5cqWee+45VVZW6l//+lfEGgoAAIDasWfEWzz/vM8xeaWlkqTs5OQ6aRMiI5geDklkyIGoCzogb9WqlWbPnq1bbrlFd955p/kL3eVy6YwzztBzzz2nVq1aRayhAAAAqJ2qIIt4DWjVSj2aNo1waxBJwfRwIEMORF9Ig4M6deqkL774QgcOHNDatWtlGIa6d++unJycSLUPAAAAYVJeVeW4feKIEbr6yy/N9fO6daurJiFCgsmQn9O1ax20BEAgNarWkZOTo2OOOSbcbQEAAEAEeSqo2zVPTdXVRx6piStWmOuIbcEE5PcPHVoHLQEQCANHAAAAGomSykrH7RlJSXru9NPN9TYZGXXVJERIdV3W0xMTlRpgSmMAdYP5LAAAABqJUj8BeVpCgjKSknTZEUdoR2GhRnTpUsctQ7hVlyFvx0sXoF4gIAcAAGgk1hw4IEnKSExUQXm5JOmB44/X0e7CvG8zhW2DkRogIG+XkaGPRo2qw9YA8IeAHAAAoBEoLi/XfbNnS5IKysv1n+OPV7cmTXTxEUdEuWWIhEAZ8sVXX60WaWl12BoA/hCQAwAANAKr3Nlxj7uGDIlSS1AX/I0hP7dbN4JxoB6hqBsAAEAjUGmZ8uxSsuINnr8M+ekdO9ZxSwAEQkAOAADQCFQahrn86hlnRLElqAv+MuTBTIcGoO4QkAMAADQCnoC8a3Y20101AskE3kBMICAHAABoBDxd1uPj+POvMUjw8302HLcCiBZ+IwMAADQCngx5vMsV5ZYgmqoMQnKgPiEgBwAAaAQ8gVgcAXmjc1zbtuayQUAO1CsE5AAAAI0AGfLGa82BA2qbkSFJOqNz5+g2BoAXqj0AAAA0Aowhb7zyysq0/9ZbdaC0VO0zM6PdHAAWBOQAAACNABnyxive5VJ6UpLSk5Ki3RQANrwiBQAAaAQIyBufLy+8UJ2zsvT5BRdEuykA/CBDDgAA0AjQZb3xObNLF2248cZoNwNAAPxGBgAAaATIkANA/UNADgAA0Agw7RkA1D8E5AAAADFkd2GhXlu+XEXl5SGdR4YcAOofxpADAADEkDM++khLdu/WL/v26X8nnxz0eZ+tWyeJMeQAUJ/wGxkAACBGbC8o0JLduyVJH69ZE/R5hmHo7V9/lSTN37kzIm0DAISOgBwAACBGXPLZZ+Zyk+TkoM/blJ9vLhdXVIS1TQCAmiMgBwAAiBE/bNtmLi/evVsHy8qCOm+xO6suSSO7dg17uwAANUNADgAAEKM+Xbs2qOMW79plLj992mmRag4AIEQE5AAAADEqP8gM+daCAknSf44/Xm0zMiLZJABACAjIAQAAYtRmy9jwKsPQ1A0btL+42Oe48qoqSVJSfHydtQ0AUD0CcgAAgBi1NjfXXH5u8WKN+OgjjZw0yee48spKSVIiU54BQL3Cb2UAAIAYc1L79pKk3NJSSVJZZaWeXLhQkjR7+3af4yvcGXICcgCoX/itDAAAEAMMw5DLvXzR4YdLkkoqKnSwrEydx4/X+rw8v+d6uqwn0mUdAOoVAnIAAIAYUFJRIcO93Cw11dw2c8sW7Sgs9DrWPo68nAw5ANRLMfVb+eGHH5bL5dLtt98e7aYAAADUqcLycnO5aUqKJKmkslJl7vHhVqe+/77XOgE5ANRPMfNbef78+XrxxRd11FFHRbspAAAAda7AHZCnJiQoPTFR0qEM+dI9e3yOtW/zFHVLICAHgHolJn4rFxQU6IorrtBLL72knJycaDcHAACgznky5BmJiUpxjwUvqaz0ypz7U2Ec6uxOhhwA6peEaDcgGLfeeqvOPvtsnX766XrggQcCHltaWqpSd8VRScp3z89ZXl6u8iD+hxUNnnbV1/ah7vAsQOI5wCE8B5C8n4Nc97jw9MREeUqzlVRUqMR9zKDWrTVv506fcyWprKJCkuQyDJ6pGMXvBEg8B7Ek2O9RvQ/I3333XS1atEjz588P6viHHnpIY8eO9dk+bdo0paWlhbt5YfX1119HuwmoJ3gWIPEc4BCeA0iHnoNlRUWSpKqSEs394QdJUkFJidZu2CBJOqysTPMs53z++edyuQ7VZd9z4IAkadnChYpbubLuGo6w43cCJJ6DWFDk/p1dnXodkG/ZskV/+tOf9PXXXyvFXbykOnfeeaf+/Oc/m+v5+fnq0KGDhg8frqysrEg1tVbKy8v19ddfa9iwYUp0jwlD48SzAInnAIfwHEDyfg4qt2yRtm1T66ZNdeZpp0mvvKISw1Crdu2k/Hz17tlT37Vpo1M+/FCSdMaIEeaY8b9PnCiVlemE447TCe3aRfNLQg3xOwESz0Es8fTUrk69DsgXLlyo3bt36+ijjza3VVZW6vvvv9ezzz6r0tJSxdvm00xOTlZycrLPtRITE+v9QxsLbUTd4FmAxHOAQ3gOIB16DkrdldIzkpKUaUlUTPz1V0lSamKijm7Txtzuio9XYkKCDMPQwbKyQ+cmJ/M8xTh+J0DiOYgFwX5/6nVAftppp2n58uVe26699lodccQR+sc//uETjAMAADRUnirr6YmJSnb4GygpPl7x7i7qklTpDuCv/OILc57ylIR6/acfADQ69fq3cmZmpnr37u21LT09Xc2aNfPZDgAA0JDluYvWZicnKzUxUemJiV4V1pPi472mNfNUVn/bnUGX5BjIAwCih7kvAAAAYkCuOyDPSU5WnMul7Tff7LW/SXKy4q0BuTtDbpVGhhwA6pWY+608Y8aMaDcBAACgzh0oKZF0KPCWpCxbzZyu2dk+Xdar3Flyj3aZmRFuJQAgFGTIAQAAYoCZIbcUdGvqXj6sSRMd3aqVXC6XGZRXGIbetUxx9un55yvOErADAKIv5jLkAAAAjZE9Qy5JP152mb7fulXXH3WUOed4fFycKisrVVhertnbtkmSzu3WTSMPO6zuGw0ACIiAHAAAIAZ4MuRNLBnyI5o10xHNmnkdV1ZZKUmau2OHFu3eLUm6+PDD66iVAIBQEJADAADEAE+GPMc2dtxucJs2mrtjh6764gtzW/+WLSPaNgBAzTCGHAAAIAY4ZcidHNu2rdd6WkKCeuTkRKxdAICaIyAHAACIAQVlZZKkjMTEgMdlJSV5rfdp0cJrOjQAQP3Bb2cAAIAYUOaeVzw5Pj7gcZm2gNyeMQcA1B8E5AAAAPXc5+vXm8XakqoJyI+zBeDtMjIi1i4AQO1Q1A0AAKAeqzQMXfjZZ+Z6tQF5u3Yqu+MO3f/TT1qbm6srevaMdBMBADVEQA4ACLsDJSVqkpxszoscSXuLipSWmKi0asbVArGqwjC81hODGA+eGB+vfx9/fKSaBAAIE7qsAwDC6n/z56vps8/q7zNnRvxeB0pK1OL559XhxRcjfi8gWuwBeXUZcgBA7CAgBwCE1d/cgfj/FixQpbsIVaQs2rVLkrS/pERVtqAFqO+2HjyooydO1KvLlwc8riYZcgBAbOA3OgAgYubs2BHR61und8pzz9FcVz5YtUoLd+6s03vWJ2sOHNCKvXuj3YyYNubLL7V4925d99VX2ldc7Pe4Ctt6XQwFAQDUDQJyAEDY2DPik9asqbN77y8pqbN7rdi7Vxd/9pkGvvlmxHsB1EdVhqEer7yiXhMmaH+AQBL+bcnP17ebN5vrTy1c6PfYckuG/JjWrSPaLgBA3SIgBwCExY6CAh328ste2x5bsEDTNm6M2D3LLMFwYXl5xO5jt7uoyFze4ycgLamo0LwdOxpcV3rDMLyyufMbcS+B2liyZ4/XenGFPQ/+G+tzPuvSSyPWJgBA3SMgBwCExTOLF2tTfr7P9jM+/DAi99tTVKSLLVNBFZSVReQ+Tj6yZP4P+rnvX2bM0OC33tKLS5fWVbPqxFkffaRWzz9vri+zBZaxzDAMlQYIjMPJ/tx8tn6943EfrVmjZ3fvNteTE5ggBwAaEgJyAEBYBBoDu6OgwHH7j9u2afCbb2rO9u0h3++Szz7Tdst18+swIH928WJz2d+LgOeXLJEk/XXGjDpoUd0or6zU1I0bZc35L3QX1msIRk2apCbPPqu9lh4QkXLANsRi1f79mrphgwxLj4o1Bw7osi++0Oo6HI4BAKhbBOQAgLAoCZBZXLV/v+P2E999V/N27tQFn3wS0r32Fxfruy1bvLatOXAgpGuEy75qgqWs5OQ6aknkOX2ta3Nz674hETJl/XqVVFTo/VWrIn4vT0A+oksXc9uIjz7S5LVrzfW9tpdcsy+/POLtAgDULQJyAEBYlFRW+t232yHjWF5ZaY6v3lFYGNK9pjh0711i6dYrSav379fvpk4Ne6C+1HafX/ft8zmmyDKePSfGAvKKqio1f+45XT5lis8+p8xxoLHP8M9ThLB38+Ze25fv2aP3Vq7U9oICxdmqqXfIzKyz9gEA6gYBOQAgLKwZ8mNat9b+P/xBOSkpkqRKh8Jml1kCvozExJDu5TTpk71I1jVTp+q1n39Wj1de0Z4wdkF+z5Y9deqqvz7GssYr9u7V3T/8oLzSUv195kztKy7WOytXqthWKM+esZUaZkBeF2X4PC+hWqSmauKIEeb2e2fP1qVTpmjo22/rzRUrvM5p5v55AgA0HFQGAQDUytcbN+rizz5TrmUe8DiXSzkpKRrQqpW+2bTJp9J4lWF4FUYrCLFCurUgVrcmTbQ2N1fL9uzR/uJiNU1NleSdlZ++ebMuPeKIkO6xt6hIe4uLdUSzZl7bDdvX4tSNe11enrl8oI7nRw+VYRjqNWGCJGljfr7XeP7thYU6rEkTc90pIN+QlyfDMJgbO0SeYRyHN22qUd26Kb+sTH+YPt3cvzE/36tWgSSlhvjiCgBQ/5EhBwDUynmTJ3sF45I07vTTJcnscmvPkNu7fUtSbgiFq/LcAfk1vXpp9XXXqVVamiqqqrTqwAGVubvO97F0Bf5l716faxiGoaLychWXl6vCYS7xAW+8oZ6vvebT5b2JrQu60/zn1rm5dxYWhvS11TXrtHRvrljhFVjbC9bttAwt+F3v3ubyYofvZyx5ZflyPbtoUZ3db9mePeZndkTTppLojg4AjRUZcgBAQFWGoc35+eqUleWTBTUMQ0W2LstfX3SR+rdqJUmKdx9fZRj6Ze9eJcbFqWlKio5+4w2f+xwsK1OTILvkerLfLdPS5HK5tMu9ftzbbysxLk4fjBqlPMtLgi0HD/pc44JPPvEqoFVy++3mlFJ7ioq02X3Od5s3q3tOjnmcJwPvsa+4WNsOHlTr9HTFxx16z23/TObt3KnhnTsH9bXVNfs84tYXEPbu6G+vXClJurZ3bz10wgl69eefJXmPmY81ZZWVuv6rr+r0nn1ff91c7pKdLUk6tWNHNUlO9nm55fHBOefUSdsAAHWLDDkAIKBxS5aoy0sv6bT33/fJJL/jDtCsMpOSzGVPhvxgWZl6T5igw199VR3Hjzf3d87KUrY742wPYgPxZGpbpaf77CuvqtJXGzZ4BTZOc4Vbg3FJSnnySf2wdavyS0v16Lx5fs/1BKlp7uD9q40b1f7FF3XjtGnmMfb52P8zZ05QX1c0BKoSb6+c7xnr3yQ5WS0tn/3ln38emcbVAacx8PZhCeGydPdubbDVF0iMj5ckZSQlaffvf+943pMdO+rcww6LSJsAANFFQA4ACOhP334rSfpuyxa9ZSsy9feZM32Oz7SMc/VkyK3jua0BUPecHDPIK7RkWUsrKvzOXS5Ju9wBeWt3UHhqx47e+4uKvDLkTgG5kxPefVfZzzyj/y1YYG7bcvCg9hQVqdL9MiLffd3O7symhydbfKCkRP+dP99r3/dbtwZ1/2jYH2D+eHvlfM9c7yd36CBJOrZtW0m/fUaxyCkgt1c3D4d1ubnqN3Giur78srlt/PDhXsckxsdraLt2XtvuGjRInWOsUj8AIHgE5ACAgKwZ79mWgl+S1Ms2ZZP9eE9gk+enG25FVZXSHALy8yZPVtsXXvCZUmzKunU68tVXzTnIPQH5mF69vI7bevCgOc5ccg7IE9zdyy+rptjbR2vWqM24cfrrzJnKLy3V3T/+KEle3ditnrAE8yPrcVZzxd69enbRIq0KMC2cPVj1vIzIcn+PW6almfucCr5Fw4GSkpCmurNXkpekMoeaAh7PLlqkz9atC7ld9nN65OTohqOO8jnu24sv9lq3T4sGAGhYCMgBAAGVW4ITe4A2qHVrn+OtAbknQ57vJ0P9+379zKmcPBlWwzA01V1o7PklS7yOHzlpkn51V6eWpO7uCuAntW/vddy8nTu9piOzBljrcnM1ec0as/v9NZbiZE62HjyoSsPQkwsX6lFL5ntImzY+x+4uLNRydwG5G486Sg+dcIIkqblt3Hm0fbJ2rXpNmKA/fvut5u7Y4fe4VZbP2jAM87P3jKO3BuQ7Q5xLPhIMw1D3V15Rj1de0SZLpftAnIZKlPoZPrFi71798dtvNWrSJJ+ZA6ozy9ZLotDPuPskdxd2j1NszzYAoGGhqBsAwC/DMLyCcOvyxF9+0QPusdH9WrbUEnfV6AxrQO7OQnsC8vTERP3tmGN0Uvv2ykhK0oBWrfSuexz6NncX9R+2bTPP33rwoEorKpSckKCH5871altaQoLauStTd7J1H7fzVF7fevCgulm6DEuHgvnMpKSgurVvsAR5o3v0UGllpe6bPdvc1mrcOHP56FatlOj++j0vNYrKy/X+qlU6u2tXtbAEs3Xt/374wWdb+8xMbbUVv7tz1iz1bNZM53brpm82bTK3t3a33RqQPzBnjk7q0CEi3b2DtcDyImb53r3VPheSc0G6UltXfQ9rXYKdhYVqm5ERdNvsxfMOBFF5P87lUrN69jIHABBeZMgBAH6VVVZ6ZQKt44THfPmluXxG587q1ayZTuvY0ewKLv3WZd3T1blXs2a697jjdHLHjhrYurVcLpfau4NqT0BuzbROXrtWKU8+qftnz9ads2Z5ta1H06Zewd/B227T/UOHOn4dnoD41Pff99mXnJCgyeedF+BT+E3nrCxzuVtOju497ji/x6bEx5vZzrzSUjV79lmlP/WUrp06VSM++iio+4WDYRjm9GXv/PqrTn3vPa126NL9+QUXOJ5/r7uLvrUbuOdlgnWowLebN+vtX38NW7trwjq3fTAvBvJKSzXorbd8tvsLyK0vpKxTws3bscNxLL71Z2efbb+nor+T0zt1kiSNDfB8AQAaBgJyAIBf9u68M7du1XebN/scd3KHDlp+zTX6+qKLvLbH28aQW7PnHu3cWcYFO3cqr7RUzyxe7HPMvZYstEdrW4Y5IylJ1/XpY65nJiVpwplnSvotQ24fW9zN3eU9w1KITpJ23XKLPhw1yueenpcFdw4ebG7zdEu3S0lIMDPkkvd85Qt37XI8J5zeXblS/5g5Uy8uXarMp5/WGR9+qCu/+ELfbdlifh5WLVJT9W/3Cw3rsAND0mVTpujW6dMlSX8dONCc/q57To4uOfxw89gv1q+P4FdUPWsPhpu//rra419cutRr3RMI+wvIrePkB775pib+8oteXrZMg996S7//5huvY/86Y4ZaPv+8tuTnq6SiwvxZeuecc9Q5K0sfOTxfHu+dc47eO+ccr+cMANAw0WUdAOCXU3feN1esUP+WLc3187p105ldujieH2cbQ24PfCWZ3c6nb96sJs88E3TbnDKMaZZt748caXapLqus9MlQStJa9xRUqZbz2qSnq2V6umNbPZXUm1nmS//n4MH66zHHKCEuTmWVlRo7e7bW5ubqvG7d/BazqwuXTZnitT7NPS7fn+zkZN05eLBGHnaY5u7YoZvcAe2yPXu0bM8e87iezZp5nXdKx456b9UqSYemwXu7jufLzist1doDB9QlO1vfWl4WOc09b2d9MdEmPV0ntm+vbzZtcnxWJOkXd30A6VChQGsvkfdWrdK7I0dKkqZv2qTH3MX9Oo4fr2033yzp0AuqSw4/XJdWU0iwaWqqLnYfU+Xn5QAAoGEgIAcA+CgqL9fGvDyzy3VyfLziXC4VV1To1Z9/NgNTSfro3HP9XseTIc8NkCE/xT2FVqicOiRnJyfrgu7dVVxRodM6dtRKdxGybQUFavn88z7Hv3rGGZK8i66d162bJJnV3530b9XKa93TTT8pPl7/sWTMEwPMrf7jtm0+U1yFS3mQQVyL1FTtcQefqQkJcrlc6tuypc886lYDbYX8zuzc2Wt9R0GB2oQwtrq2Br35pmMXfOnQPOopAbqGN7W8WFlx7bVmQD9r2zYZhmH2BPBYbgnInWQ9/bSmjR6t0z/4wGu7J5DPSUnxuSYAoHGjyzoAwMep77+vXhMmmFM1NUlO1mvu7t9WvZo1CzhWN842D7m9m7kktcnIcKzWXh2nGtcul0sfnXuuvrjwQiVaxnBL8qmKPfa443Stu4t7m4wMfThqlO477jg96A6o0wIEcsG+REiK8/+/2QW2Il/htNSS0fanVVqa2UVbkleg2NJPwbnk+Hj1smXIO2Vn65a+fc31KXXcbd1fMC5Jj1umoHPieT57NWumJikpGt65s1ITErQuN9csUigdqro+f8cOrbBNw2d3sKxMx779ts/2q774QpL3CwAAACQCcgCAA89UWC8uWybpULa40mGap8PcY7D9ibcFpJ55w+0CBSrPnHqqjL/+Vf0s3eSlQ8XKquMvID6/e3fdYyuYdWGPHrr3uOPUxKEtz512mrl829FHB53ltGZnezZtqu8sc0wHmiu7pKJCi2o4zvzj1at1zJtvVntclWEoOznZcZ+/gLx5aqrP91SSnh82TH8ZOFCSqg1a69Jj1QTknnHdnmcrIylJye6XOOMs48vHfPmlBr31VsDgP5Bd7hdSBOQAADsCcgCAX54x5OmJiRratq3P/q7VBOT27Lm/rszWwDA9MVHfWgLXLPe+by++WMvHjDG3BxMUt/LzAqCje9x6IP1attRZXbrorwMH6vf9+yv/tts06dxz9bCfIm5O4uPizOz/gyecoJM7dtR/TzpJkrTIkoG1+9O332rIu+9qRoCu4/7MskwbF8j/Tj5Z57q759vHy/ubN91pyIFHjjvYDGb6uHBxeilz1+DBevKUUyRJXauZ9qzQ8nx7eIZXvOR+GSXJHCPvcaZ7VoEbjzpKkvSye+iD1bEOPy8E5AAAO8aQAwC8WMcfewpjDW7TRp2ys7Xhhhv0wapV+vv330ty7oJuFW8Lmvs0b+54XJYlIP/7MceYU6FJvxVcy0lJMYM+6VDGuTr2ceBHNmumnk2b6r4gppOKj4vT5xdeaK5nJiXpvO7dqz3P7sNRo7Tl4EEd5x4vPrxzZ/1t5kzHbOvm/Hx1Gj/eXB+/Z48eDfF+1mnjnFx8+OF64pRTzDm0p40erSNt3dCzkpP17Gmn6Q/uyuoeCQFegmS5g3VPQJ5fWqoXly7V7/v1U3qAQL42xi1Z4rW+5rrr1C0nR/PcPTwW7NqlP3zzjZ49/XTH8z0vnPzVC3h52TJd7w66rV4fMUIt09NVZRj609FHq2ezZuqcleU1dvyKnj11Qffu+tvMmea2o1q0COnrAwA0fGTIAQBenMYAewp3dc7O1rW9e5vbs/x0efawTp/18AknqK+t27mHtWp5+8xMr/P8jeU+vwbB8S/XXqsPzz3XsVt6pHTIyjKDcem37Py+4mKfKvaDbF3Ni9zzp1tVGYbfoLuiqsosTOY05l86FBS2tfRUGNa5s1np3urW/v11a79+Pvf2x5Nl9wTk2c88o79//71ajRsnSVqfm6urv/hCTy9a5PcaobrV9sKgW06OJO9M9HNLlmjwm296jQn3cMqQ/9+QIebyDdOmOd63mbsHQZzLpSObN5fL5dJpnTrpp8sv1819++rlM87Q9X36+PQ8uMtybQAAJAJyAIBFQVmZLvjkE5/t1jHFzdPSdONRRyktIUEntW8f8HrWoPkiy3zVds0sXaSPad3aK0BPtBRmk6RVv/udvr7oIg1q0ybgvT1uchccuzjA/etSdnKy+cLBPjWXZ6yxVb5t6rQLP/lEbcaN0w9bt/ocu3zPHu0uKlJ2crKu6NlTX1xwgeJdLq+iawNsFeIDsWZ026Sn+4y7t/IU0CurrNRTCxea2wvLy3WwrEwvLl2qN1as0J++/VavLl8edBtqwj4Gft7Oneo/caJyLXPBS7+NIbe+9Onv56WRx6DWrR3H0UvSkLZtNW7YMF3Xp4+SExJ0Qffu5rVPat/e60UTAAASXdYBABYztmxx3G7v0vvi8OF69rTTfIJlu0GtW+tfQ4YoToHHm1vHLCfHxysxPl7tMzO19eD/t3ff4VFW6f/HP5NMElImBUhCgBB6lS5NmojAShGwIaIgCqjAurq6uu7ud9Vt7rqWn6voYgMUQWAFFUQRpKgISFdAei8JNQXSk+f3BzOPM5NJZSaT4Pt1XVzXPP084Yi555xz3xnq4paBvXnNmmpehunqDi/07asOsbEa0rhxma/xJYvFogY2m3aeO6c3tm3TM8UkknP4YPdu/bpzZ1ksFm1OTtbH+/dLkr4+fly93L4QcdQ9rxserqDAQN3UuLHSH35YQQEB+vLIEV3Izlb3Mn6RIUn3t20ra0CAOsbFFSn15i7IHqRuO3NGXznVA5ekj/ftcymVd/+yZbrPnuG+ovbYS9p5EhkSoroRETp58aLL/k0pKS6Z5S95mLIeXkK5O0kuyyZKExcerkuPPKKtKSmlJkAEAPwyEZADAEzrTp70uD/Uw7Tx0oJx6XLw+bdevUo9r5ZbQC5Ju8ePV1Z+frkCIE8igoP1oNvUa39rEBmpnefO6ZUtWzRr506dnjxZp4qZhv6b1asVHhKi+9u21V2ffWbuP+EWbEpStn39v3N2d0ewuWHMGOUVFpZrun5gQECZA2fHCPk5e11zl3dYtUoX3Eanr9QHu3a5bG++5x6X7Y13363nNmzQa1u3mvtS3H7GmR6mrDe3T3t3P8ehQWRkudta2pcZAIBfLqasA0AVlV9YqCy3YMDXLlby8xycp6iH2IPJ8OBg1S4laVx15TwtOjUnRw8uX65Rixeb+1bdcYduc5ru/+e1ayW51tw+6pSBffvp0/p43z5l26dg1/DwBUqt0NBiy855Q1AJNdc9BePOyQOLk5mXp+vmzNGDy5cXOXbWHvg/3aOHjMcfVye3oLduRIRe7d9f68eMMfeluk3/N0fInX5ejaKjNW/oUHPbOaBvXauW7r/CkX0AAJwRkANAFdVz3jzVnz69yAidL+V4CJJuTEpSK7cs3N7mXPYspAwj79XdCHu5MYd3d+zQentmcElqHxfnkhDs5MWLKnBL8HbEKSDv8N57GvnJJxppX/9fww8/Q08zJhzlxxwigoLMv+vS6pUbhqHwV17RupMnNd2pJvjhtDQdSUsz+2pIMUn/HLolJOie1q0lSVn2LyykywnqHD9z92nqd7RsaS6jeNJeUUC6nBSwWzmm/AMAUBoCcgCogvINQ1tPn9b57Gw9t2FDpT031x7kxDpNIV9+++1F6ol7m/Macn8Ek5WtSwlB3ee33qqYGjVcMoVHhYS4BJOSip3iLkm5HrKz+5r7CPk/e/fWw506uey7lJenDvZEcVtLqMMuuX7hIEm7zp7VzrNn1fLdd9V59mxdsI92l+ULHMeSC+efYbfZs80Rck/5DXw5mwAAAAcCcgCogi46jVT/bf36ImtffcUx6ujIiN60khJRxYeH6199+ujfffsqtJSkWleLwY0aFdkXaLFooL3E3ACn5GMXc3OLzJTwNJvB4YRb9vbK4N6ebgkJslgs2nnvvea+9wYP1jX2WvTOMwLcvbxpkxq99ZbLvjYzZ+q3q1crp6BA57Ky9OXhw5LK9gWOe0D+/Pffa1NKiqTLpcs81Qcfax9VBwDAlwjIAaAKSncLbp5Ys6ZSnusYIW9dq5aOTpqk7ePGVcpzJemJrl31eJculfY8f1tw883aePfdus+prnuBYZizEfo3aKDf2NdFFxiGkt1KomXn52vtiRP64cyZIvdu6paYrDKkua3Prmmf9dAoKsrc1zwmRhH20l/Tt283+5u7365e7XG/IwiXfl7/XdqUdenngPy5DRtkeeEFl2no9xQTeE/p2LHU+wIAcKUIyAGgCkpzC1RKmp7sTf/bu1fS5VHDxMjIIuXO4D1hQUG6tk4dvfOrX5mZvXvVq+dyzvU2mxyLBZYdOiRJamCzSZLyCgvVa+5ctZ81yzz/rz17KsBi0YNOdccri3PgHRsaqsb27dCgIN3VqpWujY9Xx7g4l1Jkh9LSrvi5ZZmy3r1u3WKPvXj99R73hwUFac2oUZrYrp1uadZMn996a0WbCABAsSh7BgBVUIZbQG4tIYO1txxxCo5qXWGpMZTP6lGj9Pf16zWuTRuX/RaLRZHBwUrLzdXLmzdLkoY2aaLXt20rco8Ai0V/7N5dj3burHD7KHRl6pqQoDlDhqhxdLSuqVXLpQ0fDBlifnbuy4fS0pQQHq7BCxfqtubN9UjnzuV+bml1wyXp5iZNPO4/9sADLiX33PVJTFSfxMRytwkAgLJihBwAqiD3EfLiAnLDMLzyPMMw1NBpze6wYgIY+EZCRIReu/FGj8neHFnJHbMkJrVr5/EeNQIDZbFY/BKMO4xu1UrdEhJKbMP/de9ufl64b58WHzigtSdO6NFVq5Sane0ygl4WtjK8r8Vi0aybbiqyv15ERLmeBQCAtxGQA0AV5L6G3D3DtiQ9s3atak+bpn1Otakr6iP7VHWHX0piterAPeBsFxvrMet9dfk7axQdrXh7ffm3fvjBXN8tSQP/9z+94TT6370MJcbKEpBL0tg2bbR/wgRzO9j+BQYAAP5EQA4AVdAlt7JVhz2stX123Tqdz87WqMWLPd4jv7BQW1NSVFiGUXRPU6BRNZx2S+ZmsVg8Zr+vTuXinNe45zn19Y3JyeZMgN937arv7rpL344e7XKt+7T+yHLMCGgSHa2bmzSRNSBAX7AmHABQBRCQA0AVdNgtY/X+1FR9sn+/xynqW0+f1lG3ms2S9OSaNer0/vv627p1pT7vp/Pnzc9rRo2qQIvhK7MGDSqyz9OMidAyZBuvKnrYk6x1iItzCcglKTU7W5KUaLPJYrGoZ716usNehs/5WgfHaHtZfTh0qA5PnKh+DRpUpOkAAHgVATkAVDFbUlL0Q1ZWkf0jPv5Yc3fv9njNnJ9+KrLvJXsSsKe/+67E553NzFSyUxb3XvXrl6e58LEbk5J07IEH9Ejnzvp+zBhJ0jEPdcZrVKOAPMg+mp9XUOBS+izUalWq/csox9p5SbqzZUtFBAVp+oABqumUcDAqJEQx5UxAGBoUpHr2TPUAAPgbATkA+Mjm5GR9d+JEua/7w9q1xR6buWOH+TnCac1witu0ZndPrlmjo+np2nP+vGbv2qXjTgHd/9zWj3tanwz/qm+z6eV+/TwmfXOoTiPkQfYkhXmFhS4j5Fn5+Tpr/zIq2ikgH9msmVJ//WtNat/e5YuHZ6+7jnXgAIBqrfr83xsAqpHkS5d07ezZCgkM1NkpUxRRjnWunkY/HTLtU5Xf2LZNF/PyzP0ppdQpf37jRj2/caO5PbxpU308YoQk10DuqW7dytxOVC1lyRVQVTgC8tyCAuW5JTDcfuaMJCnabeQ70H6Nc93xPszmAABUc4yQA4AP7LWvyc4pKNB5+5rYsgp2CjhuTErSP3r3NrfXnjihlUePavKKFS7XnHGb4l5aObRP9u83PzuPiDs/C1Wf89jwD/ZAtjpw9PHD6elFZmg41C+mJJlzQF5SDXEAAKoDAnIA8IGzTgHyxdzccl2bZl9DO+2GG7T89tv1VLduWnfXXebx/vPnF7lmxZEjZv3mb44f19KDB81jSZGRZXrebc2bl6ud8J+5Q4eqgc2m7+++29znnhytKnOMkEvSmuPHixzvFB+vpKgoj9fmO71nzXKuHwcAoKohIAcAHzjnNCp+yWlqeWm+P3VKx+2Bdee4OHN/WUYC7/viC2Xl5anPhx9q6KJFkqQwq1WHJk7UmFatipxfUFioExkZSrd/YeCcRAtV250tW+rIAw/o2jp1NMqegbx5TIyfW1V2zgG5Q5jT0olv77yz2Gud/3sKrya11wEAKA5ryAHAB5xHyMsTkHf74APzs3OAbPOwBr12aKiW3HKLutuvWXb4sO5ftszlnIZRUbJYLJo9ZIgig4P1xvbt5jHrSy9J+rmMVHnqOaPqeGvQILWsWVN3efjSparyNLJ9Te3a+j45WVLJGeOvrVNHkmQNCCChGwCg2iMgBwAfOOuU9fxiGQNy9+RWDZ2mmnsKlg9PnFgkI7p7WbTdTvXFn+jaVT+cPau1bpnf1508KYkR8urKFhysZ3r29HczyiU2LExhVquZpFC6nGjw++RkBVosJQbadSMidGjiRPorAOCqwJR1APABlzXk9oD8bGamdp87V+w1zqXIXkpMNLNKS1JYUJDusE9NlqTbmzdXeHCwQkuZsuucebthVJS+HT3apZyUM0bIUVksFotZi9yhU3y89t1/v0499FCp1zeMiip3/XEAAKoiAnIA8AHnNeR//OYbzdqxQ7Gvv65WM2boYGpqkfOPZ2So8dtvm9uNPATND7Vvb352XlOe/vDDii1mjXm/xMQi+4oLvBlxRGXKchodtwYEqE/9+moaE6PYsDA/tgoAgMpFQA4APpBqz1wuSQfT0nTvF1+Y2585ZUB32JyS4rLtacpuotMUdueA3BYcrOvq1XM59/Frr9V7N92kecOGFblPZDGBNyWkUJlynZZoHJ00SWEkaAMA/AIRkAOAl+2/cKHIOm1nD69c6bJ9ND1d6+3ruCUpsZj6y851md1LmeU4jTZKUv+kJN3Tpo3H0cbiVud2S0gots2At41o2lSS9M6gQUoops8DAHC1I6kbAFyBPefPq4HN5rKW+8YFC0q97mxmpmqHhamgsFBJb75p7m9Zs6YWDB2qA+vWFbkmxGrVQ+3b62Bamu5p3drlmOH0uV9iosep6g7OU4UjgoLMNe51wsNLbTfgLW8NHKjfd+vGF0EAgF80AnIAqKBP9+/X8I8/Vse4OG0ZO9bcfyQ9vdRrz2RlqXZYmEtwLEm3Nm+uFjExOlDMda8PGOBxv3PytpWjRpX4bOfM1menTNHdS5fq4U6dSm0z4E21w8JUm/XiAIBfOAJyAKig4R9/LEnaevq0y/7gwECX9bGerDp6VK1q1VKO23l1KhigOAfkpcl0KsMWYrVqwc03V+iZAAAAuDKsIQeACnCvGe7Msb77/cGD1S421uM5U776SsczMpTtNkJe0WnjZQ/HVWRUHgAAAP5BQA4AFbCzmHriWXl5OpyWJknqU7++y7G+bturjx3TS5s2ueyLr2BA/nK/fgqzWvWXnj1LPfev9nOcy6gBAACg8jFlHQAqIN2prJmzg2lpyissVHRIiBJtNgU4lS9bfeedenXLFjPL+j1Llxa5PqGCAXm72FilPfywrAGlf8/6WJcuGtCwodrUqlWhZwEAAMA7GCEHgArIdJv2veroUUk/1x+vFRoqi8Wi0S1bSpJa1awpSfp1p04a65Yh3VmT6OgKt6kswbgkBVgs6hAXp6DAwAo/CwAAAFeOEXIAqAD3ddg3zJ+vrEceUWp2tiQpOiREkvTba69V85gY9apXzzz3WEaGx3t+OnKkLJbiqoQDAADgasMIOQBUgKfEaK9v26bzbgG5NSBAI5o1cynv9NdevVyuq2+zKfXXv9awJk182GIAAABUNYyQA0AFOALyoY0ba++FC9p74YIeW73aPB5lD8g96VmvnrIeeUTJly4pKiREkcHBCizjdHMAAABcPfgNEAAqwFHLO9RqNcucOYsuISCXpBpWqxpGRSmmRg2CcQAAgF8oRsgBoAIcI+ShVqtswcFFjucWFlZ2kwAAAFDNEJADQAWYAXlQkGI8jIZfQ0kxAAAAlIKAHAAqwBGQh1mtinVK2LZ/wgTN271bv+nc2V9NAwAAQDVBQA4AFeA8Zb1H3brm/ibR0fpD9+7+ahYAAACqEQJyACijQsNQgL1OuHNStx516+qDIUPUKCrKn80DAABANUNqXwAog6UHDyrilVf0/s6dklxHyCXprlatXEbKAQAAgNIQkANAGQxZuFBZ+fl6YPlySU5ryIOC/NksAAAAVGME5ABQikOpqebnrPx8HUtP18J9+yRJQdQQBwAAQAXxmyQAlOJQerrLdoM33zQ/N46OruTWAAAA4GpBQA4Apfji0CGP+2NDQ9UvMbGSWwMAAICrBQE5AJQgNTtbM3fs8HjszpYtZbFnXQcAAADKi4AcAEpw55IlOpOVJUmaPmCAnMNvEroBAADgShCQA0AJlh0+bH5uEh2tG5OSzO1wAnIAAABcAQJyACijnvXqaUTTpuY2ATkAAACuBAE5ABTjXFaWrPayZt+PGaMaVqvubt3aPM7qcQAAAFwJAnIAKMZvV61SfmGhggMD1bpWLUmSLTjYPJ6Vn++vpgEAAOAqQEAOAMVIycyUJP2mUyeF2wNx56zqBOQAAAC4EgTkAFCMnIICSVLn+HiPx5tER1diawAAAHC1sfq7AQBQVWXbR8BrWF3/qfzmzju18uhR3eO0nhwAAAAoLwJyACjG+lOnJEkhgYEu+3vVr69e9ev7o0kAAAC4ijBlHQA8uJiba34uKCz0Y0sAAABwtSIgBwAPTtsTuklSulNwDgAAAHgLATkAeJDiFJAPbdLEjy0BAADA1YqAHAA82JScLEka1LChS+1xAAAAwFsIyAHAg2+OH5ck9SZ5GwAAAHyEgBwAPFhnz7Deq149P7cEAAAAVysCcgDV1t7z5/Xg8uU6kZHh9XunXLokSWoSHe31ewMAAAASATmAamzSl19q+vbtavbOO0rPydHqo0f1rw0blH+FZcpy8vOVZ79HRFCQN5oKAAAAFGH1dwMAoKJ2nDsnScrKz1fUq6+a+3//zTfKefRRBQcGVui+F/PyzM8RJHQDAACAjzBCDqDaahQZWeyxbadPV/i+F+11x2tYrbIG8M8kAAAAfKNK/6b53HPPqUuXLrLZbIqLi9OIESO0Z88efzcLQBVx2qlWuLuHVqzQ9/bEbOVxJjNTQxYulMR0dQAAAPhWlQ7I16xZoylTpmj9+vVavny58vLyNHDgQF2yJ1sC8MtVaBg6ak/m9ubAgUWOb0lJ0a8++qjU+3y6f7/uXLxYx+33+t2aNdppnwpPQA4AAABfqtJryL/44guX7ZkzZyouLk6bN29Wnz59/NQqAFXBoP/9z/x8d6tWmtiunQzD0KQvv9TbP/4oSbqQnV3s9Q8uX671J09q+5kzkqRr69RRs5gYzdq50zynpBF4AAAA4EpV6YDcXVpamiSpZs2axZ6Tk5OjnJwcczs9PV2SlJeXpzynRE1ViaNdVbV9qDz0hbIxDEMrjhwxt636+WcWHxrqcm52To4CAwKUnpOjx77+Wrc0baqNKSmavn27y3kn0tP12YEDLvvaxcb65e+CfgCJfoDL6AdwoC9Aoh9UJ2X9O7IYhmH4uC1eUVhYqJtvvlmpqan69ttviz3vmWee0bPPPltk/5w5cxQWFubLJgKoJLuzsvT748clSeNr19bwmBjz2Mr0dP0nJcXcfqZuXXUID9eytDS9UUKit742m8IDArTU/sWfJP1f3brqHB7ugzcAAADA1SwzM1N33XWX0tLSFFlCIuJqE5A/9NBD+vzzz/Xtt9+qfv36xZ7naYQ8MTFRZ8+eLfEH4U95eXlavny5BgwYoCDWrP6i0RfKZv7evbr7888lSSkPPKCYGjXMYxeysxU/fbrL+bm/+Y0eWb1ar7uNiju7sUEDNY6K0pv26e4Lhg7V8CZNfND60tEPINEPcBn9AA70BUj0g+okPT1dtWvXLjUgrxZT1qdOnaolS5bo66+/LjEYl6SQkBCFhIQU2R8UFFTlO211aCMqB32hZB/t3y9JCg8KUpzN5nIsLihI84cN0x2LF5v7goKCtPLYsRLvue7UKTOwf/H663Vby5ZebnX50Q8g0Q9wGf0ADvQFSPSD6qCsfz9VOsu6YRiaOnWqFi1apJUrV6pRo0b+bhIAP7qQna2k6dO1aN8+SdLcoUM9nnd7ixZaPHKkJCmmRg1dzM3V3gsXXM55ukcPvTNokGpYL38veSkvTwv27pUkRXn4Ug8AAADwtio9Qj5lyhTNmTNHn3zyiWw2m5KTkyVJUVFRCnVL3ATg6jdjxw6z1Jkk3VTCl3SDGjZUXFiYTmdmqs2MGSp0Wp1zb5s2eqZnT0nSyGbNVPO111yujQoO9nLLAQAAgKKq9Aj5G2+8obS0NF1//fVKSEgw/8ybN8/fTQNg9/2pU3px40blFxb69Dn7LlzQY6tXm9tDGzeWNaD4f8KCAgPVIS5OklyCeOPxxzXjppvM7ZgaNfTZLbe4XBvJCDkAAAAqQZUeIa8m+eaAXyzDMDRs0SKdzsxUZEiIJrZr57NnfWyfpu7wt169Sr3mbz176svDh0s9b1DDhi7bkYyQAwAAoBJU6RFyAFXbmcxMnc7MlCRtcSo15guZ+fnm5w1jxqi9ffS7JF0SElQvIsLcfmvgQI/nBbqNtIeRJAUAAACVgIAcQIV1/eAD83OaU7lBXzifnS1JerRzZ3VNSCjzdQlOdcTbxsYWe96GMWPMz3FhYRVoIQAAAFA+VXrKOoCqKSc/X1O++kpH0tPNfacuXfL6c3acOaMGkZGKDAnRPnuW9BY1a5brHs4Z052Dc3ddExK08e67dSE7W3VKOA8AAADwFkbIAZTb39av1zs//uiyz9sB+dfHjqntrFm6Y/Finc3M1NoTJyRJ19SuXa77dK9bV5LULSFBiW41y91dW6eOBritJwcAAAB8hRFyAOX2t/Xrzc/WgADlFxbq1MWLpV53LitLwYGBspUhadqrW7dKkpYdPqzY11+XJDWMjFTn+PhytfUvPXvqvmuuUaLNJovFUq5rAQAAAF8iIAdQLjlOydUkaWBSkpYeOqT03Fxl5+frUFqaYkNDVdtpHfaTa9bo+Y0bJUkhgYHKfOQRBZQSHDtPh3dYcPPNqmEt3z9bARaLGkdHl+saAAAAoDIQkAMol/9u325+bh8bqzcGDFDSm29Kku767DMtPnBALWvW1A/jxun+Zcs0Y8cOl+tzCgp0IDVV206f1qtbt2pKhw4a1bKlyzkXsrO1KTnZZd+ZyZNdgnwAAACguiMgB1Au8/bsMT9/feedinRKmrbIXit8x9mzCn75ZeUXFnq8x5aUFN25ZIkk6Wh6uktAfiw9XQ3sAb4zgnEAAABcbQjIgV8AwzC8sn76Ym6u1p08KUl6uFMnl2DcnXMw3i0hQU906aIVR47oje3bzWBcujw1/XxWlmqGhkqS/rx2rXmsTa1amtyhg66tU+eK2w4AAABUNWRZB6qZtJwc7Tl/vsznrzhyRLWnTdNjq1Ypr6CgyPHd585pyEcf6d0ff9SABQv0/s6dHu8zefly2f7zH3N7XJs25ud1d91VYhvWjxmjW5o3V+diAuvd9vcxDEPbzpwx95/Lztbkjh3LVXccAAAAqC4IyIFqZsxnn6n1jBn65vjxMp3/zo8/6nx2tl7avFmrjx0rcrzVjBlaeuiQ7l+2TCuOHNHYzz/Xg8uXm2XGJOl4RobecFo7/teePdXJKdt597p19VS3bub24YkT9ecePdSmVi0dnTTJ3N+/QQOXZ99g396fmqoXN25UwIsvatvp0+bx1JycMr0jAAAAUB0RkAPVyIXsbH128KAKDUOPr15dpmv2Xbhgfk6zB7j5hYX69/ffq+nbb3u8Zvr27eo1d67yCgqUW1CgAQsWuBz/VaNGRa555rrr9Gjnzlp+++1KiorSsz17asf48UqMjDTPaRgVpcZRUZKklXfcoVY1a0qSntuwQY+vWVPknl2Yqg4AAICrGGvIcdV4YeNGvbJli1aPGqUmV1mZq0LD0P1ffKGZTtPJz2Vnl3pdfmGhdpw9a25vO3NGt7VooY7vveeyvzizd+3S2pMnzSnlkrTj3nvVpnbtIucGBwbqpX79Sr3nt6NH61hGhromJOhcVpambdvmcn9JGtu6tWzBwXqia9dS7wcAAABUVwTkuGr8zj7C+rs1a/R0jx4KCghQaw+BY3U056efXIJxSTqWkaHcggIFBwYWe93e8+eV47Ru/O/r1+vv69eX+bn3LVvmsj24USOPwXh5JEREKCEiQpLUu359l2PDmjTRrJtuUkyNGlf0DAAAAKA6YMo6qpxCw9CwhQvVf/58bTx1qtzXL9q3Tx3ee09tZs4stuxWdePIbO4st6BAIS+/XKRetzPnBGlldWTSJA32MCVdkv7YvXu571eSOLdSZs2iownGAQAA8ItBQI4q5/nvv9eSgwe18uhRdf3gA2Xl5ZV6TUZursf9/yhhNDi3oEB7zp83r92UnKzfrlpl1tL2hz98+63mnTtXZL8jq3pEUJBOPvigFg0fbh7rMnu2TmRkSJLWHDumlUePmsf+tm5dsc/qHB+vUKtV+ydMUPrDD6t7QoIe6dxZiTabbm3evMj5BY89puvq1avwu3lisVi00OldnNebAwAAAFc7pqyjynlx0yaX7aQ339SWsWNV32Yr9pq3fvjB4/6nv/tOj3fporCgIEk/1+O+lJurmNdeU15hoVrXqqUFw4apy+zZkqSXN2+W8fjjXnobz9JzcvS/vXu18uhRHUxL05hWrTT1q6/M42/k5SnK3ubMvDytt88UWDVqlBIiIjSiWTMFWCwqNAxJUv3p0zWsSRMtPnBAknRh6lRl5efrJ3sg3z42VnsuXNA7gwbJMAz1rl9f9W025RUUKMR6+Z+BdWPGmM93X4P/j969FeCFOuaejGzWTIuGD9faEyf0UPv2PnkGAAAAUBURkMOv0nJytPrYMVkkvbJli4ICAtSzXj19sn+/ec6ZrCy9umWL/tW3b7H3+c+WLcUe+/r4cf2qUSP9ff16vbRpk4Y3baoZO3aYx3edO1ekHFhWXp5C7QGxL9z7xRcuI/HuU9LHLlumj0eMkMVi0eIDB3QpL0+NoqLU2anU2NaxY9V+1ixz2xGMS9Kjq1a5TC9/7NprNbpVK1kDXCfFOIJxdx3j4hQbGqo64eGaN2yYWtizofvKiGbNNKJZM58+AwAAAKhqCMjhV5NXrNCcn37yeCzUalVWfr4kaYPTWnLDMJSak+Oy1jjQPno7IClJy48ccbnPTR99pPzf/lZ/+vZbSXIJxh3WuNX0XnrokMdp295yIDW1xOOfHjigTcnJ6pKQYNYbH9m0qSxOo9TtYmN13zXX6F0P7zNz5071T0oyt3vVq1ckGC9JZEiI9k2YoECLRRHBwWW+DgAAAEDZsYYcfpOWk1NsMC5Jd7RoYX7ONwwZhqGtKSn6wzffqOZrr2mJ04hwnj1521979VKd8PAi97K+9FKJbZm/Z48kqYF9Wvxtn36qR1etUpO33tLaEyfK/lJllG6vBz6sSZNizzmSni5JOn7xoiSpWUxMkXM87XNw/vk0qkAZuKiQEIJxAAAAwIcIyOE3yw8fLvF429q1FW/Pwr3/wgUt3LdPnd5/X//8/ntJ0rBFi5RXUKCCwkKdtAetiTabfm+vXX1TMZnCHV694QbVs5ffkqT4sDBNHzjQ3P5/mzfrYFqaes2dqy0pKWV+rw2nTqntzJn6/OBBc9/B1FRNWLbMnKaebk8kd0/r1i7Xpk6erG72LxTOZGVJkjl9v56HNfS/6dSpyL4w+zT0H+11xt0zmQMAAACoGgjI4TcpmZnm5/vbttWMX/3K5Xjn+HgdfeABxYWFKSUzU7d9+mmRe3SfM0d//PZbFRiGAi0WxYeFaWrHjlpx++2aN2xYsSW03h40SFM7dVJ0SIi5744WLTSoYUOP58/0MC28OP/csEE7zp7V4IULNeSjj3TdnDkavHCh3vnxR93yySdae+KELmRnS5L61q+vyR06mG0KCwpShL2ueFpOjo7ZR8klqUlUVJFnhQYFuUxF/7/u3TV7yBBJl9fGS1JQOaaqAwAAAKg8/KaOSldoGPpk/36tsK/1vr9tW709aJDuveYal/P6JiYqODBQvUootbUlJUX/so+YWwMCFGj/0z8pSbbgYI1u2dLl/M9vvVX/HTBA99mfFe0UsEeHhMhisej+tm3NfY4V20ftZcXKwuY0zXvpoUNad/KkWbZMulyKzZAUEhio2LAwvdq/vw5NnGi2qYZ9nfhT33yjEZ98Yl7XunZtj8+bN3SoggMD9d5NN+kvvXop0W0kvTxrxwEAAABUHpK6wedm/Pij1hw/rlf795ctOFiTV6zQ9O3bzePOo9QOI5wSmNUODS3Tcz6wjww7+2efPooKCdGCPXs0qmVL/cptGntNp4D8nH3U+u1Bg/T2oEGSLq/DHrZokY6VIyDPt69nL87SQ4ckSfVtNlksFlkkNXQa/XYe0XZMlX/2uuuKvd8tzZvrYpMmCrKPrIe5ZU4/Z5/6DgAAAKBqISCHTxmGofuWLZMk3ZiUpLtatdL7O3e6nFPXaR33nCFDNG3bNr3Wv7+5z7nUlyT9OG6cDqSlacTHH7vsd6+dLV0erf5H7976R+/eHttX3+nZnr4YcNQ+P16OgPzUpUsu213r1FHDqCi1qllTz65bZ+5vWkyiNffx7La1a+vPJQTkksxgXLqcnd7Zxby80hsNAAAAoNIRkMMnvjl+XP/euFGZTsHg2KVLVS8iQpn2UmYOrZxqXI9u1UqjW7VyOT6hXTsZks5mZamBzaZrYmNleHhmbBlH0p0lRkaanz0lSHNM/z6dmamc/HyPdbsNw1B2fr62nD6tOuHhRWqaP9m1q25p3lynL11yCciHNG7ssU3DoqO18MIFc9u5fFlZhPmwfjoAAAAA7yEgh0/cs3SpWbbLwZD02OrVkqR6ERFqEBmpwY0aaVAp2dADLBY90L69y762sbH66OabdeLiRT28cqW5Hru8JrZtqxc3bVLvevUU56FcWs0aNVTDalV2fr5OXLyoxh5GtSevWKH/Ok3Bd9ejbl1JKnL/4kqexVitOvfQQ3pu40alZGbq6R49yvFGUq3QUDWMjNRh+88/nizrAAAAQJVEQA6vy87PLxKMO2w9fVqS9N8BAzS0hBrcZXFL8+aSpGtq11ZwYKCCnaZtl1XtsDCdeOCBYq+1WCxKtNm078IFHcvIUOPoaK07eVIPLl+u6xMTdTE3V++WkoE9wWla/OnJk9V6xgw92bWry7pxd7bgYP37+uvL/T7S5SRuu++7T2k5Ofri8GF1qVOnQvcBAAAA4FsE5PC6/U7TrdvFxupvvXpp7/nzenzNGnN/Vy8Gif0aNLii6z1NQ3fmCMgd68inrFihH86c0Q9nzpR671pu0+hjw8J0ZsqUije2jEKsVsVZrRrbpo3PnwUAAACgYgjI4XWOJGKNoqK0fdw4SdJXbkFvRaaX+4sj8VtZMq23rlVLy2+/XbN27tQ3x4/rw6FDfd08AAAAANUUATm8yjAMnbWX2XIuv9UxLs7lPEdJs+rAkfht2rZtOpeVVWJd78kdOqhuRISe6tZNT3XrVllNBAAAAFANFR9ZABXw6KpVGrZokSQp3Cnbd83QUO28917ZgoP1+LXX+qt5FRJnH80/npGhFzZt0sbkZEnSTR6S0ZW1ZjoAAAAAMEIOr3plyxbzc2pOjsux1rVrK+3Xv65Wo+OSlFtQ4HH/2DZt9PmhQ5Iu1zBvVauWhhZTygwAAAAA3BGQ44o4pqgv3LdPv//6a5djxz2sua5uwbhU9IsFh1uaNdOnI0eqcVSUGkdFqYbVWi3fDwAAAIB/EJDjijz59df698aNHo+9WMGyXVXNA+3a6e/r1xfZHxwYWGwtcQAAAAAoDWvIcUWKC8ZvTErSA+3bV3JrfCMxMlI3uJVWiwwO9lNrAAAAAFwtCMhRYQWFhUX2NYqK0qgWLbTsttuuqunbswcPVhen2umLR470Y2sAAAAAXA2Yso4KazNzpst2UmSkDk6c6J/G+FhCRIT+c8MN6jFnjiSpaUyMn1sEAAAAoLojIEeF7Tl/3vz8dI8eurV5cz+2xve6162rOUOG6FxWlupGRPi7OQAAAACqOQJylGjHmTN6f9cuTWrfXk2io3UgNVUJ4eFmLW5JurNlSz3Ts6cfW1l5Rrdq5e8mAAAAALhKEJCjWOeystR21ixJ0vNOydvuaNFCC/bsMbffHTSo0tsGAAAAANUdSd3g0cmLFzXwf//zeGz+nj0y7J/nDh2q0KCgymsYAAAAAFwlGCGvxubt3q1mMTHqFB/v1ft+un+/hn/8cann3dSoke5s2dKrzwYAAACAXwoC8mrqqyNHdOeSJZKkB9u31/N9+8oWHKzcggIFBQRUuOTYB7t26e6lS4vsH9iwoepFRCjMatW0bdskSUMaN65w+wEAAADgl46AvJpaceSI+fm/27erZo0auq15c/WdN0/RISFaP2ZMhTKBz9q5s8i+Z6+7Tn++7jpJkmEYysjNVW5hoSa0bVvxFwAAAACAXzgC8irm5MWLeuuHH/Rg+/aKDw8v9rzvTp502f7Hhg36x4YNkqSM3Fw9uHy5Ph05stzPtwZcTivQPjZW28aNU8qlS6odGmoet1gsmjV4cLnvCwAAAABwRVK3KiQtJ0f1/vtfPfPdd3pp06YSz1t74oQk6cCECR7PWXzggD7Zv7/E5xUaht7cvl3PrF0rSTqbmanPDx2SJD3VrZskKT48XIEBdBMAAAAA8DZGyKuQqStXmp/n79mjf/Xt6/G8b44fV4FhqGl0tBpHRxd7vxEff6xd48ervs0mW3Cwy7FDqalq/Pbb5nbb2Fjd9umn5nYEmdMBAAAAwKcIyKuQAsMwPx9OT1duQYGCAwMlST+eOaP/t3mz3t2xwzzn+sRESdKTXbvqxU2b9P7gwepTv75uXrRIm1NSJEmtZ8yQJCXabDo4caIy8/I09vPPi4yeOwfjktQ0Jsb7LwgAAAAAMBGQVxEvnjqlby5edNkX8vLLahQVpYc7ddKjq1YVueamRo0kSc/17q0/de+uCPso+KZ77lGvuXPNae2SdCwjQ7N27tRjq1crLSenxLa8NXCgWtSseaWvBAAAAAAoAYuDq4gDTkGyY1Rckg6lpRUJxrsnJGj6gAEa2ayZpMuJ1iLcpqTPuukml/tI0oRly4oE42tGjXLZfqh9e01o167iLwIAAAAAKBMC8iqijtOa7Wn9+5vT0Z39o3dvFT72mNaNGaNJ7duXWGu8SXS0UqdOLbX0WZ/ERD1jL2kmSR3i4irQegAAAABAeTFlvYpwDsijQ0I0b+hQ9f7wQ+29cEGS9Mfu3c3M52UVGhSk/fffrwLDkO0//zH3/1/37jqSnq7+SUmSpF937KgVR46oTe3aup/a4gAAAABQKQjIqwib0/TyxtHRigsP167x4/Xujh2yBQdrVIsWFbpvqD3QH9u6td7btUuS1Ck+Xn/p1cs8p2ZoqL4ZPfoKWg8AAAAAKC+mrFcRHcPCJEnX1a2rTvHxkqTAgABNbNdOd7ZsWeL09LKYNXjwz89iWjoAAAAA+B0j5FVEy9BQbR4zRi1r1/bZM5IfekhnMjOVFBXls2cAAAAAAMqGgLwKaVu7toKc1pJ7W3x4uOLDw312fwAAAABA2TFlHQAAAAAAPyAgBwAAAADADwjIAQAAAADwAwJyAAAAAAD8gIAcAAAAAAA/ICAHAAAAAMAPCMgBAAAAAPADAnIAAAAAAPyAgBwAAAAAAD8gIAcAAAAAwA8IyAEAAAAA8AMCcgAAAAAA/ICAHAAAAAAAPyAgBwAAAADADwjIAQAAAADwAwJyAAAAAAD8gIAcAAAAAAA/ICAHAAAAAMAPCMgBAAAAAPADAnIAAAAAAPyAgBwAAAAAAD8gIAcAAAAAwA8IyAEAAAAA8AMCcgAAAAAA/MDq7wb4mmEYkqT09HQ/t6R4eXl5yszMVHp6uoKCgvzdHPgRfQES/QCX0Q8g0Q/wM/oCJPpBdeKIPx3xaHGu+oA8IyNDkpSYmOjnlgAAAAAAfkkyMjIUFRVV7HGLUVrIXs0VFhbq5MmTstlsslgs/m6OR+np6UpMTNSxY8cUGRnp7+bAj+gLkOgHuIx+AIl+gJ/RFyDRD6oTwzCUkZGhunXrKiCg+JXiV/0IeUBAgOrXr+/vZpRJZGQk/2FBEn0Bl9EPINEPcBn9AA70BUj0g+qipJFxB5K6AQAAAADgBwTkAAAAAAD4AQF5FRASEqKnn35aISEh/m4K/Iy+AIl+gMvoB5DoB/gZfQES/eBqdNUndQMAAAAAoCpihBwAAAAAAD8gIAcAAAAAwA8IyAEAAAAA8AMCcgAAAAAA/ICA3Euee+45denSRTabTXFxcRoxYoT27Nnjck52dramTJmiWrVqKSIiQrfeeqtSUlJcznn44YfVuXNnhYSEqEOHDh6f9cMPP6h3796qUaOGEhMT9fzzz/vqtVBOldUPVq9ereHDhyshIUHh4eHq0KGDPvjgA1++GsqhMv89cNi/f79sNpuio6O9/DaoqMrsB4Zh6IUXXlDz5s0VEhKievXq6e9//7uvXg3lVJl9YdmyZerevbtsNptiY2N166236vDhwz56M5SHN/rB9u3bNXr0aCUmJio0NFStWrXSK6+8UuRZq1evVqdOnRQSEqKmTZtq5syZvn49lFFl9YOFCxdqwIABio2NVWRkpHr06KFly5ZVyjuifAjIvWTNmjWaMmWK1q9fr+XLlysvL08DBw7UpUuXzHMeffRRLV68WAsWLNCaNWt08uRJ3XLLLUXudd9992nUqFEen5Oenq6BAwcqKSlJmzdv1r///W8988wzevPNN332bii7yuoH3333ndq1a6ePPvpIP/zwg8aPH6+xY8dqyZIlPns3lF1l9QOHvLw8jR49Wr179/b6u6DiKrMf/OY3v9Hbb7+tF154Qbt379ann36qrl27+uS9UH6V1RcOHTqk4cOH64YbbtC2bdu0bNkynT171uN9UPm80Q82b96suLg4zZ49Wzt37tQf//hHPfXUU3rttdfMcw4dOqQhQ4aoX79+2rZtmx555BFNmDCBYKyKqKx+8PXXX2vAgAFaunSpNm/erH79+mnYsGHaunVrpb4vysCAT5w+fdqQZKxZs8YwDMNITU01goKCjAULFpjn/PTTT4YkY926dUWuf/rpp4327dsX2f/6668bMTExRk5OjrnvySefNFq0aOH9l8AV81U/8GTw4MHG+PHjvdJueJev+8ETTzxh3H333caMGTOMqKgobzcfXuKrfrBr1y7DarUau3fv9lnb4V2+6gsLFiwwrFarUVBQYO779NNPDYvFYuTm5nr/RXBFrrQfOEyePNno16+fuf3EE08Ybdq0cTln1KhRxqBBg7z8BvAGX/UDT1q3bm08++yz3mk4vIYRch9JS0uTJNWsWVPS5W+y8vLydOONN5rntGzZUg0aNNC6devKfN9169apT58+Cg4ONvcNGjRIe/bs0YULF7zUeniLr/pBcc9yPAdViy/7wcqVK7VgwQJNmzbNew2GT/iqHyxevFiNGzfWkiVL1KhRIzVs2FATJkzQ+fPnvfsC8Bpf9YXOnTsrICBAM2bMUEFBgdLS0vT+++/rxhtvVFBQkHdfAlfMW/3A/f//69atc7mHdPl3xSv9PQO+4at+4K6wsFAZGRn8rlgFEZD7QGFhoR555BH17NlT11xzjSQpOTlZwcHBRdZ3xsfHKzk5ucz3Tk5OVnx8fJF7OI6h6vBlP3A3f/58bdy4UePHj7+SJsMHfNkPzp07p3vvvVczZ85UZGSkN5sNL/NlPzh48KCOHDmiBQsW6L333tPMmTO1efNm3Xbbbd58BXiJL/tCo0aN9OWXX+oPf/iDQkJCFB0drePHj2v+/PnefAV4gbf6wXfffad58+Zp0qRJ5r7ifldMT09XVlaWd18EV8SX/cDdCy+8oIsXL+qOO+7wWvvhHVZ/N+BqNGXKFO3YsUPffvutv5sCP6qsfrBq1SqNHz9eb731ltq0aePTZ6H8fNkPJk6cqLvuukt9+vTx+r3hXb7sB4WFhcrJydF7772n5s2bS5Leeecdde7cWXv27FGLFi28/kxUnC/7QnJysiZOnKhx48Zp9OjRysjI0J///GfddtttWr58uSwWi9efiYrxRj/YsWOHhg8frqeffloDBw70YutQWSqrH8yZM0fPPvusPvnkE8XFxVX4WfANRsi9bOrUqVqyZIlWrVql+vXrm/vr1Kmj3NxcpaamupyfkpKiOnXqlPn+derUKZJ11bFdnvvAt3zdDxzWrFmjYcOG6eWXX9bYsWOvtNnwMl/3g5UrV+qFF16Q1WqV1WrV/fffr7S0NFmtVr377rveeg1cIV/3g4SEBFmtVjMYl6RWrVpJko4ePXpljYdX+bovTJs2TVFRUXr++efVsWNH9enTR7Nnz9ZXX32lDRs2eOs1cIW80Q927dql/v37a9KkSfrTn/7kcqy43xUjIyMVGhrq3ZdBhfm6Hzh8+OGHmjBhgubPn19kKQOqBgJyLzEMQ1OnTtWiRYu0cuVKNWrUyOV4586dFRQUpK+++srct2fPHh09elQ9evQo83N69Oihr7/+Wnl5eea+5cuXq0WLFoqJibnyF8EVqax+IF0uaTJkyBD961//KnGKEipfZfWDdevWadu2beafv/zlL7LZbNq2bZtGjhzptfdBxVRWP+jZs6fy8/N14MABc9/evXslSUlJSVf4FvCGyuoLmZmZCghw/dUuMDBQ0uWZFPAvb/WDnTt3ql+/fho3bpzH8oY9evRwuYd0+XfF8v6eAd+orH4gSXPnztX48eM1d+5cDRkyxDcvhCvnx4RyV5WHHnrIiIqKMlavXm2cOnXK/JOZmWme8+CDDxoNGjQwVq5caWzatMno0aOH0aNHD5f77Nu3z9i6davxwAMPGM2bNze2bt1qbN261cyqnpqaasTHxxv33HOPsWPHDuPDDz80wsLCjOnTp1fq+8KzyuoHK1euNMLCwoynnnrK5Tnnzp2r1PeFZ5XVD9yRZb1qqax+UFBQYHTq1Mno06ePsWXLFmPTpk1Gt27djAEDBlTq+6J4ldUXvvrqK8NisRjPPvussXfvXmPz5s3GoEGDjKSkJJdnwT+80Q9+/PFHIzY21rj77rtd7nH69GnznIMHDxphYWHG7373O+Onn34ypk2bZgQGBhpffPFFpb4vPKusfvDBBx8YVqvVmDZtmss5qamplfq+KB0BuZdI8vhnxowZ5jlZWVnG5MmTjZiYGCMsLMwYOXKkcerUKZf79O3b1+N9Dh06ZJ6zfft2o1evXkZISIhRr14945///GclvSVKU1n9YNy4cR6P9+3bt/JeFsWqzH8PnBGQVy2V2Q9OnDhh3HLLLUZERIQRHx9v3HvvvXxBV4VUZl+YO3eu0bFjRyM8PNyIjY01br75ZuOnn36qpDdFSbzRD55++mmP90hKSnJ51qpVq4wOHToYwcHBRuPGjV2eAf+qrH5Q3L8X48aNq7yXRZlYDMMwyjGgDgAAAAAAvIA15AAAAAAA+AEBOQAAAAAAfkBADgAAAACAHxCQAwAAAADgBwTkAAAAAAD4AQE5AAAAAAB+QEAOAAAAAIAfEJADAAAAAOAHBOQAAAAAAPgBATkAAAAAAH5AQA4AAAAAgB8QkAMAAAAA4Af/Hx1cU8CIVP02AAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ], + "source": [ + "#Cumulative Return of the stock during the given period\n", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "plt.title(\"Stock Cumulative Return\",fontsize=\"20\")\n", + "ax.plot(Data[\"Date\"], Data[\"Cumulative Return\"], color=\"Darkcyan\")\n", + "ax.set_ylabel(\"Cumultative Return\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cfb71418", + "metadata": { + "id": "cfb71418" + }, + "source": [ + "## Data Preprocessing" + ] + }, + { + "cell_type": "markdown", + "id": "59ae8d7a", + "metadata": { + "id": "59ae8d7a" + }, + "source": [ + "### Splitting Data into Training and Validation Sets" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "35e786eb", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "35e786eb", + "outputId": "bc7d98aa-e84b-4dc2-c5bb-f825b1625e18" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2568" + ] + }, + "metadata": {}, + "execution_count": 59 + } + ], + "source": [ + "Data['Date'] = pd.to_datetime(Data['Date'])\n", + "Data.set_index('Date',inplace=True)\n", + "Close = Data.filter(['Close'])\n", + "CloseValue = Close.values\n", + "TrainingDataLength = math.ceil(len(CloseValue)*.8)\n", + "TrainingDataLength" + ] + }, + { + "cell_type": "markdown", + "id": "5a40b9bb", + "metadata": { + "id": "5a40b9bb" + }, + "source": [ + "### Scaling Data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "20501aff", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "20501aff", + "outputId": "6f3323e2-47c1-4c99-975e-995c4aed7d36" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[0.00709931],\n", + " [0.00712655],\n", + " [0.00481008],\n", + " ...,\n", + " [0.79232163],\n", + " [0.79549653],\n", + " [0.79221258]])" + ] + }, + "metadata": {}, + "execution_count": 60 + } + ], + "source": [ + "scaler = MinMaxScaler(feature_range=(0,1))\n", + "PriceData = scaler.fit_transform(CloseValue)\n", + "PriceData\n", + "## Customized the function:\n", + "# def Rank(data):\n", + "# feature_range = data.max() - data.min()\n", + "# scaled_data = (data - data.min()) / feature_range\n", + "# return scaled_data\n", + "# PriceData = Rank(CloseValue)\n", + "# Rank(CloseValue)" + ] + }, + { + "cell_type": "markdown", + "id": "b780de79", + "metadata": { + "id": "b780de79" + }, + "source": [ + "### Creating Sequences" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a988ea3f", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "a988ea3f", + "outputId": "6b67314b-7a4d-4512-f649-ba5c9d6ff36e" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "X_train: [array([7.09930682e-03, 7.12655276e-03, 4.81008192e-03, 2.02351041e-03,\n", + " 3.40657477e-05, 1.99625614e-03, 6.88128104e-03, 1.21274062e-02,\n", + " 1.09419165e-02, 1.25157607e-02, 1.39873993e-02, 1.10577450e-02,\n", + " 1.08806048e-02, 9.68830365e-03, 7.94413071e-03, 7.71930176e-03,\n", + " 5.96150585e-03, 5.75029988e-03, 4.99404195e-03, 6.34986037e-03,\n", + " 5.29382219e-03, 7.27644704e-03, 5.33469942e-03, 3.26350030e-03,\n", + " 3.35207457e-03, 4.85096747e-03, 4.46261295e-03, 5.87975139e-03,\n", + " 6.34986037e-03, 7.98501626e-03, 8.05314776e-03, 8.07358221e-03,\n", + " 6.94941254e-03, 7.86237624e-03, 8.52324842e-03, 8.96610314e-03,\n", + " 9.08874316e-03, 8.48237119e-03, 8.67314270e-03, 9.42940064e-03,\n", + " 8.76852846e-03, 8.59137992e-03, 8.60501121e-03, 9.42258915e-03,\n", + " 1.09691708e-02, 1.25430067e-02, 1.32720186e-02, 1.61403529e-02,\n", + " 1.76392458e-02, 1.92335245e-02, 1.72100141e-02, 1.65355189e-02,\n", + " 1.74484743e-02, 1.75915571e-02, 1.77482546e-02, 1.71010054e-02,\n", + " 1.53159635e-02, 1.36876191e-02, 1.10509336e-02, 1.47504688e-02])] \n", + "Y_train: [0.014144096798886771]\n" + ] + } + ], + "source": [ + "X_train, Y_train = [],[]\n", + "Backcandles = 60\n", + "TrainData = PriceData[0:TrainingDataLength]\n", + "for i in range(Backcandles,len(TrainData)):\n", + " X_train.append(TrainData[i-Backcandles:i, 0])\n", + " Y_train.append(TrainData[i,0])\n", + " if i<= Backcandles:\n", + " print(\"X_train:\",X_train,\"\\nY_train:\",Y_train)\n", + "X_train,Y_train = np.array(X_train), np.array(Y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7181cc3b", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7181cc3b", + "outputId": "2031fefa-8137-407e-c6c9-71597348ab9a" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(2508, 60, 1)" + ] + }, + "metadata": {}, + "execution_count": 62 + } + ], + "source": [ + "X_train = X_train.reshape(X_train.shape[0], X_train.shape[1], 1)\n", + "X_train.shape" + ] + }, + { + "cell_type": "markdown", + "id": "08c03585", + "metadata": { + "id": "08c03585" + }, + "source": [ + "## LSTM Model Building, Compiling, and Training" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bc16eee3", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bc16eee3", + "outputId": "cf8431fc-3db4-4cda-8452-527af51e66ee" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/10\n", + "79/79 [==============================] - 12s 92ms/step - loss: 0.0045\n", + "Epoch 2/10\n", + "79/79 [==============================] - 5s 66ms/step - loss: 7.7280e-04\n", + "Epoch 3/10\n", + "79/79 [==============================] - 6s 82ms/step - loss: 5.6154e-04\n", + "Epoch 4/10\n", + "79/79 [==============================] - 5s 65ms/step - loss: 4.8520e-04\n", + "Epoch 5/10\n", + "79/79 [==============================] - 5s 66ms/step - loss: 4.1550e-04\n", + "Epoch 6/10\n", + "79/79 [==============================] - 6s 79ms/step - loss: 4.0930e-04\n", + "Epoch 7/10\n", + "79/79 [==============================] - 5s 65ms/step - loss: 3.9119e-04\n", + "Epoch 8/10\n", + "79/79 [==============================] - 6s 81ms/step - loss: 3.3290e-04\n", + "Epoch 9/10\n", + "79/79 [==============================] - 5s 65ms/step - loss: 3.4016e-04\n", + "Epoch 10/10\n", + "79/79 [==============================] - 6s 71ms/step - loss: 3.2050e-04\n", + "Model: \"sequential_2\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " lstm_4 (LSTM) (None, 60, 50) 10400 \n", + " \n", + " dropout_4 (Dropout) (None, 60, 50) 0 \n", + " \n", + " lstm_5 (LSTM) (None, 50) 20200 \n", + " \n", + " dropout_5 (Dropout) (None, 50) 0 \n", + " \n", + " dense_4 (Dense) (None, 32) 1632 \n", + " \n", + " dense_5 (Dense) (None, 1) 33 \n", + " \n", + "=================================================================\n", + "Total params: 32265 (126.04 KB)\n", + "Trainable params: 32265 (126.04 KB)\n", + "Non-trainable params: 0 (0.00 Byte)\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "Model = Sequential([\n", + " LSTM(50, return_sequences = True, input_shape = (X_train.shape[1], 1)),\n", + " (Dropout(0.2)),\n", + " LSTM((50)),\n", + " (Dropout(0.2)),\n", + " (Dense(32)),\n", + " (Dense(1))\n", + "])\n", + "\n", + "Model.compile(optimizer=\"adam\", loss=\"mean_squared_error\")\n", + "Model.fit(X_train, Y_train, batch_size=32, epochs=10)\n", + "Model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "194eb555", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "194eb555", + "outputId": "547fb749-2737-4eab-f676-6fb5e25b17cc" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(641, 60, 1)" + ] + }, + "metadata": {}, + "execution_count": 64 + } + ], + "source": [ + "test_data= PriceData[TrainingDataLength-Backcandles:, :]\n", + "x_test, y_test = [], CloseValue[TrainingDataLength:,:]\n", + "for i in range(Backcandles,len(test_data)):\n", + " x_test.append(test_data[i-Backcandles:i,0])\n", + "x_test = np.array(x_test)\n", + "x_test = np.reshape(x_test, (x_test.shape[0], x_test.shape[1],1))\n", + "x_test.shape" + ] + }, + { + "cell_type": "markdown", + "id": "31832bd1", + "metadata": { + "id": "31832bd1" + }, + "source": [ + "## Results of the Prediction" + ] + }, + { + "cell_type": "markdown", + "id": "4fdcedb4", + "metadata": { + "id": "4fdcedb4" + }, + "source": [ + "### Root-Mean-Square Error\n", + "  A higher RMSE value generally indicates poorer predictive performance. Hence, our training objective is to \"minimize RMSE\"." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "24c5ce1d", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "24c5ce1d", + "outputId": "585e03b2-a2c1-48c4-d606-7be5f2e2c51a" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "21/21 [==============================] - 1s 16ms/step\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "106.77777604268233" + ] + }, + "metadata": {}, + "execution_count": 65 + } + ], + "source": [ + "Pred = Model.predict(x_test)\n", + "Pred = scaler.inverse_transform(Pred)\n", + "RMSE = np.sqrt(np.mean(Pred - y_test)**2)\n", + "RMSE\n" + ] + }, + { + "cell_type": "markdown", + "id": "8740a195", + "metadata": { + "id": "8740a195" + }, + "source": [ + "### Prediction Results" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2c948e98", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1854 + }, + "id": "2c948e98", + "outputId": "98513d82-fb59-47de-91da-489dfa2c0129" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Close Predictions\n", + "Date \n", + "2020-06-09 2072.050049 2008.057007\n", + "2020-06-10 2108.750000 2016.563110\n", + "2020-06-11 2067.649902 2026.163086\n", + "2020-06-12 2039.500000 2033.527466\n", + "2020-06-15 2029.900024 2037.387573\n", + "... ... ...\n", + "2022-12-26 3252.899902 3173.970947\n", + "2022-12-27 3259.500000 3166.584229\n", + "2022-12-28 3257.100098 3161.392822\n", + "2022-12-29 3268.750000 3157.791992\n", + "2022-12-30 3256.699951 3156.115967\n", + "\n", + "[641 rows x 2 columns]" + ], + "text/html": [ + "\n", + "
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ClosePredictions
Date
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Values

\n", + "" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "import numpy as np\n", + "from google.colab import autoviz\n", + "\n", + "def value_plot(df, y, figscale=1):\n", + " from matplotlib import pyplot as plt\n", + " df[y].plot(kind='line', figsize=(8 * figscale, 4 * figscale), title=y)\n", + " plt.gca().spines[['top', 'right']].set_visible(False)\n", + " plt.tight_layout()\n", + " return autoviz.MplChart.from_current_mpl_state()\n", + "\n", + "chart = value_plot(_df_0, *['Close'], **{})\n", + "chart" + ], + "text/html": [ + "
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Distributions

\n", + "" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "import numpy as np\n", + "from google.colab import autoviz\n", + "\n", + "def histogram(df, colname, num_bins=20, figscale=1):\n", + " from matplotlib import pyplot as plt\n", + " df[colname].plot(kind='hist', bins=num_bins, title=colname, figsize=(8*figscale, 4*figscale))\n", + " plt.gca().spines[['top', 'right',]].set_visible(False)\n", + " plt.tight_layout()\n", + " return autoviz.MplChart.from_current_mpl_state()\n", + "\n", + "chart = histogram(_df_2, *['Close'], **{})\n", + "chart" + ], + "text/html": [ + "
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2-d distributions

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Time series

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\n" + }, + "metadata": {} + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.title(\"Stock Price Prediction During the Validation Period\", fontsize = 20)\n", + "plt.ylabel(\"Close Price\")\n", + "plt.plot(ValidationSet[\"Close\"],linewidth=1,color = \"Darkviolet\")\n", + "plt.plot(ValidationSet[\"Predictions\"],linewidth=1,color = \"Red\")\n", + "plt.legend([\"Stock Price\",\"Predictions\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a17c351c", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 632 + }, + "id": "a17c351c", + "outputId": "276e3995-5df0-47a7-d6e1-4da87bc84c6c" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 68 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ], + "source": [ + "plt.figure(figsize=(20,8))\n", + "plt.title(\"Stock Price Prediction\", fontsize=20)\n", + "plt.ylabel(\"Close Price\" )\n", + "plt.plot(TrainingSet[\"Close\"], color = \"Darkblue\")\n", + "plt.plot(ValidationSet[\"Close\"],color = \"Blue\")\n", + "plt.plot(ValidationSet[\"Predictions\"],linewidth=0.75,color = \"Red\")\n", + "plt.legend([\"Train\",\"Stock Price\",\"Predictions\"])" + ] + }, + { + "cell_type": "markdown", + "id": "ad9f0eae", + "metadata": { + "id": "ad9f0eae" + }, + "source": [ + "###   Please note that using LSTM with raw stock price data is impractical and using min-max scaler to scale the price data is also unreasonable, since the raw stock price data is neither stationarity nor extrapolation. You'll find out it doesn’t work in real-life (The prediction seems accurate because it's nothing but a delay curve :P).\n", + "###   When utilizing LSTM for financial data prediction, forecasting \"Log Return\" might be a better option. This project is better suited as a programming example for basic machine learning rather than a precise stock price prediction." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.13" + }, + "colab": { + "provenance": [] + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file diff --git a/data/diabetes.csv b/data/diabetes.csv new file mode 100644 index 0000000..db6f317 --- /dev/null +++ b/data/diabetes.csv @@ -0,0 +1,769 @@ +Pregnancies,Glucose,BloodPressure,SkinThickness,Insulin,BMI,DiabetesPedigreeFunction,Age,Outcome +6,148,72,35,0,33.6,0.627,50,1 +1,85,66,29,0,26.6,0.351,31,0 +8,183,64,0,0,23.3,0.672,32,1 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newline at end of file diff --git a/data/heart_disease_data.csv b/data/heart_disease_data.csv new file mode 100644 index 0000000..08b5462 --- /dev/null +++ b/data/heart_disease_data.csv @@ -0,0 +1,304 @@ +age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,target +63,1,3,145,233,1,0,150,0,2.3,0,0,1,1 +37,1,2,130,250,0,1,187,0,3.5,0,0,2,1 +41,0,1,130,204,0,0,172,0,1.4,2,0,2,1 +56,1,1,120,236,0,1,178,0,0.8,2,0,2,1 +57,0,0,120,354,0,1,163,1,0.6,2,0,2,1 +57,1,0,140,192,0,1,148,0,0.4,1,0,1,1 +56,0,1,140,294,0,0,153,0,1.3,1,0,2,1 +44,1,1,120,263,0,1,173,0,0,2,0,3,1 +52,1,2,172,199,1,1,162,0,0.5,2,0,3,1 +57,1,2,150,168,0,1,174,0,1.6,2,0,2,1 +54,1,0,140,239,0,1,160,0,1.2,2,0,2,1 +48,0,2,130,275,0,1,139,0,0.2,2,0,2,1 +49,1,1,130,266,0,1,171,0,0.6,2,0,2,1 +64,1,3,110,211,0,0,144,1,1.8,1,0,2,1 +58,0,3,150,283,1,0,162,0,1,2,0,2,1 +50,0,2,120,219,0,1,158,0,1.6,1,0,2,1 +58,0,2,120,340,0,1,172,0,0,2,0,2,1 +66,0,3,150,226,0,1,114,0,2.6,0,0,2,1 +43,1,0,150,247,0,1,171,0,1.5,2,0,2,1 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+Item_Identifier,Item_Weight,Item_Fat_Content,Item_Visibility,Item_Type,Item_MRP,Outlet_Identifier,Outlet_Establishment_Year,Outlet_Size,Outlet_Location_Type,Outlet_Type,Item_Outlet_Sales +FDA15,9.3,Low Fat,0.016047301,Dairy,249.8092,OUT049,1999,Medium,Tier 1,Supermarket Type1,3735.138 +DRC01,5.92,Regular,0.019278216,Soft Drinks,48.2692,OUT018,2009,Medium,Tier 3,Supermarket Type2,443.4228 +FDN15,17.5,Low Fat,0.016760075,Meat,141.618,OUT049,1999,Medium,Tier 1,Supermarket Type1,2097.27 +FDX07,19.2,Regular,0,Fruits and Vegetables,182.095,OUT010,1998,,Tier 3,Grocery Store,732.38 +NCD19,8.93,Low Fat,0,Household,53.8614,OUT013,1987,High,Tier 3,Supermarket Type1,994.7052 +FDP36,10.395,Regular,0,Baking Goods,51.4008,OUT018,2009,Medium,Tier 3,Supermarket Type2,556.6088 +FDO10,13.65,Regular,0.012741089,Snack Foods,57.6588,OUT013,1987,High,Tier 3,Supermarket Type1,343.5528 +FDP10,,Low Fat,0.127469857,Snack Foods,107.7622,OUT027,1985,Medium,Tier 3,Supermarket Type3,4022.7636 +FDH17,16.2,Regular,0.016687114,Frozen Foods,96.9726,OUT045,2002,,Tier 2,Supermarket Type1,1076.5986 +FDU28,19.2,Regular,0.09444959,Frozen Foods,187.8214,OUT017,2007,,Tier 2,Supermarket Type1,4710.535 +FDY07,11.8,Low Fat,0,Fruits and Vegetables,45.5402,OUT049,1999,Medium,Tier 1,Supermarket Type1,1516.0266 +FDA03,18.5,Regular,0.045463773,Dairy,144.1102,OUT046,1997,Small,Tier 1,Supermarket Type1,2187.153 +FDX32,15.1,Regular,0.1000135,Fruits and Vegetables,145.4786,OUT049,1999,Medium,Tier 1,Supermarket Type1,1589.2646 +FDS46,17.6,Regular,0.047257328,Snack Foods,119.6782,OUT046,1997,Small,Tier 1,Supermarket Type1,2145.2076 +FDF32,16.35,Low Fat,0.0680243,Fruits and Vegetables,196.4426,OUT013,1987,High,Tier 3,Supermarket Type1,1977.426 +FDP49,9,Regular,0.069088961,Breakfast,56.3614,OUT046,1997,Small,Tier 1,Supermarket Type1,1547.3192 +NCB42,11.8,Low Fat,0.008596051,Health and Hygiene,115.3492,OUT018,2009,Medium,Tier 3,Supermarket Type2,1621.8888 +FDP49,9,Regular,0.069196376,Breakfast,54.3614,OUT049,1999,Medium,Tier 1,Supermarket Type1,718.3982 +DRI11,,Low Fat,0.034237682,Hard Drinks,113.2834,OUT027,1985,Medium,Tier 3,Supermarket Type3,2303.668 +FDU02,13.35,Low Fat,0.10249212,Dairy,230.5352,OUT035,2004,Small,Tier 2,Supermarket Type1,2748.4224 +FDN22,18.85,Regular,0.138190277,Snack Foods,250.8724,OUT013,1987,High,Tier 3,Supermarket Type1,3775.086 +FDW12,,Regular,0.035399923,Baking Goods,144.5444,OUT027,1985,Medium,Tier 3,Supermarket Type3,4064.0432 +NCB30,14.6,Low Fat,0.025698134,Household,196.5084,OUT035,2004,Small,Tier 2,Supermarket Type1,1587.2672 +FDC37,,Low Fat,0.057556998,Baking Goods,107.6938,OUT019,1985,Small,Tier 1,Grocery Store,214.3876 +FDR28,13.85,Regular,0.025896485,Frozen Foods,165.021,OUT046,1997,Small,Tier 1,Supermarket Type1,4078.025 +NCD06,13,Low Fat,0.099887103,Household,45.906,OUT017,2007,,Tier 2,Supermarket Type1,838.908 +FDV10,7.645,Regular,0.066693437,Snack Foods,42.3112,OUT035,2004,Small,Tier 2,Supermarket Type1,1065.28 +DRJ59,11.65,low fat,0.019356132,Hard Drinks,39.1164,OUT013,1987,High,Tier 3,Supermarket Type1,308.9312 +FDE51,5.925,Regular,0.161466534,Dairy,45.5086,OUT010,1998,,Tier 3,Grocery Store,178.4344 +FDC14,,Regular,0.072221801,Canned,43.6454,OUT019,1985,Small,Tier 1,Grocery Store,125.8362 +FDV38,19.25,Low Fat,0.170348551,Dairy,55.7956,OUT010,1998,,Tier 3,Grocery Store,163.7868 +NCS17,18.6,Low Fat,0.080829372,Health and Hygiene,96.4436,OUT018,2009,Medium,Tier 3,Supermarket Type2,2741.7644 +FDP33,18.7,Low Fat,0,Snack Foods,256.6672,OUT018,2009,Medium,Tier 3,Supermarket Type2,3068.0064 +FDO23,17.85,Low Fat,0,Breads,93.1436,OUT045,2002,,Tier 2,Supermarket Type1,2174.5028 +DRH01,17.5,Low Fat,0.097904029,Soft Drinks,174.8738,OUT046,1997,Small,Tier 1,Supermarket Type1,2085.2856 +NCX29,10,Low Fat,0.089291137,Health and Hygiene,146.7102,OUT049,1999,Medium,Tier 1,Supermarket Type1,3791.0652 +FDV20,,Regular,0.059511812,Fruits and Vegetables,128.0678,OUT027,1985,Medium,Tier 3,Supermarket Type3,2797.6916 +DRZ11,8.85,Regular,0.113123893,Soft Drinks,122.5388,OUT018,2009,Medium,Tier 3,Supermarket Type2,1609.9044 +FDX10,,Regular,0.123111453,Snack Foods,36.9874,OUT027,1985,Medium,Tier 3,Supermarket Type3,388.1614 +FDB34,,Low Fat,0.026480954,Snack Foods,87.6198,OUT027,1985,Medium,Tier 3,Supermarket Type3,2180.495 +FDU02,13.35,Low Fat,0.102511504,Dairy,230.6352,OUT046,1997,Small,Tier 1,Supermarket Type1,3435.528 +FDK43,9.8,Low Fat,0.02681843,Meat,126.002,OUT013,1987,High,Tier 3,Supermarket Type1,2150.534 +FDA46,13.6,Low Fat,0.117818348,Snack Foods,192.9136,OUT049,1999,Medium,Tier 1,Supermarket Type1,2527.3768 +FDC02,21.35,Low Fat,0.069102831,Canned,259.9278,OUT018,2009,Medium,Tier 3,Supermarket Type2,6768.5228 +FDL50,12.15,Regular,0.042277867,Canned,126.5046,OUT013,1987,High,Tier 3,Supermarket Type1,373.5138 +FDM39,6.42,LF,0.089498926,Dairy,178.1002,OUT010,1998,,Tier 3,Grocery Store,358.2004 +NCP05,19.6,Low Fat,0,Health and Hygiene,153.3024,OUT045,2002,,Tier 2,Supermarket Type1,2428.8384 +FDV49,10,Low Fat,0.025879577,Canned,265.2226,OUT045,2002,,Tier 2,Supermarket Type1,5815.0972 +FDL12,15.85,Regular,0.121632721,Baking Goods,60.622,OUT046,1997,Small,Tier 1,Supermarket Type1,2576.646 +FDS02,,Regular,0.255394896,Dairy,196.8794,OUT019,1985,Small,Tier 1,Grocery Store,780.3176 +NCL17,7.39,Low Fat,0.067779712,Health and Hygiene,143.8812,OUT046,1997,Small,Tier 1,Supermarket Type1,3134.5864 +FDM40,10.195,Low Fat,0.159803853,Frozen Foods,141.5154,OUT013,1987,High,Tier 3,Supermarket Type1,850.8924 +FDR13,9.895,Regular,0.028696932,Canned,117.0492,OUT013,1987,High,Tier 3,Supermarket Type1,810.9444 +FDA43,10.895,Low Fat,0.065041581,Fruits and Vegetables,196.3794,OUT017,2007,,Tier 2,Supermarket Type1,3121.2704 +NCP18,12.15,Low Fat,0.028760013,Household,151.4708,OUT017,2007,,Tier 2,Supermarket Type1,4815.0656 +FDK21,7.905,Low Fat,0.010053105,Snack Foods,249.0408,OUT018,2009,Medium,Tier 3,Supermarket Type2,6258.52 +NCX54,9.195,Low Fat,0.048157338,Household,106.1622,OUT045,2002,,Tier 2,Supermarket Type1,2117.244 +DRK35,8.365,Low Fat,0.071958197,Hard Drinks,38.0506,OUT049,1999,Medium,Tier 1,Supermarket Type1,796.9626 +FDY21,15.1,Low Fat,0.173481304,Snack Foods,194.511,OUT046,1997,Small,Tier 1,Supermarket Type1,4910.275 +FDI26,,Low Fat,0.061082177,Canned,180.0344,OUT019,1985,Small,Tier 1,Grocery Store,892.172 +FDM20,10,Low Fat,0,Fruits and Vegetables,246.9144,OUT018,2009,Medium,Tier 3,Supermarket Type2,3185.1872 +FDV27,7.97,Regular,0.040071131,Meat,87.3514,OUT045,2002,,Tier 2,Supermarket Type1,1062.6168 +FDF09,,Low Fat,0.012090074,Fruits and Vegetables,38.2848,OUT027,1985,Medium,Tier 3,Supermarket Type3,484.7024 +FDY40,,Regular,0.15028599,Frozen Foods,51.0692,OUT019,1985,Small,Tier 1,Grocery Store,147.8076 +FDY45,,Low Fat,0.026015519,Snack Foods,255.8356,OUT027,1985,Medium,Tier 3,Supermarket Type3,2543.356 +FDC46,17.7,LF,0.195068226,Snack Foods,185.4266,OUT010,1998,,Tier 3,Grocery Store,184.4266 +FDH19,19.35,Low Fat,0.033082215,Meat,172.5738,OUT035,2004,Small,Tier 2,Supermarket Type1,4865.6664 +FDZ03,13.65,Regular,0.078946455,Dairy,186.024,OUT045,2002,,Tier 2,Supermarket Type1,1118.544 +DRH37,17.6,Low Fat,0.041700756,Soft Drinks,164.8526,OUT045,2002,,Tier 2,Supermarket Type1,2302.3364 +NCI17,8.645,Low Fat,0.143422643,Health and Hygiene,95.841,OUT046,1997,Small,Tier 1,Supermarket Type1,2027.361 +FDJ58,15.6,Regular,0.105296072,Snack Foods,170.1764,OUT046,1997,Small,Tier 1,Supermarket Type1,3435.528 +FDL12,15.85,Regular,0.121531501,Baking Goods,59.222,OUT013,1987,High,Tier 3,Supermarket Type1,599.22 +FDH35,18.25,Low Fat,0,Starchy Foods,164.7526,OUT045,2002,,Tier 2,Supermarket Type1,4604.6728 +FDG02,7.855,Low Fat,0.011324862,Canned,189.6188,OUT017,2007,,Tier 2,Supermarket Type1,2285.0256 +NCZ18,7.825,low fat,0.186357148,Household,254.3698,OUT049,1999,Medium,Tier 1,Supermarket Type1,5580.7356 +FDC29,8.39,Regular,0.024205661,Frozen Foods,114.0176,OUT046,1997,Small,Tier 1,Supermarket Type1,2290.352 +FDQ10,12.85,Low Fat,0.033230816,Snack Foods,172.3422,OUT049,1999,Medium,Tier 1,Supermarket Type1,1207.0954 +FDN48,,Low Fat,0.113720344,Baking Goods,89.9804,OUT019,1985,Small,Tier 1,Grocery Store,643.1628 +FDL04,19,Low Fat,0.112556507,Frozen Foods,104.9622,OUT017,2007,,Tier 2,Supermarket Type1,1587.933 +FDV25,5.905,Low Fat,0,Canned,222.5456,OUT045,2002,,Tier 2,Supermarket Type1,5305.0944 +FDD58,7.76,Low Fat,0.059352241,Snack Foods,101.87,OUT046,1997,Small,Tier 1,Supermarket Type1,1697.79 +FDN04,11.8,reg,0.014087057,Frozen Foods,180.3344,OUT046,1997,Small,Tier 1,Supermarket Type1,1427.4752 +FDV45,16.75,low fat,0.045230944,Snack Foods,187.9556,OUT018,2009,Medium,Tier 3,Supermarket Type2,4693.89 +NCL18,,Low Fat,0.293417759,Household,194.6136,OUT019,1985,Small,Tier 1,Grocery Store,583.2408 +FDR12,,Regular,0.031382044,Baking Goods,171.3764,OUT027,1985,Medium,Tier 3,Supermarket Type3,3091.9752 +FDG20,15.5,Regular,0.12639886,Fruits and Vegetables,177.0028,OUT017,2007,,Tier 2,Supermarket Type1,2479.4392 +FDZ55,6.055,Low Fat,0.025403898,Fruits and Vegetables,160.992,OUT035,2004,Small,Tier 2,Supermarket Type1,2716.464 +FDQ49,,Regular,0.039057677,Breakfast,155.963,OUT027,1985,Medium,Tier 3,Supermarket Type3,3285.723 +FDN33,6.305,Regular,0.123115764,Snack Foods,95.6436,OUT046,1997,Small,Tier 1,Supermarket Type1,661.8052 +FDN27,20.85,Low Fat,0.039624006,Meat,117.2808,OUT049,1999,Medium,Tier 1,Supermarket Type1,1523.3504 +FDW20,20.75,Low Fat,0.040421193,Fruits and Vegetables,122.173,OUT010,1998,,Tier 3,Grocery Store,369.519 +DRG27,8.895,Low Fat,0.105274111,Dairy,39.9138,OUT049,1999,Medium,Tier 1,Supermarket Type1,690.4346 +DRI25,19.6,Low Fat,0.033970195,Soft Drinks,55.1614,OUT045,2002,,Tier 2,Supermarket Type1,1381.535 +FDA44,19.7,Low Fat,0.053212652,Fruits and Vegetables,57.893,OUT035,2004,Small,Tier 2,Supermarket Type1,622.523 +NCR17,9.8,Low Fat,0.024378706,Health and Hygiene,114.5492,OUT035,2004,Small,Tier 2,Supermarket Type1,1274.3412 +FDU04,,Low Fat,0.009714595,Frozen Foods,120.0414,OUT019,1985,Small,Tier 1,Grocery Store,487.3656 +FDF41,12.15,Low Fat,0.131383762,Frozen Foods,246.046,OUT049,1999,Medium,Tier 1,Supermarket Type1,1231.73 +FDB56,8.75,Regular,0.07461309,Fruits and Vegetables,187.4556,OUT035,2004,Small,Tier 2,Supermarket Type1,3755.112 +NCP18,,Low Fat,0.028459761,Household,149.9708,OUT027,1985,Medium,Tier 3,Supermarket Type3,4363.6532 +FDB56,8.75,Regular,0.074627201,Fruits and Vegetables,187.8556,OUT046,1997,Small,Tier 1,Supermarket Type1,1314.2892 +FDT28,13.3,Low Fat,0.063695084,Frozen Foods,151.0708,OUT045,2002,,Tier 2,Supermarket Type1,1805.6496 +FDD10,,Regular,0.045797829,Snack Foods,178.5344,OUT027,1985,Medium,Tier 3,Supermarket Type3,2854.9504 +FDW57,8.31,Regular,0.115857223,Snack Foods,179.1028,OUT049,1999,Medium,Tier 1,Supermarket Type1,3896.2616 +DRB48,16.75,Regular,0.024832806,Soft Drinks,38.7822,OUT013,1987,High,Tier 3,Supermarket Type1,667.7974 +FDP09,19.75,Low Fat,0.034027909,Snack Foods,212.0902,OUT018,2009,Medium,Tier 3,Supermarket Type2,3185.853 +FDH14,17.1,Regular,0.0467696,Canned,141.1838,OUT013,1987,High,Tier 3,Supermarket Type1,2247.7408 +FDA47,10.5,Regular,0.116576702,Baking Goods,163.121,OUT013,1987,High,Tier 3,Supermarket Type1,1794.331 +FDG12,6.635,Regular,0,Baking Goods,121.3098,OUT045,2002,,Tier 2,Supermarket Type1,2530.7058 +DRE60,,low fat,0.278974075,Soft Drinks,225.372,OUT019,1985,Small,Tier 1,Grocery Store,679.116 +DRK49,14.15,Low Fat,0.035913805,Soft Drinks,41.4138,OUT013,1987,High,Tier 3,Supermarket Type1,812.276 +FDD03,13.3,Low Fat,0.079806266,Dairy,232.53,OUT046,1997,Small,Tier 1,Supermarket Type1,699.09 +FDS52,8.89,low fat,0.005505481,Frozen Foods,102.4016,OUT017,2007,,Tier 2,Supermarket Type1,2732.4432 +FDW39,,Regular,0.064625342,Meat,176.937,OUT019,1985,Small,Tier 1,Grocery Store,176.437 +FDX34,,Low Fat,0.071636937,Snack Foods,121.7098,OUT027,1985,Medium,Tier 3,Supermarket Type3,4097.3332 +FDV11,9.1,Regular,0,Breads,173.2054,OUT045,2002,,Tier 2,Supermarket Type1,3151.8972 +FDD17,7.5,Low Fat,0.032677678,Frozen Foods,239.0906,OUT049,1999,Medium,Tier 1,Supermarket Type1,5942.265 +FDZ16,16.85,Regular,0.160760054,Frozen Foods,192.4478,OUT017,2007,,Tier 2,Supermarket Type1,4843.695 +FDZ46,7.485,Low Fat,0.06911065,Snack Foods,109.0228,OUT035,2004,Small,Tier 2,Supermarket Type1,2542.0244 +DRA12,11.6,Low Fat,0.041177505,Soft Drinks,140.3154,OUT017,2007,,Tier 2,Supermarket Type1,2552.6772 +FDY58,11.65,Low Fat,0.040081193,Snack Foods,227.0694,OUT018,2009,Medium,Tier 3,Supermarket Type2,1141.847 +NCF19,13,Low Fat,0.035307322,Household,47.5034,OUT017,2007,,Tier 2,Supermarket Type1,680.4476 +DRJ13,12.65,LF,0.063017847,Soft Drinks,159.0578,OUT045,2002,,Tier 2,Supermarket Type1,2085.9514 +FDB14,20.25,Regular,0.171938781,Canned,92.512,OUT010,1998,,Tier 3,Grocery Store,186.424 +FDJ38,8.6,Regular,0.040197932,Canned,190.153,OUT035,2004,Small,Tier 2,Supermarket Type1,3036.048 +FDW11,12.6,Low Fat,0.049058014,Breads,62.7194,OUT017,2007,,Tier 2,Supermarket Type1,866.8716 +FDL40,17.7,Low Fat,0.01161096,Frozen Foods,95.041,OUT035,2004,Small,Tier 2,Supermarket Type1,868.869 +DRI49,14.15,Low Fat,0.183507295,Soft Drinks,82.4276,OUT046,1997,Small,Tier 1,Supermarket Type1,1137.1864 +FDV38,19.25,Low Fat,0.102349519,Dairy,52.7956,OUT017,2007,,Tier 2,Supermarket Type1,928.1252 +DRG23,8.88,Low Fat,0.086708987,Hard Drinks,151.7682,OUT013,1987,High,Tier 3,Supermarket Type1,762.341 +NCP30,20.5,Low Fat,0.032835147,Household,40.2822,OUT045,2002,,Tier 2,Supermarket Type1,707.0796 +FDY25,,Low Fat,0.033809913,Canned,180.5976,OUT027,1985,Medium,Tier 3,Supermarket Type3,7968.2944 +NCH54,13.5,Low Fat,0.07266912,Household,160.292,OUT046,1997,Small,Tier 1,Supermarket Type1,1438.128 +NCR53,,Low Fat,0.144338493,Health and Hygiene,224.4404,OUT027,1985,Medium,Tier 3,Supermarket Type3,6976.2524 +FDS52,8.89,Low Fat,0.009163216,Frozen Foods,101.7016,OUT010,1998,,Tier 3,Grocery Store,101.2016 +FDG02,7.855,Low Fat,0.011307038,Canned,188.5188,OUT018,2009,Medium,Tier 3,Supermarket Type2,952.094 +NCO26,7.235,Low Fat,0.076855628,Household,116.0492,OUT046,1997,Small,Tier 1,Supermarket Type1,1969.4364 +FDH35,,Low Fat,0.059956876,Starchy Foods,165.4526,OUT027,1985,Medium,Tier 3,Supermarket Type3,5262.4832 +FDB51,6.92,Low Fat,0.038532062,Dairy,60.5852,OUT045,2002,,Tier 2,Supermarket Type1,1314.2892 +FDX44,9.3,Low Fat,0.043209581,Fruits and Vegetables,90.8172,OUT017,2007,,Tier 2,Supermarket Type1,535.3032 +NCN07,18.5,Low Fat,0.056816465,Others,132.1284,OUT010,1998,,Tier 3,Grocery Store,263.6568 +NCC31,8.02,Low Fat,0.019866705,Household,154.5972,OUT035,2004,Small,Tier 2,Supermarket Type1,1402.1748 +NCX54,9.195,Low Fat,0.048331717,Household,105.1622,OUT017,2007,,Tier 2,Supermarket Type1,1693.7952 +NCO55,12.8,Low Fat,0.091221855,Others,105.5938,OUT045,2002,,Tier 2,Supermarket Type1,2143.876 +NCC30,16.6,Low Fat,0.027622076,Household,177.6344,OUT049,1999,Medium,Tier 1,Supermarket Type1,2676.516 +FDI16,14,Regular,0,Frozen Foods,53.064,OUT035,2004,Small,Tier 2,Supermarket Type1,905.488 +FDP16,18.6,Low Fat,0.039355947,Frozen Foods,246.3802,OUT049,1999,Medium,Tier 1,Supermarket Type1,7370.406 +FDB11,16,Low Fat,0.060836524,Starchy Foods,226.8404,OUT035,2004,Small,Tier 2,Supermarket Type1,6301.1312 +NCB06,17.6,Low Fat,0.082316506,Health and Hygiene,160.692,OUT035,2004,Small,Tier 2,Supermarket Type1,1597.92 +FDA45,21.25,Low Fat,0.155350299,Snack Foods,178.237,OUT035,2004,Small,Tier 2,Supermarket Type1,529.311 +NCO26,7.235,Low Fat,0.076841095,Household,117.5492,OUT035,2004,Small,Tier 2,Supermarket Type1,1969.4364 +DRJ25,14.6,Low Fat,0.151419185,Soft Drinks,50.3692,OUT017,2007,,Tier 2,Supermarket Type1,1034.6532 +FDR28,13.85,reg,0.026001976,Frozen Foods,161.521,OUT018,2009,Medium,Tier 3,Supermarket Type2,1794.331 +FDI04,13.65,Regular,0.073209447,Frozen Foods,197.6426,OUT018,2009,Medium,Tier 3,Supermarket Type2,2768.3964 +DRK12,,Low Fat,0.041683481,Soft Drinks,31.29,OUT027,1985,Medium,Tier 3,Supermarket Type3,898.83 +FDX20,7.365,Low Fat,0.042560252,Fruits and Vegetables,226.172,OUT046,1997,Small,Tier 1,Supermarket Type1,3169.208 +NCI18,18.35,Low Fat,0.014081156,Household,223.5746,OUT018,2009,Medium,Tier 3,Supermarket Type2,3589.9936 +FDB36,5.465,Regular,0,Baking Goods,132.5626,OUT018,2009,Medium,Tier 3,Supermarket Type2,262.3252 +FDN13,18.6,Low Fat,0.152918384,Breakfast,99.8358,OUT017,2007,,Tier 2,Supermarket Type1,1910.1802 +DRD24,13.85,Low Fat,0.030969274,Soft Drinks,140.9154,OUT017,2007,,Tier 2,Supermarket Type1,1701.7848 +FDQ28,14,Regular,0.060376776,Frozen Foods,154.5656,OUT013,1987,High,Tier 3,Supermarket Type1,2471.4496 +FDM22,14,Regular,0.04192285,Snack Foods,54.764,OUT013,1987,High,Tier 3,Supermarket Type1,1331.6 +FDR07,,Low Fat,0.077367431,Fruits and Vegetables,97.0094,OUT027,1985,Medium,Tier 3,Supermarket Type3,1808.9786 +FDV25,5.905,Low Fat,0.045838211,Canned,222.5456,OUT018,2009,Medium,Tier 3,Supermarket Type2,3315.684 +DRF49,7.27,Low Fat,0.071077939,Soft Drinks,114.2518,OUT046,1997,Small,Tier 1,Supermarket Type1,2618.5914 +FDW51,6.155,Regular,0.094659871,Meat,214.556,OUT046,1997,Small,Tier 1,Supermarket Type1,2769.728 +DRL01,19.5,Regular,0.077608838,Soft Drinks,233.4958,OUT017,2007,,Tier 2,Supermarket Type1,5375.0034 +FDP25,15.2,Low Fat,0.021327477,Canned,216.8824,OUT017,2007,,Tier 2,Supermarket Type1,2838.9712 +FDL50,12.15,Regular,0.042485444,Canned,125.0046,OUT018,2009,Medium,Tier 3,Supermarket Type2,1743.0644 +NCB30,,Low Fat,0.025578526,Household,198.8084,OUT027,1985,Medium,Tier 3,Supermarket Type3,5555.4352 +FDW11,12.6,Low Fat,0.0489808,Breads,61.9194,OUT018,2009,Medium,Tier 3,Supermarket Type2,619.194 +NCM43,14.5,Low Fat,0.019471688,Others,164.821,OUT035,2004,Small,Tier 2,Supermarket Type1,2120.573 +FDK44,16.6,Low Fat,0.122918852,Fruits and Vegetables,173.0738,OUT017,2007,,Tier 2,Supermarket Type1,3823.0236 +FDM15,11.8,Regular,0.057373797,Meat,151.4366,OUT013,1987,High,Tier 3,Supermarket Type1,1360.2294 +FDS31,13.1,Regular,0.044155597,Fruits and Vegetables,178.8318,OUT013,1987,High,Tier 3,Supermarket Type1,3969.4996 +FDI32,17.7,Low Fat,0.291865402,Fruits and Vegetables,115.1834,OUT010,1998,,Tier 3,Grocery Store,345.5502 +FDR47,17.85,LF,0,Breads,196.5794,OUT010,1998,,Tier 3,Grocery Store,585.2382 +FDB35,12.3,Regular,0.064750025,Starchy Foods,92.6804,OUT045,2002,,Tier 2,Supermarket Type1,1010.6844 +NCU05,11.8,Low Fat,0.098312421,Health and Hygiene,81.4618,OUT010,1998,,Tier 3,Grocery Store,161.1236 +DRY23,,Regular,0.191013663,Soft Drinks,42.1112,OUT019,1985,Small,Tier 1,Grocery Store,42.6112 +FDO24,11.1,Low Fat,0.176573035,Baking Goods,157.4604,OUT045,2002,,Tier 2,Supermarket Type1,3010.7476 +FDQ28,,Regular,0.060134441,Frozen Foods,153.0656,OUT027,1985,Medium,Tier 3,Supermarket Type3,6024.1584 +FDV39,11.3,Low Fat,0.007294652,Meat,198.1426,OUT045,2002,,Tier 2,Supermarket Type1,988.713 +NCO17,,Low Fat,0.128478462,Health and Hygiene,117.944,OUT019,1985,Small,Tier 1,Grocery Store,239.688 +FDU50,5.75,Regular,0.075107656,Dairy,112.8176,OUT013,1987,High,Tier 3,Supermarket Type1,1374.2112 +FDT12,,Regular,0.049381406,Baking Goods,226.8062,OUT027,1985,Medium,Tier 3,Supermarket Type3,4739.8302 +FDK58,11.35,Regular,0.045165796,Snack Foods,100.0016,OUT018,2009,Medium,Tier 3,Supermarket Type2,1012.016 +FDO08,,Regular,0.09415375,Fruits and Vegetables,165.7526,OUT019,1985,Small,Tier 1,Grocery Store,657.8104 +NCW29,14,Low Fat,0.028907832,Health and Hygiene,130.431,OUT049,1999,Medium,Tier 1,Supermarket Type1,778.986 +FDE04,19.75,Regular,0.018059621,Frozen Foods,179.766,OUT045,2002,,Tier 2,Supermarket Type1,2336.958 +NCB19,6.525,Low Fat,0.090436094,Household,85.0882,OUT049,1999,Medium,Tier 1,Supermarket Type1,2233.0932 +FDV15,10.3,Low Fat,0.146399712,Meat,103.9648,OUT049,1999,Medium,Tier 1,Supermarket Type1,1661.8368 +FDL58,5.78,Regular,0.074264356,Snack Foods,264.7568,OUT049,1999,Medium,Tier 1,Supermarket Type1,4745.8224 +FDA08,11.85,Regular,0.050186726,Fruits and Vegetables,164.1526,OUT045,2002,,Tier 2,Supermarket Type1,3124.5994 +FDT43,16.35,Low Fat,0.020631654,Fruits and Vegetables,50.1324,OUT018,2009,Medium,Tier 3,Supermarket Type2,467.3916 +NCX06,,Low Fat,0.01561108,Household,182.5976,OUT027,1985,Medium,Tier 3,Supermarket Type3,5070.7328 +FDT20,10.5,Low Fat,0.041395445,Fruits and Vegetables,37.6164,OUT046,1997,Small,Tier 1,Supermarket Type1,540.6296 +FDB41,19,Regular,0.097313129,Frozen Foods,48.0718,OUT046,1997,Small,Tier 1,Supermarket Type1,992.7078 +NCN55,14.6,Low Fat,0.059582996,Others,238.8538,OUT049,1999,Medium,Tier 1,Supermarket Type1,6008.845 +FDE40,,Regular,0.098663652,Dairy,62.9194,OUT027,1985,Medium,Tier 3,Supermarket Type3,2105.2596 +FDX49,,reg,0.101338651,Canned,232.63,OUT027,1985,Medium,Tier 3,Supermarket Type3,5359.69 +NCM53,18.75,Low Fat,0.052146456,Health and Hygiene,104.628,OUT045,2002,,Tier 2,Supermarket Type1,745.696 +FDE36,5.26,Regular,0.041764487,Baking Goods,161.8868,OUT035,2004,Small,Tier 2,Supermarket Type1,3275.736 +FDN57,18.25,Low Fat,0.054344186,Snack Foods,140.2154,OUT045,2002,,Tier 2,Supermarket Type1,1701.7848 +FDI24,,Low Fat,0.078362484,Baking Goods,177.937,OUT027,1985,Medium,Tier 3,Supermarket Type3,6704.606 +FDI19,15.1,Low Fat,0.052339069,Meat,242.7512,OUT046,1997,Small,Tier 1,Supermarket Type1,4119.9704 +FDF24,15.5,Regular,0.042464962,Baking Goods,81.5934,OUT010,1998,,Tier 3,Grocery Store,327.5736 +FDG52,13.65,Low Fat,0.065732883,Frozen Foods,45.7402,OUT049,1999,Medium,Tier 1,Supermarket Type1,780.9834 +DRF36,16.1,LF,0.023625114,Soft Drinks,189.3846,OUT045,2002,,Tier 2,Supermarket Type1,3630.6074 +FDS45,,Regular,0.051643608,Snack Foods,107.3622,OUT019,1985,Small,Tier 1,Grocery Store,317.5866 +FDX40,12.85,Low Fat,0.165694219,Frozen Foods,39.7164,OUT010,1998,,Tier 3,Grocery Store,231.6984 +DRK12,9.5,LF,0.041878397,Soft Drinks,32.99,OUT035,2004,Small,Tier 2,Supermarket Type1,133.16 +DRC27,13.8,Low Fat,0.058091482,Dairy,245.1802,OUT035,2004,Small,Tier 2,Supermarket Type1,5650.6446 +FDL58,5.78,Regular,0,Snack Foods,263.7568,OUT017,2007,,Tier 2,Supermarket Type1,2636.568 +NCD30,19.7,Low Fat,0.026903714,Household,96.0726,OUT045,2002,,Tier 2,Supermarket Type1,1272.3438 +NCZ54,14.65,Low Fat,0,Household,161.5552,OUT010,1998,,Tier 3,Grocery Store,324.9104 +FDE10,6.67,Regular,0.150554711,Snack Foods,130.0626,OUT010,1998,,Tier 3,Grocery Store,131.1626 +FDR44,6.11,Regular,0,Fruits and Vegetables,131.2968,OUT010,1998,,Tier 3,Grocery Store,260.9936 +FDP28,13.65,Regular,0.134975628,Frozen Foods,260.0936,OUT010,1998,,Tier 3,Grocery Store,260.9936 +FDX15,17.2,Low Fat,0.15616879,Meat,160.6578,OUT013,1987,High,Tier 3,Supermarket Type1,3690.5294 +FDA39,6.32,LF,0,Meat,40.2822,OUT035,2004,Small,Tier 2,Supermarket Type1,1139.1838 +FDY24,4.88,Regular,0.133700752,Baking Goods,52.9298,OUT049,1999,Medium,Tier 1,Supermarket Type1,1995.4026 +FDC60,5.425,Regular,0.115119905,Baking Goods,88.3514,OUT017,2007,,Tier 2,Supermarket Type1,1416.8224 +FDH28,15.85,Regular,0.110030997,Frozen Foods,37.2506,OUT046,1997,Small,Tier 1,Supermarket Type1,265.6542 +FDT25,7.5,Low Fat,0.051038045,Canned,121.7072,OUT017,2007,,Tier 2,Supermarket Type1,3552.7088 +DRJ13,12.65,Low Fat,0.062837968,Soft Drinks,161.5578,OUT013,1987,High,Tier 3,Supermarket Type1,2406.867 +NCO07,,Low Fat,0.017116983,Others,211.956,OUT019,1985,Small,Tier 1,Grocery Store,213.056 +FDW20,20.75,Low Fat,0.024129332,Fruits and Vegetables,124.173,OUT013,1987,High,Tier 3,Supermarket Type1,2956.152 +DRF27,,Low Fat,0.049754975,Dairy,152.134,OUT019,1985,Small,Tier 1,Grocery Store,153.134 +FDS49,9,Low Fat,0,Canned,79.7644,OUT035,2004,Small,Tier 2,Supermarket Type1,1649.8524 +FDX25,,Low Fat,0.101561568,Canned,181.9292,OUT027,1985,Medium,Tier 3,Supermarket Type3,3101.2964 +NCX42,,Low Fat,0.005949644,Household,165.6526,OUT027,1985,Medium,Tier 3,Supermarket Type3,4769.1254 +FDG33,,Regular,0.13956116,Seafood,170.4764,OUT027,1985,Medium,Tier 3,Supermarket Type3,3435.528 +FDL56,14.1,Low Fat,0.126035694,Fruits and Vegetables,86.4198,OUT045,2002,,Tier 2,Supermarket Type1,1133.8574 +FDF14,7.55,Low Fat,0.027164679,Canned,152.334,OUT035,2004,Small,Tier 2,Supermarket Type1,2603.278 +NCD06,13,Low Fat,0.099325278,Household,45.406,OUT046,1997,Small,Tier 1,Supermarket Type1,605.878 +DRM47,,Low Fat,0.04357366,Hard Drinks,192.8846,OUT027,1985,Medium,Tier 3,Supermarket Type3,2293.0152 +FDS46,,Regular,0.082741482,Snack Foods,118.7782,OUT019,1985,Small,Tier 1,Grocery Store,119.1782 +FDB35,12.3,Regular,0.064565202,Starchy Foods,92.9804,OUT013,1987,High,Tier 3,Supermarket Type1,1929.4884 +FDX21,,LF,0.084554569,Snack Foods,109.8912,OUT027,1985,Medium,Tier 3,Supermarket Type3,2074.6328 +NCU05,,Low Fat,0.058451805,Health and Hygiene,79.9618,OUT027,1985,Medium,Tier 3,Supermarket Type3,241.6854 +NCR38,17.25,Low Fat,0.113748685,Household,251.3724,OUT045,2002,,Tier 2,Supermarket Type1,6795.1548 +NCR18,15.85,Low Fat,0.020603511,Household,42.7112,OUT017,2007,,Tier 2,Supermarket Type1,639.168 +NCU41,18.85,Low Fat,0.052044976,Health and Hygiene,192.1846,OUT035,2004,Small,Tier 2,Supermarket Type1,3248.4382 +FDY56,16.35,Regular,0.062764429,Fruits and Vegetables,227.6062,OUT017,2007,,Tier 2,Supermarket Type1,7222.5984 +DRJ51,14.1,Low Fat,0.087977262,Dairy,229.0668,OUT035,2004,Small,Tier 2,Supermarket Type1,3225.1352 +FDK21,7.905,Low Fat,0.010010425,Snack Foods,249.0408,OUT035,2004,Small,Tier 2,Supermarket Type1,3755.112 +FDY25,12,Low Fat,0.033946163,Canned,179.3976,OUT013,1987,High,Tier 3,Supermarket Type1,3440.8544 +FDU44,12.15,Regular,0.058414678,Fruits and Vegetables,163.4552,OUT035,2004,Small,Tier 2,Supermarket Type1,974.7312 +FDL43,10.1,Low Fat,0.027106459,Meat,75.367,OUT049,1999,Medium,Tier 1,Supermarket Type1,535.969 +FDF05,17.5,Low Fat,0.027022883,Frozen Foods,262.491,OUT017,2007,,Tier 2,Supermarket Type1,5259.82 +DRF15,,Low Fat,0.058153409,Dairy,152.034,OUT019,1985,Small,Tier 1,Grocery Store,306.268 +FDL20,17.1,Low Fat,0.128937661,Fruits and Vegetables,112.3886,OUT018,2009,Medium,Tier 3,Supermarket Type2,1779.0176 +FDV32,7.785,Low Fat,0.088846306,Fruits and Vegetables,61.451,OUT049,1999,Medium,Tier 1,Supermarket Type1,759.012 +FDJ34,11.8,Regular,0.09357779,Snack Foods,125.9704,OUT013,1987,High,Tier 3,Supermarket Type1,1877.556 +FDG08,13.15,Regular,0.165694678,Fruits and Vegetables,171.8764,OUT045,2002,,Tier 2,Supermarket Type1,3779.0808 +FDQ04,,Low Fat,0.148392623,Frozen Foods,41.5796,OUT019,1985,Small,Tier 1,Grocery Store,41.2796 +FDW13,8.5,Low Fat,0.098438394,Canned,51.1324,OUT017,2007,,Tier 2,Supermarket Type1,259.662 +NCI17,8.645,Low Fat,0.143303291,Health and Hygiene,96.341,OUT013,1987,High,Tier 3,Supermarket Type1,193.082 +FDY03,17.6,Regular,0.076276208,Meat,110.9202,OUT045,2002,,Tier 2,Supermarket Type1,1687.803 +FDS12,9.1,Low Fat,0.175103435,Baking Goods,127.5362,OUT017,2007,,Tier 2,Supermarket Type1,4655.9394 +FDJ55,12.8,Regular,0.023511371,Meat,225.9404,OUT013,1987,High,Tier 3,Supermarket Type1,4950.8888 +DRK01,7.63,Low Fat,0.06105276,Soft Drinks,95.4436,OUT035,2004,Small,Tier 2,Supermarket Type1,1418.154 +FDG28,9.285,Regular,0.049559042,Frozen Foods,246.4144,OUT017,2007,,Tier 2,Supermarket Type1,1225.072 +FDY38,13.6,Regular,0.119418124,Dairy,231.03,OUT045,2002,,Tier 2,Supermarket Type1,5359.69 +FDN01,8.895,Low Fat,0.072545601,Breakfast,176.237,OUT045,2002,,Tier 2,Supermarket Type1,1764.37 +NCR54,16.35,Low Fat,0.090486828,Household,195.211,OUT013,1987,High,Tier 3,Supermarket Type1,2553.343 +FDG29,17.6,Low Fat,0.056245075,Frozen Foods,43.3454,OUT013,1987,High,Tier 3,Supermarket Type1,1006.6896 +FDG24,7.975,Low Fat,0.014618973,Baking Goods,85.225,OUT013,1987,High,Tier 3,Supermarket Type1,1081.925 +FDG59,15.85,Low Fat,0.043479126,Starchy Foods,36.7164,OUT017,2007,,Tier 2,Supermarket Type1,308.9312 +FDM28,15.7,Low Fat,0.045166237,Frozen Foods,178.666,OUT013,1987,High,Tier 3,Supermarket Type1,2516.724 +FDW04,8.985,Regular,0.057827101,Frozen Foods,128.831,OUT046,1997,Small,Tier 1,Supermarket Type1,1428.141 +FDS26,20.35,Low Fat,0.089394766,Dairy,260.1594,OUT013,1987,High,Tier 3,Supermarket Type1,2093.2752 +FDQ56,6.59,Low Fat,0.10550944,Fruits and Vegetables,85.6908,OUT013,1987,High,Tier 3,Supermarket Type1,1929.4884 +FDK51,19.85,Low Fat,0.005234153,Dairy,264.0884,OUT035,2004,Small,Tier 2,Supermarket Type1,5829.7448 +FDL22,16.85,Low Fat,0.036390174,Snack Foods,91.4488,OUT046,1997,Small,Tier 1,Supermarket Type1,2082.6224 +FDH19,,Low Fat,0.03292824,Meat,173.1738,OUT027,1985,Medium,Tier 3,Supermarket Type3,7298.4996 +FDY55,16.75,Low Fat,0.081252534,Fruits and Vegetables,256.4988,OUT013,1987,High,Tier 3,Supermarket Type1,7452.9652 +FDY03,17.6,Regular,0.076552407,Meat,110.5202,OUT017,2007,,Tier 2,Supermarket Type1,450.0808 +FDK21,7.905,Low Fat,0.016758569,Snack Foods,250.4408,OUT010,1998,,Tier 3,Grocery Store,500.6816 +FDZ10,,Low Fat,0.044248175,Snack Foods,126.202,OUT027,1985,Medium,Tier 3,Supermarket Type3,3668.558 +FDZ32,7.785,Regular,0.038288087,Fruits and Vegetables,103.1964,OUT018,2009,Medium,Tier 3,Supermarket Type2,736.3748 +NCZ18,7.825,Low Fat,0.186032678,Household,253.0698,OUT035,2004,Small,Tier 2,Supermarket Type1,6088.0752 +NCF07,,Low Fat,0.031867464,Household,101.0016,OUT027,1985,Medium,Tier 3,Supermarket Type3,2125.2336 +DRE49,20.75,Low Fat,0.021370201,Soft Drinks,153.0024,OUT017,2007,,Tier 2,Supermarket Type1,2277.036 +FDJ08,,Low Fat,0.193772568,Fruits and Vegetables,190.3846,OUT019,1985,Small,Tier 1,Grocery Store,573.2538 +FDT39,6.26,Regular,0.009866049,Meat,151.1366,OUT035,2004,Small,Tier 2,Supermarket Type1,2267.049 +FDE08,18.2,Low Fat,0.082551042,Fruits and Vegetables,147.3734,OUT010,1998,,Tier 3,Grocery Store,296.9468 +NCD06,13,Low Fat,0.099729888,Household,46.306,OUT018,2009,Medium,Tier 3,Supermarket Type2,559.272 +FDB57,20.25,Regular,0.018801549,Fruits and Vegetables,222.1772,OUT035,2004,Small,Tier 2,Supermarket Type1,5559.43 +NCT54,8.695,Low Fat,0.119721451,Household,95.5094,OUT049,1999,Medium,Tier 1,Supermarket Type1,1237.7222 +DRF49,7.27,Low Fat,0.071222087,Soft Drinks,113.5518,OUT045,2002,,Tier 2,Supermarket Type1,569.259 +FDM25,,Regular,0.060371962,Breakfast,174.0712,OUT027,1985,Medium,Tier 3,Supermarket Type3,3866.9664 +FDF20,12.85,low fat,0.033287541,Fruits and Vegetables,198.4768,OUT045,2002,,Tier 2,Supermarket Type1,1379.5376 +FDH27,7.075,Low Fat,0.05858462,Dairy,142.7128,OUT018,2009,Medium,Tier 3,Supermarket Type2,1869.5664 +FDV60,,Regular,0.11679292,Baking Goods,196.211,OUT027,1985,Medium,Tier 3,Supermarket Type3,5499.508 +FDY59,8.195,Low Fat,0.031452265,Baking Goods,94.3462,OUT049,1999,Medium,Tier 1,Supermarket Type1,925.462 +FDK36,7.09,Low Fat,0.00721395,Baking Goods,47.9034,OUT035,2004,Small,Tier 2,Supermarket Type1,583.2408 +NCM31,6.095,Low Fat,0.081196619,Others,141.4154,OUT046,1997,Small,Tier 1,Supermarket Type1,1418.154 +FDE33,19.35,Regular,0.049916364,Fruits and Vegetables,80.2644,OUT017,2007,,Tier 2,Supermarket Type1,942.7728 +FDU36,6.15,Low Fat,0.04627095,Baking Goods,99.3384,OUT046,1997,Small,Tier 1,Supermarket Type1,2364.9216 +FDV13,,Regular,0.02747716,Canned,87.9856,OUT027,1985,Medium,Tier 3,Supermarket Type3,3251.7672 +FDV20,,Regular,0.104704537,Fruits and Vegetables,125.2678,OUT019,1985,Small,Tier 1,Grocery Store,254.3356 +NCQ54,17.7,Low Fat,0.012540003,Household,167.0474,OUT035,2004,Small,Tier 2,Supermarket Type1,5895.659 +FDO23,17.85,Low Fat,0.147023834,Breads,93.7436,OUT018,2009,Medium,Tier 3,Supermarket Type2,1134.5232 +DRE60,9.395,Low Fat,0.159657596,Soft Drinks,224.972,OUT045,2002,,Tier 2,Supermarket Type1,7696.648 +DRP47,15.75,Low Fat,0.141398626,Hard Drinks,250.5382,OUT017,2007,,Tier 2,Supermarket Type1,2775.7202 +FDB21,7.475,Low Fat,0.148821808,Fruits and Vegetables,241.2854,OUT045,2002,,Tier 2,Supermarket Type1,5317.0788 +FDR04,7.075,Low Fat,0,Frozen Foods,98.0068,OUT018,2009,Medium,Tier 3,Supermarket Type2,874.8612 +FDX23,6.445,Low Fat,0.029691762,Baking Goods,92.6436,OUT046,1997,Small,Tier 1,Supermarket Type1,1039.9796 +FDX19,19.1,Low Fat,0.096715523,Fruits and Vegetables,235.0958,OUT035,2004,Small,Tier 2,Supermarket Type1,3038.0454 +FDD40,20.25,Regular,0.014790559,Dairy,193.6162,OUT035,2004,Small,Tier 2,Supermarket Type1,3848.324 +FDA01,15,Regular,0.054378253,Canned,59.1904,OUT046,1997,Small,Tier 1,Supermarket Type1,527.3136 +FDS33,6.67,Regular,0.123428594,Snack Foods,89.1514,OUT046,1997,Small,Tier 1,Supermarket Type1,2390.8878 +FDM50,,Regular,0.029943463,Canned,60.222,OUT027,1985,Medium,Tier 3,Supermarket Type3,1677.816 +FDB29,16.7,Regular,0.052368061,Frozen Foods,112.7176,OUT013,1987,High,Tier 3,Supermarket Type1,801.6232 +FDF46,7.07,Low Fat,0.093861144,Snack Foods,115.5834,OUT045,2002,,Tier 2,Supermarket Type1,1267.0174 +FDA33,6.48,Low Fat,0.033968647,Snack Foods,148.0076,OUT045,2002,,Tier 2,Supermarket Type1,886.8456 +FDC08,19,Regular,0.173154079,Fruits and Vegetables,228.272,OUT010,1998,,Tier 3,Grocery Store,452.744 +FDB53,13.35,Low Fat,0.139735226,Frozen Foods,147.5392,OUT045,2002,,Tier 2,Supermarket Type1,3877.6192 +FDY31,,Low Fat,0.043351896,Fruits and Vegetables,146.6418,OUT027,1985,Medium,Tier 3,Supermarket Type3,4414.254 +DRQ35,,Low Fat,0.042086652,Hard Drinks,122.4388,OUT027,1985,Medium,Tier 3,Supermarket Type3,5448.9072 +FDX36,9.695,Regular,0.12848269,Baking Goods,223.9404,OUT049,1999,Medium,Tier 1,Supermarket Type1,4950.8888 +DRD13,15,Low Fat,0.049357077,Soft Drinks,62.6168,OUT017,2007,,Tier 2,Supermarket Type1,958.752 +FDC52,11.15,Regular,0.008326735,Dairy,149.9708,OUT017,2007,,Tier 2,Supermarket Type1,1956.1204 +FDB45,20.85,Low Fat,0.021362955,Fruits and Vegetables,103.2306,OUT049,1999,Medium,Tier 1,Supermarket Type1,2404.2038 +NCK19,9.8,Low Fat,0.151420934,Others,194.3478,OUT010,1998,,Tier 3,Grocery Store,387.4956 +FDV51,16.35,Low Fat,0.032511818,Meat,165.0842,OUT013,1987,High,Tier 3,Supermarket Type1,994.7052 +FDZ35,9.6,Regular,0.022323658,Breads,101.299,OUT045,2002,,Tier 2,Supermarket Type1,1754.383 +NCW17,,Low Fat,0.019292355,Health and Hygiene,129.9994,OUT027,1985,Medium,Tier 3,Supermarket Type3,3340.9844 +FDV59,13.35,Low Fat,0.048124443,Breads,216.7166,OUT045,2002,,Tier 2,Supermarket Type1,3918.8988 +DRH39,20.7,Low Fat,0.09261307,Dairy,76.367,OUT013,1987,High,Tier 3,Supermarket Type1,306.268 +FDN60,,Low Fat,0.094697274,Baking Goods,158.4604,OUT027,1985,Medium,Tier 3,Supermarket Type3,4278.4308 +FDU55,16.2,Low Fat,0.035984104,Fruits and Vegetables,260.6278,OUT045,2002,,Tier 2,Supermarket Type1,4425.5726 +FDN58,,Regular,0.056596985,Snack Foods,230.9984,OUT027,1985,Medium,Tier 3,Supermarket Type3,9267.936 +FDC41,,Low Fat,0.2047,Frozen Foods,76.867,OUT019,1985,Small,Tier 1,Grocery Store,229.701 +FDO01,,Regular,0.020618324,Breakfast,129.3994,OUT027,1985,Medium,Tier 3,Supermarket Type3,2055.9904 +NCO43,5.5,Low Fat,0.04709821,Others,101.3016,OUT046,1997,Small,Tier 1,Supermarket Type1,3339.6528 +FDQ07,15.1,Regular,0.087584126,Fruits and Vegetables,221.7456,OUT045,2002,,Tier 2,Supermarket Type1,6410.3224 +FDF28,15.7,Regular,0.038078899,Frozen Foods,122.9046,OUT017,2007,,Tier 2,Supermarket Type1,1992.0736 +FDM01,7.895,reg,0.095102092,Breakfast,104.4332,OUT017,2007,,Tier 2,Supermarket Type1,2870.9296 +FDY49,,Regular,0.011953902,Canned,164.5184,OUT027,1985,Medium,Tier 3,Supermarket Type3,2807.0128 +FDR24,17.35,Regular,0.062799379,Baking Goods,88.183,OUT013,1987,High,Tier 3,Supermarket Type1,539.298 +NCY18,7.285,Low Fat,0.031125709,Household,174.3054,OUT013,1987,High,Tier 3,Supermarket Type1,4377.635 +NCY30,20.25,Low Fat,0.026005891,Household,180.9976,OUT045,2002,,Tier 2,Supermarket Type1,2716.464 +FDJ22,,Low Fat,0.09246392,Snack Foods,190.9504,OUT019,1985,Small,Tier 1,Grocery Store,383.5008 +DRI37,15.85,Low Fat,0.107765165,Soft Drinks,59.5904,OUT049,1999,Medium,Tier 1,Supermarket Type1,703.0848 +FDL27,6.17,Low Fat,0.010647477,Meat,66.3826,OUT049,1999,Medium,Tier 1,Supermarket Type1,1937.478 +NCO30,19.5,Low Fat,0.015749341,Household,182.2608,OUT049,1999,Medium,Tier 1,Supermarket Type1,3307.6944 +NCB07,19.2,Low Fat,0.077628053,Household,197.611,OUT049,1999,Medium,Tier 1,Supermarket Type1,3142.576 +FDX25,16.7,Low Fat,0,Canned,181.2292,OUT018,2009,Medium,Tier 3,Supermarket Type2,2554.0088 +FDP59,20.85,Regular,0.056695731,Breads,104.0648,OUT018,2009,Medium,Tier 3,Supermarket Type2,1869.5664 +FDR59,14.5,Regular,0.063993068,Breads,260.4594,OUT045,2002,,Tier 2,Supermarket Type1,5494.8474 +FDT27,11.395,Regular,0.069529262,Meat,233.1616,OUT013,1987,High,Tier 3,Supermarket Type1,6093.4016 +DRI01,7.97,Low Fat,0.034452949,Soft Drinks,174.0422,OUT046,1997,Small,Tier 1,Supermarket Type1,2586.633 +FDU09,7.71,Regular,0.06670068,Snack Foods,55.2956,OUT049,1999,Medium,Tier 1,Supermarket Type1,1255.6988 +FDH26,19.25,Regular,0.034699737,Canned,141.7496,OUT046,1997,Small,Tier 1,Supermarket Type1,4093.3384 +FDH27,7.075,Low Fat,0.058346939,Dairy,142.2128,OUT046,1997,Small,Tier 1,Supermarket Type1,3163.8816 +FDN39,,Regular,0.065203103,Meat,166.0816,OUT027,1985,Medium,Tier 3,Supermarket Type3,5033.448 +FDH40,11.6,Regular,0.078929571,Frozen Foods,79.9276,OUT046,1997,Small,Tier 1,Supermarket Type1,1137.1864 +FDJ56,,Low Fat,0.182514881,Fruits and Vegetables,98.77,OUT027,1985,Medium,Tier 3,Supermarket Type3,2696.49 +DRN47,12.1,Low Fat,0.016895293,Hard Drinks,178.566,OUT018,2009,Medium,Tier 3,Supermarket Type2,898.83 +NCO17,10,Low Fat,0.073379745,Health and Hygiene,118.244,OUT046,1997,Small,Tier 1,Supermarket Type1,2756.412 +FDX60,14.35,Low Fat,0.08075758,Baking Goods,81.896,OUT045,2002,,Tier 2,Supermarket Type1,878.856 +FDT22,10.395,Low Fat,0.112271498,Snack Foods,58.222,OUT049,1999,Medium,Tier 1,Supermarket Type1,659.142 +FDX26,,Low Fat,0.153741385,Dairy,182.6292,OUT019,1985,Small,Tier 1,Grocery Store,182.4292 +FDG45,8.1,Low Fat,0.127929521,Fruits and Vegetables,211.4902,OUT013,1987,High,Tier 3,Supermarket Type1,3610.6334 +FDD44,8.05,Regular,0.07838564,Fruits and Vegetables,256.4646,OUT035,2004,Small,Tier 2,Supermarket Type1,5153.292 +FDS15,9.195,Regular,0.078502143,Meat,108.7596,OUT017,2007,,Tier 2,Supermarket Type1,2588.6304 +FDL51,20.7,Regular,0.047684831,Dairy,212.5876,OUT018,2009,Medium,Tier 3,Supermarket Type2,1286.3256 +FDL32,15.7,Regular,0.123159656,Fruits and Vegetables,110.1544,OUT017,2007,,Tier 2,Supermarket Type1,1230.3984 +FDZ07,,Regular,0,Fruits and Vegetables,60.2194,OUT027,1985,Medium,Tier 3,Supermarket Type3,1733.7432 +NCW53,,Low Fat,0.053392944,Health and Hygiene,193.8162,OUT019,1985,Small,Tier 1,Grocery Store,384.8324 +NCA54,16.5,Low Fat,0.036715907,Household,180.0318,OUT045,2002,,Tier 2,Supermarket Type1,3969.4996 +FDX09,9,Low Fat,0.065236932,Snack Foods,176.437,OUT035,2004,Small,Tier 2,Supermarket Type1,7763.228 +FDO51,6.785,Regular,0.041947547,Meat,41.2112,OUT013,1987,High,Tier 3,Supermarket Type1,809.6128 +FDW49,19.5,Low Fat,0.082888496,Canned,178.6002,OUT018,2009,Medium,Tier 3,Supermarket Type2,1253.7014 +FDB27,7.575,Low Fat,0.055390121,Dairy,195.2768,OUT046,1997,Small,Tier 1,Supermarket Type1,5715.2272 +FDF45,18.2,Regular,0.012194556,Fruits and Vegetables,57.7904,OUT013,1987,High,Tier 3,Supermarket Type1,1464.76 +FDV02,16.75,Low Fat,0.060495243,Dairy,169.8106,OUT013,1987,High,Tier 3,Supermarket Type1,3251.1014 +FDY28,7.47,Regular,0,Frozen Foods,214.3218,OUT035,2004,Small,Tier 2,Supermarket Type1,4274.436 +FDX31,,Regular,0.014753811,Fruits and Vegetables,231.7958,OUT027,1985,Medium,Tier 3,Supermarket Type3,5375.0034 +FDR43,,Low Fat,0.160707489,Fruits and Vegetables,38.019,OUT027,1985,Medium,Tier 3,Supermarket Type3,1318.284 +FDP51,13.85,Regular,0.085622362,Meat,119.4124,OUT018,2009,Medium,Tier 3,Supermarket Type2,2251.7356 +FDL52,6.635,Regular,0.046350909,Frozen Foods,37.4506,OUT017,2007,,Tier 2,Supermarket Type1,1176.4686 +FDR44,6.11,Regular,0.102920886,Fruits and Vegetables,130.4968,OUT046,1997,Small,Tier 1,Supermarket Type1,3523.4136 +FDB34,15.25,Low Fat,0.026604781,Snack Foods,86.2198,OUT035,2004,Small,Tier 2,Supermarket Type1,610.5386 +FDC50,15.85,Low Fat,0,Canned,96.4094,OUT035,2004,Small,Tier 2,Supermarket Type1,1237.7222 +FDT57,15.2,Low Fat,0.031860325,Snack Foods,235.1248,OUT010,1998,,Tier 3,Grocery Store,474.0496 +FDP22,,Regular,0,Snack Foods,52.6666,OUT027,1985,Medium,Tier 3,Supermarket Type3,717.7324 +DRE49,20.75,LF,0.021250002,Soft Drinks,150.5024,OUT046,1997,Small,Tier 1,Supermarket Type1,2580.6408 +FDM40,10.195,Low Fat,0.159936948,Frozen Foods,143.2154,OUT046,1997,Small,Tier 1,Supermarket Type1,2552.6772 +FDY32,7.605,Low Fat,0.129503146,Fruits and Vegetables,164.021,OUT045,2002,,Tier 2,Supermarket Type1,3914.904 +FDW07,18,Regular,0.142688846,Fruits and Vegetables,88.5514,OUT046,1997,Small,Tier 1,Supermarket Type1,796.9626 +FDU02,,Low Fat,0.179484411,Dairy,228.9352,OUT019,1985,Small,Tier 1,Grocery Store,916.1408 +NCF18,18.35,Low Fat,0.089163056,Household,191.3504,OUT045,2002,,Tier 2,Supermarket Type1,3259.7568 +FDQ56,6.59,Low Fat,0.105761491,Fruits and Vegetables,84.8908,OUT049,1999,Medium,Tier 1,Supermarket Type1,1677.816 +FDN58,13.8,reg,0.056960814,Snack Foods,230.0984,OUT049,1999,Medium,Tier 1,Supermarket Type1,3707.1744 +FDG35,21.2,Regular,0.00704098,Starchy Foods,173.5738,OUT046,1997,Small,Tier 1,Supermarket Type1,2954.1546 +FDY34,10.5,Regular,0.011026594,Snack Foods,166.4842,OUT018,2009,Medium,Tier 3,Supermarket Type2,2652.5472 +NCE19,8.97,Low Fat,0.093203257,Household,52.7956,OUT045,2002,,Tier 2,Supermarket Type1,1037.3164 +NCK31,,Low Fat,0.026916794,Others,50.9666,OUT027,1985,Medium,Tier 3,Supermarket Type3,717.7324 +NCJ29,10.6,Low Fat,0.035264298,Health and Hygiene,86.1224,OUT045,2002,,Tier 2,Supermarket Type1,426.112 +FDT59,13.65,Low Fat,0.015908424,Breads,231.1668,OUT035,2004,Small,Tier 2,Supermarket Type1,6911.004 +NCX41,19,Low Fat,0.017719277,Health and Hygiene,211.0244,OUT046,1997,Small,Tier 1,Supermarket Type1,3811.0392 +FDU45,,Regular,0.035334201,Snack Foods,115.3518,OUT027,1985,Medium,Tier 3,Supermarket Type3,2277.036 +FDW24,,Low Fat,0.065652494,Baking Goods,48.9034,OUT019,1985,Small,Tier 1,Grocery Store,48.6034 +FDF22,6.865,Low Fat,0.056919038,Snack Foods,212.8218,OUT049,1999,Medium,Tier 1,Supermarket Type1,5770.4886 +FDM60,10.8,Regular,0.048143292,Baking Goods,40.2138,OUT046,1997,Small,Tier 1,Supermarket Type1,690.4346 +FDR02,16.7,Low Fat,0.022047313,Dairy,110.2886,OUT013,1987,High,Tier 3,Supermarket Type1,1890.2062 +DRP35,,Low Fat,0.090427268,Hard Drinks,126.2336,OUT027,1985,Medium,Tier 3,Supermarket Type3,3195.84 +FDS48,15.15,Low Fat,0.027779254,Baking Goods,150.1708,OUT046,1997,Small,Tier 1,Supermarket Type1,1504.708 +NCZ42,10.5,Low Fat,0,Household,238.3248,OUT010,1998,,Tier 3,Grocery Store,711.0744 +FDZ38,17.6,Low Fat,0.008033611,Dairy,174.2422,OUT018,2009,Medium,Tier 3,Supermarket Type2,4311.055 +FDH19,19.35,Low Fat,0.033088472,Meat,175.4738,OUT046,1997,Small,Tier 1,Supermarket Type1,521.3214 +NCB55,15.7,Low Fat,0.160663021,Household,59.4562,OUT046,1997,Small,Tier 1,Supermarket Type1,829.5868 +FDC15,18.1,LF,0.178975721,Dairy,155.5288,OUT017,2007,,Tier 2,Supermarket Type1,1571.288 +FDF11,10.195,Regular,0.017627888,Starchy Foods,239.6538,OUT035,2004,Small,Tier 2,Supermarket Type1,2403.538 +FDW35,,low fat,0.0194158,Breads,41.6454,OUT019,1985,Small,Tier 1,Grocery Store,83.8908 +FDB44,6.655,Low Fat,0.016993225,Fruits and Vegetables,211.0586,OUT045,2002,,Tier 2,Supermarket Type1,844.2344 +NCC06,19,Low Fat,0.027139013,Household,127.3336,OUT017,2007,,Tier 2,Supermarket Type1,2940.1728 +FDR04,7.075,Low Fat,0.03777249,Frozen Foods,98.0068,OUT010,1998,,Tier 3,Grocery Store,291.6204 +FDB17,13.15,Low Fat,0.036746479,Frozen Foods,181.2976,OUT045,2002,,Tier 2,Supermarket Type1,3259.7568 +FDW43,20.1,Regular,0.022460102,Fruits and Vegetables,226.8036,OUT049,1999,Medium,Tier 1,Supermarket Type1,3415.554 +FDA27,20.35,Regular,0,Dairy,256.7672,OUT018,2009,Medium,Tier 3,Supermarket Type2,5624.6784 +NCU41,18.85,Low Fat,0.05213575,Health and Hygiene,190.1846,OUT049,1999,Medium,Tier 1,Supermarket Type1,6687.961 +FDY56,16.35,Regular,0.062508438,Fruits and Vegetables,227.1062,OUT049,1999,Medium,Tier 1,Supermarket Type1,5642.655 +FDV39,11.3,Low Fat,0.007309544,Meat,196.2426,OUT018,2009,Medium,Tier 3,Supermarket Type2,4943.565 +FDN32,17.5,Low Fat,0.015623754,Fruits and Vegetables,182.6266,OUT018,2009,Medium,Tier 3,Supermarket Type2,3135.2522 +FDW07,18,Regular,0.142978223,Fruits and Vegetables,87.4514,OUT045,2002,,Tier 2,Supermarket Type1,796.9626 +FDZ27,7.935,Low Fat,0.017191055,Dairy,51.535,OUT045,2002,,Tier 2,Supermarket Type1,848.895 +FDW23,,Low Fat,0.143592939,Baking Goods,37.3164,OUT019,1985,Small,Tier 1,Grocery Store,38.6164 +FDU01,20.25,Regular,0.011995271,Canned,184.5924,OUT046,1997,Small,Tier 1,Supermarket Type1,4997.4948 +FDF10,15.5,Regular,0.15717236,Snack Foods,149.1418,OUT049,1999,Medium,Tier 1,Supermarket Type1,588.5672 +DRH03,,Low Fat,0.061393095,Dairy,91.812,OUT019,1985,Small,Tier 1,Grocery Store,372.848 +FDW27,,Regular,0.264124669,Meat,155.7314,OUT019,1985,Small,Tier 1,Grocery Store,155.1314 +DRI13,15.35,Low Fat,0.020310046,Soft Drinks,218.0508,OUT013,1987,High,Tier 3,Supermarket Type1,3038.7112 +NCR05,10.1,Low Fat,0.054630834,Health and Hygiene,200.2084,OUT046,1997,Small,Tier 1,Supermarket Type1,1587.2672 +FDB29,16.7,Regular,0.052517969,Frozen Foods,115.4176,OUT045,2002,,Tier 2,Supermarket Type1,687.1056 +FDL51,20.7,Regular,0.047565208,Dairy,213.4876,OUT049,1999,Medium,Tier 1,Supermarket Type1,1929.4884 +FDB11,16,LF,0.060797393,Starchy Foods,223.8404,OUT013,1987,High,Tier 3,Supermarket Type1,3600.6464 +FDI35,14,Low Fat,0.041291169,Starchy Foods,180.7634,OUT046,1997,Small,Tier 1,Supermarket Type1,2181.1608 +FDX08,12.85,Low Fat,0.022604051,Fruits and Vegetables,181.4318,OUT046,1997,Small,Tier 1,Supermarket Type1,3428.2042 +FDP59,20.85,Regular,0.056580228,Breads,105.6648,OUT045,2002,,Tier 2,Supermarket Type1,623.1888 +NCJ18,12.35,Low Fat,0.164196823,Household,120.5124,OUT049,1999,Medium,Tier 1,Supermarket Type1,2133.2232 +FDJ41,6.85,Low Fat,0.022976497,Frozen Foods,261.6594,OUT018,2009,Medium,Tier 3,Supermarket Type2,3401.5722 +FDU08,10.3,Low Fat,0.027310252,Fruits and Vegetables,101.0042,OUT035,2004,Small,Tier 2,Supermarket Type1,1289.6546 +FDS09,,Regular,0.141975462,Snack Foods,49.6008,OUT019,1985,Small,Tier 1,Grocery Store,50.6008 +DRH15,8.775,Low Fat,0,Dairy,45.9428,OUT013,1987,High,Tier 3,Supermarket Type1,790.9704 +NCV17,18.85,Low Fat,0.01619866,Health and Hygiene,129.2626,OUT017,2007,,Tier 2,Supermarket Type1,3147.9024 +NCO54,,Low Fat,0.014205168,Household,56.7614,OUT027,1985,Medium,Tier 3,Supermarket Type3,2486.763 +FDE24,14.85,Low Fat,0.09344495,Baking Goods,141.0812,OUT035,2004,Small,Tier 2,Supermarket Type1,1139.8496 +FDH53,20.5,Regular,0.019199733,Frozen Foods,84.3592,OUT046,1997,Small,Tier 1,Supermarket Type1,1816.3024 +FDZ13,7.84,Regular,0.154120252,Canned,51.935,OUT018,2009,Medium,Tier 3,Supermarket Type2,199.74 +FDW28,18.25,Low Fat,0.089004389,Frozen Foods,196.7452,OUT045,2002,,Tier 2,Supermarket Type1,978.726 +FDU46,10.3,Regular,0.011117041,Snack Foods,85.854,OUT013,1987,High,Tier 3,Supermarket Type1,2683.174 +NCE43,12.5,LF,0.103422709,Household,169.9448,OUT035,2004,Small,Tier 2,Supermarket Type1,2897.5616 +FDS26,,Low Fat,0.089035961,Dairy,260.5594,OUT027,1985,Medium,Tier 3,Supermarket Type3,9158.079 +FDB14,20.25,Regular,0.102723919,Canned,93.212,OUT046,1997,Small,Tier 1,Supermarket Type1,1957.452 +DRB48,,Regular,0.024733134,Soft Drinks,40.2822,OUT027,1985,Medium,Tier 3,Supermarket Type3,1296.3126 +NCC42,15,Low Fat,0.044871033,Health and Hygiene,140.3838,OUT013,1987,High,Tier 3,Supermarket Type1,2528.7084 +FDQ20,8.325,Low Fat,0.029760052,Fruits and Vegetables,38.7138,OUT013,1987,High,Tier 3,Supermarket Type1,284.2966 +FDA13,15.85,Low Fat,0.078999287,Canned,38.6506,OUT017,2007,,Tier 2,Supermarket Type1,759.012 +FDZ15,13.1,Low Fat,0.020870744,Dairy,117.3782,OUT046,1997,Small,Tier 1,Supermarket Type1,1787.673 +NCV42,6.26,Low Fat,0.031599715,Household,111.3228,OUT017,2007,,Tier 2,Supermarket Type1,2431.5016 +DRI51,17.25,Low Fat,0.042413704,Dairy,173.1764,OUT018,2009,Medium,Tier 3,Supermarket Type2,4466.1864 +FDO28,5.765,Low Fat,0.072284689,Frozen Foods,119.9098,OUT035,2004,Small,Tier 2,Supermarket Type1,2048.6666 +NCS54,13.6,Low Fat,0.009984847,Household,175.437,OUT013,1987,High,Tier 3,Supermarket Type1,1940.807 +FDH16,10.5,Low Fat,0.052852621,Frozen Foods,88.783,OUT017,2007,,Tier 2,Supermarket Type1,2067.309 +FDG24,7.975,Low Fat,0.014660821,Baking Goods,85.125,OUT045,2002,,Tier 2,Supermarket Type1,2663.2 +FDR52,12.65,Regular,0.076354362,Frozen Foods,192.1846,OUT018,2009,Medium,Tier 3,Supermarket Type2,1146.5076 +NCH06,12.3,Low Fat,0.076709639,Household,247.846,OUT045,2002,,Tier 2,Supermarket Type1,3448.844 +FDA36,5.985,Low Fat,0.005677876,Baking Goods,184.8924,OUT045,2002,,Tier 2,Supermarket Type1,1665.8316 +FDU56,,Low Fat,0,Fruits and Vegetables,184.7266,OUT027,1985,Medium,Tier 3,Supermarket Type3,8114.7704 +FDT09,15.15,Regular,0.012282366,Snack Foods,132.5284,OUT049,1999,Medium,Tier 1,Supermarket Type1,1713.7692 +FDU25,12.35,Low Fat,0.026681262,Canned,56.4246,OUT046,1997,Small,Tier 1,Supermarket Type1,810.9444 +FDK41,14.3,Low Fat,0.127541722,Frozen Foods,84.9224,OUT046,1997,Small,Tier 1,Supermarket Type1,1193.1136 +NCT54,8.695,Low Fat,0.119513002,Household,93.4094,OUT035,2004,Small,Tier 2,Supermarket Type1,856.8846 +FDV51,16.35,Low Fat,0.054463442,Meat,163.8842,OUT010,1998,,Tier 3,Grocery Store,165.7842 +FDM24,6.135,Regular,0,Baking Goods,151.3366,OUT045,2002,,Tier 2,Supermarket Type1,1057.9562 +NCO30,19.5,Low Fat,0.015756784,Household,185.0608,OUT045,2002,,Tier 2,Supermarket Type1,2205.1296 +FDQ45,9.5,Regular,0.010907967,Snack Foods,182.3608,OUT013,1987,High,Tier 3,Supermarket Type1,2940.1728 +DRK59,8.895,LF,0.07543556,Hard Drinks,235.8616,OUT035,2004,Small,Tier 2,Supermarket Type1,3046.7008 +FDW28,18.25,Low Fat,0,Frozen Foods,196.8452,OUT046,1997,Small,Tier 1,Supermarket Type1,3327.6684 +FDC02,21.35,Low Fat,0.115194717,Canned,258.3278,OUT010,1998,,Tier 3,Grocery Store,520.6556 +FDR21,19.7,Low Fat,0.066922802,Snack Foods,174.837,OUT035,2004,Small,Tier 2,Supermarket Type1,2999.429 +FDN48,,Low Fat,0.064636203,Baking Goods,90.0804,OUT027,1985,Medium,Tier 3,Supermarket Type3,2113.2492 +FDT44,16.6,Low Fat,0.103195401,Fruits and Vegetables,117.8466,OUT045,2002,,Tier 2,Supermarket Type1,942.7728 +FDX14,,Low Fat,0.13121032,Dairy,74.0354,OUT019,1985,Small,Tier 1,Grocery Store,75.2354 +FDH57,10.895,Low Fat,0.035747522,Fruits and Vegetables,133.6284,OUT046,1997,Small,Tier 1,Supermarket Type1,1581.9408 +FDH28,,reg,0.192650072,Frozen Foods,37.4506,OUT019,1985,Small,Tier 1,Grocery Store,37.9506 +NCT41,,Low Fat,0.098031771,Health and Hygiene,151.3024,OUT019,1985,Small,Tier 1,Grocery Store,151.8024 +FDO11,,Regular,0.030118338,Breads,248.8092,OUT027,1985,Medium,Tier 3,Supermarket Type3,3486.1288 +NCP42,8.51,Low Fat,0.016201845,Household,195.2478,OUT017,2007,,Tier 2,Supermarket Type1,4262.4516 +FDN09,14.15,Low Fat,0.05837308,Snack Foods,243.9828,OUT010,1998,,Tier 3,Grocery Store,731.0484 +FDP32,6.65,Low Fat,0.087652908,Fruits and Vegetables,128.8678,OUT035,2004,Small,Tier 2,Supermarket Type1,1398.8458 +FDV57,15.25,Regular,0.065999008,Snack Foods,177.966,OUT049,1999,Medium,Tier 1,Supermarket Type1,2336.958 +FDW28,18.25,low fat,0.088750333,Frozen Foods,196.5452,OUT013,1987,High,Tier 3,Supermarket Type1,2348.9424 +FDR56,,Regular,0.100277876,Fruits and Vegetables,196.8768,OUT027,1985,Medium,Tier 3,Supermarket Type3,7094.7648 +FDA40,16,Regular,0.099252438,Frozen Foods,87.4856,OUT035,2004,Small,Tier 2,Supermarket Type1,1054.6272 +NCG42,19.2,Low Fat,0,Household,127.831,OUT045,2002,,Tier 2,Supermarket Type1,1298.31 +NCK54,12.15,Low Fat,0,Household,117.815,OUT017,2007,,Tier 2,Supermarket Type1,2330.3 +FDE16,8.895,Low Fat,0.026384672,Frozen Foods,208.9954,OUT049,1999,Medium,Tier 1,Supermarket Type1,4584.6988 +FDB15,10.895,Low Fat,0.228993134,Dairy,263.4568,OUT010,1998,,Tier 3,Grocery Store,527.3136 +FDC40,16,Regular,0.065431917,Dairy,76.1986,OUT017,2007,,Tier 2,Supermarket Type1,1869.5664 +FDE53,,LF,0.026749991,Frozen Foods,106.928,OUT027,1985,Medium,Tier 3,Supermarket Type3,2876.256 +FDK24,9.195,Low Fat,0,Baking Goods,43.6744,OUT018,2009,Medium,Tier 3,Supermarket Type2,407.4696 +FDW31,11.35,Regular,0.043333912,Fruits and Vegetables,201.0742,OUT018,2009,Medium,Tier 3,Supermarket Type2,2189.8162 +NCX29,10,LF,0.089656812,Health and Hygiene,144.0102,OUT017,2007,,Tier 2,Supermarket Type1,1603.9122 +NCM07,9.395,Low Fat,0.039954281,Others,82.4908,OUT035,2004,Small,Tier 2,Supermarket Type1,2013.3792 +DRN36,,Low Fat,0.087854925,Soft Drinks,95.9752,OUT019,1985,Small,Tier 1,Grocery Store,95.8752 +FDQ37,20.75,Low Fat,0.149404057,Breakfast,192.8478,OUT010,1998,,Tier 3,Grocery Store,774.9912 +FDK43,9.8,Low Fat,0.0268952,Meat,128.402,OUT045,2002,,Tier 2,Supermarket Type1,2403.538 +FDK28,5.695,Low Fat,0.065857092,Frozen Foods,258.5646,OUT018,2009,Medium,Tier 3,Supermarket Type2,4380.2982 +FDR43,18.2,Low Fat,0.161817014,Fruits and Vegetables,37.819,OUT045,2002,,Tier 2,Supermarket Type1,219.714 +FDL48,19.35,Regular,0.082197959,Baking Goods,49.2034,OUT013,1987,High,Tier 3,Supermarket Type1,729.051 +DRL23,18.35,Low Fat,0.015335349,Hard Drinks,106.6938,OUT045,2002,,Tier 2,Supermarket Type1,1393.5194 +NCX42,6.36,Low Fat,0.00599072,Household,163.6526,OUT045,2002,,Tier 2,Supermarket Type1,5262.4832 +DRD37,9.8,Low Fat,0.013898123,Soft Drinks,46.506,OUT018,2009,Medium,Tier 3,Supermarket Type2,372.848 +FDZ47,,Regular,0.078912473,Baking Goods,99.9042,OUT027,1985,Medium,Tier 3,Supermarket Type3,3273.7386 +NCJ54,,Low Fat,0.059776237,Household,231.7642,OUT027,1985,Medium,Tier 3,Supermarket Type3,5344.3766 +FDL52,6.635,Regular,0,Frozen Foods,39.7506,OUT013,1987,High,Tier 3,Supermarket Type1,303.6048 +FDC15,18.1,Low Fat,0.297883712,Dairy,156.7288,OUT010,1998,,Tier 3,Grocery Store,314.2576 +NCD19,8.93,Low Fat,0.022059594,Household,56.0614,OUT010,1998,,Tier 3,Grocery Store,276.307 +FDD08,8.3,Low Fat,0.03532494,Fruits and Vegetables,38.9506,OUT013,1987,High,Tier 3,Supermarket Type1,721.0614 +NCN18,8.895,LF,0.124967595,Household,112.7544,OUT045,2002,,Tier 2,Supermarket Type1,3467.4864 +FDY56,16.35,Regular,0.062411404,Fruits and Vegetables,225.9062,OUT046,1997,Small,Tier 1,Supermarket Type1,5416.9488 +NCI29,8.6,Low Fat,0.032754431,Health and Hygiene,140.5154,OUT018,2009,Medium,Tier 3,Supermarket Type2,283.6308 +NCE06,,Low Fat,0.160178832,Household,160.2894,OUT019,1985,Small,Tier 1,Grocery Store,323.5788 +FDC08,19,Regular,0.104035148,Fruits and Vegetables,227.772,OUT017,2007,,Tier 2,Supermarket Type1,5206.556 +FDU52,7.56,Low Fat,0.06390019,Frozen Foods,157.263,OUT045,2002,,Tier 2,Supermarket Type1,2503.408 +FDN16,12.6,Regular,0.062648111,Frozen Foods,104.899,OUT013,1987,High,Tier 3,Supermarket Type1,1960.781 +NCM55,15.6,Low Fat,0.111685868,Others,184.7924,OUT010,1998,,Tier 3,Grocery Store,370.1848 +FDR49,8.71,Low Fat,0.233039817,Canned,49.5376,OUT010,1998,,Tier 3,Grocery Store,95.8752 +FDC15,18.1,Low Fat,0.17824575,Dairy,158.1288,OUT049,1999,Medium,Tier 1,Supermarket Type1,3299.7048 +FDB53,13.35,Low Fat,0.140241213,Frozen Foods,150.2392,OUT017,2007,,Tier 2,Supermarket Type1,2684.5056 +FDK44,16.6,Low Fat,0,Fruits and Vegetables,173.3738,OUT046,1997,Small,Tier 1,Supermarket Type1,2085.2856 +FDA16,6.695,Low Fat,0.033935576,Frozen Foods,221.9456,OUT035,2004,Small,Tier 2,Supermarket Type1,2210.456 +FDO19,,Regular,0.016516275,Fruits and Vegetables,47.4034,OUT027,1985,Medium,Tier 3,Supermarket Type3,2187.153 +FDO04,16.6,Low Fat,0.026537206,Frozen Foods,57.2614,OUT046,1997,Small,Tier 1,Supermarket Type1,1049.9666 +NCL19,15.35,Low Fat,0.015673267,Others,145.047,OUT035,2004,Small,Tier 2,Supermarket Type1,2719.793 +FDA44,19.7,Low Fat,0.089083914,Fruits and Vegetables,54.593,OUT010,1998,,Tier 3,Grocery Store,56.593 +FDR60,14.3,Low Fat,0.131152799,Baking Goods,78.6328,OUT017,2007,,Tier 2,Supermarket Type1,231.6984 +FDV37,,Regular,0.083109455,Canned,195.8426,OUT027,1985,Medium,Tier 3,Supermarket Type3,5734.5354 +FDG53,10,Low Fat,0.045818773,Frozen Foods,138.718,OUT013,1987,High,Tier 3,Supermarket Type1,1398.18 +DRG01,14.8,Low Fat,0.044869794,Soft Drinks,76.467,OUT035,2004,Small,Tier 2,Supermarket Type1,1531.34 +FDB38,,Regular,0,Canned,160.692,OUT019,1985,Small,Tier 1,Grocery Store,319.584 +FDI27,8.71,Regular,0.04605781,Dairy,43.8744,OUT049,1999,Medium,Tier 1,Supermarket Type1,633.8416 +FDD29,12.15,Low Fat,0.030815427,Frozen Foods,252.0698,OUT010,1998,,Tier 3,Grocery Store,1014.6792 +NCR41,17.85,Low Fat,0.01806055,Health and Hygiene,97.0094,OUT045,2002,,Tier 2,Supermarket Type1,2094.6068 +FDW44,9.5,Regular,0.035205866,Fruits and Vegetables,171.3448,OUT049,1999,Medium,Tier 1,Supermarket Type1,2386.2272 +FDU21,11.8,Regular,0.076705948,Snack Foods,34.7558,OUT035,2004,Small,Tier 2,Supermarket Type1,780.9834 +FDI14,14.1,LF,0.089677773,Canned,139.8496,OUT046,1997,Small,Tier 1,Supermarket Type1,1693.7952 +FDW50,,Low Fat,0.132327406,Dairy,168.4158,OUT019,1985,Small,Tier 1,Grocery Store,334.2316 +FDN39,19.35,Regular,0.065520388,Meat,168.3816,OUT046,1997,Small,Tier 1,Supermarket Type1,1342.2528 +FDT31,19.75,Low Fat,0.012518707,Fruits and Vegetables,190.6872,OUT017,2007,,Tier 2,Supermarket Type1,4916.2672 +FDJ14,10.3,Regular,0.050353695,Canned,78.696,OUT017,2007,,Tier 2,Supermarket Type1,1757.712 +NCQ43,,Low Fat,0.110762642,Others,108.5912,OUT027,1985,Medium,Tier 3,Supermarket Type3,1637.868 +FDZ22,,Low Fat,0.045050674,Snack Foods,84.925,OUT027,1985,Medium,Tier 3,Supermarket Type3,1747.725 +FDU38,10.8,Low Fat,0.083016832,Dairy,193.4504,OUT017,2007,,Tier 2,Supermarket Type1,2876.256 +FDS32,17.75,Regular,0,Fruits and Vegetables,139.9838,OUT045,2002,,Tier 2,Supermarket Type1,1966.7732 +DRH13,8.575,Low Fat,0.023983258,Soft Drinks,106.328,OUT018,2009,Medium,Tier 3,Supermarket Type2,958.752 +DRF03,19.1,Low Fat,0.075836522,Dairy,40.2138,OUT010,1998,,Tier 3,Grocery Store,81.2276 +FDJ20,20.7,Regular,0.100330684,Fruits and Vegetables,123.4388,OUT049,1999,Medium,Tier 1,Supermarket Type1,1238.388 +FDE22,,Low Fat,0.051778173,Snack Foods,157.892,OUT019,1985,Small,Tier 1,Grocery Store,319.584 +FDX22,6.785,Regular,0.022970468,Snack Foods,211.0928,OUT035,2004,Small,Tier 2,Supermarket Type1,4418.2488 +DRM11,6.57,Low Fat,0.066014596,Hard Drinks,259.7278,OUT013,1987,High,Tier 3,Supermarket Type1,2863.6058 +FDL58,5.78,Regular,0.07429945,Snack Foods,264.9568,OUT045,2002,,Tier 2,Supermarket Type1,1845.5976 +FDL25,6.92,Regular,0.131128467,Breakfast,93.1804,OUT049,1999,Medium,Tier 1,Supermarket Type1,1561.9668 +FDD40,20.25,Regular,0.014816356,Dairy,194.1162,OUT049,1999,Medium,Tier 1,Supermarket Type1,3848.324 +FDT08,13.65,Low Fat,0.049318315,Fruits and Vegetables,149.005,OUT045,2002,,Tier 2,Supermarket Type1,2097.27 +FDO22,13.5,Regular,0.017960492,Snack Foods,81.596,OUT017,2007,,Tier 2,Supermarket Type1,639.168 +NCM41,16.5,Low Fat,0.035801238,Health and Hygiene,92.612,OUT018,2009,Medium,Tier 3,Supermarket Type2,559.272 +FDJ21,16.7,Regular,0.038606365,Snack Foods,146.5102,OUT045,2002,,Tier 2,Supermarket Type1,2770.3938 +FDC53,8.68,Low Fat,0.008871687,Frozen Foods,99.7384,OUT018,2009,Medium,Tier 3,Supermarket Type2,295.6152 +DRK35,,Low Fat,0.125793938,Hard Drinks,36.2506,OUT019,1985,Small,Tier 1,Grocery Store,37.9506 +FDQ09,7.235,Low Fat,0.058369013,Snack Foods,115.2834,OUT018,2009,Medium,Tier 3,Supermarket Type2,1267.0174 +DRB48,16.75,Regular,0,Soft Drinks,39.3822,OUT046,1997,Small,Tier 1,Supermarket Type1,353.5398 +DRE25,15.35,Low Fat,0.073269336,Soft Drinks,92.112,OUT035,2004,Small,Tier 2,Supermarket Type1,1118.544 +FDL08,10.8,Low Fat,0.049677651,Fruits and Vegetables,245.9144,OUT013,1987,High,Tier 3,Supermarket Type1,4655.2736 +NCV42,6.26,Low Fat,0.031470832,Household,110.2228,OUT049,1999,Medium,Tier 1,Supermarket Type1,1547.3192 +FDW03,5.63,Regular,0.024579432,Meat,105.3306,OUT049,1999,Medium,Tier 1,Supermarket Type1,1045.306 +FDL25,6.92,Regular,0.131665479,Breakfast,91.8804,OUT017,2007,,Tier 2,Supermarket Type1,275.6412 +FDC17,12.15,Low Fat,0.015523707,Frozen Foods,212.0928,OUT018,2009,Medium,Tier 3,Supermarket Type2,2735.1064 +FDK44,16.6,Low Fat,0.122475364,Fruits and Vegetables,175.5738,OUT045,2002,,Tier 2,Supermarket Type1,347.5476 +FDE34,9.195,Low Fat,0.107891398,Snack Foods,182.7634,OUT046,1997,Small,Tier 1,Supermarket Type1,3817.0314 +FDP10,19,Low Fat,0.128065918,Snack Foods,104.3622,OUT035,2004,Small,Tier 2,Supermarket Type1,1905.5196 +FDZ22,9.395,Low Fat,0.045361705,Snack Foods,83.825,OUT045,2002,,Tier 2,Supermarket Type1,665.8 +NCK19,9.8,Low Fat,0.090390357,Others,192.1478,OUT013,1987,High,Tier 3,Supermarket Type1,2324.9736 +FDO44,,Low Fat,0.087029712,Fruits and Vegetables,109.2228,OUT027,1985,Medium,Tier 3,Supermarket Type3,3205.1612 +NCU41,18.85,LF,0.052054819,Health and Hygiene,189.1846,OUT046,1997,Small,Tier 1,Supermarket Type1,2101.9306 +NCF31,9.13,Low Fat,0.051952573,Household,152.3024,OUT045,2002,,Tier 2,Supermarket Type1,1821.6288 +FDG14,9,Regular,0.050786366,Canned,152.2024,OUT017,2007,,Tier 2,Supermarket Type1,3643.2576 +NCH30,17.1,Low Fat,0.067141355,Household,114.586,OUT035,2004,Small,Tier 2,Supermarket Type1,2942.836 +FDR36,6.715,Regular,0.121485195,Baking Goods,40.2454,OUT013,1987,High,Tier 3,Supermarket Type1,587.2356 +NCJ30,5.82,Low Fat,0.080640478,Household,167.779,OUT046,1997,Small,Tier 1,Supermarket Type1,2886.243 +FDR08,18.7,Low Fat,0.037699254,Fruits and Vegetables,110.2886,OUT045,2002,,Tier 2,Supermarket Type1,2223.772 +FDU04,7.93,Low Fat,0,Frozen Foods,123.2414,OUT018,2009,Medium,Tier 3,Supermarket Type2,487.3656 +NCQ50,18.75,Low Fat,0.034501405,Household,211.7218,OUT017,2007,,Tier 2,Supermarket Type1,5770.4886 +FDL46,,Low Fat,0.053795154,Snack Foods,117.7466,OUT027,1985,Medium,Tier 3,Supermarket Type3,1414.1592 +DRK37,5,Low Fat,0.044004675,Soft Drinks,188.853,OUT046,1997,Small,Tier 1,Supermarket Type1,5502.837 +FDK48,7.445,low fat,0,Baking Goods,76.8354,OUT046,1997,Small,Tier 1,Supermarket Type1,2181.8266 +FDV58,20.85,Low Fat,0.121250374,Snack Foods,193.9452,OUT046,1997,Small,Tier 1,Supermarket Type1,1565.9616 +FDN27,20.85,Low Fat,0,Meat,115.1808,OUT018,2009,Medium,Tier 3,Supermarket Type2,1054.6272 +FDZ52,19.2,Low Fat,0.100230114,Frozen Foods,112.9886,OUT049,1999,Medium,Tier 1,Supermarket Type1,1667.829 +NCF42,17.35,Low Fat,0.167383061,Household,175.6712,OUT046,1997,Small,Tier 1,Supermarket Type1,2812.3392 +FDQ48,14.3,Regular,0.034404732,Baking Goods,98.1726,OUT035,2004,Small,Tier 2,Supermarket Type1,489.363 +FDW49,19.5,Low Fat,0.082719632,Canned,179.3002,OUT045,2002,,Tier 2,Supermarket Type1,2865.6032 +FDR58,6.675,Low Fat,0.041913535,Snack Foods,90.7462,OUT035,2004,Small,Tier 2,Supermarket Type1,1665.8316 +NCE07,8.18,Low Fat,0.0132043,Household,143.8154,OUT017,2007,,Tier 2,Supermarket Type1,2694.4926 +FDK14,6.98,Low Fat,0.041105789,Canned,83.4934,OUT046,1997,Small,Tier 1,Supermarket Type1,1555.9746 +FDC11,,LF,0.141106202,Starchy Foods,87.9172,OUT027,1985,Medium,Tier 3,Supermarket Type3,3836.3396 +FDL22,16.85,Low Fat,0.036463975,Snack Foods,90.7488,OUT045,2002,,Tier 2,Supermarket Type1,543.2928 +NCQ41,14.8,Low Fat,0.01946418,Health and Hygiene,196.3794,OUT013,1987,High,Tier 3,Supermarket Type1,1950.794 +FDX46,12.3,Regular,0,Snack Foods,57.3562,OUT013,1987,High,Tier 3,Supermarket Type1,177.7686 +FDC35,7.435,Low Fat,0.123086812,Starchy Foods,206.9638,OUT045,2002,,Tier 2,Supermarket Type1,1035.319 +FDH45,15.1,reg,0.105646853,Fruits and Vegetables,42.8796,OUT035,2004,Small,Tier 2,Supermarket Type1,949.4308 +FDX33,9.195,Regular,0.118149377,Snack Foods,160.5578,OUT017,2007,,Tier 2,Supermarket Type1,1283.6624 +DRJ35,10.1,Low Fat,0.046545786,Hard Drinks,59.9878,OUT013,1987,High,Tier 3,Supermarket Type1,484.7024 +FDC40,16,Regular,0.065009745,Dairy,79.5986,OUT013,1987,High,Tier 3,Supermarket Type1,934.7832 +FDO19,17.7,Regular,0.016630303,Fruits and Vegetables,48.1034,OUT045,2002,,Tier 2,Supermarket Type1,534.6374 +FDP13,8.1,Regular,0.134532392,Canned,39.448,OUT049,1999,Medium,Tier 1,Supermarket Type1,878.856 +FDP24,20.6,LF,0.083133128,Baking Goods,120.1756,OUT049,1999,Medium,Tier 1,Supermarket Type1,1332.9316 +NCQ42,20.35,Low Fat,0.039428167,Household,127.9678,OUT018,2009,Medium,Tier 3,Supermarket Type2,3560.6984 +FDY59,8.195,Low Fat,0,Baking Goods,93.1462,OUT018,2009,Medium,Tier 3,Supermarket Type2,647.8234 +FDU14,17.75,Low Fat,0.034823127,Dairy,248.675,OUT045,2002,,Tier 2,Supermarket Type1,4993.5 +FDB21,7.475,Low Fat,0.148492521,Fruits and Vegetables,240.6854,OUT035,2004,Small,Tier 2,Supermarket Type1,1691.7978 +FDT32,19,Regular,0.065901299,Fruits and Vegetables,188.7214,OUT018,2009,Medium,Tier 3,Supermarket Type2,1695.7926 +FDK20,12.6,Regular,0.041622264,Fruits and Vegetables,124.0072,OUT049,1999,Medium,Tier 1,Supermarket Type1,4042.7376 +FDX09,,Low Fat,0.064933297,Snack Foods,174.837,OUT027,1985,Medium,Tier 3,Supermarket Type3,4763.799 +FDM01,7.895,Regular,0.0945493,Breakfast,102.6332,OUT035,2004,Small,Tier 2,Supermarket Type1,1640.5312 +DRI37,,Low Fat,0.107076832,Soft Drinks,58.7904,OUT027,1985,Medium,Tier 3,Supermarket Type3,1288.9888 +FDL20,17.1,Low Fat,0.128674983,Fruits and Vegetables,112.3886,OUT045,2002,,Tier 2,Supermarket Type1,2334.9606 +FDU13,8.355,Low Fat,0.188322664,Canned,148.5418,OUT018,2009,Medium,Tier 3,Supermarket Type2,2207.127 +FDE05,,Regular,0,Frozen Foods,145.2102,OUT019,1985,Small,Tier 1,Grocery Store,437.4306 +FDE58,18.5,Low Fat,0.052025392,Snack Foods,118.4124,OUT013,1987,High,Tier 3,Supermarket Type1,2370.248 +FDT32,,Regular,0.065316099,Fruits and Vegetables,189.9214,OUT027,1985,Medium,Tier 3,Supermarket Type3,5087.3778 +FDZ01,8.975,Regular,0.01516265,Canned,101.899,OUT010,1998,,Tier 3,Grocery Store,103.199 +FDM08,10.1,Regular,0.053584207,Fruits and Vegetables,224.4088,OUT046,1997,Small,Tier 1,Supermarket Type1,4697.8848 +FDS58,9.285,Regular,0.020989132,Snack Foods,158.6578,OUT013,1987,High,Tier 3,Supermarket Type1,2406.867 +FDZ26,11.6,Regular,0.144017405,Dairy,238.3222,OUT046,1997,Small,Tier 1,Supermarket Type1,5736.5328 +FDC46,,Low Fat,0.115978122,Snack Foods,183.4266,OUT027,1985,Medium,Tier 3,Supermarket Type3,7192.6374 +FDY51,12.5,Low Fat,0.081465335,Meat,220.7798,OUT018,2009,Medium,Tier 3,Supermarket Type2,6611.394 +FDL34,16,Low Fat,0.041177505,Snack Foods,142.3496,OUT017,2007,,Tier 2,Supermarket Type1,3246.4408 +DRG39,14.15,Low Fat,0.042352822,Dairy,51.6982,OUT018,2009,Medium,Tier 3,Supermarket Type2,1262.3568 +NCG43,20.2,Low Fat,0.074541867,Household,94.1462,OUT018,2009,Medium,Tier 3,Supermarket Type2,1758.3778 +FDT01,13.65,Regular,0.18454121,Canned,211.5902,OUT045,2002,,Tier 2,Supermarket Type1,4672.5844 +NCR38,17.25,Low Fat,0.114160573,Household,253.1724,OUT017,2007,,Tier 2,Supermarket Type1,3775.086 +DRF01,5.655,Low Fat,0.175352413,Soft Drinks,147.4102,OUT049,1999,Medium,Tier 1,Supermarket Type1,2478.7734 +FDF53,20.75,Regular,0.083590755,Frozen Foods,182.2318,OUT035,2004,Small,Tier 2,Supermarket Type1,3067.3406 +FDS45,5.175,Regular,0.029471408,Snack Foods,105.4622,OUT013,1987,High,Tier 3,Supermarket Type1,3281.7282 +FDR20,20,Regular,0.028282832,Fruits and Vegetables,46.2744,OUT017,2007,,Tier 2,Supermarket Type1,1086.5856 +FDY07,11.8,Low Fat,0,Fruits and Vegetables,46.5402,OUT010,1998,,Tier 3,Grocery Store,229.701 +FDD38,16.75,Regular,0.008208342,Canned,102.8674,OUT045,2002,,Tier 2,Supermarket Type1,1528.011 +DRF15,18.35,Low Fat,0.03334929,Dairy,155.034,OUT018,2009,Medium,Tier 3,Supermarket Type2,1990.742 +FDH32,12.8,Low Fat,0.076060037,Fruits and Vegetables,95.141,OUT046,1997,Small,Tier 1,Supermarket Type1,868.869 +NCJ42,19.75,Low Fat,0.014301326,Household,103.0332,OUT046,1997,Small,Tier 1,Supermarket Type1,1230.3984 +FDB56,8.75,Regular,0.074931201,Fruits and Vegetables,187.6556,OUT018,2009,Medium,Tier 3,Supermarket Type2,938.778 +FDD03,13.3,Low Fat,0.080131363,Dairy,234.03,OUT018,2009,Medium,Tier 3,Supermarket Type2,4194.54 +NCL18,18.85,Low Fat,0.167444431,Household,194.6136,OUT013,1987,High,Tier 3,Supermarket Type1,1166.4816 +FDW22,9.695,Regular,0.03033748,Snack Foods,222.9114,OUT049,1999,Medium,Tier 1,Supermarket Type1,5764.4964 +FDE32,20.7,Low Fat,0.04874969,Fruits and Vegetables,37.5506,OUT035,2004,Small,Tier 2,Supermarket Type1,113.8518 +FDA34,,Low Fat,0.014788594,Starchy Foods,174.408,OUT027,1985,Medium,Tier 3,Supermarket Type3,7443.644 +FDJ08,11.1,Low Fat,0.111298111,Fruits and Vegetables,191.7846,OUT017,2007,,Tier 2,Supermarket Type1,3057.3536 +FDG38,8.975,Regular,0.05268526,Canned,83.3224,OUT013,1987,High,Tier 3,Supermarket Type1,3579.3408 +FDD29,12.15,Low Fat,0.018485511,Frozen Foods,253.1698,OUT018,2009,Medium,Tier 3,Supermarket Type2,1522.0188 +NCE31,7.67,Low Fat,0.184689756,Household,35.4216,OUT013,1987,High,Tier 3,Supermarket Type1,450.0808 +FDS19,13.8,Regular,0.064153845,Fruits and Vegetables,76.9012,OUT013,1987,High,Tier 3,Supermarket Type1,607.2096 +FDU11,4.785,Low Fat,0.092516598,Breads,120.1098,OUT013,1987,High,Tier 3,Supermarket Type1,1325.6078 +FDL02,20,Regular,0.104245198,Canned,105.3622,OUT049,1999,Medium,Tier 1,Supermarket Type1,1270.3464 +FDO51,,Regular,0.041779181,Meat,43.4112,OUT027,1985,Medium,Tier 3,Supermarket Type3,1107.8912 +DRK23,8.395,Low Fat,0.07226985,Hard Drinks,254.104,OUT018,2009,Medium,Tier 3,Supermarket Type2,3542.056 +FDO27,6.175,Regular,0.179806961,Meat,95.2752,OUT018,2009,Medium,Tier 3,Supermarket Type2,1534.0032 +FDB16,8.21,Low Fat,0.044995631,Dairy,89.2198,OUT049,1999,Medium,Tier 1,Supermarket Type1,1308.297 +FDA44,19.7,Low Fat,0.053523765,Fruits and Vegetables,55.393,OUT017,2007,,Tier 2,Supermarket Type1,1471.418 +NCB18,19.6,Low Fat,0.041459372,Household,89.6514,OUT018,2009,Medium,Tier 3,Supermarket Type2,1239.7196 +NCL53,7.5,Low Fat,0.036234918,Health and Hygiene,175.3028,OUT046,1997,Small,Tier 1,Supermarket Type1,3896.2616 +FDR16,5.845,Regular,0.105445801,Frozen Foods,214.4218,OUT018,2009,Medium,Tier 3,Supermarket Type2,1496.0526 +NCQ05,11.395,LF,0,Health and Hygiene,151.6708,OUT013,1987,High,Tier 3,Supermarket Type1,3460.8284 +FDF44,7.17,Regular,0.05997133,Fruits and Vegetables,132.1968,OUT018,2009,Medium,Tier 3,Supermarket Type2,2870.9296 +FDU50,5.75,Regular,0.075595405,Dairy,114.7176,OUT017,2007,,Tier 2,Supermarket Type1,1259.6936 +FDG20,15.5,Regular,0.210375806,Fruits and Vegetables,178.2028,OUT010,1998,,Tier 3,Grocery Store,177.1028 +FDD58,7.76,Low Fat,0.059341019,Snack Foods,99.77,OUT035,2004,Small,Tier 2,Supermarket Type1,798.96 +FDT01,13.65,Regular,0.18520944,Canned,212.9902,OUT017,2007,,Tier 2,Supermarket Type1,3185.853 +FDK15,10.8,Low Fat,0.098566832,Meat,98.3042,OUT049,1999,Medium,Tier 1,Supermarket Type1,1488.063 +FDJ08,11.1,Low Fat,0.11084417,Fruits and Vegetables,189.2846,OUT049,1999,Medium,Tier 1,Supermarket Type1,5159.2842 +FDS10,,Low Fat,0.0350152,Snack Foods,182.0318,OUT027,1985,Medium,Tier 3,Supermarket Type3,5954.2494 +FDJ55,12.8,Regular,0.023567538,Meat,226.8404,OUT049,1999,Medium,Tier 1,Supermarket Type1,4500.808 +FDU32,8.785,Low Fat,0,Fruits and Vegetables,123.0414,OUT010,1998,,Tier 3,Grocery Store,121.8414 +FDG09,20.6,Regular,0.04792722,Fruits and Vegetables,185.9556,OUT035,2004,Small,Tier 2,Supermarket Type1,4318.3788 +FDE39,7.89,Low Fat,0.036207786,Dairy,121.0782,OUT045,2002,,Tier 2,Supermarket Type1,3456.1678 +FDU56,16.85,Low Fat,0.044377096,Fruits and Vegetables,185.8266,OUT013,1987,High,Tier 3,Supermarket Type1,1659.8394 +NCH55,16.35,Low Fat,0.034742632,Household,127.402,OUT045,2002,,Tier 2,Supermarket Type1,759.012 +FDX33,,Regular,0.116915909,Snack Foods,159.4578,OUT027,1985,Medium,Tier 3,Supermarket Type3,4974.1918 +FDR24,17.35,Regular,0.062979148,Baking Goods,87.983,OUT045,2002,,Tier 2,Supermarket Type1,1707.777 +FDC33,,Regular,0.068604503,Fruits and Vegetables,197.3768,OUT027,1985,Medium,Tier 3,Supermarket Type3,7488.9184 +NCV54,,Low Fat,0.03294861,Household,116.8124,OUT027,1985,Medium,Tier 3,Supermarket Type3,2488.7604 +NCQ02,12.6,Low Fat,0.007450258,Household,186.7556,OUT013,1987,High,Tier 3,Supermarket Type1,2816.334 +NCU17,5.32,Low Fat,0.093027718,Health and Hygiene,101.4674,OUT049,1999,Medium,Tier 1,Supermarket Type1,2954.1546 +NCZ06,,Low Fat,0.164864915,Household,255.2698,OUT019,1985,Small,Tier 1,Grocery Store,761.0094 +FDV37,13,Regular,0.083498083,Canned,199.4426,OUT035,2004,Small,Tier 2,Supermarket Type1,593.2278 +DRH25,,Low Fat,0.014522363,Soft Drinks,50.2324,OUT027,1985,Medium,Tier 3,Supermarket Type3,1298.31 +NCI43,19.85,Low Fat,0.025963795,Household,46.3376,OUT035,2004,Small,Tier 2,Supermarket Type1,1150.5024 +NCQ53,17.6,Low Fat,0.019012262,Health and Hygiene,237.159,OUT017,2007,,Tier 2,Supermarket Type1,3072.667 +NCT18,14.6,Low Fat,0.059393919,Household,181.7976,OUT035,2004,Small,Tier 2,Supermarket Type1,3259.7568 +FDF14,7.55,Low Fat,0.027212058,Canned,152.734,OUT049,1999,Medium,Tier 1,Supermarket Type1,2756.412 +FDM14,13.8,Low Fat,0.013263968,Canned,106.9254,OUT046,1997,Small,Tier 1,Supermarket Type1,2930.1858 +FDX57,17.25,Regular,0.079113947,Snack Foods,99.2068,OUT010,1998,,Tier 3,Grocery Store,97.2068 +NCV05,10.1,Low Fat,0.03020851,Health and Hygiene,153.1656,OUT046,1997,Small,Tier 1,Supermarket Type1,1544.656 +FDX39,14.3,Regular,0.049634817,Meat,212.5586,OUT013,1987,High,Tier 3,Supermarket Type1,3165.879 +FDA23,9.8,Low Fat,0.047187038,Baking Goods,100.6016,OUT046,1997,Small,Tier 1,Supermarket Type1,1619.2256 +NCV06,11.3,Low Fat,0.066681333,Household,194.4478,OUT046,1997,Small,Tier 1,Supermarket Type1,387.4956 +NCE31,7.67,Low Fat,0.185218446,Household,36.3216,OUT045,2002,,Tier 2,Supermarket Type1,415.4592 +DRI39,13.8,Low Fat,0.162462044,Dairy,55.893,OUT010,1998,,Tier 3,Grocery Store,226.372 +FDH21,10.395,Low Fat,0.031273559,Seafood,160.0604,OUT049,1999,Medium,Tier 1,Supermarket Type1,1267.6832 +FDR26,20.7,Low Fat,0.042836778,Dairy,175.8028,OUT046,1997,Small,Tier 1,Supermarket Type1,1593.9252 +FDA14,,Low Fat,0.114127418,Dairy,147.176,OUT019,1985,Small,Tier 1,Grocery Store,585.904 +FDG21,17.35,Regular,0.146895866,Seafood,149.605,OUT018,2009,Medium,Tier 3,Supermarket Type2,3745.125 +NCQ38,16.35,Low Fat,0.013420879,Others,104.828,OUT018,2009,Medium,Tier 3,Supermarket Type2,1810.976 +FDN20,19.35,Low Fat,0.026181893,Fruits and Vegetables,167.0474,OUT046,1997,Small,Tier 1,Supermarket Type1,2358.2636 +NCN29,15.2,Low Fat,0.012184999,Health and Hygiene,50.3034,OUT017,2007,,Tier 2,Supermarket Type1,145.8102 +FDI28,14.3,Low Fat,0.026428924,Frozen Foods,78.2302,OUT018,2009,Medium,Tier 3,Supermarket Type2,554.6114 +FDA03,,Regular,0.045243613,Dairy,146.8102,OUT027,1985,Medium,Tier 3,Supermarket Type3,3499.4448 +FDZ28,20,Regular,0,Frozen Foods,127.3678,OUT046,1997,Small,Tier 1,Supermarket Type1,1780.3492 +FDO52,,Regular,0.076790922,Frozen Foods,172.1106,OUT027,1985,Medium,Tier 3,Supermarket Type3,2566.659 +FDU10,10.1,Regular,0.045950475,Snack Foods,38.2848,OUT017,2007,,Tier 2,Supermarket Type1,1230.3984 +FDP13,,Regular,0.133673087,Canned,41.548,OUT027,1985,Medium,Tier 3,Supermarket Type3,918.804 +FDV02,,Low Fat,0.060252433,Dairy,170.7106,OUT027,1985,Medium,Tier 3,Supermarket Type3,3079.9908 +FDS28,8.18,reg,0.082529704,Frozen Foods,56.9588,OUT049,1999,Medium,Tier 1,Supermarket Type1,744.3644 +FDW49,19.5,Low Fat,0.082552214,Canned,179.8002,OUT046,1997,Small,Tier 1,Supermarket Type1,716.4008 +FDP33,18.7,Low Fat,0.089272253,Snack Foods,254.7672,OUT046,1997,Small,Tier 1,Supermarket Type1,5113.344 +FDJ03,12.35,Regular,0.072541731,Dairy,48.5692,OUT045,2002,,Tier 2,Supermarket Type1,886.8456 +FDQ51,16,Regular,0.017536671,Meat,45.5718,OUT013,1987,High,Tier 3,Supermarket Type1,1039.9796 +DRK23,8.395,Low Fat,0.072088552,Hard Drinks,253.704,OUT049,1999,Medium,Tier 1,Supermarket Type1,4554.072 +FDU11,4.785,Low Fat,0.092781435,Breads,119.7098,OUT045,2002,,Tier 2,Supermarket Type1,1807.647 +NCK06,5.03,Low Fat,0.008644894,Household,122.6756,OUT035,2004,Small,Tier 2,Supermarket Type1,2665.8632 +FDY09,15.6,Low Fat,0.025342692,Snack Foods,174.3054,OUT017,2007,,Tier 2,Supermarket Type1,1751.054 +NCY18,7.285,Low Fat,0.031145743,Household,173.6054,OUT035,2004,Small,Tier 2,Supermarket Type1,2626.581 +FDA10,20.35,Low Fat,0,Snack Foods,120.9072,OUT049,1999,Medium,Tier 1,Supermarket Type1,1470.0864 +FDO34,17.7,Low Fat,0.030108283,Snack Foods,165.9816,OUT017,2007,,Tier 2,Supermarket Type1,4362.3216 +FDE38,,Low Fat,0.044391149,Canned,164.3842,OUT027,1985,Medium,Tier 3,Supermarket Type3,4476.1734 +FDF40,20.25,Regular,0.022639471,Dairy,248.4092,OUT017,2007,,Tier 2,Supermarket Type1,2241.0828 +FDY02,8.945,Regular,0,Dairy,264.791,OUT017,2007,,Tier 2,Supermarket Type1,4733.838 +FDS03,,Low Fat,0.139419417,Meat,66.0826,OUT019,1985,Small,Tier 1,Grocery Store,258.3304 +FDB59,18.25,Low Fat,0.015278899,Snack Foods,199.0084,OUT046,1997,Small,Tier 1,Supermarket Type1,3174.5344 +NCQ42,20.35,Low Fat,0.039329257,Household,127.6678,OUT049,1999,Medium,Tier 1,Supermarket Type1,2924.8594 +FDO15,16.75,Regular,0.008579863,Meat,72.3038,OUT049,1999,Medium,Tier 1,Supermarket Type1,960.7494 +DRN47,12.1,Low Fat,0.028164527,Hard Drinks,178.166,OUT010,1998,,Tier 3,Grocery Store,539.298 +FDA03,18.5,Regular,0,Dairy,144.2102,OUT035,2004,Small,Tier 2,Supermarket Type1,2041.3428 +FDA01,15,Regular,0.054367971,Canned,58.5904,OUT035,2004,Small,Tier 2,Supermarket Type1,996.0368 +FDB38,19.5,Regular,0.0273467,Canned,158.992,OUT046,1997,Small,Tier 1,Supermarket Type1,1757.712 +FDT59,13.65,Low Fat,0.016001434,Breads,230.6668,OUT017,2007,,Tier 2,Supermarket Type1,1842.9344 +FDG08,13.15,Regular,0.165328057,Fruits and Vegetables,170.6764,OUT035,2004,Small,Tier 2,Supermarket Type1,3435.528 +FDV56,,Regular,0.013529884,Fruits and Vegetables,106.2596,OUT027,1985,Medium,Tier 3,Supermarket Type3,1402.1748 +FDY26,20.6,reg,0.030510526,Dairy,211.4244,OUT046,1997,Small,Tier 1,Supermarket Type1,7833.8028 +DRE13,6.28,Low Fat,0.027699863,Soft Drinks,87.9198,OUT035,2004,Small,Tier 2,Supermarket Type1,1221.0772 +FDE51,5.925,Regular,0.09646733,Dairy,42.8086,OUT046,1997,Small,Tier 1,Supermarket Type1,669.129 +FDL40,17.7,Low Fat,0.011636708,Frozen Foods,94.541,OUT045,2002,,Tier 2,Supermarket Type1,1061.951 +FDD50,18.85,Low Fat,0.141642219,Canned,168.1132,OUT046,1997,Small,Tier 1,Supermarket Type1,2874.9244 +FDC04,,Low Fat,0.044767801,Dairy,241.8854,OUT027,1985,Medium,Tier 3,Supermarket Type3,4592.0226 +FDN15,17.5,Low Fat,0.028009382,Meat,141.718,OUT010,1998,,Tier 3,Grocery Store,419.454 +FDC46,17.7,Low Fat,0.1164455,Snack Foods,182.8266,OUT013,1987,High,Tier 3,Supermarket Type1,5163.9448 +FDV56,16.1,Regular,0.013584408,Fruits and Vegetables,107.7596,OUT013,1987,High,Tier 3,Supermarket Type1,323.5788 +FDK43,9.8,Low Fat,0.026950104,Meat,128.402,OUT018,2009,Medium,Tier 3,Supermarket Type2,1265.02 +NCR29,7.565,Low Fat,0.054751689,Health and Hygiene,54.793,OUT045,2002,,Tier 2,Supermarket Type1,622.523 +FDY03,17.6,Regular,0.076121831,Meat,111.7202,OUT046,1997,Small,Tier 1,Supermarket Type1,1125.202 +FDU44,12.15,Regular,0.058516562,Fruits and Vegetables,164.1552,OUT049,1999,Medium,Tier 1,Supermarket Type1,5198.5664 +FDZ04,9.31,low fat,0.037923509,Frozen Foods,61.651,OUT013,1987,High,Tier 3,Supermarket Type1,379.506 +FDU16,19.25,Regular,0.058365706,Frozen Foods,82.1908,OUT049,1999,Medium,Tier 1,Supermarket Type1,2432.8332 +FDV07,9.5,Low Fat,0.031346387,Fruits and Vegetables,110.7228,OUT045,2002,,Tier 2,Supermarket Type1,1657.842 +NCL19,15.35,Low Fat,0.015663185,Others,143.947,OUT013,1987,High,Tier 3,Supermarket Type1,3006.087 +FDW01,,Low Fat,0.063750302,Canned,153.4682,OUT027,1985,Medium,Tier 3,Supermarket Type3,2287.023 +FDC10,,Regular,0.07252476,Snack Foods,120.3098,OUT027,1985,Medium,Tier 3,Supermarket Type3,1687.1372 +DRC12,17.85,Low Fat,0.038040837,Soft Drinks,189.1188,OUT017,2007,,Tier 2,Supermarket Type1,3237.1196 +DRK39,7.02,Low Fat,0.049823902,Dairy,82.225,OUT013,1987,High,Tier 3,Supermarket Type1,2746.425 +FDG24,,Low Fat,0.014560297,Baking Goods,81.425,OUT027,1985,Medium,Tier 3,Supermarket Type3,1331.6 +FDO04,,Low Fat,0.026408698,Frozen Foods,53.2614,OUT027,1985,Medium,Tier 3,Supermarket Type3,607.8754 +DRB25,12.3,Low Fat,0.069446588,Soft Drinks,106.3938,OUT035,2004,Small,Tier 2,Supermarket Type1,857.5504 +FDK26,5.46,Regular,0.03217132,Canned,184.824,OUT035,2004,Small,Tier 2,Supermarket Type1,4287.752 +FDM52,15.1,Low Fat,0.026046138,Frozen Foods,147.2076,OUT045,2002,,Tier 2,Supermarket Type1,1773.6912 +FDY07,11.8,Low Fat,0.121848436,Fruits and Vegetables,46.8402,OUT045,2002,,Tier 2,Supermarket Type1,597.2226 +NCO06,19.25,Low Fat,0.108470504,Household,33.4558,OUT018,2009,Medium,Tier 3,Supermarket Type2,441.4254 +FDO10,13.65,Regular,0,Snack Foods,55.8588,OUT045,2002,,Tier 2,Supermarket Type1,1431.47 +FDK34,13.35,Low Fat,0.038494623,Snack Foods,240.2564,OUT013,1987,High,Tier 3,Supermarket Type1,2860.2768 +FDS33,,Regular,0.122830885,Snack Foods,86.9514,OUT027,1985,Medium,Tier 3,Supermarket Type3,3364.9532 +FDO45,13.15,Regular,0.038029746,Snack Foods,88.6856,OUT045,2002,,Tier 2,Supermarket Type1,1757.712 +FDF08,14.3,Regular,0.065207559,Fruits and Vegetables,89.8856,OUT046,1997,Small,Tier 1,Supermarket Type1,966.7416 +FDH58,12.3,Low Fat,0.037014587,Snack Foods,115.1834,OUT045,2002,,Tier 2,Supermarket Type1,1958.1178 +FDS03,7.825,Low Fat,0.133281968,Meat,63.2826,OUT010,1998,,Tier 3,Grocery Store,129.1652 +DRF03,19.1,Low Fat,0.045299563,Dairy,38.8138,OUT035,2004,Small,Tier 2,Supermarket Type1,365.5242 +FDE02,8.71,low fat,0.121149472,Canned,93.7778,OUT013,1987,High,Tier 3,Supermarket Type1,1783.6782 +NCZ06,19.6,Low Fat,0.094083303,Household,252.2698,OUT013,1987,High,Tier 3,Supermarket Type1,2790.3678 +FDW49,19.5,Low Fat,0,Canned,179.3002,OUT049,1999,Medium,Tier 1,Supermarket Type1,2328.3026 +FDR23,15.85,Low Fat,0,Breads,174.737,OUT017,2007,,Tier 2,Supermarket Type1,2822.992 +NCJ29,,Low Fat,0.035022503,Health and Hygiene,85.1224,OUT027,1985,Medium,Tier 3,Supermarket Type3,2045.3376 +FDY35,17.6,Regular,0.016060186,Breads,47.2402,OUT045,2002,,Tier 2,Supermarket Type1,505.3422 +FDZ01,,Regular,0.009014978,Canned,102.699,OUT027,1985,Medium,Tier 3,Supermarket Type3,3095.97 +FDX19,19.1,Low Fat,0.096733815,Fruits and Vegetables,233.1958,OUT046,1997,Small,Tier 1,Supermarket Type1,5141.3076 +FDG44,6.13,Low Fat,0.102607233,Fruits and Vegetables,54.0298,OUT018,2009,Medium,Tier 3,Supermarket Type2,808.947 +FDQ23,6.55,Low Fat,0.024521191,Breads,100.6332,OUT035,2004,Small,Tier 2,Supermarket Type1,2665.8632 +FDY22,16.5,Regular,0.160624116,Snack Foods,143.8128,OUT017,2007,,Tier 2,Supermarket Type1,2588.6304 +NCN41,17,Low Fat,0.052165855,Health and Hygiene,125.073,OUT013,1987,High,Tier 3,Supermarket Type1,1108.557 +FDA47,10.5,Regular,0,Baking Goods,162.421,OUT045,2002,,Tier 2,Supermarket Type1,1304.968 +NCD19,8.93,Low Fat,0,Household,55.4614,OUT045,2002,,Tier 2,Supermarket Type1,331.5684 +FDO36,,Low Fat,0.07753654,Baking Goods,180.866,OUT027,1985,Medium,Tier 3,Supermarket Type3,3235.788 +FDH20,16.1,Regular,0.024928351,Fruits and Vegetables,95.141,OUT013,1987,High,Tier 3,Supermarket Type1,3089.312 +FDN12,,LF,0.08071118,Baking Goods,113.1544,OUT027,1985,Medium,Tier 3,Supermarket Type3,3355.632 +NCJ30,5.82,Low Fat,0.080968973,Household,171.379,OUT018,2009,Medium,Tier 3,Supermarket Type2,2037.348 +FDB09,16.25,Low Fat,0.057485328,Fruits and Vegetables,126.2046,OUT049,1999,Medium,Tier 1,Supermarket Type1,1867.569 +FDA09,13.35,Regular,0.149669322,Snack Foods,180.266,OUT045,2002,,Tier 2,Supermarket Type1,898.83 +FDL24,,Regular,0.024776026,Baking Goods,172.3422,OUT027,1985,Medium,Tier 3,Supermarket Type3,7759.899 +FDP03,5.15,Regular,0.061165512,Meat,125.6388,OUT035,2004,Small,Tier 2,Supermarket Type1,2848.2924 +FDR58,,Low Fat,0.041718456,Snack Foods,94.5462,OUT027,1985,Medium,Tier 3,Supermarket Type3,2868.9322 +FDO13,7.865,Low Fat,0.06100886,Breakfast,166.0526,OUT013,1987,High,Tier 3,Supermarket Type1,3617.9572 +DRD49,9.895,Low Fat,0.167799329,Soft Drinks,239.4564,OUT035,2004,Small,Tier 2,Supermarket Type1,5243.8408 +NCF42,17.35,Low Fat,0.167351411,Household,176.0712,OUT035,2004,Small,Tier 2,Supermarket Type1,2109.2544 +DRK35,8.365,Low Fat,0.071832909,Hard Drinks,36.1506,OUT035,2004,Small,Tier 2,Supermarket Type1,721.0614 +FDR58,6.675,Low Fat,0.041886576,Snack Foods,92.1462,OUT013,1987,High,Tier 3,Supermarket Type1,1203.1006 +FDQ15,,Regular,0.150341867,Meat,83.1276,OUT027,1985,Medium,Tier 3,Supermarket Type3,1868.2348 +NCP50,17.35,Low Fat,0.020542737,Others,80.5618,OUT013,1987,High,Tier 3,Supermarket Type1,322.2472 +FDV45,16.75,Low Fat,0.045047439,Snack Foods,186.4556,OUT046,1997,Small,Tier 1,Supermarket Type1,3942.8676 +DRP35,18.85,Low Fat,0.091008572,Hard Drinks,129.6336,OUT049,1999,Medium,Tier 1,Supermarket Type1,3195.84 +FDN23,6.575,Regular,0.07549348,Breads,143.5444,OUT035,2004,Small,Tier 2,Supermarket Type1,3338.3212 +FDS44,12.65,Regular,0.156286566,Fruits and Vegetables,238.9538,OUT049,1999,Medium,Tier 1,Supermarket Type1,4086.0146 +NCI54,15.2,Low Fat,0.033735909,Household,110.9912,OUT018,2009,Medium,Tier 3,Supermarket Type2,1856.2504 +FDH40,,Regular,0.078547351,Frozen Foods,79.3276,OUT027,1985,Medium,Tier 3,Supermarket Type3,1380.8692 +FDF46,7.07,Low Fat,0.093653464,Snack Foods,113.3834,OUT035,2004,Small,Tier 2,Supermarket Type1,1267.0174 +FDA21,13.65,Low Fat,0.036107198,Snack Foods,184.4924,OUT018,2009,Medium,Tier 3,Supermarket Type2,5182.5872 +FDI41,,Regular,0.109003832,Frozen Foods,145.2418,OUT019,1985,Small,Tier 1,Grocery Store,147.1418 +FDE35,7.06,Regular,0.073480266,Starchy Foods,58.8904,OUT010,1998,,Tier 3,Grocery Store,58.5904 +DRJ24,11.8,Low Fat,0.113234914,Soft Drinks,186.3924,OUT013,1987,High,Tier 3,Supermarket Type1,5367.6796 +NCK17,,Low Fat,0.037711338,Health and Hygiene,41.548,OUT027,1985,Medium,Tier 3,Supermarket Type3,1358.232 +FDA15,9.3,Low Fat,0.016054884,Dairy,250.2092,OUT045,2002,,Tier 2,Supermarket Type1,5976.2208 +FDD36,,Low Fat,0.021170542,Baking Goods,117.6124,OUT027,1985,Medium,Tier 3,Supermarket Type3,2251.7356 +DRD60,,Low Fat,0.065188619,Soft Drinks,181.1634,OUT019,1985,Small,Tier 1,Grocery Store,181.7634 +FDA46,13.6,Low Fat,0.117537563,Snack Foods,195.4136,OUT013,1987,High,Tier 3,Supermarket Type1,5443.5808 +NCO54,19.5,Low Fat,0.01430324,Household,57.2614,OUT045,2002,,Tier 2,Supermarket Type1,1547.3192 +FDL48,19.35,Regular,0.137697119,Baking Goods,47.1034,OUT010,1998,,Tier 3,Grocery Store,145.8102 +NCM19,,Low Fat,0.047008497,Others,112.0202,OUT027,1985,Medium,Tier 3,Supermarket Type3,5063.409 +FDS31,13.1,reg,0,Fruits and Vegetables,178.9318,OUT049,1999,Medium,Tier 1,Supermarket Type1,3067.3406 +FDV12,16.7,Regular,0.060863167,Baking Goods,97.6384,OUT035,2004,Small,Tier 2,Supermarket Type1,2857.6136 +FDQ31,5.785,Regular,0,Fruits and Vegetables,87.1856,OUT035,2004,Small,Tier 2,Supermarket Type1,1406.1696 +FDK55,,Low Fat,0.045105407,Meat,89.4172,OUT019,1985,Small,Tier 1,Grocery Store,178.4344 +DRG15,6.13,Low Fat,0.076855207,Dairy,59.3536,OUT049,1999,Medium,Tier 1,Supermarket Type1,1470.0864 +NCR17,9.8,Low Fat,0.024482644,Health and Hygiene,116.2492,OUT018,2009,Medium,Tier 3,Supermarket Type2,2896.23 +FDV01,,Regular,0,Canned,154.6314,OUT027,1985,Medium,Tier 3,Supermarket Type3,6515.5188 +FDT21,7.42,Low Fat,0.020474913,Snack Foods,248.4092,OUT018,2009,Medium,Tier 3,Supermarket Type2,996.0368 +FDT10,16.7,Regular,0.062044506,Snack Foods,57.4562,OUT046,1997,Small,Tier 1,Supermarket Type1,948.0992 +FDL56,,Low Fat,0.220225608,Fruits and Vegetables,85.6198,OUT019,1985,Small,Tier 1,Grocery Store,87.2198 +FDS49,9,Low Fat,0.079794329,Canned,80.1644,OUT017,2007,,Tier 2,Supermarket Type1,1178.466 +FDT32,,Regular,0.114916546,Fruits and Vegetables,188.4214,OUT019,1985,Small,Tier 1,Grocery Store,565.2642 +NCX42,6.36,Low Fat,0.00597362,Household,164.5526,OUT013,1987,High,Tier 3,Supermarket Type1,2137.8838 +FDX26,17.7,LF,0.146973462,Dairy,184.1292,OUT010,1998,,Tier 3,Grocery Store,547.2876 +FDN02,16.5,Low Fat,0.07376631,Canned,208.5638,OUT013,1987,High,Tier 3,Supermarket Type1,2691.8294 +FDJ40,,Regular,0.049349121,Frozen Foods,108.6912,OUT027,1985,Medium,Tier 3,Supermarket Type3,3057.3536 +FDU13,,low fat,0.328390948,Canned,146.0418,OUT019,1985,Small,Tier 1,Grocery Store,588.5672 +DRE27,11.85,Low Fat,0.13267058,Dairy,96.4726,OUT046,1997,Small,Tier 1,Supermarket Type1,978.726 +FDS27,10.195,Regular,0.012455787,Meat,197.511,OUT035,2004,Small,Tier 2,Supermarket Type1,2356.932 +FDU44,,Regular,0.058142797,Fruits and Vegetables,162.1552,OUT027,1985,Medium,Tier 3,Supermarket Type3,3086.6488 +DRM59,,Low Fat,0.006289291,Hard Drinks,153.2998,OUT019,1985,Small,Tier 1,Grocery Store,461.3994 +FDT08,13.65,Low Fat,0.04929502,Fruits and Vegetables,150.505,OUT049,1999,Medium,Tier 1,Supermarket Type1,2696.49 +FDL46,20.35,low fat,0.054362695,Snack Foods,117.9466,OUT017,2007,,Tier 2,Supermarket Type1,1649.8524 +NCV30,20.2,Low Fat,0.110356797,Household,62.051,OUT010,1998,,Tier 3,Grocery Store,126.502 +FDP51,13.85,Regular,0.085274988,Meat,119.6124,OUT046,1997,Small,Tier 1,Supermarket Type1,2014.7108 +FDA51,8.05,Regular,0.164542555,Dairy,112.2518,OUT013,1987,High,Tier 3,Supermarket Type1,1707.777 +FDM46,7.365,Low Fat,0.160292264,Snack Foods,94.712,OUT045,2002,,Tier 2,Supermarket Type1,932.12 +FDK02,12.5,Low Fat,0.112859454,Canned,118.344,OUT017,2007,,Tier 2,Supermarket Type1,2157.192 +FDJ57,7.42,Regular,0.021569566,Seafood,184.8582,OUT035,2004,Small,Tier 2,Supermarket Type1,4643.955 +FDJ45,,Low Fat,0.073055148,Seafood,33.7216,OUT027,1985,Medium,Tier 3,Supermarket Type3,1280.9992 +NCB31,6.235,Low Fat,0.119345629,Household,261.991,OUT017,2007,,Tier 2,Supermarket Type1,2366.919 +FDJ03,12.35,Regular,0.072334667,Dairy,49.1692,OUT013,1987,High,Tier 3,Supermarket Type1,886.8456 +FDT50,6.75,Regular,0.108148913,Dairy,95.6752,OUT013,1987,High,Tier 3,Supermarket Type1,958.752 +NCY41,16.75,Low Fat,0.07585337,Health and Hygiene,36.8532,OUT049,1999,Medium,Tier 1,Supermarket Type1,1150.5024 +FDJ60,19.35,Regular,0.062655235,Baking Goods,163.3184,OUT045,2002,,Tier 2,Supermarket Type1,2641.8944 +FDZ35,9.6,Regular,0.022278477,Breads,102.499,OUT046,1997,Small,Tier 1,Supermarket Type1,1547.985 +FDS21,19.85,Regular,0.020961192,Snack Foods,62.0194,OUT018,2009,Medium,Tier 3,Supermarket Type2,619.194 +FDM52,15.1,Low Fat,0.025993423,Frozen Foods,147.4076,OUT046,1997,Small,Tier 1,Supermarket Type1,2808.3444 +FDQ08,,Regular,0.018838681,Fruits and Vegetables,62.9536,OUT027,1985,Medium,Tier 3,Supermarket Type3,2266.3832 +FDQ56,6.59,Low Fat,0.105577348,Fruits and Vegetables,85.6908,OUT035,2004,Small,Tier 2,Supermarket Type1,1929.4884 +FDS47,16.75,Low Fat,0.129086113,Breads,89.4856,OUT049,1999,Medium,Tier 1,Supermarket Type1,1054.6272 +DRM48,15.2,Low Fat,0.113125627,Soft Drinks,38.6848,OUT045,2002,,Tier 2,Supermarket Type1,1155.8288 +FDW46,13,Regular,0.070699313,Snack Foods,65.7484,OUT017,2007,,Tier 2,Supermarket Type1,1174.4712 +FDW27,5.86,Regular,0.151467821,Meat,154.1314,OUT018,2009,Medium,Tier 3,Supermarket Type2,3412.8908 +NCQ05,11.395,Low Fat,0.03616416,Health and Hygiene,150.1708,OUT010,1998,,Tier 3,Grocery Store,300.9416 +FDU40,20.85,Low Fat,0.062606583,Frozen Foods,192.2478,OUT010,1998,,Tier 3,Grocery Store,387.4956 +DRE12,,Low Fat,0.0704378,Soft Drinks,112.886,OUT027,1985,Medium,Tier 3,Supermarket Type3,2942.836 +FDX35,5.035,Regular,0.079844043,Breads,226.3036,OUT013,1987,High,Tier 3,Supermarket Type1,4098.6648 +FDD51,11.15,Low Fat,0.120139206,Dairy,45.0744,OUT049,1999,Medium,Tier 1,Supermarket Type1,452.744 +FDY27,6.38,Low Fat,0.032028115,Dairy,178.3344,OUT018,2009,Medium,Tier 3,Supermarket Type2,3211.8192 +NCN06,8.39,Low Fat,0.120497266,Household,162.2868,OUT046,1997,Small,Tier 1,Supermarket Type1,2620.5888 +FDR57,5.675,Regular,0.023492524,Snack Foods,155.5288,OUT035,2004,Small,Tier 2,Supermarket Type1,1414.1592 +FDL32,15.7,Regular,0.122657336,Fruits and Vegetables,110.1544,OUT049,1999,Medium,Tier 1,Supermarket Type1,1565.9616 +FDW46,13,reg,0.070588037,Snack Foods,65.9484,OUT018,2009,Medium,Tier 3,Supermarket Type2,1043.9744 +NCO17,,Low Fat,0.073024401,Health and Hygiene,121.844,OUT027,1985,Medium,Tier 3,Supermarket Type3,3115.944 +FDR19,13.5,Regular,0.159587755,Fruits and Vegetables,145.3102,OUT013,1987,High,Tier 3,Supermarket Type1,729.051 +FDJ33,8.895,Regular,0.088821765,Snack Foods,125.173,OUT017,2007,,Tier 2,Supermarket Type1,2956.152 +FDB15,10.895,Low Fat,0.136810742,Dairy,263.0568,OUT046,1997,Small,Tier 1,Supermarket Type1,527.3136 +FDA52,16.2,Regular,0.128682722,Frozen Foods,178.437,OUT045,2002,,Tier 2,Supermarket Type1,1058.622 +FDZ08,,Regular,0.109459733,Fruits and Vegetables,84.1592,OUT027,1985,Medium,Tier 3,Supermarket Type3,1320.9472 +FDR27,15.1,Regular,0.096644015,Meat,131.9942,OUT017,2007,,Tier 2,Supermarket Type1,3047.3666 +NCK42,7.475,Low Fat,0.013120028,Household,217.6192,OUT046,1997,Small,Tier 1,Supermarket Type1,1725.7536 +FDZ12,,Low Fat,0,Baking Goods,144.847,OUT019,1985,Small,Tier 1,Grocery Store,143.147 +FDM60,10.8,Regular,0.048339408,Baking Goods,41.5138,OUT018,2009,Medium,Tier 3,Supermarket Type2,446.7518 +NCI31,20,Low Fat,0.08165845,Others,35.019,OUT018,2009,Medium,Tier 3,Supermarket Type2,585.904 +FDX39,14.3,Regular,0.04975339,Meat,210.3586,OUT049,1999,Medium,Tier 1,Supermarket Type1,6331.758 +NCV05,10.1,Low Fat,0.030379382,Health and Hygiene,153.4656,OUT017,2007,,Tier 2,Supermarket Type1,1853.5872 +FDX16,17.85,LF,0.065810045,Frozen Foods,149.105,OUT046,1997,Small,Tier 1,Supermarket Type1,2247.075 +DRK12,9.5,Low Fat,0,Soft Drinks,32.89,OUT010,1998,,Tier 3,Grocery Store,33.29 +NCA05,20.75,Low Fat,0.025272781,Health and Hygiene,146.6734,OUT017,2007,,Tier 2,Supermarket Type1,445.4202 +DRG51,12.1,Low Fat,0.019314961,Dairy,164.6526,OUT010,1998,,Tier 3,Grocery Store,657.8104 +NCR30,20.6,Low Fat,0.071282168,Household,74.4696,OUT018,2009,Medium,Tier 3,Supermarket Type2,223.7088 +NCE31,7.67,Low Fat,0.184843579,Household,33.1216,OUT046,1997,Small,Tier 1,Supermarket Type1,727.0536 +FDM56,,Low Fat,0.122896411,Fruits and Vegetables,111.1912,OUT019,1985,Small,Tier 1,Grocery Store,218.3824 +FDP24,20.6,Low Fat,0.082935004,Baking Goods,119.5756,OUT013,1987,High,Tier 3,Supermarket Type1,2665.8632 +DRM37,15.35,Low Fat,0.161350176,Soft Drinks,196.6768,OUT010,1998,,Tier 3,Grocery Store,591.2304 +FDN56,5.46,Regular,0.106968096,Fruits and Vegetables,142.6786,OUT013,1987,High,Tier 3,Supermarket Type1,2311.6576 +DRE60,9.395,Low Fat,0.159582185,Soft Drinks,224.772,OUT049,1999,Medium,Tier 1,Supermarket Type1,7017.532 +FDW49,,Low Fat,0.14453827,Canned,180.6002,OUT019,1985,Small,Tier 1,Grocery Store,895.501 +FDM20,10,Low Fat,0.038685802,Fruits and Vegetables,243.8144,OUT046,1997,Small,Tier 1,Supermarket Type1,4655.2736 +FDK15,,Low Fat,0.172309903,Meat,98.2042,OUT019,1985,Small,Tier 1,Grocery Store,198.4084 +FDK48,7.445,Low Fat,0.037690731,Baking Goods,73.3354,OUT049,1999,Medium,Tier 1,Supermarket Type1,451.4124 +FDO49,,Regular,0.05787008,Breakfast,49.7008,OUT019,1985,Small,Tier 1,Grocery Store,50.6008 +FDC09,15.5,Regular,0.026409147,Fruits and Vegetables,102.1332,OUT018,2009,Medium,Tier 3,Supermarket Type2,615.1992 +NCZ41,19.85,Low Fat,0.064367627,Health and Hygiene,126.1704,OUT013,1987,High,Tier 3,Supermarket Type1,876.1928 +FDP19,11.5,Low Fat,0.173516063,Fruits and Vegetables,128.1652,OUT046,1997,Small,Tier 1,Supermarket Type1,2454.1388 +FDQ24,,Low Fat,0.12898088,Baking Goods,250.4724,OUT019,1985,Small,Tier 1,Grocery Store,251.6724 +DRL11,10.5,Low Fat,0.048115543,Hard Drinks,159.0946,OUT045,2002,,Tier 2,Supermarket Type1,4102.6596 +FDO36,19.7,Low Fat,0.077899109,Baking Goods,177.766,OUT035,2004,Small,Tier 2,Supermarket Type1,2696.49 +FDN52,,Regular,0.13093275,Frozen Foods,86.9198,OUT027,1985,Medium,Tier 3,Supermarket Type3,1569.9564 +FDF21,10.3,Regular,0.098464979,Fruits and Vegetables,188.653,OUT010,1998,,Tier 3,Grocery Store,189.753 +FDU40,20.85,Low Fat,0.037372847,Frozen Foods,192.7478,OUT013,1987,High,Tier 3,Supermarket Type1,3099.9648 +FDS51,13.35,Low Fat,0.032230526,Meat,61.4194,OUT049,1999,Medium,Tier 1,Supermarket Type1,743.0328 +FDE45,12.1,Low Fat,0.040357315,Fruits and Vegetables,177.8002,OUT046,1997,Small,Tier 1,Supermarket Type1,1611.9018 +FDX50,20.1,Low Fat,0.07461309,Dairy,108.7228,OUT035,2004,Small,Tier 2,Supermarket Type1,1215.7508 +NCN14,,Low Fat,0.160936178,Others,184.2608,OUT019,1985,Small,Tier 1,Grocery Store,367.5216 +FDQ21,21.25,Low Fat,0.019502354,Snack Foods,120.8756,OUT018,2009,Medium,Tier 3,Supermarket Type2,3150.5656 +FDV57,,Regular,0.065577449,Snack Foods,181.766,OUT027,1985,Medium,Tier 3,Supermarket Type3,7370.406 +FDB44,6.655,Low Fat,0.016944719,Fruits and Vegetables,209.2586,OUT013,1987,High,Tier 3,Supermarket Type1,2954.8204 +FDG52,13.65,Low Fat,0.065576228,Frozen Foods,47.7402,OUT013,1987,High,Tier 3,Supermarket Type1,643.1628 +FDL38,,Regular,0.02579577,Canned,88.4172,OUT019,1985,Small,Tier 1,Grocery Store,89.2172 +NCS54,13.6,Low Fat,0.010008699,Household,176.737,OUT049,1999,Medium,Tier 1,Supermarket Type1,4940.236 +DRL37,15.5,Low Fat,0.053362086,Soft Drinks,41.577,OUT035,2004,Small,Tier 2,Supermarket Type1,735.709 +FDA43,10.895,Low Fat,0.064621927,Fruits and Vegetables,196.6794,OUT013,1987,High,Tier 3,Supermarket Type1,1170.4764 +FDZ39,19.7,Regular,0.018126724,Meat,101.799,OUT017,2007,,Tier 2,Supermarket Type1,1135.189 +FDG45,8.1,Low Fat,0,Fruits and Vegetables,211.8902,OUT018,2009,Medium,Tier 3,Supermarket Type2,3823.0236 +FDH10,21,Low Fat,0.049263979,Snack Foods,195.0478,OUT013,1987,High,Tier 3,Supermarket Type1,1549.9824 +FDO10,13.65,Regular,0.021343732,Snack Foods,58.3588,OUT010,1998,,Tier 3,Grocery Store,114.5176 +FDS35,,LF,0.110681931,Breads,63.2826,OUT027,1985,Medium,Tier 3,Supermarket Type3,1033.3216 +FDI41,,Regular,0.061955439,Frozen Foods,145.1418,OUT027,1985,Medium,Tier 3,Supermarket Type3,4561.3958 +FDN21,,LF,0.076483451,Snack Foods,163.1236,OUT027,1985,Medium,Tier 3,Supermarket Type3,2416.854 +NCO18,13.15,Low Fat,0.024701262,Household,176.8686,OUT045,2002,,Tier 2,Supermarket Type1,2133.2232 +FDB34,15.25,Low Fat,0.02671821,Snack Foods,85.2198,OUT018,2009,Medium,Tier 3,Supermarket Type2,1482.7366 +FDD05,19.35,Low Fat,0.016597651,Frozen Foods,121.5098,OUT013,1987,High,Tier 3,Supermarket Type1,2892.2352 +FDX59,,Low Fat,0.0514111,Breads,33.0558,OUT027,1985,Medium,Tier 3,Supermarket Type3,984.7182 +FDZ23,17.75,Regular,0.112985849,Baking Goods,185.424,OUT010,1998,,Tier 3,Grocery Store,745.696 +FDX27,20.7,Regular,0.11411709,Dairy,92.7436,OUT046,1997,Small,Tier 1,Supermarket Type1,1323.6104 +FDV07,9.5,Low Fat,0,Fruits and Vegetables,110.4228,OUT017,2007,,Tier 2,Supermarket Type1,1547.3192 +FDR14,11.65,Low Fat,0.175033524,Dairy,55.5298,OUT017,2007,,Tier 2,Supermarket Type1,647.1576 +FDO01,21.1,Regular,0.020760673,Breakfast,128.7994,OUT045,2002,,Tier 2,Supermarket Type1,1798.9916 +FDO13,7.865,Low Fat,0.061405051,Breakfast,166.3526,OUT017,2007,,Tier 2,Supermarket Type1,1973.4312 +FDU25,12.35,Low Fat,0.026676216,Canned,57.0246,OUT035,2004,Small,Tier 2,Supermarket Type1,1737.738 +NCK54,,Low Fat,0.029380407,Household,114.715,OUT027,1985,Medium,Tier 3,Supermarket Type3,1864.24 +FDZ56,16.25,Low Fat,0.025715562,Fruits and Vegetables,168.1474,OUT013,1987,High,Tier 3,Supermarket Type1,1516.0266 +NCL55,12.15,Low Fat,0.065026434,Others,253.704,OUT017,2007,,Tier 2,Supermarket Type1,5060.08 +FDD59,10.5,Regular,0.066315023,Starchy Foods,78.296,OUT045,2002,,Tier 2,Supermarket Type1,2157.192 +FDJ55,12.8,Regular,0.023664054,Meat,226.0404,OUT017,2007,,Tier 2,Supermarket Type1,5400.9696 +FDA45,,Low Fat,0.154627247,Snack Foods,177.637,OUT027,1985,Medium,Tier 3,Supermarket Type3,5469.547 +DRF23,4.61,Low Fat,0.205294827,Hard Drinks,172.8396,OUT010,1998,,Tier 3,Grocery Store,174.4396 +FDT49,7,Low Fat,0.152261999,Canned,105.728,OUT017,2007,,Tier 2,Supermarket Type1,1278.336 +NCO17,10,Low Fat,0,Health and Hygiene,120.644,OUT035,2004,Small,Tier 2,Supermarket Type1,1917.504 +FDH22,6.405,Low Fat,0.136275173,Snack Foods,128.1678,OUT035,2004,Small,Tier 2,Supermarket Type1,1017.3424 +FDT34,9.3,Low Fat,0.174621343,Snack Foods,104.2964,OUT049,1999,Medium,Tier 1,Supermarket Type1,1998.7316 +FDB39,11.6,Low Fat,0.038597077,Dairy,57.9272,OUT045,2002,,Tier 2,Supermarket Type1,615.1992 +FDQ22,16.75,Low Fat,0.029799965,Snack Foods,39.1822,OUT045,2002,,Tier 2,Supermarket Type1,314.2576 +NCN43,12.15,Low Fat,0.011314423,Others,122.973,OUT010,1998,,Tier 3,Grocery Store,123.173 +FDG57,14.7,Low Fat,0.072410764,Fruits and Vegetables,48.2034,OUT049,1999,Medium,Tier 1,Supermarket Type1,1020.6714 +FDR20,20,Regular,0.028118435,Fruits and Vegetables,46.7744,OUT035,2004,Small,Tier 2,Supermarket Type1,1222.4088 +FDU22,,Low Fat,0.163350221,Snack Foods,120.2124,OUT019,1985,Small,Tier 1,Grocery Store,474.0496 +NCC43,7.39,Low Fat,0.093307713,Household,250.9066,OUT017,2007,,Tier 2,Supermarket Type1,1506.0396 +FDP01,20.75,Regular,0.105994654,Breakfast,150.5682,OUT010,1998,,Tier 3,Grocery Store,762.341 +FDF52,9.3,Low Fat,0.067055339,Frozen Foods,184.2292,OUT018,2009,Medium,Tier 3,Supermarket Type2,1277.0044 +FDZ33,10.195,Low Fat,0.107376743,Snack Foods,147.6076,OUT035,2004,Small,Tier 2,Supermarket Type1,3547.3824 +FDP48,,Regular,0.043810028,Baking Goods,181.395,OUT027,1985,Medium,Tier 3,Supermarket Type3,6042.135 +FDW56,7.68,Low Fat,0.118672537,Fruits and Vegetables,192.2162,OUT010,1998,,Tier 3,Grocery Store,384.8324 +FDC26,10.195,Low Fat,0.126897925,Canned,110.6886,OUT018,2009,Medium,Tier 3,Supermarket Type2,1223.0746 +FDF34,9.3,Regular,0.014076503,Snack Foods,200.0084,OUT018,2009,Medium,Tier 3,Supermarket Type2,2182.4924 +FDJ33,8.895,Regular,0.088305478,Snack Foods,123.473,OUT035,2004,Small,Tier 2,Supermarket Type1,1478.076 +FDD04,16,Low Fat,0.090153756,Dairy,143.2154,OUT045,2002,,Tier 2,Supermarket Type1,1418.154 +NCJ31,19.2,Low Fat,0.182501773,Others,239.2196,OUT013,1987,High,Tier 3,Supermarket Type1,5061.4116 +FDO57,20.75,Low Fat,0.108710162,Snack Foods,161.7578,OUT046,1997,Small,Tier 1,Supermarket Type1,2888.2404 +FDM36,,Regular,0.058446424,Baking Goods,172.1422,OUT027,1985,Medium,Tier 3,Supermarket Type3,5518.1504 +NCY05,13.5,Low Fat,0.054990009,Health and Hygiene,35.2874,OUT046,1997,Small,Tier 1,Supermarket Type1,741.0354 +FDS44,,Regular,0.15528831,Fruits and Vegetables,241.7538,OUT027,1985,Medium,Tier 3,Supermarket Type3,9133.4444 +FDZ39,19.7,Regular,0.018021361,Meat,101.199,OUT035,2004,Small,Tier 2,Supermarket Type1,1857.582 +NCM31,6.095,Low Fat,0.0816559,Others,143.3154,OUT017,2007,,Tier 2,Supermarket Type1,2836.308 +DRK11,8.21,Low Fat,0.010755465,Hard Drinks,150.8392,OUT013,1987,High,Tier 3,Supermarket Type1,2982.784 +FDO34,17.7,Low Fat,0.050111641,Snack Foods,165.9816,OUT010,1998,,Tier 3,Grocery Store,167.7816 +NCL30,18.1,Low Fat,0.048931174,Household,127.3336,OUT035,2004,Small,Tier 2,Supermarket Type1,1150.5024 +FDK28,5.695,Low Fat,0.065960909,Frozen Foods,259.2646,OUT017,2007,,Tier 2,Supermarket Type1,9275.9256 +DRJ39,20.25,Low Fat,0.036319195,Dairy,219.3482,OUT035,2004,Small,Tier 2,Supermarket Type1,5038.1086 +NCP06,,Low Fat,0.039055756,Household,152.3366,OUT027,1985,Medium,Tier 3,Supermarket Type3,2115.9124 +FDE33,,Regular,0.049395242,Fruits and Vegetables,80.3644,OUT027,1985,Medium,Tier 3,Supermarket Type3,1885.5456 +FDZ44,8.185,Low Fat,0.038789271,Fruits and Vegetables,115.6808,OUT049,1999,Medium,Tier 1,Supermarket Type1,703.0848 +FDV46,18.2,Low Fat,0.012659235,Snack Foods,140.718,OUT018,2009,Medium,Tier 3,Supermarket Type2,2656.542 +NCO06,19.25,LF,0.108010006,Household,33.3558,OUT035,2004,Small,Tier 2,Supermarket Type1,713.0718 +DRG03,14.5,Low Fat,0.061934991,Dairy,154.4998,OUT013,1987,High,Tier 3,Supermarket Type1,1691.7978 +FDU37,9.5,Regular,0.104421237,Canned,80.196,OUT013,1987,High,Tier 3,Supermarket Type1,2157.192 +FDI57,19.85,Low Fat,0.053980686,Seafood,196.8768,OUT013,1987,High,Tier 3,Supermarket Type1,2561.9984 +FDM45,8.655,Regular,0.088121336,Snack Foods,119.7756,OUT013,1987,High,Tier 3,Supermarket Type1,2059.9852 +FDC26,10.195,Low Fat,0.126359196,Canned,109.2886,OUT035,2004,Small,Tier 2,Supermarket Type1,1334.2632 +FDU14,,Low Fat,0.034584356,Dairy,248.375,OUT027,1985,Medium,Tier 3,Supermarket Type3,10236.675 +FDB26,14,reg,0.031267496,Canned,51.464,OUT046,1997,Small,Tier 1,Supermarket Type1,692.432 +FDC29,8.39,Regular,0.024304264,Frozen Foods,114.0176,OUT018,2009,Medium,Tier 3,Supermarket Type2,1488.7288 +FDY58,11.65,Low Fat,0.040144377,Snack Foods,228.9694,OUT017,2007,,Tier 2,Supermarket Type1,6622.7126 +FDR59,14.5,Regular,0.063851475,Breads,260.4594,OUT035,2004,Small,Tier 2,Supermarket Type1,3139.9128 +FDS03,,Low Fat,0.079243005,Meat,65.8826,OUT027,1985,Medium,Tier 3,Supermarket Type3,1614.565 +FDR43,18.2,Low Fat,0.161355122,Fruits and Vegetables,38.319,OUT013,1987,High,Tier 3,Supermarket Type1,585.904 +FDZ25,,Regular,0.02748331,Canned,169.379,OUT027,1985,Medium,Tier 3,Supermarket Type3,5602.707 +NCN26,10.85,Low Fat,0.028738058,Household,117.1808,OUT045,2002,,Tier 2,Supermarket Type1,703.0848 +FDO38,17.25,Low Fat,0.073135768,Canned,77.2986,OUT018,2009,Medium,Tier 3,Supermarket Type2,1012.6818 +FDP28,13.65,Regular,0.081096613,Frozen Foods,261.2936,OUT017,2007,,Tier 2,Supermarket Type1,3131.9232 +FDG31,12.15,Low Fat,0.063430788,Meat,65.4826,OUT010,1998,,Tier 3,Grocery Store,258.3304 +FDI45,13.1,LF,0.037549969,Fruits and Vegetables,176.1054,OUT013,1987,High,Tier 3,Supermarket Type1,4027.4242 +NCS54,13.6,Low Fat,0.016726506,Household,176.037,OUT010,1998,,Tier 3,Grocery Store,352.874 +FDE17,20.1,Regular,0.054565932,Frozen Foods,152.2366,OUT045,2002,,Tier 2,Supermarket Type1,2418.1856 +NCG06,16.35,Low Fat,0.029445361,Household,257.6646,OUT046,1997,Small,Tier 1,Supermarket Type1,2061.3168 +FDQ57,,Low Fat,0.048932713,Snack Foods,144.476,OUT019,1985,Small,Tier 1,Grocery Store,146.476 +NCB31,6.235,Low Fat,0.118651919,Household,263.991,OUT035,2004,Small,Tier 2,Supermarket Type1,4207.856 +NCP29,8.42,Low Fat,0.112728355,Health and Hygiene,65.8168,OUT018,2009,Medium,Tier 3,Supermarket Type2,830.9184 +NCX29,,Low Fat,0.156094569,Health and Hygiene,144.3102,OUT019,1985,Small,Tier 1,Grocery Store,145.8102 +FDU37,9.5,Regular,0.104933928,Canned,78.796,OUT018,2009,Medium,Tier 3,Supermarket Type2,1198.44 +FDM02,12.5,Regular,0.12341737,Canned,86.0198,OUT010,1998,,Tier 3,Grocery Store,87.2198 +FDN16,12.6,Regular,0.062700289,Frozen Foods,102.199,OUT046,1997,Small,Tier 1,Supermarket Type1,1960.781 +FDR46,16.85,Low Fat,0.139417654,Snack Foods,147.476,OUT046,1997,Small,Tier 1,Supermarket Type1,2929.52 +FDE50,,Regular,0.01612717,Canned,189.3556,OUT027,1985,Medium,Tier 3,Supermarket Type3,2253.0672 +FDL52,6.635,reg,0.077145553,Frozen Foods,39.8506,OUT010,1998,,Tier 3,Grocery Store,75.9012 +FDQ49,20.2,Regular,0.039215075,Breakfast,157.663,OUT013,1987,High,Tier 3,Supermarket Type1,2190.482 +FDI14,14.1,Low Fat,0.089859642,Canned,140.2496,OUT045,2002,,Tier 2,Supermarket Type1,1693.7952 +FDS16,15.15,Regular,0.066121873,Frozen Foods,145.676,OUT013,1987,High,Tier 3,Supermarket Type1,3661.9 +FDU15,13.65,Regular,0.026643448,Meat,37.9532,OUT049,1999,Medium,Tier 1,Supermarket Type1,862.8768 +NCG43,,Low Fat,0.073879939,Household,94.0462,OUT027,1985,Medium,Tier 3,Supermarket Type3,1850.924 +FDR23,,Low Fat,0.08139146,Breads,177.837,OUT027,1985,Medium,Tier 3,Supermarket Type3,6351.732 +FDS52,,Low Fat,0.005448005,Frozen Foods,102.1016,OUT027,1985,Medium,Tier 3,Supermarket Type3,3542.056 +NCP18,12.15,Low Fat,0.028714747,Household,151.9708,OUT018,2009,Medium,Tier 3,Supermarket Type2,3611.2992 +DRF23,,Low Fat,0.122058364,Hard Drinks,172.8396,OUT027,1985,Medium,Tier 3,Supermarket Type3,7152.0236 +FDO09,13.5,Regular,0.125528734,Snack Foods,262.191,OUT045,2002,,Tier 2,Supermarket Type1,6048.793 +FDB40,17.5,Regular,0.007555176,Dairy,145.9102,OUT045,2002,,Tier 2,Supermarket Type1,2187.153 +DRK37,,Low Fat,0.077046505,Soft Drinks,189.453,OUT019,1985,Small,Tier 1,Grocery Store,759.012 +DRN11,7.85,Low Fat,0.162980276,Hard Drinks,145.2444,OUT046,1997,Small,Tier 1,Supermarket Type1,1451.444 +FDE22,9.695,Low Fat,0.029632784,Snack Foods,159.692,OUT045,2002,,Tier 2,Supermarket Type1,958.752 +FDF04,17.5,Low Fat,0.013634468,Frozen Foods,256.4304,OUT035,2004,Small,Tier 2,Supermarket Type1,1808.3128 +FDE41,9.195,Regular,0.064376263,Frozen Foods,83.1566,OUT017,2007,,Tier 2,Supermarket Type1,1099.2358 +FDW08,,LF,0.147663025,Fruits and Vegetables,106.028,OUT027,1985,Medium,Tier 3,Supermarket Type3,1810.976 +NCD54,21.1,Low Fat,0.029003459,Household,143.4786,OUT035,2004,Small,Tier 2,Supermarket Type1,2311.6576 +FDZ33,10.195,low fat,0.107834541,Snack Foods,146.5076,OUT018,2009,Medium,Tier 3,Supermarket Type2,1330.2684 +FDO23,17.85,Low Fat,0.146399663,Breads,93.8436,OUT035,2004,Small,Tier 2,Supermarket Type1,1418.154 +FDN34,15.6,Regular,0.04575559,Snack Foods,167.1132,OUT035,2004,Small,Tier 2,Supermarket Type1,2874.9244 +FDL39,16.1,Regular,0.063278652,Dairy,182.1318,OUT013,1987,High,Tier 3,Supermarket Type1,2345.6134 +FDT28,13.3,Low Fat,0.063664998,Frozen Foods,151.6708,OUT049,1999,Medium,Tier 1,Supermarket Type1,3912.2408 +FDH33,12.85,Low Fat,0.122221269,Snack Foods,45.9428,OUT018,2009,Medium,Tier 3,Supermarket Type2,1274.3412 +FDA34,11.5,Low Fat,0.014944614,Starchy Foods,171.808,OUT017,2007,,Tier 2,Supermarket Type1,5712.564 +FDZ56,16.25,Low Fat,0.025732114,Fruits and Vegetables,166.4474,OUT035,2004,Small,Tier 2,Supermarket Type1,5390.3168 +DRH23,14.65,Low Fat,0.171281641,Hard Drinks,54.0614,OUT017,2007,,Tier 2,Supermarket Type1,1160.4894 +NCO18,13.15,Low Fat,0.024646608,Household,177.4686,OUT035,2004,Small,Tier 2,Supermarket Type1,5510.8266 +DRG27,8.895,Low Fat,0,Dairy,42.0138,OUT018,2009,Medium,Tier 3,Supermarket Type2,568.5932 +FDM28,15.7,Low Fat,0.075661985,Frozen Foods,181.366,OUT010,1998,,Tier 3,Grocery Store,179.766 +NCY41,16.75,Low Fat,0.126765903,Health and Hygiene,35.7532,OUT010,1998,,Tier 3,Grocery Store,143.8128 +FDD21,10.3,Regular,0.030563449,Fruits and Vegetables,114.4176,OUT035,2004,Small,Tier 2,Supermarket Type1,2633.9048 +FDD44,8.05,Regular,0.078522357,Fruits and Vegetables,257.1646,OUT049,1999,Medium,Tier 1,Supermarket Type1,6183.9504 +FDP16,18.6,Low Fat,0.039294854,Frozen Foods,246.6802,OUT046,1997,Small,Tier 1,Supermarket Type1,2702.4822 +FDQ37,20.75,Low Fat,0.089260667,Breakfast,193.4478,OUT046,1997,Small,Tier 1,Supermarket Type1,4843.695 +NCY05,13.5,Low Fat,0.05510153,Health and Hygiene,37.0874,OUT045,2002,,Tier 2,Supermarket Type1,952.7598 +NCE07,8.18,low fat,0.013127548,Household,142.0154,OUT035,2004,Small,Tier 2,Supermarket Type1,1985.4156 +DRI51,17.25,Low Fat,0.042233642,Dairy,173.3764,OUT035,2004,Small,Tier 2,Supermarket Type1,2061.3168 +NCI31,20,Low Fat,0.081492092,Others,35.519,OUT045,2002,,Tier 2,Supermarket Type1,1025.332 +FDK60,16.5,Regular,0,Baking Goods,96.2068,OUT046,1997,Small,Tier 1,Supermarket Type1,3013.4108 +FDY12,9.8,Regular,0.14061104,Baking Goods,49.8008,OUT046,1997,Small,Tier 1,Supermarket Type1,809.6128 +FDO38,17.25,Low Fat,0.072952298,Canned,76.0986,OUT049,1999,Medium,Tier 1,Supermarket Type1,623.1888 +FDP11,15.85,Low Fat,0.069087481,Breads,218.7166,OUT035,2004,Small,Tier 2,Supermarket Type1,1088.583 +FDC21,,Regular,0.075215349,Fruits and Vegetables,108.4254,OUT019,1985,Small,Tier 1,Grocery Store,217.0508 +NCF54,18,Low Fat,0.047645037,Household,172.6422,OUT017,2007,,Tier 2,Supermarket Type1,2931.5174 +FDC35,,Low Fat,0.122242847,Starchy Foods,207.5638,OUT027,1985,Medium,Tier 3,Supermarket Type3,4555.4036 +FDV43,16,Low Fat,0.076975118,Fruits and Vegetables,46.2086,OUT049,1999,Medium,Tier 1,Supermarket Type1,490.6946 +DRE12,4.59,Low Fat,0.070890602,Soft Drinks,111.686,OUT049,1999,Medium,Tier 1,Supermarket Type1,1584.604 +DRE27,11.85,Low Fat,0.132560174,Dairy,97.2726,OUT013,1987,High,Tier 3,Supermarket Type1,782.9808 +DRC36,,Regular,0.044767032,Soft Drinks,173.7054,OUT027,1985,Medium,Tier 3,Supermarket Type3,5778.4782 +FDZ38,,Low Fat,0.007962273,Dairy,174.0422,OUT027,1985,Medium,Tier 3,Supermarket Type3,5173.266 +NCW42,18.2,LF,0.058799705,Household,220.7456,OUT017,2007,,Tier 2,Supermarket Type1,4420.912 +NCZ18,7.825,low fat,0.186445212,Household,255.5698,OUT045,2002,,Tier 2,Supermarket Type1,1522.0188 +FDL13,,Regular,0.098606543,Breakfast,232.73,OUT019,1985,Small,Tier 1,Grocery Store,932.12 +NCN18,8.895,Low Fat,0.125222705,Household,113.3544,OUT018,2009,Medium,Tier 3,Supermarket Type2,1006.6896 +FDI41,18.5,reg,0.062609071,Frozen Foods,148.6418,OUT017,2007,,Tier 2,Supermarket Type1,1765.7016 +FDV22,14.85,Regular,0.009930514,Snack Foods,157.463,OUT013,1987,High,Tier 3,Supermarket Type1,2503.408 +NCB43,,Low Fat,0.099428487,Household,187.8898,OUT027,1985,Medium,Tier 3,Supermarket Type3,7296.5022 +FDQ46,7.51,Low Fat,0.103793399,Snack Foods,110.1544,OUT035,2004,Small,Tier 2,Supermarket Type1,2684.5056 +FDC44,15.6,Low Fat,0,Fruits and Vegetables,111.9518,OUT049,1999,Medium,Tier 1,Supermarket Type1,2163.1842 +FDB22,8.02,Low Fat,0.111419588,Snack Foods,154.3998,OUT035,2004,Small,Tier 2,Supermarket Type1,3383.5956 +FDV23,11,Low Fat,0.106051405,Breads,124.4046,OUT045,2002,,Tier 2,Supermarket Type1,2241.0828 +FDK10,,Regular,0.04016342,Snack Foods,181.166,OUT027,1985,Medium,Tier 3,Supermarket Type3,3415.554 +FDF05,17.5,Low Fat,0.026925385,Frozen Foods,264.391,OUT045,2002,,Tier 2,Supermarket Type1,5259.82 +FDL33,7.235,Low Fat,0.099962524,Snack Foods,193.8452,OUT046,1997,Small,Tier 1,Supermarket Type1,1957.452 +FDD20,,Low Fat,0.020614212,Fruits and Vegetables,126.4046,OUT027,1985,Medium,Tier 3,Supermarket Type3,5353.6978 +NCM54,,Low Fat,0.050692386,Household,125.6678,OUT027,1985,Medium,Tier 3,Supermarket Type3,4832.3764 +FDW48,18,Low Fat,0.008589133,Baking Goods,81.0618,OUT017,2007,,Tier 2,Supermarket Type1,1450.1124 +DRF36,16.1,Low Fat,0.023673342,Soft Drinks,189.0846,OUT018,2009,Medium,Tier 3,Supermarket Type2,5350.3688 +NCM06,7.475,LF,0.075881475,Household,155.2656,OUT045,2002,,Tier 2,Supermarket Type1,2934.8464 +NCA54,16.5,Low Fat,0.061330521,Household,178.7318,OUT010,1998,,Tier 3,Grocery Store,360.8636 +FDT46,11.35,Low Fat,0.030869612,Snack Foods,49.8008,OUT045,2002,,Tier 2,Supermarket Type1,708.4112 +FDH20,16.1,Regular,0.024944396,Fruits and Vegetables,95.441,OUT035,2004,Small,Tier 2,Supermarket Type1,2220.443 +FDT38,18.7,Low Fat,0.057654132,Dairy,83.1566,OUT045,2002,,Tier 2,Supermarket Type1,1606.5754 +NCI17,8.645,Low Fat,0.143713508,Health and Hygiene,96.641,OUT045,2002,,Tier 2,Supermarket Type1,868.869 +FDO40,17.1,Low Fat,0.032812669,Frozen Foods,147.1392,OUT017,2007,,Tier 2,Supermarket Type1,2237.088 +FDP12,9.8,Regular,0.045266806,Baking Goods,36.9874,OUT046,1997,Small,Tier 1,Supermarket Type1,705.748 +FDI44,,Low Fat,0.099747488,Fruits and Vegetables,75.2328,OUT027,1985,Medium,Tier 3,Supermarket Type3,1544.656 +FDB21,,Low Fat,0,Fruits and Vegetables,242.9854,OUT027,1985,Medium,Tier 3,Supermarket Type3,6767.1912 +FDG16,15.25,Low Fat,0.089742065,Frozen Foods,213.7192,OUT013,1987,High,Tier 3,Supermarket Type1,1078.596 +NCZ42,10.5,Low Fat,0.011351778,Household,236.5248,OUT017,2007,,Tier 2,Supermarket Type1,4029.4216 +NCJ30,5.82,LF,0.081096613,Household,170.379,OUT017,2007,,Tier 2,Supermarket Type1,1018.674 +FDV49,10,Low Fat,0.025827199,Canned,263.2226,OUT046,1997,Small,Tier 1,Supermarket Type1,3700.5164 +NCO43,5.5,LF,0,Others,103.1016,OUT045,2002,,Tier 2,Supermarket Type1,2024.032 +NCF18,18.35,Low Fat,0.148938624,Household,191.9504,OUT010,1998,,Tier 3,Grocery Store,767.0016 +NCX41,19,Low Fat,0,Health and Hygiene,211.0244,OUT010,1998,,Tier 3,Grocery Store,1482.0708 +FDY11,6.71,Regular,0.029535852,Baking Goods,67.5142,OUT013,1987,High,Tier 3,Supermarket Type1,593.2278 +FDU46,10.3,Regular,0.011143599,Snack Foods,88.254,OUT049,1999,Medium,Tier 1,Supermarket Type1,1125.202 +NCI18,18.35,Low Fat,0.014045832,Household,222.7746,OUT049,1999,Medium,Tier 1,Supermarket Type1,1570.6222 +FDL38,13.8,reg,0.014730322,Canned,90.9172,OUT035,2004,Small,Tier 2,Supermarket Type1,2141.2128 +FDY60,10.5,Regular,0.026520107,Baking Goods,144.8128,OUT017,2007,,Tier 2,Supermarket Type1,2157.192 +FDF53,20.75,Regular,0.083736551,Frozen Foods,178.7318,OUT049,1999,Medium,Tier 1,Supermarket Type1,3428.2042 +NCM05,,Low Fat,0.059557164,Health and Hygiene,263.7226,OUT027,1985,Medium,Tier 3,Supermarket Type3,6872.3876 +FDR13,9.895,Regular,0.028837829,Canned,117.8492,OUT018,2009,Medium,Tier 3,Supermarket Type2,1506.0396 +FDA49,,Low Fat,0.113669629,Canned,89.0198,OUT019,1985,Small,Tier 1,Grocery Store,174.4396 +FDY52,,Low Fat,0.012865901,Frozen Foods,59.3536,OUT019,1985,Small,Tier 1,Grocery Store,122.5072 +FDL02,,Regular,0.182236555,Canned,107.1622,OUT019,1985,Small,Tier 1,Grocery Store,211.7244 +FDO24,11.1,Low Fat,0.176069023,Baking Goods,156.7604,OUT013,1987,High,Tier 3,Supermarket Type1,1901.5248 +FDM08,10.1,reg,0.053574075,Fruits and Vegetables,223.7088,OUT035,2004,Small,Tier 2,Supermarket Type1,2684.5056 +FDJ02,,Regular,0.044063785,Canned,147.2418,OUT019,1985,Small,Tier 1,Grocery Store,294.2836 +FDW40,14,Regular,0.105573769,Frozen Foods,143.9812,OUT018,2009,Medium,Tier 3,Supermarket Type2,1139.8496 +FDT46,,Low Fat,0.030657949,Snack Foods,50.5008,OUT027,1985,Medium,Tier 3,Supermarket Type3,1012.016 +FDY08,9.395,Regular,0.172042892,Fruits and Vegetables,139.9838,OUT017,2007,,Tier 2,Supermarket Type1,1966.7732 +FDM21,,Low Fat,0.064052392,Snack Foods,256.1646,OUT027,1985,Medium,Tier 3,Supermarket Type3,7472.2734 +FDH26,,Regular,0.034531702,Canned,142.2496,OUT027,1985,Medium,Tier 3,Supermarket Type3,2399.5432 +NCM42,6.13,Low Fat,0.028365524,Household,110.0912,OUT049,1999,Medium,Tier 1,Supermarket Type1,1637.868 +FDW13,8.5,Low Fat,0.097866209,Canned,51.1324,OUT035,2004,Small,Tier 2,Supermarket Type1,1350.2424 +FDN04,,Regular,0.01401884,Frozen Foods,178.1344,OUT027,1985,Medium,Tier 3,Supermarket Type3,3747.1224 +NCD07,9.1,Low Fat,0,Household,114.4518,OUT046,1997,Small,Tier 1,Supermarket Type1,1593.9252 +FDB34,15.25,Low Fat,0.044539371,Snack Foods,85.3198,OUT010,1998,,Tier 3,Grocery Store,261.6594 +FDD09,13.5,Low Fat,0,Fruits and Vegetables,179.9976,OUT013,1987,High,Tier 3,Supermarket Type1,4889.6352 +DRH59,10.8,low fat,0,Hard Drinks,72.338,OUT049,1999,Medium,Tier 1,Supermarket Type1,805.618 +DRN36,15.2,Low Fat,0.050168354,Soft Drinks,95.3752,OUT035,2004,Small,Tier 2,Supermarket Type1,1438.128 +DRA24,19.35,Regular,0.040154087,Soft Drinks,164.6868,OUT017,2007,,Tier 2,Supermarket Type1,1146.5076 +FDY36,,Low Fat,0.009364957,Baking Goods,74.238,OUT027,1985,Medium,Tier 3,Supermarket Type3,1171.808 +FDG34,11.5,Regular,0.037539164,Snack Foods,106.9254,OUT013,1987,High,Tier 3,Supermarket Type1,3038.7112 +FDK43,9.8,Low Fat,0.026992588,Meat,127.302,OUT017,2007,,Tier 2,Supermarket Type1,2277.036 +NCM06,7.475,Low Fat,0.076156245,Household,156.4656,OUT017,2007,,Tier 2,Supermarket Type1,2008.0528 +FDK22,9.8,Low Fat,0.026192765,Snack Foods,215.685,OUT018,2009,Medium,Tier 3,Supermarket Type2,649.155 +FDF21,,Regular,0.058542509,Fruits and Vegetables,188.353,OUT027,1985,Medium,Tier 3,Supermarket Type3,4364.319 +FDO33,14.75,Low Fat,0.089686322,Snack Foods,115.3518,OUT018,2009,Medium,Tier 3,Supermarket Type2,1821.6288 +NCO43,5.5,Low Fat,0.047364617,Others,100.0016,OUT017,2007,,Tier 2,Supermarket Type1,708.4112 +FDX15,17.2,Low Fat,0.156269303,Meat,159.6578,OUT035,2004,Small,Tier 2,Supermarket Type1,3048.6982 +FDS10,19.2,Low Fat,0.035185588,Snack Foods,181.3318,OUT046,1997,Small,Tier 1,Supermarket Type1,1443.4544 +FDD46,,Low Fat,0.247321039,Snack Foods,152.3998,OUT019,1985,Small,Tier 1,Grocery Store,153.7998 +FDV22,14.85,Regular,0.009979271,Snack Foods,155.763,OUT018,2009,Medium,Tier 3,Supermarket Type2,3129.26 +NCR29,7.565,Low Fat,0.054863459,Health and Hygiene,58.393,OUT018,2009,Medium,Tier 3,Supermarket Type2,509.337 +FDU34,18.25,Low Fat,0.075620262,Snack Foods,123.8046,OUT017,2007,,Tier 2,Supermarket Type1,3486.1288 +FDZ35,9.6,Regular,0.02236923,Breads,104.799,OUT018,2009,Medium,Tier 3,Supermarket Type2,1341.587 +FDA26,7.855,Regular,0.073906461,Dairy,218.4482,OUT035,2004,Small,Tier 2,Supermarket Type1,4819.0604 +FDP38,10.1,Low Fat,0.032283676,Canned,52.2008,OUT017,2007,,Tier 2,Supermarket Type1,759.012 +FDT22,10.395,Low Fat,0.11207602,Snack Foods,58.022,OUT035,2004,Small,Tier 2,Supermarket Type1,659.142 +FDA50,16.25,Low Fat,0.087668236,Dairy,94.941,OUT017,2007,,Tier 2,Supermarket Type1,1737.738 +FDY10,17.6,Low Fat,0.049067877,Snack Foods,115.6176,OUT046,1997,Small,Tier 1,Supermarket Type1,2519.3872 +FDC09,15.5,Regular,0.026355345,Fruits and Vegetables,100.8332,OUT045,2002,,Tier 2,Supermarket Type1,1537.998 +FDT19,7.59,Regular,0.145631695,Fruits and Vegetables,172.808,OUT018,2009,Medium,Tier 3,Supermarket Type2,2250.404 +FDO34,,Low Fat,0.029793955,Snack Foods,167.2816,OUT027,1985,Medium,Tier 3,Supermarket Type3,5704.5744 +NCV54,11.1,Low Fat,0.033160417,Household,119.6124,OUT049,1999,Medium,Tier 1,Supermarket Type1,2251.7356 +FDH57,,Low Fat,0.035574413,Fruits and Vegetables,131.4284,OUT027,1985,Medium,Tier 3,Supermarket Type3,5404.9644 +FDA28,16.1,Regular,0.047801883,Frozen Foods,127.4362,OUT046,1997,Small,Tier 1,Supermarket Type1,2265.0516 +FDB05,5.155,Low Fat,0.083198341,Frozen Foods,246.0776,OUT046,1997,Small,Tier 1,Supermarket Type1,990.7104 +FDK45,,Low Fat,0.059281315,Seafood,111.586,OUT019,1985,Small,Tier 1,Grocery Store,339.558 +DRH01,,Low Fat,0.171417316,Soft Drinks,173.0738,OUT019,1985,Small,Tier 1,Grocery Store,347.5476 +FDY52,6.365,Low Fat,0.007348286,Frozen Foods,62.8536,OUT046,1997,Small,Tier 1,Supermarket Type1,796.2968 +FDR48,11.65,LF,0,Baking Goods,152.6024,OUT035,2004,Small,Tier 2,Supermarket Type1,303.6048 +FDY15,18.25,Regular,0.170795745,Dairy,154.463,OUT035,2004,Small,Tier 2,Supermarket Type1,2190.482 +FDM51,11.8,Regular,0.025966531,Meat,102.2674,OUT049,1999,Medium,Tier 1,Supermarket Type1,2444.8176 +FDR43,18.2,Low Fat,0.161489509,Fruits and Vegetables,37.619,OUT046,1997,Small,Tier 1,Supermarket Type1,366.19 +FDW09,13.65,reg,0.025899245,Snack Foods,81.1302,OUT013,1987,High,Tier 3,Supermarket Type1,792.302 +FDV44,8.365,Regular,0.039906377,Fruits and Vegetables,191.3188,OUT049,1999,Medium,Tier 1,Supermarket Type1,1713.7692 +DRH37,,Low Fat,0.072864869,Soft Drinks,165.2526,OUT019,1985,Small,Tier 1,Grocery Store,822.263 +FDZ47,20.7,Regular,0.079419755,Baking Goods,99.8042,OUT049,1999,Medium,Tier 1,Supermarket Type1,1488.063 +NCP43,17.75,Low Fat,0.03050705,Others,180.366,OUT046,1997,Small,Tier 1,Supermarket Type1,2336.958 +FDL26,18,Low Fat,0.073490977,Canned,157.3972,OUT018,2009,Medium,Tier 3,Supermarket Type2,778.986 +DRM35,9.695,Low Fat,0.070843019,Hard Drinks,177.7344,OUT017,2007,,Tier 2,Supermarket Type1,1605.9096 +FDM39,6.42,Low Fat,0.053688479,Dairy,178.3002,OUT018,2009,Medium,Tier 3,Supermarket Type2,2328.3026 +DRD15,10.6,Low Fat,0.056911107,Dairy,233.9642,OUT045,2002,,Tier 2,Supermarket Type1,3717.8272 +NCK06,5.03,Low Fat,0.014472516,Household,122.0756,OUT010,1998,,Tier 3,Grocery Store,121.1756 +FDV04,7.825,Regular,0.150319469,Frozen Foods,156.9288,OUT045,2002,,Tier 2,Supermarket Type1,1571.288 +FDG46,,Regular,0.032750291,Snack Foods,112.1518,OUT027,1985,Medium,Tier 3,Supermarket Type3,5351.0346 +FDO19,17.7,Regular,0.016622448,Fruits and Vegetables,50.2034,OUT049,1999,Medium,Tier 1,Supermarket Type1,1166.4816 +NCN05,8.235,Low Fat,0.014482153,Health and Hygiene,182.295,OUT049,1999,Medium,Tier 1,Supermarket Type1,3661.9 +DRA12,11.6,Low Fat,0,Soft Drinks,141.6154,OUT045,2002,,Tier 2,Supermarket Type1,3829.0158 +FDJ02,17.2,Regular,0.025205909,Canned,149.1418,OUT049,1999,Medium,Tier 1,Supermarket Type1,1177.1344 +NCK17,11,Low Fat,0.037971697,Health and Hygiene,38.948,OUT045,2002,,Tier 2,Supermarket Type1,519.324 +FDO58,19.6,Low Fat,0.039544237,Snack Foods,163.6526,OUT013,1987,High,Tier 3,Supermarket Type1,1151.1682 +FDB22,8.02,Low Fat,0.111613921,Snack Foods,152.6998,OUT049,1999,Medium,Tier 1,Supermarket Type1,3383.5956 +FDG33,5.365,Regular,0.140524691,Seafood,172.7764,OUT045,2002,,Tier 2,Supermarket Type1,2233.0932 +FDK58,11.35,Regular,0.045073782,Snack Foods,101.9016,OUT045,2002,,Tier 2,Supermarket Type1,2631.2416 +DRH49,,Low Fat,0.043168763,Soft Drinks,82.8592,OUT019,1985,Small,Tier 1,Grocery Store,165.1184 +FDT43,16.35,Low Fat,0.020547951,Fruits and Vegetables,51.2324,OUT046,1997,Small,Tier 1,Supermarket Type1,571.2564 +NCR38,17.25,Low Fat,0.113694957,Household,253.4724,OUT049,1999,Medium,Tier 1,Supermarket Type1,6040.1376 +DRI39,13.8,Low Fat,0.097043739,Dairy,57.493,OUT035,2004,Small,Tier 2,Supermarket Type1,1358.232 +NCZ05,8.485,Low Fat,0.058121214,Health and Hygiene,104.499,OUT035,2004,Small,Tier 2,Supermarket Type1,1238.388 +FDU21,11.8,reg,0.07665661,Snack Foods,32.3558,OUT013,1987,High,Tier 3,Supermarket Type1,169.779 +NCP54,15.35,Low Fat,0.035204319,Household,122.873,OUT049,1999,Medium,Tier 1,Supermarket Type1,2832.979 +NCX29,10,Low Fat,0.089333332,Health and Hygiene,145.6102,OUT045,2002,,Tier 2,Supermarket Type1,2624.5836 +FDV01,19.2,Regular,0,Canned,153.3314,OUT017,2007,,Tier 2,Supermarket Type1,3257.7594 +NCS17,18.6,Low Fat,0.080956792,Health and Hygiene,95.2436,OUT017,2007,,Tier 2,Supermarket Type1,1796.3284 +NCN07,18.5,Low Fat,0.03391645,Others,130.9284,OUT013,1987,High,Tier 3,Supermarket Type1,1713.7692 +FDB14,20.25,Regular,0.102704495,Canned,94.312,OUT035,2004,Small,Tier 2,Supermarket Type1,2982.784 +NCJ18,12.35,Low Fat,0.163910938,Household,119.2124,OUT035,2004,Small,Tier 2,Supermarket Type1,1303.6364 +FDF57,14.5,Regular,0.058827383,Fruits and Vegetables,172.2448,OUT046,1997,Small,Tier 1,Supermarket Type1,2897.5616 +DRG01,14.8,Low Fat,0.044840933,Soft Drinks,78.367,OUT013,1987,High,Tier 3,Supermarket Type1,918.804 +FDA02,14,Regular,0.029843736,Dairy,143.9786,OUT018,2009,Medium,Tier 3,Supermarket Type2,866.8716 +DRJ37,10.8,Low Fat,0.061446997,Soft Drinks,150.4024,OUT017,2007,,Tier 2,Supermarket Type1,2884.2456 +NCP55,14.65,Low Fat,0.011180713,Others,53.8614,OUT013,1987,High,Tier 3,Supermarket Type1,221.0456 +FDW45,,Low Fat,0.038822077,Snack Foods,147.7418,OUT027,1985,Medium,Tier 3,Supermarket Type3,1618.5598 +FDK38,6.65,Low Fat,0.053397989,Canned,149.3734,OUT045,2002,,Tier 2,Supermarket Type1,296.9468 +NCZ30,6.59,Low Fat,0.043828293,Household,121.4098,OUT010,1998,,Tier 3,Grocery Store,241.0196 +FDK08,,Regular,0.214139786,Fruits and Vegetables,102.4016,OUT019,1985,Small,Tier 1,Grocery Store,202.4032 +DRY23,9.395,Regular,0.109075742,Soft Drinks,42.9112,OUT035,2004,Small,Tier 2,Supermarket Type1,426.112 +FDT31,19.75,Low Fat,0.012448294,Fruits and Vegetables,188.2872,OUT046,1997,Small,Tier 1,Supermarket Type1,2647.2208 +FDU52,7.56,Low Fat,0.064030636,Frozen Foods,154.463,OUT018,2009,Medium,Tier 3,Supermarket Type2,2503.408 +NCG19,20.25,Low Fat,0.14781046,Household,234.8616,OUT013,1987,High,Tier 3,Supermarket Type1,2812.3392 +NCR30,20.6,Low Fat,0.071136948,Household,76.3696,OUT045,2002,,Tier 2,Supermarket Type1,372.848 +FDN23,6.575,Regular,0.07566089,Breads,145.4444,OUT045,2002,,Tier 2,Supermarket Type1,2612.5992 +FDQ01,19.7,Regular,0.16102755,Canned,254.1014,OUT045,2002,,Tier 2,Supermarket Type1,4845.0266 +FDO22,13.5,Regular,0.029893094,Snack Foods,81.096,OUT010,1998,,Tier 3,Grocery Store,159.792 +DRE13,6.28,Low Fat,0.027761289,Soft Drinks,85.8198,OUT045,2002,,Tier 2,Supermarket Type1,872.198 +FDL44,18.25,Low Fat,0.012272797,Fruits and Vegetables,160.2894,OUT035,2004,Small,Tier 2,Supermarket Type1,3235.788 +FDT34,9.3,Low Fat,0.174317307,Snack Foods,106.7964,OUT035,2004,Small,Tier 2,Supermarket Type1,841.5712 +DRM23,16.6,Low Fat,0.135707553,Hard Drinks,170.6422,OUT035,2004,Small,Tier 2,Supermarket Type1,1379.5376 +FDF32,16.35,Low Fat,0.068219025,Fruits and Vegetables,198.9426,OUT045,2002,,Tier 2,Supermarket Type1,3559.3668 +NCE18,10,Low Fat,0.021468792,Household,251.675,OUT045,2002,,Tier 2,Supermarket Type1,4244.475 +FDA51,,Regular,0.163882129,Dairy,113.2518,OUT027,1985,Medium,Tier 3,Supermarket Type3,3415.554 +DRZ24,7.535,Low Fat,0.082250143,Soft Drinks,118.344,OUT017,2007,,Tier 2,Supermarket Type1,3115.944 +FDT48,4.92,Low Fat,0.046026479,Baking Goods,196.5084,OUT049,1999,Medium,Tier 1,Supermarket Type1,3769.7596 +DRG11,6.385,Low Fat,0,Hard Drinks,108.9596,OUT046,1997,Small,Tier 1,Supermarket Type1,1186.4556 +FDE58,18.5,Low Fat,0.052149675,Snack Foods,118.3124,OUT049,1999,Medium,Tier 1,Supermarket Type1,1540.6612 +DRA12,11.6,Low Fat,0.040911824,Soft Drinks,142.3154,OUT013,1987,High,Tier 3,Supermarket Type1,2552.6772 +FDP60,17.35,Low Fat,0.056235142,Baking Goods,102.0016,OUT017,2007,,Tier 2,Supermarket Type1,1619.2256 +FDT10,16.7,Regular,0.062170334,Snack Foods,60.9562,OUT045,2002,,Tier 2,Supermarket Type1,829.5868 +FDE05,10.895,Regular,0.032427039,Frozen Foods,147.7102,OUT013,1987,High,Tier 3,Supermarket Type1,1166.4816 +FDC32,18.35,Low Fat,0.099309997,Fruits and Vegetables,91.4462,OUT045,2002,,Tier 2,Supermarket Type1,1665.8316 +FDJ22,18.75,Low Fat,0.05310896,Snack Foods,193.6504,OUT017,2007,,Tier 2,Supermarket Type1,2876.256 +NCH18,9.3,Low Fat,0.044843161,Household,246.1802,OUT018,2009,Medium,Tier 3,Supermarket Type2,2702.4822 +DRE37,,Low Fat,0.164966345,Soft Drinks,189.4872,OUT019,1985,Small,Tier 1,Grocery Store,189.0872 +DRC13,8.26,Regular,0.032435437,Soft Drinks,124.873,OUT035,2004,Small,Tier 2,Supermarket Type1,2956.152 +FDG47,12.8,Low Fat,0.06961884,Starchy Foods,260.3252,OUT046,1997,Small,Tier 1,Supermarket Type1,8132.0812 +FDY55,16.75,Low Fat,0.08165147,Fruits and Vegetables,258.3988,OUT018,2009,Medium,Tier 3,Supermarket Type2,1541.9928 +NCW29,,Low Fat,0.028723187,Health and Hygiene,131.831,OUT027,1985,Medium,Tier 3,Supermarket Type3,3635.268 +NCT05,10.895,Low Fat,0.020994339,Health and Hygiene,255.6672,OUT045,2002,,Tier 2,Supermarket Type1,4346.3424 +FDN50,16.85,Regular,0.026561057,Canned,93.712,OUT049,1999,Medium,Tier 1,Supermarket Type1,466.06 +FDU60,20,Regular,0.100262068,Baking Goods,169.6132,OUT010,1998,,Tier 3,Grocery Store,169.1132 +FDX02,16,Low Fat,0.057012606,Dairy,225.0404,OUT013,1987,High,Tier 3,Supermarket Type1,5851.0504 +FDL34,16,Low Fat,0.041009558,Snack Foods,141.2496,OUT049,1999,Medium,Tier 1,Supermarket Type1,2681.8424 +DRF27,8.93,low fat,0.028578012,Dairy,152.234,OUT017,2007,,Tier 2,Supermarket Type1,3828.35 +FDZ35,9.6,Regular,0,Breads,101.699,OUT049,1999,Medium,Tier 1,Supermarket Type1,2373.577 +DRF03,,Low Fat,0.045088724,Dairy,39.7138,OUT027,1985,Medium,Tier 3,Supermarket Type3,1096.5726 +NCO41,,Low Fat,0.018757586,Health and Hygiene,96.9384,OUT027,1985,Medium,Tier 3,Supermarket Type3,2167.8448 +FDQ59,9.8,Regular,0.056500895,Breads,85.8908,OUT045,2002,,Tier 2,Supermarket Type1,1845.5976 +NCZ53,9.6,Low Fat,0.024576875,Health and Hygiene,186.6214,OUT018,2009,Medium,Tier 3,Supermarket Type2,1884.214 +FDZ33,,Low Fat,0.188038372,Snack Foods,146.4076,OUT019,1985,Small,Tier 1,Grocery Store,147.8076 +FDD34,7.945,Low Fat,0.015908485,Snack Foods,161.421,OUT045,2002,,Tier 2,Supermarket Type1,3425.541 +NCM06,7.475,Low Fat,0.075845634,Household,156.0656,OUT049,1999,Medium,Tier 1,Supermarket Type1,1853.5872 +FDY43,14.85,Low Fat,0.098803088,Fruits and Vegetables,169.7474,OUT018,2009,Medium,Tier 3,Supermarket Type2,673.7896 +DRM23,16.6,Low Fat,0.227189581,Hard Drinks,173.9422,OUT010,1998,,Tier 3,Grocery Store,172.4422 +FDT20,10.5,Low Fat,0.041459804,Fruits and Vegetables,39.2164,OUT049,1999,Medium,Tier 1,Supermarket Type1,540.6296 +FDG46,8.63,Regular,0.032882271,Snack Foods,113.5518,OUT013,1987,High,Tier 3,Supermarket Type1,2732.4432 +FDH10,21,Low Fat,0.049583899,Snack Foods,193.8478,OUT017,2007,,Tier 2,Supermarket Type1,1162.4868 +FDF24,15.5,Regular,0.02536567,Baking Goods,82.7934,OUT035,2004,Small,Tier 2,Supermarket Type1,1228.401 +FDG57,14.7,Low Fat,0.07229836,Fruits and Vegetables,48.2034,OUT046,1997,Small,Tier 1,Supermarket Type1,874.8612 +FDN44,13.15,LF,0.022924552,Fruits and Vegetables,157.892,OUT017,2007,,Tier 2,Supermarket Type1,1917.504 +FDD32,17.7,Regular,0.040897932,Fruits and Vegetables,82.6276,OUT013,1987,High,Tier 3,Supermarket Type1,731.0484 +FDI04,,Regular,0.127660257,Frozen Foods,198.5426,OUT019,1985,Small,Tier 1,Grocery Store,790.9704 +FDA56,9.21,Low Fat,0.008764786,Fruits and Vegetables,123.1414,OUT046,1997,Small,Tier 1,Supermarket Type1,4264.449 +DRG51,12.1,Low Fat,0.011604894,Dairy,166.0526,OUT017,2007,,Tier 2,Supermarket Type1,1480.0734 +FDZ04,9.31,Low Fat,0.038169783,Frozen Foods,64.551,OUT017,2007,,Tier 2,Supermarket Type1,1581.275 +FDT13,14.85,Low Fat,0.018568129,Canned,188.2214,OUT035,2004,Small,Tier 2,Supermarket Type1,3014.7424 +FDY56,,Regular,0.062109174,Fruits and Vegetables,223.7062,OUT027,1985,Medium,Tier 3,Supermarket Type3,4965.5364 +FDB51,6.92,LF,0.038671588,Dairy,64.2852,OUT017,2007,,Tier 2,Supermarket Type1,438.0964 +NCY29,13.65,Low Fat,0.077169841,Health and Hygiene,55.593,OUT013,1987,High,Tier 3,Supermarket Type1,282.965 +FDL34,16,Low Fat,0.041028937,Snack Foods,142.6496,OUT045,2002,,Tier 2,Supermarket Type1,1834.9448 +NCQ38,16.35,Low Fat,0.013387211,Others,105.628,OUT049,1999,Medium,Tier 1,Supermarket Type1,1065.28 +NCR41,,Low Fat,0.017936715,Health and Hygiene,93.7094,OUT027,1985,Medium,Tier 3,Supermarket Type3,4189.2136 +FDY24,4.88,Regular,0.223440258,Baking Goods,52.2298,OUT010,1998,,Tier 3,Grocery Store,161.7894 +NCA42,6.965,Low Fat,0,Household,159.6604,OUT045,2002,,Tier 2,Supermarket Type1,3327.6684 +FDB11,16,Low Fat,0.060942632,Starchy Foods,225.6404,OUT049,1999,Medium,Tier 1,Supermarket Type1,2925.5252 +FDG26,18.85,Low Fat,0.042641788,Canned,257.833,OUT035,2004,Small,Tier 2,Supermarket Type1,5382.993 +FDH24,20.7,Low Fat,0.021427082,Baking Goods,156.5288,OUT035,2004,Small,Tier 2,Supermarket Type1,1571.288 +FDX44,9.3,Low Fat,0.042930789,Fruits and Vegetables,88.5172,OUT013,1987,High,Tier 3,Supermarket Type1,1427.4752 +FDT52,9.695,Regular,0.047697859,Frozen Foods,244.6144,OUT017,2007,,Tier 2,Supermarket Type1,2695.1584 +FDT04,17.25,Low Fat,0.10764721,Frozen Foods,39.3822,OUT017,2007,,Tier 2,Supermarket Type1,314.2576 +FDO58,19.6,Low Fat,0.039577173,Snack Foods,166.1526,OUT046,1997,Small,Tier 1,Supermarket Type1,2960.1468 +FDR60,14.3,Low Fat,0.130415118,Baking Goods,75.9328,OUT046,1997,Small,Tier 1,Supermarket Type1,1158.492 +NCL54,12.6,Low Fat,0.082921642,Household,175.2054,OUT045,2002,,Tier 2,Supermarket Type1,3502.108 +FDW50,13.1,Low Fat,0.075515154,Dairy,167.2158,OUT013,1987,High,Tier 3,Supermarket Type1,3008.0844 +FDK43,,Low Fat,0.046994717,Meat,125.802,OUT019,1985,Small,Tier 1,Grocery Store,253.004 +FDQ32,17.85,Regular,0.04679836,Fruits and Vegetables,123.8388,OUT018,2009,Medium,Tier 3,Supermarket Type2,866.8716 +FDE29,8.905,LF,0.143129124,Frozen Foods,58.8878,OUT046,1997,Small,Tier 1,Supermarket Type1,1151.1682 +NCN07,18.5,Low Fat,0.034013539,Others,133.2284,OUT045,2002,,Tier 2,Supermarket Type1,2768.3964 +FDB37,20.25,Regular,0.022921735,Baking Goods,240.7538,OUT013,1987,High,Tier 3,Supermarket Type1,3364.9532 +FDD21,10.3,Regular,0.030616757,Fruits and Vegetables,112.7176,OUT049,1999,Medium,Tier 1,Supermarket Type1,343.5528 +FDX16,17.85,Low Fat,0.06575528,Frozen Foods,151.505,OUT013,1987,High,Tier 3,Supermarket Type1,2546.685 +FDN46,7.21,Regular,0.144856342,Snack Foods,100.5332,OUT049,1999,Medium,Tier 1,Supermarket Type1,1127.8652 +FDV28,16.1,Regular,0.267352587,Frozen Foods,34.9558,OUT010,1998,,Tier 3,Grocery Store,67.9116 +FDR48,,Low Fat,0.130867413,Baking Goods,150.8024,OUT027,1985,Medium,Tier 3,Supermarket Type3,4402.2696 +FDW37,,Low Fat,0.123449671,Canned,89.7488,OUT027,1985,Medium,Tier 3,Supermarket Type3,1901.5248 +FDV40,17.35,Low Fat,0.014689006,Frozen Foods,74.5038,OUT035,2004,Small,Tier 2,Supermarket Type1,739.038 +FDZ57,10,Regular,0.037918142,Snack Foods,129.6994,OUT018,2009,Medium,Tier 3,Supermarket Type2,1413.4934 +FDY46,18.6,Low Fat,0.047964395,Snack Foods,185.0898,OUT049,1999,Medium,Tier 1,Supermarket Type1,2993.4368 +FDX45,16.75,Low Fat,0.105018817,Snack Foods,155.263,OUT049,1999,Medium,Tier 1,Supermarket Type1,1721.093 +FDB33,17.75,Low Fat,0.014577412,Fruits and Vegetables,160.7262,OUT035,2004,Small,Tier 2,Supermarket Type1,2864.2716 +FDT58,9,Low Fat,0.143870574,Snack Foods,169.4816,OUT010,1998,,Tier 3,Grocery Store,503.3448 +FDM39,6.42,Low Fat,0.053553794,Dairy,178.6002,OUT049,1999,Medium,Tier 1,Supermarket Type1,3582.004 +NCY41,16.75,LF,0.075889215,Health and Hygiene,37.6532,OUT045,2002,,Tier 2,Supermarket Type1,575.2512 +NCL31,7.39,Low Fat,0.120280989,Others,142.747,OUT046,1997,Small,Tier 1,Supermarket Type1,3149.234 +NCJ31,19.2,Low Fat,0.182653772,Others,243.0196,OUT046,1997,Small,Tier 1,Supermarket Type1,3374.2744 +FDO23,,Low Fat,0.25637539,Breads,94.8436,OUT019,1985,Small,Tier 1,Grocery Store,567.2616 +FDN56,5.46,Regular,0.107036943,Fruits and Vegetables,144.2786,OUT035,2004,Small,Tier 2,Supermarket Type1,288.9572 +FDF04,17.5,Low Fat,0,Frozen Foods,258.3304,OUT013,1987,High,Tier 3,Supermarket Type1,3358.2952 +FDJ44,12.3,Regular,0.106238768,Fruits and Vegetables,176.1396,OUT013,1987,High,Tier 3,Supermarket Type1,3663.2316 +FDS50,17,Low Fat,0.055545797,Dairy,220.5114,OUT045,2002,,Tier 2,Supermarket Type1,5321.0736 +NCQ41,,Low Fat,0.019386057,Health and Hygiene,194.5794,OUT027,1985,Medium,Tier 3,Supermarket Type3,3511.4292 +FDA49,19.7,Low Fat,0.064921764,Canned,88.1198,OUT046,1997,Small,Tier 1,Supermarket Type1,1744.396 +NCZ06,19.6,Low Fat,0.094694278,Household,254.9698,OUT017,2007,,Tier 2,Supermarket Type1,2536.698 +NCM43,14.5,Low Fat,0.019554705,Others,162.421,OUT018,2009,Medium,Tier 3,Supermarket Type2,1957.452 +FDH19,19.35,Low Fat,0.033060937,Meat,172.4738,OUT013,1987,High,Tier 3,Supermarket Type1,1911.5118 +FDS15,9.195,Regular,0.078181964,Meat,106.7596,OUT049,1999,Medium,Tier 1,Supermarket Type1,4098.6648 +FDO50,16.25,LF,0,Canned,90.2804,OUT018,2009,Medium,Tier 3,Supermarket Type2,1653.8472 +FDJ20,20.7,Regular,0.100583009,Fruits and Vegetables,123.5388,OUT018,2009,Medium,Tier 3,Supermarket Type2,1981.4208 +NCI31,20,low fat,0.136124989,Others,38.319,OUT010,1998,,Tier 3,Grocery Store,146.476 +FDU20,,Regular,0.021353642,Fruits and Vegetables,122.1098,OUT027,1985,Medium,Tier 3,Supermarket Type3,3374.2744 +DRK13,11.8,Low Fat,0.115167579,Soft Drinks,199.8084,OUT046,1997,Small,Tier 1,Supermarket Type1,2380.9008 +DRJ24,11.8,Low Fat,0.113559058,Soft Drinks,184.2924,OUT045,2002,,Tier 2,Supermarket Type1,1850.924 +FDI20,19.1,Low Fat,0.038641968,Fruits and Vegetables,212.1586,OUT045,2002,,Tier 2,Supermarket Type1,5909.6408 +FDF10,15.5,Regular,0.157246634,Snack Foods,145.6418,OUT045,2002,,Tier 2,Supermarket Type1,2207.127 +FDQ45,9.5,Regular,0.010917052,Snack Foods,185.3608,OUT046,1997,Small,Tier 1,Supermarket Type1,2021.3688 +FDQ10,12.85,Low Fat,0.033172957,Snack Foods,172.0422,OUT035,2004,Small,Tier 2,Supermarket Type1,5345.7082 +FDM36,11.65,Regular,0.058719726,Baking Goods,171.1422,OUT035,2004,Small,Tier 2,Supermarket Type1,2931.5174 +FDN12,15.6,Low Fat,0,Baking Goods,111.8544,OUT018,2009,Medium,Tier 3,Supermarket Type2,1454.1072 +FDD50,18.85,Low Fat,0.141524348,Canned,168.4132,OUT013,1987,High,Tier 3,Supermarket Type1,2874.9244 +FDG17,6.865,Regular,0.035895934,Frozen Foods,244.4486,OUT049,1999,Medium,Tier 1,Supermarket Type1,6353.0636 +FDY58,11.65,Low Fat,0.039980644,Snack Foods,227.3694,OUT049,1999,Medium,Tier 1,Supermarket Type1,4567.388 +NCK29,,Low Fat,0,Health and Hygiene,123.473,OUT019,1985,Small,Tier 1,Grocery Store,369.519 +FDM32,20.5,Low Fat,0,Fruits and Vegetables,90.883,OUT010,1998,,Tier 3,Grocery Store,89.883 +FDL46,20.35,Low Fat,0.054056927,Snack Foods,116.8466,OUT046,1997,Small,Tier 1,Supermarket Type1,2356.932 +FDC51,10.895,Regular,0.009636821,Dairy,121.873,OUT049,1999,Medium,Tier 1,Supermarket Type1,2463.46 +FDF16,7.3,Low Fat,0.086266286,Frozen Foods,147.2076,OUT049,1999,Medium,Tier 1,Supermarket Type1,1921.4988 +NCV54,11.1,Low Fat,0.033081389,Household,116.5124,OUT013,1987,High,Tier 3,Supermarket Type1,1066.6116 +FDE35,7.06,Regular,0.043989429,Starchy Foods,60.2904,OUT045,2002,,Tier 2,Supermarket Type1,644.4944 +FDA23,9.8,Low Fat,0.047178116,Baking Goods,99.4016,OUT035,2004,Small,Tier 2,Supermarket Type1,2428.8384 +FDI46,9.5,Low Fat,0.074496043,Snack Foods,251.9724,OUT045,2002,,Tier 2,Supermarket Type1,2516.724 +FDZ21,17.6,Regular,0.039189221,Snack Foods,97.341,OUT013,1987,High,Tier 3,Supermarket Type1,965.41 +DRK13,11.8,Low Fat,0.115819014,Soft Drinks,198.3084,OUT017,2007,,Tier 2,Supermarket Type1,4563.3932 +FDX36,9.695,Regular,0.129008866,Baking Goods,226.9404,OUT017,2007,,Tier 2,Supermarket Type1,2700.4848 +FDY22,16.5,Regular,0.160371305,Snack Foods,143.9128,OUT018,2009,Medium,Tier 3,Supermarket Type2,1581.9408 +FDR32,,Regular,0.085392428,Fruits and Vegetables,226.7694,OUT027,1985,Medium,Tier 3,Supermarket Type3,6165.9738 +DRF25,9,Low Fat,0.038925251,Soft Drinks,34.919,OUT046,1997,Small,Tier 1,Supermarket Type1,476.047 +FDK20,12.6,Regular,0.041557653,Fruits and Vegetables,124.5072,OUT046,1997,Small,Tier 1,Supermarket Type1,2450.144 +DRI11,,Low Fat,0.060237465,Hard Drinks,115.9834,OUT019,1985,Small,Tier 1,Grocery Store,345.5502 +FDH05,14.35,Regular,0.091098018,Frozen Foods,233.5984,OUT045,2002,,Tier 2,Supermarket Type1,1853.5872 +FDA46,13.6,Low Fat,0.117874024,Snack Foods,193.6136,OUT045,2002,,Tier 2,Supermarket Type1,4471.5128 +DRD24,13.85,Low Fat,0.030795085,Soft Drinks,143.3154,OUT046,1997,Small,Tier 1,Supermarket Type1,1985.4156 +FDL39,16.1,Regular,0.063689583,Dairy,181.9318,OUT017,2007,,Tier 2,Supermarket Type1,5954.2494 +FDD52,18.25,Regular,0.184041545,Dairy,110.157,OUT018,2009,Medium,Tier 3,Supermarket Type2,1867.569 +FDR55,12.15,reg,0.13283066,Fruits and Vegetables,190.6872,OUT017,2007,,Tier 2,Supermarket Type1,2269.0464 +DRI13,15.35,Low Fat,0.020441939,Soft Drinks,216.4508,OUT017,2007,,Tier 2,Supermarket Type1,5426.27 +FDG31,,Low Fat,0.037712875,Meat,64.4826,OUT027,1985,Medium,Tier 3,Supermarket Type3,2518.7214 +FDP04,15.35,Low Fat,0.013840784,Frozen Foods,65.2168,OUT045,2002,,Tier 2,Supermarket Type1,958.752 +FDH35,18.25,Low Fat,0.060198496,Starchy Foods,162.9526,OUT013,1987,High,Tier 3,Supermarket Type1,1151.1682 +NCB42,11.8,Low Fat,0.008559557,Health and Hygiene,117.2492,OUT035,2004,Small,Tier 2,Supermarket Type1,2432.8332 +FDQ14,9.27,Low Fat,0.061883353,Dairy,147.905,OUT049,1999,Medium,Tier 1,Supermarket Type1,1647.855 +FDI19,,Low Fat,0.052085615,Meat,242.8512,OUT027,1985,Medium,Tier 3,Supermarket Type3,5816.4288 +FDJ55,12.8,Regular,0.039385992,Meat,224.8404,OUT010,1998,,Tier 3,Grocery Store,1575.2828 +DRN59,15,Low Fat,0.064241345,Hard Drinks,45.206,OUT049,1999,Medium,Tier 1,Supermarket Type1,792.302 +NCR06,12.5,Low Fat,0.006759519,Household,42.8112,OUT013,1987,High,Tier 3,Supermarket Type1,639.168 +NCF42,17.35,Low Fat,0.167243769,Household,176.2712,OUT013,1987,High,Tier 3,Supermarket Type1,2988.1104 +FDG24,7.975,Low Fat,0.01469075,Baking Goods,84.725,OUT018,2009,Medium,Tier 3,Supermarket Type2,1747.725 +FDB58,10.5,Regular,0.013551445,Snack Foods,142.0154,OUT018,2009,Medium,Tier 3,Supermarket Type2,2410.8618 +FDQ56,,Low Fat,0.105085956,Fruits and Vegetables,82.3908,OUT027,1985,Medium,Tier 3,Supermarket Type3,3691.1952 +NCV41,14.35,Low Fat,0.017038777,Health and Hygiene,112.5228,OUT046,1997,Small,Tier 1,Supermarket Type1,1989.4104 +FDW19,12.35,Regular,0.038718195,Fruits and Vegetables,110.657,OUT017,2007,,Tier 2,Supermarket Type1,2087.283 +FDO56,10.195,Regular,0.075291577,Fruits and Vegetables,119.1808,OUT010,1998,,Tier 3,Grocery Store,351.5424 +FDI41,18.5,Regular,0,Frozen Foods,148.7418,OUT045,2002,,Tier 2,Supermarket Type1,2501.4106 +FDN10,11.5,Low Fat,0,Snack Foods,119.5124,OUT018,2009,Medium,Tier 3,Supermarket Type2,829.5868 +FDY20,12.5,Regular,0.082085787,Fruits and Vegetables,92.2488,OUT018,2009,Medium,Tier 3,Supermarket Type2,1358.232 +DRM37,,LF,0.095931002,Soft Drinks,198.5768,OUT027,1985,Medium,Tier 3,Supermarket Type3,6897.688 +FDV34,10.695,Regular,0.011448629,Snack Foods,72.9038,OUT045,2002,,Tier 2,Supermarket Type1,1034.6532 +NCX18,14.15,Low Fat,0.00879232,Household,195.011,OUT035,2004,Small,Tier 2,Supermarket Type1,1964.11 +FDY10,17.6,Low Fat,0.049167388,Snack Foods,114.9176,OUT045,2002,,Tier 2,Supermarket Type1,1946.7992 +NCZ17,,Low Fat,0.079046992,Health and Hygiene,39.8506,OUT027,1985,Medium,Tier 3,Supermarket Type3,1480.0734 +FDT12,6.215,Regular,0.049580407,Baking Goods,227.4062,OUT013,1987,High,Tier 3,Supermarket Type1,5191.2426 +FDD57,18.1,Low Fat,0.022399592,Fruits and Vegetables,96.0094,OUT046,1997,Small,Tier 1,Supermarket Type1,1808.9786 +FDK45,11.65,Low Fat,0.033926852,Seafood,111.586,OUT045,2002,,Tier 2,Supermarket Type1,3395.58 +FDJ57,7.42,Regular,0.021617397,Seafood,185.0582,OUT045,2002,,Tier 2,Supermarket Type1,5201.2296 +NCI31,20,Low Fat,0.0814536,Others,36.819,OUT049,1999,Medium,Tier 1,Supermarket Type1,768.999 +FDZ48,17.75,LF,0.07607772,Baking Goods,112.4544,OUT049,1999,Medium,Tier 1,Supermarket Type1,2348.9424 +FDI16,14,Regular,0.135775701,Frozen Foods,54.564,OUT046,1997,Small,Tier 1,Supermarket Type1,1597.92 +FDZ31,15.35,Regular,0,Fruits and Vegetables,193.0504,OUT049,1999,Medium,Tier 1,Supermarket Type1,2492.7552 +DRG15,6.13,Low Fat,0.076891526,Dairy,61.5536,OUT045,2002,,Tier 2,Supermarket Type1,796.2968 +FDX36,9.695,Regular,0.128543405,Baking Goods,226.5404,OUT045,2002,,Tier 2,Supermarket Type1,4500.808 +FDD40,20.25,Regular,0.014793357,Dairy,191.5162,OUT046,1997,Small,Tier 1,Supermarket Type1,3078.6592 +FDA04,,Regular,0.066406853,Frozen Foods,259.7962,OUT027,1985,Medium,Tier 3,Supermarket Type3,5697.9164 +FDL21,15.85,Regular,0.007140468,Snack Foods,40.848,OUT013,1987,High,Tier 3,Supermarket Type1,679.116 +FDS21,19.85,Regular,0.020858779,Snack Foods,62.8194,OUT013,1987,High,Tier 3,Supermarket Type1,928.791 +DRF23,4.61,Low Fat,0.123346085,Hard Drinks,172.5396,OUT017,2007,,Tier 2,Supermarket Type1,3663.2316 +FDM46,7.365,Low Fat,0.159937597,Snack Foods,93.912,OUT035,2004,Small,Tier 2,Supermarket Type1,1304.968 +DRG49,,Low Fat,0.067128641,Soft Drinks,242.8486,OUT027,1985,Medium,Tier 3,Supermarket Type3,3420.8804 +FDG26,18.85,low fat,0.042736348,Canned,255.933,OUT045,2002,,Tier 2,Supermarket Type1,3844.995 +FDR51,,Regular,0.172629683,Meat,148.4708,OUT027,1985,Medium,Tier 3,Supermarket Type3,3761.77 +FDV39,11.3,Low Fat,0.007278512,Meat,196.7426,OUT035,2004,Small,Tier 2,Supermarket Type1,2768.3964 +FDC39,7.405,Low Fat,0,Dairy,205.7296,OUT017,2007,,Tier 2,Supermarket Type1,4570.0512 +FDP45,15.7,Regular,0.03079807,Snack Foods,252.9724,OUT017,2007,,Tier 2,Supermarket Type1,3020.0688 +FDC56,7.72,Low Fat,0.12152072,Fruits and Vegetables,118.244,OUT046,1997,Small,Tier 1,Supermarket Type1,958.752 +FDK38,6.65,Low Fat,0.053591345,Canned,149.7734,OUT017,2007,,Tier 2,Supermarket Type1,2375.5744 +NCJ29,10.6,low fat,0.035163639,Health and Hygiene,84.4224,OUT013,1987,High,Tier 3,Supermarket Type1,852.224 +NCF19,,Low Fat,0.061470858,Household,48.6034,OUT019,1985,Small,Tier 1,Grocery Store,145.8102 +FDG59,15.85,Low Fat,0.043226398,Starchy Foods,37.5164,OUT035,2004,Small,Tier 2,Supermarket Type1,270.3148 +FDE59,12.15,Low Fat,0.062640143,Starchy Foods,36.6532,OUT017,2007,,Tier 2,Supermarket Type1,251.6724 +FDB04,11.35,Regular,0.06358394,Dairy,89.4856,OUT017,2007,,Tier 2,Supermarket Type1,1142.5128 +NCK05,20.1,Low Fat,0.077389797,Health and Hygiene,60.8536,OUT013,1987,High,Tier 3,Supermarket Type1,1347.5792 +FDR03,15.7,Regular,0.00878535,Meat,204.998,OUT017,2007,,Tier 2,Supermarket Type1,5366.348 +FDQ03,,Regular,0.136592891,Meat,238.0248,OUT019,1985,Small,Tier 1,Grocery Store,711.0744 +FDC59,16.7,Regular,0.054937907,Starchy Foods,64.2168,OUT017,2007,,Tier 2,Supermarket Type1,1661.8368 +DRB13,6.115,Regular,0.007084185,Soft Drinks,191.153,OUT017,2007,,Tier 2,Supermarket Type1,3415.554 +NCE54,20.7,Low Fat,0.027052013,Household,73.9354,OUT017,2007,,Tier 2,Supermarket Type1,1655.1788 +FDC10,9.8,reg,0.072863893,Snack Foods,118.6098,OUT035,2004,Small,Tier 2,Supermarket Type1,843.5686 +FDR46,,Low Fat,0.244102315,Snack Foods,148.076,OUT019,1985,Small,Tier 1,Grocery Store,146.476 +FDA10,20.35,Low Fat,0.141789197,Snack Foods,121.9072,OUT035,2004,Small,Tier 2,Supermarket Type1,1347.5792 +FDP23,,Low Fat,0.035414528,Breads,218.2166,OUT027,1985,Medium,Tier 3,Supermarket Type3,3701.1822 +FDJ41,6.85,Low Fat,0.022864238,Frozen Foods,260.0594,OUT013,1987,High,Tier 3,Supermarket Type1,6018.1662 +FDL46,20.35,Low Fat,0.054011943,Snack Foods,116.5466,OUT013,1987,High,Tier 3,Supermarket Type1,1885.5456 +FDX33,9.195,Regular,0.117462619,Snack Foods,158.9578,OUT035,2004,Small,Tier 2,Supermarket Type1,2246.4092 +NCL29,9.695,Low Fat,0.11411658,Health and Hygiene,158.8604,OUT049,1999,Medium,Tier 1,Supermarket Type1,4436.8912 +FDE16,,Low Fat,0.046124444,Frozen Foods,206.7954,OUT019,1985,Small,Tier 1,Grocery Store,833.5816 +FDM57,11.65,Regular,0.075849167,Snack Foods,85.1908,OUT046,1997,Small,Tier 1,Supermarket Type1,2181.1608 +FDZ36,6.035,Regular,0.065729039,Baking Goods,188.324,OUT013,1987,High,Tier 3,Supermarket Type1,1491.392 +NCW42,18.2,Low Fat,0.097865088,Household,221.8456,OUT010,1998,,Tier 3,Grocery Store,884.1824 +NCI54,,LF,0.058827583,Household,110.4912,OUT019,1985,Small,Tier 1,Grocery Store,436.7648 +DRK01,7.63,Low Fat,0.061313057,Soft Drinks,93.3436,OUT018,2009,Medium,Tier 3,Supermarket Type2,1323.6104 +FDX10,6.385,Regular,0.123961415,Snack Foods,33.2874,OUT045,2002,,Tier 2,Supermarket Type1,141.1496 +FDO46,9.6,Regular,0.014270394,Snack Foods,187.3872,OUT018,2009,Medium,Tier 3,Supermarket Type2,2647.2208 +FDD16,20.5,Low Fat,0.060847634,Frozen Foods,75.0696,OUT010,1998,,Tier 3,Grocery Store,149.1392 +FDZ20,,Low Fat,0,Fruits and Vegetables,253.0356,OUT027,1985,Medium,Tier 3,Supermarket Type3,11445.102 +NCI18,18.35,Low Fat,0.014103354,Household,225.4746,OUT017,2007,,Tier 2,Supermarket Type1,1346.2476 +DRI25,19.6,Low Fat,0.033901442,Soft Drinks,56.2614,OUT046,1997,Small,Tier 1,Supermarket Type1,773.6596 +FDY44,14.15,Regular,0.024454052,Fruits and Vegetables,197.211,OUT045,2002,,Tier 2,Supermarket Type1,3731.809 +FDW38,,Regular,0,Dairy,55.9298,OUT019,1985,Small,Tier 1,Grocery Store,107.8596 +FDY33,,Regular,0.096730427,Snack Foods,159.0262,OUT027,1985,Medium,Tier 3,Supermarket Type3,5887.6694 +DRH51,17.6,Low Fat,0.097198194,Dairy,89.8856,OUT035,2004,Small,Tier 2,Supermarket Type1,351.5424 +FDT32,19,Regular,0.066005186,Fruits and Vegetables,188.4214,OUT017,2007,,Tier 2,Supermarket Type1,2826.321 +FDI50,8.42,Regular,0.030890618,Canned,228.7352,OUT049,1999,Medium,Tier 1,Supermarket Type1,5954.9152 +FDB60,9.3,Low Fat,0.028498354,Baking Goods,195.8136,OUT013,1987,High,Tier 3,Supermarket Type1,2332.9632 +FDP09,19.75,LF,0.033883448,Snack Foods,213.2902,OUT035,2004,Small,Tier 2,Supermarket Type1,4247.804 +FDA20,6.78,Low Fat,0.066565644,Fruits and Vegetables,185.324,OUT013,1987,High,Tier 3,Supermarket Type1,3914.904 +NCX05,,Low Fat,0.169943195,Health and Hygiene,116.2492,OUT019,1985,Small,Tier 1,Grocery Store,115.8492 +DRF37,17.25,Low Fat,0,Soft Drinks,263.591,OUT045,2002,,Tier 2,Supermarket Type1,788.973 +FDJ26,15.3,Regular,0.084765192,Canned,215.0218,OUT046,1997,Small,Tier 1,Supermarket Type1,1923.4962 +FDZ25,15.7,Regular,0.027617046,Canned,168.279,OUT046,1997,Small,Tier 1,Supermarket Type1,4074.696 +FDZ58,17.85,Low Fat,0.052166995,Snack Foods,121.7072,OUT035,2004,Small,Tier 2,Supermarket Type1,2817.6656 +FDZ50,,Regular,0,Dairy,184.2608,OUT027,1985,Medium,Tier 3,Supermarket Type3,6064.1064 +NCG18,15.3,Low Fat,0.038460297,Household,104.0332,OUT010,1998,,Tier 3,Grocery Store,205.0664 +FDZ56,16.25,Low Fat,0.025789175,Fruits and Vegetables,166.9474,OUT045,2002,,Tier 2,Supermarket Type1,2863.6058 +FDH50,15,Regular,0.161301097,Canned,185.1266,OUT013,1987,High,Tier 3,Supermarket Type1,2213.1192 +DRO35,13.85,Low Fat,0.034640466,Hard Drinks,116.1492,OUT045,2002,,Tier 2,Supermarket Type1,1274.3412 +DRH51,,Low Fat,0,Dairy,89.1856,OUT027,1985,Medium,Tier 3,Supermarket Type3,2109.2544 +FDS19,13.8,Regular,0.064307102,Fruits and Vegetables,77.3012,OUT049,1999,Medium,Tier 1,Supermarket Type1,1593.9252 +NCM06,7.475,Low Fat,0.076036381,Household,153.9656,OUT018,2009,Medium,Tier 3,Supermarket Type2,2625.9152 +FDP52,18.7,Regular,0.071091591,Frozen Foods,228.601,OUT017,2007,,Tier 2,Supermarket Type1,4823.721 +FDK02,12.5,Low Fat,0.187841082,Canned,119.244,OUT010,1998,,Tier 3,Grocery Store,119.844 +FDG59,15.85,Low Fat,0.043234574,Starchy Foods,38.3164,OUT046,1997,Small,Tier 1,Supermarket Type1,540.6296 +FDN20,,Low Fat,0.026055106,Fruits and Vegetables,169.5474,OUT027,1985,Medium,Tier 3,Supermarket Type3,4211.185 +FDO57,20.75,Low Fat,0.109153001,Snack Foods,161.3578,OUT018,2009,Medium,Tier 3,Supermarket Type2,4492.8184 +NCJ30,5.82,Low Fat,0.08062523,Household,168.379,OUT035,2004,Small,Tier 2,Supermarket Type1,1188.453 +FDQ31,5.785,Regular,0.0901292,Fruits and Vegetables,89.8856,OUT010,1998,,Tier 3,Grocery Store,175.7712 +FDC05,13.1,Regular,0.098938169,Frozen Foods,195.7768,OUT049,1999,Medium,Tier 1,Supermarket Type1,4138.6128 +FDM08,10.1,Regular,0,Fruits and Vegetables,225.1088,OUT013,1987,High,Tier 3,Supermarket Type1,3579.3408 +NCA41,16.75,Low Fat,0.032580547,Health and Hygiene,192.1162,OUT035,2004,Small,Tier 2,Supermarket Type1,3848.324 +FDK15,,Low Fat,0.097937252,Meat,98.9042,OUT027,1985,Medium,Tier 3,Supermarket Type3,4960.21 +FDX56,17.1,Regular,0,Fruits and Vegetables,208.5638,OUT049,1999,Medium,Tier 1,Supermarket Type1,5383.6588 +FDT21,7.42,Low Fat,0.020391845,Snack Foods,248.9092,OUT046,1997,Small,Tier 1,Supermarket Type1,2241.0828 +FDQ46,7.51,Low Fat,0.103813029,Snack Foods,113.7544,OUT046,1997,Small,Tier 1,Supermarket Type1,671.1264 +FDS01,,Low Fat,0.031069203,Canned,179.6686,OUT019,1985,Small,Tier 1,Grocery Store,177.7686 +FDW34,,Low Fat,0.062294473,Snack Foods,242.417,OUT019,1985,Small,Tier 1,Grocery Store,486.034 +FDX07,19.2,Regular,0.022914478,Fruits and Vegetables,181.195,OUT035,2004,Small,Tier 2,Supermarket Type1,2380.235 +FDN13,18.6,Low Fat,0.152058281,Breakfast,99.9358,OUT046,1997,Small,Tier 1,Supermarket Type1,201.0716 +NCP02,7.105,Low Fat,0.044991294,Household,59.2562,OUT018,2009,Medium,Tier 3,Supermarket Type2,651.8182 +FDT48,4.92,Low Fat,0.046214971,Baking Goods,199.8084,OUT017,2007,,Tier 2,Supermarket Type1,3968.168 +FDZ49,11,Regular,0.13312044,Canned,221.5798,OUT035,2004,Small,Tier 2,Supermarket Type1,4187.2162 +NCJ17,7.68,Low Fat,0.255348289,Health and Hygiene,84.4224,OUT010,1998,,Tier 3,Grocery Store,170.4448 +FDB17,13.15,Low Fat,0.036879539,Frozen Foods,181.3976,OUT017,2007,,Tier 2,Supermarket Type1,3078.6592 +FDP48,7.52,Regular,0.044202545,Baking Goods,182.995,OUT018,2009,Medium,Tier 3,Supermarket Type2,4394.28 +FDI53,8.895,Regular,0.137858955,Frozen Foods,162.1236,OUT049,1999,Medium,Tier 1,Supermarket Type1,2577.9776 +FDW02,4.805,Regular,0.037668051,Dairy,126.7704,OUT013,1987,High,Tier 3,Supermarket Type1,2628.5784 +FDL20,,Low Fat,0.224837308,Fruits and Vegetables,112.7886,OUT019,1985,Small,Tier 1,Grocery Store,222.3772 +FDV32,7.785,Low Fat,0.089069748,Fruits and Vegetables,62.751,OUT018,2009,Medium,Tier 3,Supermarket Type2,1707.777 +FDG38,8.975,Regular,0.053027398,Canned,86.0224,OUT017,2007,,Tier 2,Supermarket Type1,1278.336 +NCB31,,Low Fat,0.118099673,Household,262.891,OUT027,1985,Medium,Tier 3,Supermarket Type3,5522.811 +FDF52,9.3,Low Fat,0,Frozen Foods,182.9292,OUT017,2007,,Tier 2,Supermarket Type1,4013.4424 +FDB15,10.895,Low Fat,0.137023446,Dairy,263.7568,OUT049,1999,Medium,Tier 1,Supermarket Type1,7646.0472 +FDO48,15,Regular,0.026950104,Baking Goods,220.9456,OUT018,2009,Medium,Tier 3,Supermarket Type2,1768.3648 +NCR53,12.15,Low Fat,0,Health and Hygiene,224.4404,OUT018,2009,Medium,Tier 3,Supermarket Type2,5626.01 +FDF56,16.7,Regular,0.119362812,Fruits and Vegetables,180.3976,OUT013,1987,High,Tier 3,Supermarket Type1,3078.6592 +FDL57,15.1,Regular,0.067350054,Snack Foods,257.3304,OUT018,2009,Medium,Tier 3,Supermarket Type2,3874.956 +NCC31,8.02,Low Fat,0,Household,157.7972,OUT013,1987,High,Tier 3,Supermarket Type1,1713.7692 +FDE33,19.35,reg,0.049712775,Fruits and Vegetables,78.2644,OUT049,1999,Medium,Tier 1,Supermarket Type1,1492.7236 +FDV52,20.7,Regular,0.122208091,Frozen Foods,119.7466,OUT017,2007,,Tier 2,Supermarket Type1,4006.7844 +FDR46,,Low Fat,0.138742518,Snack Foods,147.476,OUT027,1985,Medium,Tier 3,Supermarket Type3,3368.948 +DRE12,4.59,Low Fat,0.070780558,Soft Drinks,114.586,OUT046,1997,Small,Tier 1,Supermarket Type1,1245.046 +FDD57,18.1,Low Fat,0.037492325,Fruits and Vegetables,95.5094,OUT010,1998,,Tier 3,Grocery Store,95.2094 +NCS41,12.85,Low Fat,0.053527105,Health and Hygiene,185.1608,OUT049,1999,Medium,Tier 1,Supermarket Type1,2388.8904 +NCY41,16.75,low fat,0.076164013,Health and Hygiene,34.0532,OUT017,2007,,Tier 2,Supermarket Type1,575.2512 +FDV22,14.85,Regular,0.009995002,Snack Foods,154.463,OUT017,2007,,Tier 2,Supermarket Type1,3755.112 +FDF12,8.235,Low Fat,0.08259502,Baking Goods,149.1076,OUT045,2002,,Tier 2,Supermarket Type1,1182.4608 +FDM13,6.425,Low Fat,0.063122753,Breakfast,131.3626,OUT013,1987,High,Tier 3,Supermarket Type1,262.3252 +FDQ56,6.59,Low Fat,0.105597316,Fruits and Vegetables,83.4908,OUT046,1997,Small,Tier 1,Supermarket Type1,1342.2528 +FDW55,,Regular,0.021863506,Fruits and Vegetables,247.0092,OUT027,1985,Medium,Tier 3,Supermarket Type3,5478.2024 +NCT29,,Low Fat,0.063800266,Health and Hygiene,123.0414,OUT027,1985,Medium,Tier 3,Supermarket Type3,4629.9732 +NCX42,6.36,Low Fat,0.006012413,Household,163.0526,OUT017,2007,,Tier 2,Supermarket Type1,1644.526 +FDR24,17.35,Regular,0.063207198,Baking Goods,89.383,OUT017,2007,,Tier 2,Supermarket Type1,1258.362 +NCS42,8.6,Low Fat,0.069809115,Household,90.5146,OUT017,2007,,Tier 2,Supermarket Type1,729.7168 +FDL40,17.7,Low Fat,0.011660463,Frozen Foods,96.541,OUT018,2009,Medium,Tier 3,Supermarket Type2,2220.443 +FDD47,7.6,Regular,0.142410775,Starchy Foods,171.9448,OUT046,1997,Small,Tier 1,Supermarket Type1,3749.7856 +DRE03,19.6,Low Fat,0.024226902,Dairy,48.7718,OUT046,1997,Small,Tier 1,Supermarket Type1,236.359 +NCM18,,Low Fat,0.082440705,Household,61.3194,OUT027,1985,Medium,Tier 3,Supermarket Type3,2043.3402 +FDF52,9.3,Low Fat,0.066918731,Frozen Foods,184.2292,OUT045,2002,,Tier 2,Supermarket Type1,1641.8628 +NCG43,20.2,Low Fat,0.074390007,Household,91.4462,OUT045,2002,,Tier 2,Supermarket Type1,1943.4702 +FDE20,11.35,Regular,0.005530516,Fruits and Vegetables,171.179,OUT046,1997,Small,Tier 1,Supermarket Type1,4923.591 +FDI33,16.5,Low Fat,0.028579565,Snack Foods,90.3146,OUT017,2007,,Tier 2,Supermarket Type1,2554.0088 +NCT06,17.1,Low Fat,0.038705317,Household,165.0842,OUT013,1987,High,Tier 3,Supermarket Type1,2320.9788 +FDY24,4.88,Regular,0,Baking Goods,53.1298,OUT035,2004,Small,Tier 2,Supermarket Type1,808.947 +FDZ33,10.195,Low Fat,0.108004532,Snack Foods,148.7076,OUT017,2007,,Tier 2,Supermarket Type1,1330.2684 +FDJ55,12.8,Regular,0.023626808,Meat,223.2404,OUT018,2009,Medium,Tier 3,Supermarket Type2,2475.4444 +FDE45,,Low Fat,0.070660449,Fruits and Vegetables,180.4002,OUT019,1985,Small,Tier 1,Grocery Store,716.4008 +FDD44,8.05,Regular,0.078719835,Fruits and Vegetables,258.5646,OUT018,2009,Medium,Tier 3,Supermarket Type2,3091.9752 +FDD10,20.6,reg,0.046208155,Snack Foods,178.0344,OUT018,2009,Medium,Tier 3,Supermarket Type2,1605.9096 +FDA39,6.32,Low Fat,0.012769753,Meat,39.9822,OUT018,2009,Medium,Tier 3,Supermarket Type2,78.5644 +FDB36,5.465,Regular,0.048486801,Baking Goods,131.2626,OUT013,1987,High,Tier 3,Supermarket Type1,3410.2276 +FDK52,18.25,Low Fat,0.132596101,Frozen Foods,226.2062,OUT010,1998,,Tier 3,Grocery Store,677.1186 +FDJ36,14.5,Regular,0.128459481,Baking Goods,102.0332,OUT049,1999,Medium,Tier 1,Supermarket Type1,2050.664 +NCB55,15.7,Low Fat,0.161317495,Household,57.5562,OUT018,2009,Medium,Tier 3,Supermarket Type2,829.5868 +NCK18,9.6,Low Fat,0.011211251,Household,166.9184,OUT010,1998,,Tier 3,Grocery Store,660.4736 +FDX27,20.7,reg,0.114294512,Dairy,94.9436,OUT049,1999,Medium,Tier 1,Supermarket Type1,1229.0668 +FDB08,6.055,Low Fat,0.031103357,Fruits and Vegetables,159.9578,OUT046,1997,Small,Tier 1,Supermarket Type1,2727.7826 +FDX43,5.655,LF,0.085274988,Fruits and Vegetables,165.05,OUT046,1997,Small,Tier 1,Supermarket Type1,2330.3 +FDA20,6.78,Low Fat,0.066892471,Fruits and Vegetables,186.424,OUT018,2009,Medium,Tier 3,Supermarket Type2,1304.968 +FDC04,,Low Fat,0.078764059,Dairy,241.3854,OUT019,1985,Small,Tier 1,Grocery Store,483.3708 +FDG17,6.865,Regular,0.036042939,Frozen Foods,244.4486,OUT017,2007,,Tier 2,Supermarket Type1,4153.9262 +FDU58,6.61,Regular,0.04855968,Snack Foods,188.4898,OUT010,1998,,Tier 3,Grocery Store,187.0898 +FDP24,,Low Fat,0.082602127,Baking Goods,120.9756,OUT027,1985,Medium,Tier 3,Supermarket Type3,3877.6192 +NCT29,12.6,Low Fat,0.064240743,Health and Hygiene,121.9414,OUT045,2002,,Tier 2,Supermarket Type1,1462.0968 +FDB08,6.055,Low Fat,0.031230059,Fruits and Vegetables,160.3578,OUT018,2009,Medium,Tier 3,Supermarket Type2,1765.0358 +NCB43,20.2,Low Fat,0.100114941,Household,188.3898,OUT045,2002,,Tier 2,Supermarket Type1,3554.7062 +FDL09,,Regular,0.22417463,Snack Foods,168.8816,OUT019,1985,Small,Tier 1,Grocery Store,167.7816 +DRK49,14.15,Low Fat,0.035943717,Soft Drinks,40.5138,OUT046,1997,Small,Tier 1,Supermarket Type1,446.7518 +FDR37,16.5,Regular,0.06619442,Breakfast,184.4292,OUT013,1987,High,Tier 3,Supermarket Type1,3101.2964 +FDG56,13.3,Regular,0.071439051,Fruits and Vegetables,61.0536,OUT035,2004,Small,Tier 2,Supermarket Type1,1898.8616 +FDE34,9.195,Low Fat,0.108059141,Snack Foods,181.7634,OUT049,1999,Medium,Tier 1,Supermarket Type1,6179.9556 +FDE16,,Low Fat,0.026216144,Frozen Foods,207.5954,OUT027,1985,Medium,Tier 3,Supermarket Type3,6668.6528 +FDT58,9,Low Fat,0.085938463,Snack Foods,168.6816,OUT035,2004,Small,Tier 2,Supermarket Type1,1342.2528 +FDR03,15.7,Regular,0.008734284,Meat,207.898,OUT035,2004,Small,Tier 2,Supermarket Type1,3095.97 +NCL30,18.1,Low Fat,0.049016517,Household,128.7336,OUT049,1999,Medium,Tier 1,Supermarket Type1,2173.1712 +FDT22,,Low Fat,0.111554381,Snack Foods,59.822,OUT027,1985,Medium,Tier 3,Supermarket Type3,1677.816 +FDP45,15.7,Regular,0.030672457,Snack Foods,253.1724,OUT049,1999,Medium,Tier 1,Supermarket Type1,5285.1204 +FDS15,9.195,Regular,0.077995641,Meat,107.1596,OUT013,1987,High,Tier 3,Supermarket Type1,2804.3496 +FDF16,,Low Fat,0.085715273,Frozen Foods,146.6076,OUT027,1985,Medium,Tier 3,Supermarket Type3,1773.6912 +FDL13,13.85,Regular,0.056432784,Breakfast,234.93,OUT045,2002,,Tier 2,Supermarket Type1,4660.6 +NCV30,20.2,Low Fat,0.066200667,Household,61.451,OUT018,2009,Medium,Tier 3,Supermarket Type2,126.502 +FDG33,,Regular,0.245542627,Seafood,172.2764,OUT019,1985,Small,Tier 1,Grocery Store,171.7764 +FDO10,13.65,reg,0.0127517,Snack Foods,55.5588,OUT046,1997,Small,Tier 1,Supermarket Type1,1603.2464 +FDQ03,15,Regular,0.077949334,Meat,238.7248,OUT013,1987,High,Tier 3,Supermarket Type1,2133.2232 +NCC55,10.695,Low Fat,0.064022881,Household,36.0848,OUT018,2009,Medium,Tier 3,Supermarket Type2,372.848 +FDD52,,Regular,0.182407266,Dairy,109.157,OUT027,1985,Medium,Tier 3,Supermarket Type3,1867.569 +FDI16,14,Regular,0.136328794,Frozen Foods,54.864,OUT018,2009,Medium,Tier 3,Supermarket Type2,319.584 +FDB44,6.655,Low Fat,0.016958832,Fruits and Vegetables,210.0586,OUT046,1997,Small,Tier 1,Supermarket Type1,4221.172 +FDA25,16.5,Regular,0.068125756,Canned,101.199,OUT046,1997,Small,Tier 1,Supermarket Type1,1031.99 +FDV33,9.6,Regular,0.02734361,Snack Foods,257.8304,OUT046,1997,Small,Tier 1,Supermarket Type1,1808.3128 +FDX47,6.55,Regular,0.034658144,Breads,155.8288,OUT049,1999,Medium,Tier 1,Supermarket Type1,1099.9016 +FDO50,16.25,low fat,0,Canned,89.8804,OUT017,2007,,Tier 2,Supermarket Type1,1102.5648 +FDV57,15.25,Regular,0.065841719,Snack Foods,179.866,OUT013,1987,High,Tier 3,Supermarket Type1,2696.49 +FDB02,9.695,Regular,0.029158763,Canned,174.537,OUT035,2004,Small,Tier 2,Supermarket Type1,1235.059 +FDD16,,Low Fat,0.063649582,Frozen Foods,74.7696,OUT019,1985,Small,Tier 1,Grocery Store,74.5696 +FDX02,16,LF,0.05706009,Dairy,225.0404,OUT046,1997,Small,Tier 1,Supermarket Type1,4950.8888 +FDP11,15.85,Low Fat,0.11566015,Breads,218.3166,OUT010,1998,,Tier 3,Grocery Store,435.4332 +FDH32,,Low Fat,0.075691713,Fruits and Vegetables,98.241,OUT027,1985,Medium,Tier 3,Supermarket Type3,2220.443 +NCL18,18.85,Low Fat,0.167844438,Household,193.9136,OUT049,1999,Medium,Tier 1,Supermarket Type1,3110.6176 +FDT12,6.215,Regular,0.049722335,Baking Goods,224.5062,OUT045,2002,,Tier 2,Supermarket Type1,4514.124 +FDD50,,Low Fat,0.14095631,Canned,167.7132,OUT027,1985,Medium,Tier 3,Supermarket Type3,3889.6036 +NCU05,11.8,Low Fat,0.058827557,Health and Hygiene,80.8618,OUT049,1999,Medium,Tier 1,Supermarket Type1,1288.9888 +FDI56,7.325,Low Fat,0.093765794,Fruits and Vegetables,90.3146,OUT018,2009,Medium,Tier 3,Supermarket Type2,1733.0774 +DRL11,10.5,Low Fat,0.048092816,Hard Drinks,159.2946,OUT049,1999,Medium,Tier 1,Supermarket Type1,1893.5352 +FDQ08,15.7,Regular,0.018968743,Fruits and Vegetables,61.9536,OUT045,2002,,Tier 2,Supermarket Type1,1225.072 +FDW20,,Low Fat,0.024032484,Fruits and Vegetables,124.973,OUT027,1985,Medium,Tier 3,Supermarket Type3,2463.46 +FDW46,13,Regular,0.070444232,Snack Foods,63.4484,OUT045,2002,,Tier 2,Supermarket Type1,1043.9744 +FDO09,13.5,Regular,0.125469442,Snack Foods,264.491,OUT049,1999,Medium,Tier 1,Supermarket Type1,6574.775 +DRJ49,6.865,Low Fat,0.01405025,Soft Drinks,128.9652,OUT018,2009,Medium,Tier 3,Supermarket Type2,1679.1476 +FDP26,7.785,Low Fat,0.139436695,Dairy,103.0306,OUT013,1987,High,Tier 3,Supermarket Type1,2404.2038 +FDO19,17.7,Regular,0.016593506,Fruits and Vegetables,46.9034,OUT035,2004,Small,Tier 2,Supermarket Type1,972.068 +NCG43,20.2,Low Fat,0.124261614,Household,93.6462,OUT010,1998,,Tier 3,Grocery Store,277.6386 +FDG02,7.855,Low Fat,0.011261165,Canned,189.5188,OUT046,1997,Small,Tier 1,Supermarket Type1,1904.188 +FDO32,6.36,Low Fat,0.120520818,Fruits and Vegetables,45.906,OUT035,2004,Small,Tier 2,Supermarket Type1,419.454 +FDR34,17,Regular,0.015965308,Snack Foods,229.4352,OUT046,1997,Small,Tier 1,Supermarket Type1,4809.7392 +FDU59,5.78,Low Fat,0.096386227,Breads,163.5552,OUT046,1997,Small,Tier 1,Supermarket Type1,1787.0072 +FDN31,11.5,Low Fat,0.073029341,Fruits and Vegetables,187.953,OUT045,2002,,Tier 2,Supermarket Type1,2656.542 +FDT55,,Regular,0.043443753,Fruits and Vegetables,158.1946,OUT027,1985,Medium,Tier 3,Supermarket Type3,6942.9624 +FDE08,18.2,Low Fat,0.049520593,Fruits and Vegetables,147.3734,OUT018,2009,Medium,Tier 3,Supermarket Type2,2375.5744 +FDK52,18.25,Low Fat,0.079152918,Frozen Foods,223.8062,OUT013,1987,High,Tier 3,Supermarket Type1,4288.4178 +FDW11,12.6,Low Fat,0.048741487,Breads,60.4194,OUT013,1987,High,Tier 3,Supermarket Type1,990.7104 +FDC03,8.575,reg,0.071958197,Dairy,195.3794,OUT049,1999,Medium,Tier 1,Supermarket Type1,3511.4292 +FDR43,18.2,Low Fat,0.162147349,Fruits and Vegetables,37.719,OUT018,2009,Medium,Tier 3,Supermarket Type2,549.285 +FDL14,8.115,reg,0.05382735,Canned,155.2972,OUT010,1998,,Tier 3,Grocery Store,311.5944 +FDP39,12.65,Low Fat,0.069565759,Meat,52.4324,OUT045,2002,,Tier 2,Supermarket Type1,571.2564 +FDG29,,Low Fat,0.056019324,Frozen Foods,40.0454,OUT027,1985,Medium,Tier 3,Supermarket Type3,419.454 +DRH15,8.775,Low Fat,0.109911272,Dairy,41.9428,OUT046,1997,Small,Tier 1,Supermarket Type1,1537.998 +FDT11,5.94,Regular,0.029366813,Breads,187.7556,OUT035,2004,Small,Tier 2,Supermarket Type1,3755.112 +FDU48,18.85,Low Fat,0.055347985,Baking Goods,131.5284,OUT035,2004,Small,Tier 2,Supermarket Type1,1581.9408 +FDY12,9.8,Regular,0,Baking Goods,49.2008,OUT013,1987,High,Tier 3,Supermarket Type1,657.8104 +FDS44,12.65,Regular,0.156926608,Fruits and Vegetables,238.3538,OUT017,2007,,Tier 2,Supermarket Type1,5528.1374 +NCP06,20.7,Low Fat,0.039405676,Household,149.8366,OUT018,2009,Medium,Tier 3,Supermarket Type2,2267.049 +DRH23,14.65,Low Fat,0.170176516,Hard Drinks,55.2614,OUT013,1987,High,Tier 3,Supermarket Type1,718.3982 +FDA16,,Low Fat,0.033777629,Frozen Foods,222.8456,OUT027,1985,Medium,Tier 3,Supermarket Type3,7073.4592 +FDT45,15.85,Low Fat,0.057546914,Snack Foods,55.8956,OUT018,2009,Medium,Tier 3,Supermarket Type2,491.3604 +FDE56,17.25,Regular,0.160095901,Fruits and Vegetables,61.5194,OUT017,2007,,Tier 2,Supermarket Type1,1052.6298 +FDA40,16,Regular,0.099832728,Frozen Foods,87.4856,OUT017,2007,,Tier 2,Supermarket Type1,263.6568 +FDA39,6.32,Low Fat,0.012717946,Meat,40.2822,OUT046,1997,Small,Tier 1,Supermarket Type1,628.5152 +NCB19,6.525,LF,0.090278634,Household,86.7882,OUT035,2004,Small,Tier 2,Supermarket Type1,1975.4286 +FDZ34,6.695,Low Fat,0,Starchy Foods,191.882,OUT013,1987,High,Tier 3,Supermarket Type1,3861.64 +FDV22,14.85,Regular,0.009958941,Snack Foods,157.963,OUT045,2002,,Tier 2,Supermarket Type1,2816.334 +FDO40,17.1,Low Fat,0.032678839,Frozen Foods,150.7392,OUT049,1999,Medium,Tier 1,Supermarket Type1,3131.9232 +FDD21,10.3,Regular,0,Fruits and Vegetables,115.0176,OUT013,1987,High,Tier 3,Supermarket Type1,4122.6336 +FDO36,19.7,Low Fat,0.077849003,Baking Goods,179.166,OUT013,1987,High,Tier 3,Supermarket Type1,3056.022 +FDV34,10.695,Regular,0.011443222,Snack Foods,73.5038,OUT049,1999,Medium,Tier 1,Supermarket Type1,1478.076 +NCY18,7.285,Low Fat,0.031214809,Household,177.1054,OUT045,2002,,Tier 2,Supermarket Type1,2626.581 +NCM54,17.7,LF,0.051146565,Household,127.3678,OUT018,2009,Medium,Tier 3,Supermarket Type2,3306.3628 +FDB59,18.25,Low Fat,0.015302653,Snack Foods,198.0084,OUT049,1999,Medium,Tier 1,Supermarket Type1,793.6336 +FDS45,5.175,Regular,0.04937018,Snack Foods,106.7622,OUT010,1998,,Tier 3,Grocery Store,211.7244 +FDV24,5.635,Low Fat,0,Baking Goods,148.705,OUT049,1999,Medium,Tier 1,Supermarket Type1,1198.44 +FDD46,6.035,Low Fat,0.236433601,Snack Foods,155.5998,OUT010,1998,,Tier 3,Grocery Store,153.7998 +FDQ39,14.8,Low Fat,0.081372267,Meat,191.4846,OUT018,2009,Medium,Tier 3,Supermarket Type2,3057.3536 +FDD52,18.25,Regular,0.18329488,Dairy,111.657,OUT046,1997,Small,Tier 1,Supermarket Type1,1537.998 +FDL39,16.1,Regular,0.06358934,Dairy,179.4318,OUT018,2009,Medium,Tier 3,Supermarket Type2,360.8636 +FDV02,16.75,Low Fat,0.060792265,Dairy,170.4106,OUT018,2009,Medium,Tier 3,Supermarket Type2,513.3318 +FDE11,17.7,Regular,0,Starchy Foods,184.3924,OUT046,1997,Small,Tier 1,Supermarket Type1,4257.1252 +NCU54,8.88,Low Fat,0.098775709,Household,208.927,OUT049,1999,Medium,Tier 1,Supermarket Type1,7130.718 +FDR43,18.2,Low Fat,0.270300331,Fruits and Vegetables,38.319,OUT010,1998,,Tier 3,Grocery Store,109.857 +FDD51,11.15,low fat,0.119852889,Dairy,44.9744,OUT013,1987,High,Tier 3,Supermarket Type1,498.0184 +FDO60,20,LF,0.034563936,Baking Goods,45.3086,OUT017,2007,,Tier 2,Supermarket Type1,490.6946 +NCS06,7.935,Low Fat,0.031710329,Household,263.091,OUT013,1987,High,Tier 3,Supermarket Type1,5522.811 +FDX50,20.1,LF,0.074778547,Dairy,110.7228,OUT045,2002,,Tier 2,Supermarket Type1,1657.842 +FDQ55,13.65,Regular,0.013035609,Fruits and Vegetables,114.7834,OUT035,2004,Small,Tier 2,Supermarket Type1,3455.502 +FDL52,6.635,Regular,0.046277956,Frozen Foods,36.7506,OUT018,2009,Medium,Tier 3,Supermarket Type2,75.9012 +FDK52,18.25,Low Fat,0.0793795,Frozen Foods,226.1062,OUT045,2002,,Tier 2,Supermarket Type1,6771.186 +NCO02,11.15,Low Fat,0.073783159,Others,66.0142,OUT017,2007,,Tier 2,Supermarket Type1,988.713 +NCO30,19.5,Low Fat,0.01572192,Household,185.6608,OUT035,2004,Small,Tier 2,Supermarket Type1,918.804 +FDA33,6.48,LF,0.033952603,Snack Foods,148.2076,OUT049,1999,Medium,Tier 1,Supermarket Type1,3399.5748 +FDB12,11.15,Regular,0.105220024,Baking Goods,102.7648,OUT013,1987,High,Tier 3,Supermarket Type1,1142.5128 +FDT40,5.985,Low Fat,0.095715608,Frozen Foods,125.8678,OUT013,1987,High,Tier 3,Supermarket Type1,3560.6984 +NCO05,7.27,Low Fat,0.046822808,Health and Hygiene,99.3384,OUT017,2007,,Tier 2,Supermarket Type1,2759.0752 +FDR32,6.78,Regular,0,Fruits and Vegetables,227.5694,OUT049,1999,Medium,Tier 1,Supermarket Type1,3653.9104 +FDM04,9.195,Regular,0.04731256,Frozen Foods,50.7666,OUT018,2009,Medium,Tier 3,Supermarket Type2,512.666 +DRL01,19.5,Regular,0.077108099,Soft Drinks,232.8958,OUT013,1987,High,Tier 3,Supermarket Type1,5608.6992 +FDQ56,6.59,Low Fat,0.106027474,Fruits and Vegetables,83.9908,OUT018,2009,Medium,Tier 3,Supermarket Type2,1426.1436 +FDH08,7.51,Low Fat,0.01742908,Fruits and Vegetables,229.601,OUT046,1997,Small,Tier 1,Supermarket Type1,6201.927 +NCQ06,,Low Fat,0.073229342,Household,254.1014,OUT019,1985,Small,Tier 1,Grocery Store,255.0014 +FDG16,,Low Fat,0.157257637,Frozen Foods,215.0192,OUT019,1985,Small,Tier 1,Grocery Store,1078.596 +FDZ40,,Low Fat,0.039988162,Frozen Foods,55.7298,OUT027,1985,Medium,Tier 3,Supermarket Type3,1024.6662 +FDY51,12.5,Low Fat,0.081119484,Meat,220.0798,OUT035,2004,Small,Tier 2,Supermarket Type1,1322.2788 +NCN41,17,Low Fat,0.052421981,Health and Hygiene,123.773,OUT018,2009,Medium,Tier 3,Supermarket Type2,1231.73 +NCM17,,Low Fat,0.070791391,Health and Hygiene,46.4086,OUT027,1985,Medium,Tier 3,Supermarket Type3,2007.387 +FDP39,12.65,Low Fat,0.069817659,Meat,53.5324,OUT017,2007,,Tier 2,Supermarket Type1,830.9184 +FDZ08,12.5,Regular,0.109971578,Fruits and Vegetables,82.7592,OUT035,2004,Small,Tier 2,Supermarket Type1,577.9144 +FDU03,18.7,Regular,0.091950972,Meat,184.2292,OUT018,2009,Medium,Tier 3,Supermarket Type2,1277.0044 +FDZ49,11,Regular,0.133145617,Canned,218.4798,OUT046,1997,Small,Tier 1,Supermarket Type1,2203.798 +NCX30,,LF,0.046609281,Household,248.6776,OUT019,1985,Small,Tier 1,Grocery Store,495.3552 +FDV08,7.35,Low Fat,0.028652919,Fruits and Vegetables,40.5454,OUT045,2002,,Tier 2,Supermarket Type1,545.2902 +FDB15,10.895,Low Fat,0.136696892,Dairy,264.5568,OUT013,1987,High,Tier 3,Supermarket Type1,5536.7928 +FDY49,17.2,Regular,0.012002075,Canned,165.3184,OUT013,1987,High,Tier 3,Supermarket Type1,990.7104 +FDF24,15.5,reg,0.025513973,Baking Goods,83.7934,OUT017,2007,,Tier 2,Supermarket Type1,1474.0812 +DRK47,7.905,Low Fat,0.064194304,Hard Drinks,229.4694,OUT045,2002,,Tier 2,Supermarket Type1,2055.3246 +DRD37,9.8,Low Fat,0.013920032,Soft Drinks,45.006,OUT017,2007,,Tier 2,Supermarket Type1,792.302 +FDH40,11.6,Regular,0.079251097,Frozen Foods,79.2276,OUT018,2009,Medium,Tier 3,Supermarket Type2,649.8208 +FDL12,,Regular,0.121043709,Baking Goods,59.422,OUT027,1985,Medium,Tier 3,Supermarket Type3,1078.596 +FDW11,,Low Fat,0.048545853,Breads,60.1194,OUT027,1985,Medium,Tier 3,Supermarket Type3,1114.5492 +NCE06,5.825,LF,0.091467933,Household,159.7894,OUT035,2004,Small,Tier 2,Supermarket Type1,1294.3152 +FDF32,16.35,Low Fat,0,Fruits and Vegetables,196.3426,OUT018,2009,Medium,Tier 3,Supermarket Type2,1384.1982 +DRI47,14.7,Low Fat,0.020916223,Hard Drinks,141.8128,OUT035,2004,Small,Tier 2,Supermarket Type1,1869.5664 +DRA12,11.6,LF,0,Soft Drinks,141.9154,OUT035,2004,Small,Tier 2,Supermarket Type1,992.7078 +FDX45,16.75,Low Fat,0.104768536,Snack Foods,155.163,OUT013,1987,High,Tier 3,Supermarket Type1,2972.797 +FDR35,12.5,Low Fat,0.020680499,Breads,197.2742,OUT013,1987,High,Tier 3,Supermarket Type1,2587.9646 +FDK03,12.6,Regular,0.123727659,Dairy,253.0356,OUT010,1998,,Tier 3,Grocery Store,254.3356 +NCJ18,12.35,Low Fat,0.163805509,Household,117.6124,OUT013,1987,High,Tier 3,Supermarket Type1,3910.9092 +FDN48,13.35,Low Fat,0.065082452,Baking Goods,93.0804,OUT045,2002,,Tier 2,Supermarket Type1,2113.2492 +FDZ59,,Regular,0.182128363,Baking Goods,165.65,OUT019,1985,Small,Tier 1,Grocery Store,665.8 +FDB57,,Regular,0.01871404,Fruits and Vegetables,223.4772,OUT027,1985,Medium,Tier 3,Supermarket Type3,7116.0704 +DRP35,,Low Fat,0.159096908,Hard Drinks,129.3336,OUT019,1985,Small,Tier 1,Grocery Store,127.8336 +FDZ59,6.63,Regular,0.103935018,Baking Goods,166.85,OUT013,1987,High,Tier 3,Supermarket Type1,5326.4 +FDU58,6.61,Regular,0.029129907,Snack Foods,188.4898,OUT018,2009,Medium,Tier 3,Supermarket Type2,4677.245 +FDL09,19.6,Regular,0.128011859,Snack Foods,166.8816,OUT035,2004,Small,Tier 2,Supermarket Type1,1845.5976 +FDY38,13.6,Regular,0.119850541,Dairy,234.53,OUT017,2007,,Tier 2,Supermarket Type1,6524.84 +FDI46,,Low Fat,0.073985248,Snack Foods,252.5724,OUT027,1985,Medium,Tier 3,Supermarket Type3,3271.7412 +FDL03,19.25,Regular,0.027233781,Meat,197.511,OUT017,2007,,Tier 2,Supermarket Type1,982.055 +DRC25,,Low Fat,0.079440262,Soft Drinks,86.7882,OUT019,1985,Small,Tier 1,Grocery Store,85.8882 +FDU60,20,Regular,0.060022526,Baking Goods,168.7132,OUT045,2002,,Tier 2,Supermarket Type1,6426.3016 +FDP25,,Low Fat,0.02110482,Canned,217.0824,OUT027,1985,Medium,Tier 3,Supermarket Type3,6769.8544 +FDO57,20.75,Low Fat,0.181958524,Snack Foods,161.0578,OUT010,1998,,Tier 3,Grocery Store,481.3734 +FDQ09,7.235,Low Fat,0.058222587,Snack Foods,114.8834,OUT049,1999,Medium,Tier 1,Supermarket Type1,3340.3186 +NCY05,,Low Fat,0.054723717,Health and Hygiene,36.6874,OUT027,1985,Medium,Tier 3,Supermarket Type3,1058.622 +FDA20,6.78,Low Fat,0.066724663,Fruits and Vegetables,187.724,OUT049,1999,Medium,Tier 1,Supermarket Type1,1491.392 +FDF16,7.3,Low Fat,0.144167934,Frozen Foods,146.3076,OUT010,1998,,Tier 3,Grocery Store,886.8456 +NCG07,12.3,Low Fat,0.052458358,Household,188.753,OUT013,1987,High,Tier 3,Supermarket Type1,3795.06 +FDR46,16.85,Low Fat,0.139985583,Snack Foods,145.276,OUT018,2009,Medium,Tier 3,Supermarket Type2,2490.092 +FDP22,14.65,Regular,0.099286298,Snack Foods,49.8666,OUT049,1999,Medium,Tier 1,Supermarket Type1,563.9326 +FDL45,15.6,Low Fat,0.037680711,Snack Foods,123.7704,OUT035,2004,Small,Tier 2,Supermarket Type1,3129.26 +NCF42,17.35,Low Fat,0.168064909,Household,176.2712,OUT018,2009,Medium,Tier 3,Supermarket Type2,1230.3984 +FDD04,16,Low Fat,0.090111173,Dairy,141.3154,OUT049,1999,Medium,Tier 1,Supermarket Type1,3261.7542 +FDC45,17,Low Fat,0.136286138,Fruits and Vegetables,170.9106,OUT018,2009,Medium,Tier 3,Supermarket Type2,1197.7742 +FDI40,11.5,reg,0.125857678,Frozen Foods,100.5358,OUT045,2002,,Tier 2,Supermarket Type1,2111.2518 +FDQ11,5.695,Regular,0.067700925,Breads,256.5988,OUT046,1997,Small,Tier 1,Supermarket Type1,2055.9904 +DRM48,15.2,Low Fat,0.112896669,Soft Drinks,36.0848,OUT046,1997,Small,Tier 1,Supermarket Type1,1193.1136 +FDS12,9.1,Low Fat,0.173973652,Baking Goods,126.5362,OUT013,1987,High,Tier 3,Supermarket Type1,1761.7068 +FDR46,16.85,Low Fat,0,Snack Foods,146.076,OUT017,2007,,Tier 2,Supermarket Type1,2636.568 +NCO02,11.15,Low Fat,0.073516952,Others,65.9142,OUT045,2002,,Tier 2,Supermarket Type1,790.9704 +FDQ52,17,Low Fat,0.119285634,Frozen Foods,247.4434,OUT013,1987,High,Tier 3,Supermarket Type1,2980.1208 +FDY28,7.47,Regular,0.153011599,Frozen Foods,215.2218,OUT017,2007,,Tier 2,Supermarket Type1,3419.5488 +FDE32,20.7,Low Fat,0.04875891,Fruits and Vegetables,37.3506,OUT046,1997,Small,Tier 1,Supermarket Type1,834.9132 +FDJ58,15.6,Regular,0.105276162,Snack Foods,173.2764,OUT035,2004,Small,Tier 2,Supermarket Type1,3779.0808 +FDJ27,17.7,Regular,0.122123201,Meat,100.7674,OUT045,2002,,Tier 2,Supermarket Type1,814.9392 +NCM18,13,Low Fat,0.082970667,Household,60.0194,OUT049,1999,Medium,Tier 1,Supermarket Type1,1114.5492 +FDA02,14,Regular,0.029782937,Dairy,146.3786,OUT045,2002,,Tier 2,Supermarket Type1,866.8716 +FDT26,18.85,Regular,0.067953506,Dairy,119.044,OUT046,1997,Small,Tier 1,Supermarket Type1,2396.88 +DRD60,15.7,Low Fat,0.03722507,Soft Drinks,182.4634,OUT035,2004,Small,Tier 2,Supermarket Type1,1999.3974 +NCR18,15.85,Low Fat,0.020487625,Household,44.0112,OUT046,1997,Small,Tier 1,Supermarket Type1,468.7232 +FDO27,6.175,Regular,0.179077475,Meat,94.3752,OUT046,1997,Small,Tier 1,Supermarket Type1,1342.2528 +FDP25,,low fat,0.037131628,Canned,216.4824,OUT019,1985,Small,Tier 1,Grocery Store,218.3824 +FDQ51,16,Regular,0.017547958,Meat,48.3718,OUT035,2004,Small,Tier 2,Supermarket Type1,614.5334 +NCH07,13.15,Low Fat,0.093191195,Household,158.1604,OUT017,2007,,Tier 2,Supermarket Type1,1426.1436 +FDP44,16.5,Regular,0.079875237,Fruits and Vegetables,102.7332,OUT045,2002,,Tier 2,Supermarket Type1,1537.998 +NCP55,14.65,Low Fat,0.01125332,Others,57.0614,OUT017,2007,,Tier 2,Supermarket Type1,939.4438 +FDO09,13.5,Regular,0.125170423,Snack Foods,261.491,OUT013,1987,High,Tier 3,Supermarket Type1,3418.883 +FDP38,10.1,Low Fat,0.032152004,Canned,50.6008,OUT049,1999,Medium,Tier 1,Supermarket Type1,404.8064 +FDI48,11.85,Regular,0.056033565,Baking Goods,51.4666,OUT017,2007,,Tier 2,Supermarket Type1,974.0654 +FDS58,9.285,Regular,0.021049215,Snack Foods,161.0578,OUT045,2002,,Tier 2,Supermarket Type1,2406.867 +FDJ55,12.8,Regular,0.023526504,Meat,223.5404,OUT035,2004,Small,Tier 2,Supermarket Type1,5626.01 +NCF06,6.235,Low Fat,0.020229757,Household,260.8962,OUT049,1999,Medium,Tier 1,Supermarket Type1,5956.9126 +FDF41,12.15,Low Fat,0.131445848,Frozen Foods,246.846,OUT045,2002,,Tier 2,Supermarket Type1,6404.996 +NCL05,,Low Fat,0.083862625,Health and Hygiene,44.077,OUT019,1985,Small,Tier 1,Grocery Store,216.385 +FDT24,12.35,reg,0.18614827,Baking Goods,78.2328,OUT049,1999,Medium,Tier 1,Supermarket Type1,1158.492 +FDK08,9.195,Regular,0.204713036,Fruits and Vegetables,101.0016,OUT010,1998,,Tier 3,Grocery Store,202.4032 +FDU55,16.2,Low Fat,0.036057562,Fruits and Vegetables,260.3278,OUT018,2009,Medium,Tier 3,Supermarket Type2,2342.9502 +NCY18,7.285,Low Fat,0.031327839,Household,174.6054,OUT017,2007,,Tier 2,Supermarket Type1,2976.7918 +FDS11,7.05,Regular,0.055558509,Breads,224.7088,OUT046,1997,Small,Tier 1,Supermarket Type1,3131.9232 +FDC28,,Low Fat,0,Frozen Foods,109.9254,OUT019,1985,Small,Tier 1,Grocery Store,108.5254 +FDR59,14.5,Regular,0.063863551,Breads,262.3594,OUT046,1997,Small,Tier 1,Supermarket Type1,4448.2098 +DRE15,13.35,Low Fat,0,Dairy,75.7012,OUT017,2007,,Tier 2,Supermarket Type1,1442.1228 +FDP19,11.5,Low Fat,0,Fruits and Vegetables,128.4652,OUT049,1999,Medium,Tier 1,Supermarket Type1,2841.6344 +DRN47,12.1,Low Fat,0.016852909,Hard Drinks,180.666,OUT049,1999,Medium,Tier 1,Supermarket Type1,2876.256 +FDJ34,11.8,Regular,0.094037241,Snack Foods,124.5704,OUT018,2009,Medium,Tier 3,Supermarket Type2,1001.3632 +FDX21,7.05,Low Fat,0.085312137,Snack Foods,107.4912,OUT018,2009,Medium,Tier 3,Supermarket Type2,982.7208 +FDI57,,Low Fat,0.053764023,Seafood,195.7768,OUT027,1985,Medium,Tier 3,Supermarket Type3,3547.3824 +NCI42,18.75,Low Fat,0.010365546,Household,207.0954,OUT046,1997,Small,Tier 1,Supermarket Type1,3125.931 +FDL03,19.25,Regular,0.027135522,Meat,196.311,OUT045,2002,,Tier 2,Supermarket Type1,3142.576 +FDX37,16.2,Low Fat,0,Canned,100.57,OUT013,1987,High,Tier 3,Supermarket Type1,1398.18 +FDW57,8.31,reg,0.116148596,Snack Foods,176.0028,OUT018,2009,Medium,Tier 3,Supermarket Type2,4427.57 +FDX14,13.1,Low Fat,0.075363922,Dairy,73.8354,OUT017,2007,,Tier 2,Supermarket Type1,1956.1204 +FDD09,13.5,Low Fat,0.021496403,Fruits and Vegetables,180.5976,OUT046,1997,Small,Tier 1,Supermarket Type1,3078.6592 +FDM09,11.15,Regular,0.085931544,Snack Foods,169.679,OUT046,1997,Small,Tier 1,Supermarket Type1,1018.674 +NCW54,7.5,Low Fat,0.096806008,Household,56.2588,OUT018,2009,Medium,Tier 3,Supermarket Type2,687.1056 +DRL11,,low fat,0.04778563,Hard Drinks,156.5946,OUT027,1985,Medium,Tier 3,Supermarket Type3,3787.0704 +FDJ58,15.6,Regular,0.105725004,Snack Foods,169.9764,OUT018,2009,Medium,Tier 3,Supermarket Type2,2748.4224 +FDX21,,Low Fat,0.148764535,Snack Foods,111.1912,OUT019,1985,Small,Tier 1,Grocery Store,109.1912 +FDA20,6.78,Low Fat,0.066997921,Fruits and Vegetables,186.524,OUT017,2007,,Tier 2,Supermarket Type1,2609.936 +FDL34,16,Low Fat,0.040938155,Snack Foods,141.1496,OUT035,2004,Small,Tier 2,Supermarket Type1,4516.7872 +FDL38,,Regular,0.014661762,Canned,89.1172,OUT027,1985,Medium,Tier 3,Supermarket Type3,2319.6472 +DRL11,10.5,LF,0.048213766,Hard Drinks,159.6946,OUT018,2009,Medium,Tier 3,Supermarket Type2,3629.2758 +FDO40,17.1,Low Fat,0.032761024,Frozen Foods,148.8392,OUT018,2009,Medium,Tier 3,Supermarket Type2,2087.9488 +DRZ24,7.535,Low Fat,0,Soft Drinks,121.644,OUT045,2002,,Tier 2,Supermarket Type1,1557.972 +FDM52,15.1,Low Fat,0.025988508,Frozen Foods,146.6076,OUT035,2004,Small,Tier 2,Supermarket Type1,2364.9216 +FDM52,15.1,Low Fat,0.026140452,Frozen Foods,149.0076,OUT017,2007,,Tier 2,Supermarket Type1,4138.6128 +FDV49,10,low fat,0.025932408,Canned,264.7226,OUT018,2009,Medium,Tier 3,Supermarket Type2,3171.8712 +FDF47,20.85,Low Fat,0.098170402,Starchy Foods,224.0746,OUT017,2007,,Tier 2,Supermarket Type1,2243.746 +FDF56,16.7,Regular,0.119439636,Fruits and Vegetables,182.1976,OUT035,2004,Small,Tier 2,Supermarket Type1,724.3904 +FDW12,8.315,Regular,0.059540542,Baking Goods,143.6444,OUT010,1998,,Tier 3,Grocery Store,145.1444 +FDY09,,Low Fat,0.044122209,Snack Foods,173.8054,OUT019,1985,Small,Tier 1,Grocery Store,175.1054 +FDY55,16.75,Low Fat,0.081304829,Fruits and Vegetables,258.4988,OUT035,2004,Small,Tier 2,Supermarket Type1,4111.9808 +FDU36,,Low Fat,0.081014461,Baking Goods,98.8384,OUT019,1985,Small,Tier 1,Grocery Store,492.692 +NCR06,12.5,Low Fat,0.006775667,Household,42.9112,OUT049,1999,Medium,Tier 1,Supermarket Type1,1022.6688 +FDW24,6.8,Low Fat,0.03749705,Baking Goods,49.9034,OUT046,1997,Small,Tier 1,Supermarket Type1,194.4136 +FDF16,7.3,Low Fat,0.086060695,Frozen Foods,149.8076,OUT013,1987,High,Tier 3,Supermarket Type1,2808.3444 +NCR18,15.85,Low Fat,0.020519478,Household,42.5112,OUT049,1999,Medium,Tier 1,Supermarket Type1,852.224 +DRD01,12.1,Regular,0.061163967,Soft Drinks,56.5614,OUT035,2004,Small,Tier 2,Supermarket Type1,828.921 +FDS15,9.195,Regular,0.07821891,Meat,107.6596,OUT045,2002,,Tier 2,Supermarket Type1,323.5788 +FDT19,7.59,Regular,0.14492016,Fruits and Vegetables,174.708,OUT013,1987,High,Tier 3,Supermarket Type1,2942.836 +FDE59,12.15,Low Fat,0.062235983,Starchy Foods,34.5532,OUT013,1987,High,Tier 3,Supermarket Type1,359.532 +FDE04,19.75,Regular,0.030166924,Frozen Foods,179.766,OUT010,1998,,Tier 3,Grocery Store,719.064 +NCV17,18.85,Low Fat,0.016104504,Health and Hygiene,130.2626,OUT035,2004,Small,Tier 2,Supermarket Type1,2360.9268 +FDC17,12.15,LF,0.01544786,Frozen Foods,211.2928,OUT013,1987,High,Tier 3,Supermarket Type1,2735.1064 +FDI45,13.1,Low Fat,0.037574137,Fruits and Vegetables,174.2054,OUT035,2004,Small,Tier 2,Supermarket Type1,3677.2134 +FDZ33,,Low Fat,0.106876976,Snack Foods,146.7076,OUT027,1985,Medium,Tier 3,Supermarket Type3,3842.9976 +FDJ56,,Low Fat,0.32111501,Fruits and Vegetables,100.77,OUT019,1985,Small,Tier 1,Grocery Store,199.74 +FDN25,7.895,Regular,0.061124626,Breakfast,58.5588,OUT013,1987,High,Tier 3,Supermarket Type1,171.7764 +FDC10,,Regular,0.127599399,Snack Foods,118.9098,OUT019,1985,Small,Tier 1,Grocery Store,120.5098 +FDQ22,16.75,Low Fat,0.029785889,Snack Foods,38.9822,OUT049,1999,Medium,Tier 1,Supermarket Type1,628.5152 +NCR54,16.35,Low Fat,0,Household,198.211,OUT035,2004,Small,Tier 2,Supermarket Type1,2946.165 +DRK11,8.21,Low Fat,0.010762387,Hard Drinks,149.5392,OUT035,2004,Small,Tier 2,Supermarket Type1,1789.6704 +DRI37,15.85,Low Fat,0.108206497,Soft Drinks,58.3904,OUT017,2007,,Tier 2,Supermarket Type1,468.7232 +FDX37,16.2,Low Fat,0.063127333,Canned,100.47,OUT049,1999,Medium,Tier 1,Supermarket Type1,1597.92 +FDF05,17.5,Low Fat,0.02687089,Frozen Foods,264.491,OUT046,1997,Small,Tier 1,Supermarket Type1,3681.874 +FDW36,,Low Fat,0.099681705,Baking Goods,107.4622,OUT019,1985,Small,Tier 1,Grocery Store,317.5866 +FDI04,13.65,Regular,0.072898645,Frozen Foods,198.1426,OUT035,2004,Small,Tier 2,Supermarket Type1,1977.426 +FDB04,11.35,Regular,0.063354531,Dairy,88.9856,OUT045,2002,,Tier 2,Supermarket Type1,1230.3984 +FDU38,10.8,Low Fat,0.082534287,Dairy,191.1504,OUT035,2004,Small,Tier 2,Supermarket Type1,4410.2592 +FDY28,7.47,Regular,0.152024355,Frozen Foods,211.8218,OUT013,1987,High,Tier 3,Supermarket Type1,1496.0526 +FDP20,19.85,Low Fat,0.045669236,Fruits and Vegetables,126.402,OUT046,1997,Small,Tier 1,Supermarket Type1,1012.016 +FDC29,8.39,Regular,0.024342578,Frozen Foods,113.6176,OUT017,2007,,Tier 2,Supermarket Type1,2862.94 +FDR45,10.8,Low Fat,0.028988288,Snack Foods,239.2222,OUT049,1999,Medium,Tier 1,Supermarket Type1,6692.6216 +NCC42,15,Low Fat,0.044908404,Health and Hygiene,140.2838,OUT046,1997,Small,Tier 1,Supermarket Type1,1404.838 +NCF42,17.35,Low Fat,0.168329848,Household,176.7712,OUT017,2007,,Tier 2,Supermarket Type1,2812.3392 +FDZ45,14.1,Low Fat,0.111936685,Snack Foods,198.8084,OUT010,1998,,Tier 3,Grocery Store,992.042 +FDB23,19.2,Regular,0.005620213,Starchy Foods,226.6062,OUT017,2007,,Tier 2,Supermarket Type1,5191.2426 +FDC41,15.6,Low Fat,0.117095014,Frozen Foods,78.067,OUT049,1999,Medium,Tier 1,Supermarket Type1,1148.505 +FDA10,,LF,0.248301532,Snack Foods,124.1072,OUT019,1985,Small,Tier 1,Grocery Store,245.0144 +NCM26,20.5,LF,0.023274107,Others,154.134,OUT017,2007,,Tier 2,Supermarket Type1,2909.546 +FDZ58,,Low Fat,0.091354948,Snack Foods,122.3072,OUT019,1985,Small,Tier 1,Grocery Store,122.5072 +FDW35,10.6,Low Fat,0.011087128,Breads,41.4454,OUT035,2004,Small,Tier 2,Supermarket Type1,1468.089 +FDX32,15.1,Regular,0.099839365,Fruits and Vegetables,143.3786,OUT035,2004,Small,Tier 2,Supermarket Type1,1733.7432 +FDK40,7.035,Low Fat,0.021938404,Frozen Foods,264.691,OUT018,2009,Medium,Tier 3,Supermarket Type2,5785.802 +FDD04,16,Low Fat,0.090480206,Dairy,142.4154,OUT017,2007,,Tier 2,Supermarket Type1,1985.4156 +FDP28,13.65,Regular,0.080640478,Frozen Foods,262.6936,OUT046,1997,Small,Tier 1,Supermarket Type1,4175.8976 +NCL42,18.85,Low Fat,0.040338009,Household,246.7144,OUT013,1987,High,Tier 3,Supermarket Type1,6615.3888 +DRB13,6.115,Regular,0.007043008,Soft Drinks,190.353,OUT035,2004,Small,Tier 2,Supermarket Type1,569.259 +FDC33,8.96,Regular,0.069219165,Fruits and Vegetables,196.5768,OUT018,2009,Medium,Tier 3,Supermarket Type2,2759.0752 +FDO58,19.6,Low Fat,0.039569689,Snack Foods,165.9526,OUT035,2004,Small,Tier 2,Supermarket Type1,2631.2416 +FDE34,9.195,Low Fat,0.180588082,Snack Foods,182.2634,OUT010,1998,,Tier 3,Grocery Store,363.5268 +NCE19,8.97,Low Fat,0.09301462,Household,52.7956,OUT046,1997,Small,Tier 1,Supermarket Type1,1037.3164 +NCJ18,12.35,LF,0.274405193,Household,117.1124,OUT010,1998,,Tier 3,Grocery Store,355.5372 +FDF52,9.3,Low Fat,0.066887123,Frozen Foods,183.9292,OUT049,1999,Medium,Tier 1,Supermarket Type1,3283.7256 +FDY04,17.7,Regular,0.042468413,Frozen Foods,162.421,OUT035,2004,Small,Tier 2,Supermarket Type1,1468.089 +DRF49,7.27,Low Fat,0.071188446,Soft Drinks,111.9518,OUT049,1999,Medium,Tier 1,Supermarket Type1,1138.518 +FDX27,20.7,Regular,0.191008614,Dairy,92.8436,OUT010,1998,,Tier 3,Grocery Store,189.0872 +FDV28,16.1,Regular,0.159595473,Frozen Foods,32.8558,OUT013,1987,High,Tier 3,Supermarket Type1,339.558 +FDE33,,Regular,0.086905536,Fruits and Vegetables,78.8644,OUT019,1985,Small,Tier 1,Grocery Store,314.2576 +FDQ37,20.75,Low Fat,0.089186387,Breakfast,193.3478,OUT013,1987,High,Tier 3,Supermarket Type1,6006.1818 +NCG30,20.2,LF,0.112321218,Household,123.6046,OUT046,1997,Small,Tier 1,Supermarket Type1,2988.1104 +NCH29,5.51,Low Fat,0.034668802,Health and Hygiene,98.5726,OUT017,2007,,Tier 2,Supermarket Type1,1761.7068 +FDV20,20.2,Regular,0,Fruits and Vegetables,129.0678,OUT017,2007,,Tier 2,Supermarket Type1,3560.6984 +FDG57,14.7,Low Fat,0.072592873,Fruits and Vegetables,48.5034,OUT018,2009,Medium,Tier 3,Supermarket Type2,874.8612 +FDU60,20,Regular,0.059889718,Baking Goods,168.5132,OUT035,2004,Small,Tier 2,Supermarket Type1,2874.9244 +NCH30,17.1,Low Fat,0.112402118,Household,112.986,OUT010,1998,,Tier 3,Grocery Store,113.186 +NCM29,11.5,Low Fat,0.029529474,Health and Hygiene,132.6626,OUT010,1998,,Tier 3,Grocery Store,262.3252 +FDB12,11.15,Regular,0.105736638,Baking Goods,104.4648,OUT018,2009,Medium,Tier 3,Supermarket Type2,2181.1608 +FDD53,16.2,Low Fat,0.044291251,Frozen Foods,43.3454,OUT049,1999,Medium,Tier 1,Supermarket Type1,503.3448 +FDI44,16.1,Low Fat,0.100388706,Fruits and Vegetables,76.0328,OUT049,1999,Medium,Tier 1,Supermarket Type1,1853.5872 +FDW56,,Low Fat,0.070556945,Fruits and Vegetables,191.2162,OUT027,1985,Medium,Tier 3,Supermarket Type3,7504.2318 +FDA01,15,Regular,0.054599767,Canned,59.4904,OUT018,2009,Medium,Tier 3,Supermarket Type2,644.4944 +FDG47,12.8,Low Fat,0.069560905,Starchy Foods,263.0252,OUT013,1987,High,Tier 3,Supermarket Type1,2885.5772 +FDT40,5.985,Low Fat,0,Frozen Foods,125.2678,OUT035,2004,Small,Tier 2,Supermarket Type1,1017.3424 +FDU20,19.35,Regular,0.021453493,Fruits and Vegetables,120.3098,OUT035,2004,Small,Tier 2,Supermarket Type1,2530.7058 +NCP41,16.6,Low Fat,0.016276741,Health and Hygiene,109.8596,OUT018,2009,Medium,Tier 3,Supermarket Type2,1617.894 +FDW36,,LF,0.056656942,Baking Goods,106.2622,OUT027,1985,Medium,Tier 3,Supermarket Type3,2328.9684 +FDN31,11.5,Low Fat,0.072994847,Fruits and Vegetables,189.253,OUT049,1999,Medium,Tier 1,Supermarket Type1,1328.271 +NCU54,8.88,Low Fat,0.165073642,Household,207.727,OUT010,1998,,Tier 3,Grocery Store,209.727 +FDS01,11.6,Low Fat,0.017744999,Canned,177.9686,OUT046,1997,Small,Tier 1,Supermarket Type1,1244.3802 +FDA23,9.8,LF,0.047453947,Baking Goods,101.7016,OUT017,2007,,Tier 2,Supermarket Type1,1518.024 +FDY08,9.395,Regular,0.171422166,Fruits and Vegetables,139.1838,OUT045,2002,,Tier 2,Supermarket Type1,1685.8056 +FDJ28,12.3,Low Fat,0.021860985,Frozen Foods,193.3162,OUT046,1997,Small,Tier 1,Supermarket Type1,3078.6592 +DRF36,16.1,Low Fat,0.023577298,Soft Drinks,192.6846,OUT046,1997,Small,Tier 1,Supermarket Type1,2866.269 +FDH44,19.1,Regular,0.043304681,Fruits and Vegetables,147.5418,OUT010,1998,,Tier 3,Grocery Store,294.2836 +NCY54,8.43,Low Fat,0.177971115,Household,174.0422,OUT049,1999,Medium,Tier 1,Supermarket Type1,2069.3064 +FDR59,14.5,Regular,0.106894492,Breads,260.4594,OUT010,1998,,Tier 3,Grocery Store,1046.6376 +DRA59,8.27,Regular,0.127927931,Soft Drinks,184.8924,OUT046,1997,Small,Tier 1,Supermarket Type1,4442.2176 +FDS55,7.02,Low Fat,0.081623275,Fruits and Vegetables,148.0734,OUT017,2007,,Tier 2,Supermarket Type1,1930.1542 +FDZ28,20,Regular,0.051596927,Frozen Foods,128.0678,OUT045,2002,,Tier 2,Supermarket Type1,1780.3492 +DRG49,7.81,Low Fat,0.067592098,Soft Drinks,246.0486,OUT045,2002,,Tier 2,Supermarket Type1,7086.1094 +FDH21,,Low Fat,0.054670967,Seafood,158.6604,OUT019,1985,Small,Tier 1,Grocery Store,316.9208 +NCN19,13.1,Low Fat,0.012089479,Others,189.853,OUT013,1987,High,Tier 3,Supermarket Type1,3415.554 +FDP25,15.2,Low Fat,0.021250528,Canned,216.5824,OUT045,2002,,Tier 2,Supermarket Type1,5241.1776 +DRH59,10.8,Low Fat,0.05843345,Hard Drinks,74.738,OUT046,1997,Small,Tier 1,Supermarket Type1,1025.332 +FDH09,12.6,Low Fat,0.05606697,Seafood,50.7982,OUT035,2004,Small,Tier 2,Supermarket Type1,473.3838 +NCK54,12.15,Low Fat,0.029569276,Household,115.015,OUT049,1999,Medium,Tier 1,Supermarket Type1,2912.875 +FDT21,7.42,Low Fat,0.0204332,Snack Foods,248.9092,OUT045,2002,,Tier 2,Supermarket Type1,5976.2208 +FDR12,,Regular,0.055213281,Baking Goods,172.4764,OUT019,1985,Small,Tier 1,Grocery Store,687.1056 +FDS25,6.885,Regular,0.1408005,Canned,111.4228,OUT017,2007,,Tier 2,Supermarket Type1,2984.1156 +NCL05,,Low Fat,0.047665717,Health and Hygiene,42.177,OUT027,1985,Medium,Tier 3,Supermarket Type3,1255.033 +NCI30,20.25,Low Fat,0.059268885,Household,246.446,OUT017,2007,,Tier 2,Supermarket Type1,3695.19 +FDJ26,15.3,Regular,0.084937098,Canned,214.0218,OUT045,2002,,Tier 2,Supermarket Type1,1068.609 +FDA56,9.21,Low Fat,0.008778413,Fruits and Vegetables,122.4414,OUT049,1999,Medium,Tier 1,Supermarket Type1,1583.9382 +FDM33,15.6,Low Fat,0,Snack Foods,220.4798,OUT018,2009,Medium,Tier 3,Supermarket Type2,661.1394 +FDP04,15.35,Low Fat,0.013834247,Frozen Foods,62.7168,OUT049,1999,Medium,Tier 1,Supermarket Type1,958.752 +FDR55,12.15,Regular,0.132351411,Fruits and Vegetables,190.3872,OUT045,2002,,Tier 2,Supermarket Type1,2836.308 +NCZ54,,Low Fat,0.082955719,Household,164.0552,OUT027,1985,Medium,Tier 3,Supermarket Type3,5523.4768 +NCA53,11.395,low fat,0.009893817,Health and Hygiene,50.3034,OUT049,1999,Medium,Tier 1,Supermarket Type1,972.068 +FDL20,17.1,Low Fat,0,Fruits and Vegetables,111.9886,OUT046,1997,Small,Tier 1,Supermarket Type1,3002.0922 +FDT26,18.85,Regular,0.067940657,Dairy,119.044,OUT035,2004,Small,Tier 2,Supermarket Type1,1198.44 +NCZ06,19.6,Low Fat,0.094161662,Household,251.9698,OUT046,1997,Small,Tier 1,Supermarket Type1,4566.0564 +FDA04,11.3,Regular,0.067107448,Frozen Foods,258.1962,OUT017,2007,,Tier 2,Supermarket Type1,4402.9354 +FDD29,,Low Fat,0.018321361,Frozen Foods,255.3698,OUT027,1985,Medium,Tier 3,Supermarket Type3,4819.7262 +FDS56,5.785,Regular,0.038756864,Fruits and Vegetables,260.7252,OUT046,1997,Small,Tier 1,Supermarket Type1,6033.4796 +FDT07,5.82,Regular,0.077254736,Fruits and Vegetables,257.633,OUT013,1987,High,Tier 3,Supermarket Type1,1537.998 +FDT58,9,Low Fat,0.08630486,Snack Foods,168.0816,OUT018,2009,Medium,Tier 3,Supermarket Type2,2181.1608 +FDJ10,,Regular,0.128876537,Snack Foods,139.1838,OUT027,1985,Medium,Tier 3,Supermarket Type3,4916.933 +FDN25,7.895,Regular,0.061163967,Breakfast,59.2588,OUT035,2004,Small,Tier 2,Supermarket Type1,801.6232 +DRC27,13.8,Low Fat,0.058220302,Dairy,247.4802,OUT045,2002,,Tier 2,Supermarket Type1,1474.0812 +FDA38,5.44,Low Fat,0.025519534,Dairy,238.7538,OUT049,1999,Medium,Tier 1,Supermarket Type1,3605.307 +FDM56,16.7,Low Fat,0.070133177,Fruits and Vegetables,109.8912,OUT013,1987,High,Tier 3,Supermarket Type1,873.5296 +NCI43,19.85,Low Fat,0.025947095,Household,46.9376,OUT013,1987,High,Tier 3,Supermarket Type1,575.2512 +FDP36,10.395,Regular,0.091688111,Baking Goods,49.0008,OUT017,2007,,Tier 2,Supermarket Type1,860.2136 +DRK49,,LF,0,Soft Drinks,40.5138,OUT019,1985,Small,Tier 1,Grocery Store,40.6138 +FDW32,,Regular,0.165101585,Fruits and Vegetables,87.7882,OUT019,1985,Small,Tier 1,Grocery Store,515.3292 +NCW18,15.1,Low Fat,0.059417055,Household,237.9248,OUT049,1999,Medium,Tier 1,Supermarket Type1,2133.2232 +FDQ44,20.5,Low Fat,0.036287517,Fruits and Vegetables,121.2756,OUT018,2009,Medium,Tier 3,Supermarket Type2,2181.1608 +FDL45,15.6,Low Fat,0.037764269,Snack Foods,124.9704,OUT045,2002,,Tier 2,Supermarket Type1,2253.0672 +DRB48,16.75,Regular,0.024848788,Soft Drinks,39.9822,OUT035,2004,Small,Tier 2,Supermarket Type1,746.3618 +FDQ34,10.85,Low Fat,0.162903525,Snack Foods,104.9622,OUT018,2009,Medium,Tier 3,Supermarket Type2,1482.0708 +FDH17,16.2,Regular,0.016747538,Frozen Foods,98.6726,OUT017,2007,,Tier 2,Supermarket Type1,1272.3438 +FDN08,7.72,Regular,0.147904328,Fruits and Vegetables,116.6466,OUT010,1998,,Tier 3,Grocery Store,117.8466 +FDK57,,Low Fat,0.079904068,Snack Foods,120.044,OUT027,1985,Medium,Tier 3,Supermarket Type3,4434.228 +FDK10,5.785,Regular,0.040325274,Snack Foods,180.466,OUT013,1987,High,Tier 3,Supermarket Type1,719.064 +FDL39,,Regular,0.06302467,Dairy,181.6318,OUT027,1985,Medium,Tier 3,Supermarket Type3,1263.0226 +FDP25,15.2,Low Fat,0.021203509,Canned,216.3824,OUT035,2004,Small,Tier 2,Supermarket Type1,6114.7072 +FDC05,13.1,Regular,0.098765906,Frozen Foods,196.3768,OUT035,2004,Small,Tier 2,Supermarket Type1,2167.8448 +FDA39,6.32,Low Fat,0.012707362,Meat,41.0822,OUT013,1987,High,Tier 3,Supermarket Type1,942.7728 +FDZ10,17.85,Low Fat,0.04442649,Snack Foods,124.902,OUT013,1987,High,Tier 3,Supermarket Type1,1897.53 +FDK08,,Regular,0.121712459,Fruits and Vegetables,101.2016,OUT027,1985,Medium,Tier 3,Supermarket Type3,2631.2416 +DRD24,13.85,Low Fat,0.030769458,Soft Drinks,141.7154,OUT013,1987,High,Tier 3,Supermarket Type1,2978.1234 +DRG48,5.78,Low Fat,0.014614357,Soft Drinks,147.3102,OUT018,2009,Medium,Tier 3,Supermarket Type2,2332.9632 +FDH52,,Regular,0.076868664,Frozen Foods,62.1194,OUT019,1985,Small,Tier 1,Grocery Store,123.8388 +FDS25,6.885,Regular,0.140292495,Canned,108.5228,OUT045,2002,,Tier 2,Supermarket Type1,1989.4104 +NCH43,8.42,Low Fat,0.070555571,Household,216.0192,OUT035,2004,Small,Tier 2,Supermarket Type1,2372.9112 +DRK01,7.63,Low Fat,0.061409711,Soft Drinks,94.6436,OUT017,2007,,Tier 2,Supermarket Type1,1607.2412 +FDD59,10.5,Regular,0.066555152,Starchy Foods,80.896,OUT017,2007,,Tier 2,Supermarket Type1,958.752 +FDB27,7.575,Low Fat,0.092711708,Dairy,197.7768,OUT010,1998,,Tier 3,Grocery Store,197.0768 +FDO22,13.5,Regular,0.017844609,Snack Foods,81.396,OUT013,1987,High,Tier 3,Supermarket Type1,1198.44 +FDD35,12.15,Low Fat,0.025916883,Starchy Foods,120.244,OUT045,2002,,Tier 2,Supermarket Type1,2277.036 +FDR01,5.405,Regular,0.053611144,Canned,197.7742,OUT035,2004,Small,Tier 2,Supermarket Type1,796.2968 +NCB31,,Low Fat,0.207783483,Household,262.291,OUT019,1985,Small,Tier 1,Grocery Store,525.982 +FDC35,7.435,Low Fat,0.122837694,Starchy Foods,208.7638,OUT046,1997,Small,Tier 1,Supermarket Type1,3105.957 +FDS23,4.635,Low Fat,0.141174838,Breads,127.0994,OUT045,2002,,Tier 2,Supermarket Type1,2826.9868 +FDC33,8.96,Regular,0.069078149,Fruits and Vegetables,197.7768,OUT045,2002,,Tier 2,Supermarket Type1,3153.2288 +NCF18,18.35,LF,0.089345074,Household,191.9504,OUT018,2009,Medium,Tier 3,Supermarket Type2,5369.0112 +FDM36,11.65,Regular,0.058822142,Baking Goods,173.5422,OUT049,1999,Medium,Tier 1,Supermarket Type1,3448.844 +FDJ53,10.5,Low Fat,0.071368699,Frozen Foods,121.3098,OUT049,1999,Medium,Tier 1,Supermarket Type1,1446.1176 +NCL17,7.39,Low Fat,0.068055818,Health and Hygiene,140.7812,OUT018,2009,Medium,Tier 3,Supermarket Type2,1567.2932 +FDW27,,Regular,0.150122794,Meat,154.5314,OUT027,1985,Medium,Tier 3,Supermarket Type3,1396.1826 +FDA32,14,Low Fat,0.030094192,Fruits and Vegetables,215.7192,OUT046,1997,Small,Tier 1,Supermarket Type1,1078.596 +FDA03,18.5,Regular,0.076097035,Dairy,145.8102,OUT010,1998,,Tier 3,Grocery Store,291.6204 +FDW09,13.65,Regular,0.025973384,Snack Foods,79.6302,OUT045,2002,,Tier 2,Supermarket Type1,554.6114 +FDN09,14.15,LF,0,Snack Foods,244.1828,OUT045,2002,,Tier 2,Supermarket Type1,731.0484 +FDM08,10.1,Regular,0.053887301,Fruits and Vegetables,225.6088,OUT017,2007,,Tier 2,Supermarket Type1,4250.4672 +FDX01,10.1,LF,0.024262772,Canned,117.615,OUT018,2009,Medium,Tier 3,Supermarket Type2,1514.695 +DRO35,13.85,Low Fat,0.034624104,Hard Drinks,115.0492,OUT049,1999,Medium,Tier 1,Supermarket Type1,4054.722 +FDS31,13.1,Regular,0.044281996,Fruits and Vegetables,178.5318,OUT045,2002,,Tier 2,Supermarket Type1,3067.3406 +NCM53,18.75,Low Fat,0.052121825,Health and Hygiene,104.828,OUT049,1999,Medium,Tier 1,Supermarket Type1,2343.616 +FDI16,14,Regular,0.135662712,Frozen Foods,52.064,OUT013,1987,High,Tier 3,Supermarket Type1,852.224 +DRF36,16.1,Low Fat,0.023613955,Soft Drinks,192.8846,OUT049,1999,Medium,Tier 1,Supermarket Type1,5350.3688 +FDW49,,Low Fat,0.082152451,Canned,179.9002,OUT027,1985,Medium,Tier 3,Supermarket Type3,4119.3046 +FDB58,,Regular,0.02363057,Snack Foods,141.7154,OUT019,1985,Small,Tier 1,Grocery Store,425.4462 +NCJ18,12.35,Low Fat,0.164274416,Household,119.8124,OUT045,2002,,Tier 2,Supermarket Type1,2133.2232 +FDL51,20.7,Regular,0.047587685,Dairy,215.0876,OUT045,2002,,Tier 2,Supermarket Type1,5145.3024 +FDS03,7.825,Low Fat,0.079952983,Meat,62.7826,OUT018,2009,Medium,Tier 3,Supermarket Type2,1162.4868 +NCO54,,low fat,0.024992442,Household,53.6614,OUT019,1985,Small,Tier 1,Grocery Store,165.7842 +FDA48,12.1,Low Fat,0.115107028,Baking Goods,222.0114,OUT045,2002,,Tier 2,Supermarket Type1,3547.3824 +NCK06,,Low Fat,0.008604657,Household,123.1756,OUT027,1985,Medium,Tier 3,Supermarket Type3,1211.756 +NCZ54,14.65,Low Fat,0.083528446,Household,162.4552,OUT045,2002,,Tier 2,Supermarket Type1,2274.3728 +FDW39,,Regular,0.036731658,Meat,177.237,OUT027,1985,Medium,Tier 3,Supermarket Type3,4763.799 +FDI09,20.75,Regular,0.129337594,Seafood,238.188,OUT046,1997,Small,Tier 1,Supermarket Type1,5033.448 +NCO02,11.15,Low Fat,0,Others,65.0142,OUT049,1999,Medium,Tier 1,Supermarket Type1,1120.5414 +DRF13,12.1,Low Fat,0.029827665,Soft Drinks,144.3444,OUT049,1999,Medium,Tier 1,Supermarket Type1,2612.5992 +FDK25,11.6,Regular,0.157718931,Breakfast,168.3474,OUT017,2007,,Tier 2,Supermarket Type1,4548.0798 +FDZ38,17.6,Low Fat,0.008046275,Dairy,173.7422,OUT017,2007,,Tier 2,Supermarket Type1,5863.0348 +NCQ42,,Low Fat,0.068753558,Household,127.9678,OUT019,1985,Small,Tier 1,Grocery Store,254.3356 +FDM14,,Low Fat,0.013199737,Canned,108.9254,OUT027,1985,Medium,Tier 3,Supermarket Type3,2713.135 +FDC20,10.65,LF,0.023971463,Fruits and Vegetables,54.0272,OUT046,1997,Small,Tier 1,Supermarket Type1,447.4176 +FDW32,18.35,Regular,0.09468096,Fruits and Vegetables,86.2882,OUT018,2009,Medium,Tier 3,Supermarket Type2,1631.8758 +FDQ19,7.35,Regular,0.014394261,Fruits and Vegetables,241.3512,OUT045,2002,,Tier 2,Supermarket Type1,5331.7264 +FDE08,18.2,Low Fat,0.049396364,Fruits and Vegetables,146.4734,OUT049,1999,Medium,Tier 1,Supermarket Type1,3563.3616 +FDC29,8.39,Regular,0.024243294,Frozen Foods,116.0176,OUT049,1999,Medium,Tier 1,Supermarket Type1,1603.2464 +FDV50,14.3,Low Fat,0.122469209,Dairy,121.973,OUT013,1987,High,Tier 3,Supermarket Type1,2709.806 +FDF11,10.195,Regular,0.017730951,Starchy Foods,239.8538,OUT017,2007,,Tier 2,Supermarket Type1,4086.0146 +FDN09,14.15,LF,0.035016754,Snack Foods,245.3828,OUT018,2009,Medium,Tier 3,Supermarket Type2,1705.7796 +DRG37,16.2,Low Fat,0.019417732,Soft Drinks,153.7972,OUT045,2002,,Tier 2,Supermarket Type1,1402.1748 +NCV06,,Low Fat,0.066358426,Household,195.2478,OUT027,1985,Medium,Tier 3,Supermarket Type3,7168.6686 +DRJ13,12.65,Low Fat,0.105265475,Soft Drinks,159.9578,OUT010,1998,,Tier 3,Grocery Store,962.7468 +DRF25,,Low Fat,0.038736754,Soft Drinks,37.319,OUT027,1985,Medium,Tier 3,Supermarket Type3,1281.665 +FDE53,10.895,Low Fat,0.044991876,Frozen Foods,107.228,OUT010,1998,,Tier 3,Grocery Store,426.112 +FDS08,5.735,Low Fat,0.05696122,Fruits and Vegetables,176.337,OUT046,1997,Small,Tier 1,Supermarket Type1,1764.37 +FDO23,17.85,Low Fat,0.147255604,Breads,93.7436,OUT017,2007,,Tier 2,Supermarket Type1,1701.7848 +FDT07,5.82,Regular,0.077319079,Fruits and Vegetables,255.433,OUT046,1997,Small,Tier 1,Supermarket Type1,4357.661 +NCX29,10,Low Fat,0.089135671,Health and Hygiene,146.9102,OUT035,2004,Small,Tier 2,Supermarket Type1,3207.8244 +FDG22,17.6,Regular,0.041373331,Snack Foods,38.119,OUT035,2004,Small,Tier 2,Supermarket Type1,732.38 +DRJ47,,Low Fat,0.04403602,Hard Drinks,173.308,OUT027,1985,Medium,Tier 3,Supermarket Type3,6751.212 +FDL43,10.1,Low Fat,0.027041859,Meat,77.567,OUT013,1987,High,Tier 3,Supermarket Type1,306.268 +FDZ43,,Regular,0.056782237,Fruits and Vegetables,241.2512,OUT027,1985,Medium,Tier 3,Supermarket Type3,8239.9408 +FDZ21,17.6,Regular,0.03922186,Snack Foods,97.241,OUT046,1997,Small,Tier 1,Supermarket Type1,193.082 +FDJ50,8.645,Low Fat,0.021581922,Canned,53.3982,OUT035,2004,Small,Tier 2,Supermarket Type1,1209.7586 +FDV35,19.5,Low Fat,0.128206001,Breads,155.9314,OUT046,1997,Small,Tier 1,Supermarket Type1,3878.285 +FDW56,7.68,Low Fat,0.071301323,Fruits and Vegetables,190.8162,OUT017,2007,,Tier 2,Supermarket Type1,2693.8268 +DRL35,15.7,Low Fat,0.030765898,Hard Drinks,43.277,OUT045,2002,,Tier 2,Supermarket Type1,649.155 +FDR01,5.405,Regular,0.053730029,Canned,199.0742,OUT045,2002,,Tier 2,Supermarket Type1,4777.7808 +FDS24,20.85,Regular,0.062350672,Baking Goods,86.9514,OUT045,2002,,Tier 2,Supermarket Type1,1416.8224 +NCL17,7.39,Low Fat,0.068163102,Health and Hygiene,140.4812,OUT017,2007,,Tier 2,Supermarket Type1,2422.1804 +FDS13,6.465,Low Fat,0,Canned,263.1884,OUT018,2009,Medium,Tier 3,Supermarket Type2,2914.8724 +FDB59,18.25,Low Fat,0.015309885,Snack Foods,197.6084,OUT045,2002,,Tier 2,Supermarket Type1,2380.9008 +FDW26,,Regular,0.106538757,Dairy,222.3772,OUT027,1985,Medium,Tier 3,Supermarket Type3,1556.6404 +FDQ12,,Low Fat,0.061999648,Baking Goods,230.001,OUT019,1985,Small,Tier 1,Grocery Store,689.103 +FDX59,10.195,Low Fat,0.051618281,Breads,31.9558,OUT013,1987,High,Tier 3,Supermarket Type1,373.5138 +FDL36,15.1,Low Fat,0.076505799,Baking Goods,91.583,OUT017,2007,,Tier 2,Supermarket Type1,539.298 +FDQ55,13.65,Regular,0.013091186,Fruits and Vegetables,114.8834,OUT018,2009,Medium,Tier 3,Supermarket Type2,1612.5676 +FDV46,,Low Fat,0.022074764,Snack Foods,141.418,OUT019,1985,Small,Tier 1,Grocery Store,559.272 +FDM28,,Low Fat,0.079146113,Frozen Foods,181.466,OUT019,1985,Small,Tier 1,Grocery Store,179.766 +FDT40,5.985,Low Fat,0.096337184,Frozen Foods,125.2678,OUT017,2007,,Tier 2,Supermarket Type1,763.0068 +DRJ11,9.5,Low Fat,0.142425145,Hard Drinks,189.9872,OUT010,1998,,Tier 3,Grocery Store,756.3488 +FDD51,11.15,Low Fat,0,Dairy,44.7744,OUT045,2002,,Tier 2,Supermarket Type1,181.0976 +NCT17,,Low Fat,0.041663111,Health and Hygiene,188.6214,OUT027,1985,Medium,Tier 3,Supermarket Type3,6029.4848 +NCW17,18,Low Fat,0.019386234,Health and Hygiene,126.8994,OUT046,1997,Small,Tier 1,Supermarket Type1,3083.9856 +NCY29,,Low Fat,0.135226962,Health and Hygiene,56.293,OUT019,1985,Small,Tier 1,Grocery Store,113.186 +DRH36,16.2,Low Fat,0,Soft Drinks,73.4696,OUT013,1987,High,Tier 3,Supermarket Type1,2087.9488 +FDB17,13.15,Low Fat,0.036729122,Frozen Foods,179.7976,OUT049,1999,Medium,Tier 1,Supermarket Type1,2535.3664 +NCA17,20.6,LF,0.045380404,Health and Hygiene,148.4392,OUT013,1987,High,Tier 3,Supermarket Type1,1789.6704 +FDT27,11.395,Regular,0.069587171,Meat,234.6616,OUT046,1997,Small,Tier 1,Supermarket Type1,4687.232 +FDR32,6.78,Regular,0.08573655,Fruits and Vegetables,229.5694,OUT013,1987,High,Tier 3,Supermarket Type1,3425.541 +FDG41,8.84,Regular,0.076681143,Frozen Foods,110.7228,OUT049,1999,Medium,Tier 1,Supermarket Type1,1657.842 +FDX25,16.7,LF,0.102055777,Canned,184.0292,OUT046,1997,Small,Tier 1,Supermarket Type1,3101.2964 +FDG56,13.3,Regular,0.071856726,Fruits and Vegetables,63.2536,OUT017,2007,,Tier 2,Supermarket Type1,1347.5792 +FDN16,12.6,Regular,0.063054947,Frozen Foods,102.399,OUT017,2007,,Tier 2,Supermarket Type1,2270.378 +FDD47,7.6,Regular,0.142383847,Starchy Foods,172.3448,OUT035,2004,Small,Tier 2,Supermarket Type1,2556.672 +FDR12,12.6,Regular,0.03150851,Baking Goods,170.5764,OUT013,1987,High,Tier 3,Supermarket Type1,3779.0808 +FDS33,6.67,Regular,0.123620492,Snack Foods,90.0514,OUT049,1999,Medium,Tier 1,Supermarket Type1,1505.3738 +NCC55,10.695,Low Fat,0.06375108,Household,36.7848,OUT035,2004,Small,Tier 2,Supermarket Type1,782.9808 +FDA38,,Low Fat,0.04461205,Dairy,241.1538,OUT019,1985,Small,Tier 1,Grocery Store,480.7076 +FDK44,16.6,Low Fat,0.122204371,Fruits and Vegetables,173.5738,OUT035,2004,Small,Tier 2,Supermarket Type1,1911.5118 +FDZ57,10,Regular,0.037764307,Snack Foods,127.2994,OUT046,1997,Small,Tier 1,Supermarket Type1,642.497 +NCN14,19.1,Low Fat,0.092437711,Others,185.2608,OUT017,2007,,Tier 2,Supermarket Type1,1470.0864 +NCB06,17.6,Low Fat,0.137807013,Health and Hygiene,161.792,OUT010,1998,,Tier 3,Grocery Store,159.792 +DRL01,19.5,Regular,0.077292302,Soft Drinks,235.3958,OUT049,1999,Medium,Tier 1,Supermarket Type1,6309.7866 +FDU10,10.1,Regular,0.045763062,Snack Foods,38.4848,OUT049,1999,Medium,Tier 1,Supermarket Type1,633.8416 +NCS38,8.6,Low Fat,0.090558833,Household,112.6176,OUT018,2009,Medium,Tier 3,Supermarket Type2,3091.9752 +FDQ16,19.7,LF,0.041703666,Frozen Foods,109.1912,OUT013,1987,High,Tier 3,Supermarket Type1,1637.868 +FDS40,15.35,Low Fat,0.014098693,Frozen Foods,37.219,OUT017,2007,,Tier 2,Supermarket Type1,805.618 +FDE36,5.26,Regular,0.042008667,Baking Goods,162.6868,OUT017,2007,,Tier 2,Supermarket Type1,3767.0964 +FDV31,9.8,Low Fat,0.106933748,Fruits and Vegetables,175.337,OUT045,2002,,Tier 2,Supermarket Type1,529.311 +NCD42,16.5,Low Fat,0.012663476,Health and Hygiene,39.3506,OUT045,2002,,Tier 2,Supermarket Type1,645.1602 +FDT20,10.5,LF,0.041387618,Fruits and Vegetables,40.1164,OUT035,2004,Small,Tier 2,Supermarket Type1,849.5608 +NCN19,13.1,Low Fat,0.012148836,Others,191.353,OUT018,2009,Medium,Tier 3,Supermarket Type2,1328.271 +FDW21,,Regular,0.005935001,Snack Foods,98.8358,OUT027,1985,Medium,Tier 3,Supermarket Type3,2010.716 +FDF34,9.3,Regular,0.014047825,Snack Foods,196.5084,OUT045,2002,,Tier 2,Supermarket Type1,4364.9848 +FDI28,14.3,Low Fat,0.026375082,Frozen Foods,79.6302,OUT045,2002,,Tier 2,Supermarket Type1,792.302 +FDG44,,Low Fat,0,Fruits and Vegetables,55.7298,OUT027,1985,Medium,Tier 3,Supermarket Type3,2804.3496 +DRF60,10.8,low fat,0.052174319,Soft Drinks,240.3564,OUT045,2002,,Tier 2,Supermarket Type1,4290.4152 +FDQ36,,Regular,0,Baking Goods,38.1848,OUT019,1985,Small,Tier 1,Grocery Store,37.2848 +FDP34,12.85,LF,0.137786856,Snack Foods,157.763,OUT018,2009,Medium,Tier 3,Supermarket Type2,2659.871 +FDA20,6.78,Low Fat,0.066608487,Fruits and Vegetables,184.624,OUT035,2004,Small,Tier 2,Supermarket Type1,5406.296 +FDE41,9.195,Regular,0.064002068,Frozen Foods,85.5566,OUT035,2004,Small,Tier 2,Supermarket Type1,930.1226 +DRK47,7.905,Low Fat,0.06406438,Hard Drinks,229.2694,OUT046,1997,Small,Tier 1,Supermarket Type1,1826.9552 +FDY10,17.6,Low Fat,0.049345425,Snack Foods,115.4176,OUT017,2007,,Tier 2,Supermarket Type1,1145.176 +FDI02,15.7,Regular,0.11521312,Canned,112.0202,OUT017,2007,,Tier 2,Supermarket Type1,3150.5656 +FDE41,,reg,0,Frozen Foods,83.7566,OUT019,1985,Small,Tier 1,Grocery Store,253.6698 +FDZ52,19.2,Low Fat,0.099991245,Frozen Foods,112.7886,OUT013,1987,High,Tier 3,Supermarket Type1,1779.0176 +FDG50,7.405,Low Fat,0.015334003,Canned,92.7146,OUT018,2009,Medium,Tier 3,Supermarket Type2,1185.7898 +DRL01,19.5,Regular,0.129170642,Soft Drinks,233.9958,OUT010,1998,,Tier 3,Grocery Store,467.3916 +FDV48,9.195,Regular,0.051908824,Baking Goods,78.1644,OUT017,2007,,Tier 2,Supermarket Type1,1414.1592 +FDR48,11.65,Low Fat,0.131770922,Baking Goods,151.1024,OUT045,2002,,Tier 2,Supermarket Type1,1518.024 +NCD54,21.1,Low Fat,0.028984804,Household,146.1786,OUT013,1987,High,Tier 3,Supermarket Type1,3034.0506 +NCT54,8.695,Low Fat,0.120211747,Household,93.2094,OUT017,2007,,Tier 2,Supermarket Type1,666.4658 +FDH02,7.27,Regular,0.02076385,Canned,89.0488,OUT013,1987,High,Tier 3,Supermarket Type1,181.0976 +NCD43,8.85,Low Fat,0.016006626,Household,105.6964,OUT013,1987,High,Tier 3,Supermarket Type1,210.3928 +FDE46,18.6,Low Fat,0.015766712,Snack Foods,152.9366,OUT035,2004,Small,Tier 2,Supermarket Type1,1662.5026 +NCO42,,Low Fat,0.024536199,Household,144.6102,OUT027,1985,Medium,Tier 3,Supermarket Type3,3791.0652 +FDR40,9.1,Regular,0.008046878,Frozen Foods,78.7618,OUT049,1999,Medium,Tier 1,Supermarket Type1,402.809 +FDG24,7.975,Low Fat,0.014653896,Baking Goods,82.425,OUT049,1999,Medium,Tier 1,Supermarket Type1,749.025 +NCO17,10,Low Fat,0.073794811,Health and Hygiene,121.444,OUT017,2007,,Tier 2,Supermarket Type1,2516.724 +FDF22,6.865,Low Fat,0.056830682,Snack Foods,214.0218,OUT046,1997,Small,Tier 1,Supermarket Type1,5556.7668 +FDC59,16.7,Regular,0.054618573,Starchy Foods,65.5168,OUT035,2004,Small,Tier 2,Supermarket Type1,1022.6688 +NCY18,7.285,Low Fat,0.052141447,Household,174.9054,OUT010,1998,,Tier 3,Grocery Store,525.3162 +DRE48,8.43,Low Fat,0.017360867,Soft Drinks,196.2768,OUT045,2002,,Tier 2,Supermarket Type1,1576.6144 +FDV60,20.2,Regular,0.196438668,Baking Goods,194.611,OUT010,1998,,Tier 3,Grocery Store,392.822 +FDB56,8.75,Regular,0.074743226,Fruits and Vegetables,187.6556,OUT049,1999,Medium,Tier 1,Supermarket Type1,5257.1568 +FDL20,,Low Fat,0.127792701,Fruits and Vegetables,111.1886,OUT027,1985,Medium,Tier 3,Supermarket Type3,4447.544 +NCZ53,,Low Fat,0.024358634,Health and Hygiene,190.4214,OUT027,1985,Medium,Tier 3,Supermarket Type3,5652.642 +DRM35,9.695,Low Fat,0.070431235,Hard Drinks,177.5344,OUT035,2004,Small,Tier 2,Supermarket Type1,3033.3848 +FDV16,7.75,Regular,0.082930699,Frozen Foods,35.2558,OUT046,1997,Small,Tier 1,Supermarket Type1,780.9834 +FDY19,19.75,Low Fat,0.041330512,Fruits and Vegetables,115.8466,OUT013,1987,High,Tier 3,Supermarket Type1,2474.7786 +FDY12,9.8,Regular,0.235354055,Baking Goods,50.8008,OUT010,1998,,Tier 3,Grocery Store,101.2016 +FDM15,11.8,Regular,0.057746382,Meat,152.4366,OUT017,2007,,Tier 2,Supermarket Type1,3929.5516 +FDP12,9.8,Regular,0.045337184,Baking Goods,36.8874,OUT049,1999,Medium,Tier 1,Supermarket Type1,564.5984 +FDT21,7.42,Low Fat,0.020374875,Snack Foods,248.0092,OUT013,1987,High,Tier 3,Supermarket Type1,1245.046 +DRE49,20.75,Low Fat,0.035568147,Soft Drinks,151.8024,OUT010,1998,,Tier 3,Grocery Store,151.8024 +FDN16,12.6,Regular,0.062797771,Frozen Foods,103.999,OUT049,1999,Medium,Tier 1,Supermarket Type1,825.592 +FDE04,19.75,Regular,0.018096488,Frozen Foods,179.566,OUT018,2009,Medium,Tier 3,Supermarket Type2,2696.49 +FDC51,10.895,Regular,0.009613854,Dairy,122.973,OUT013,1987,High,Tier 3,Supermarket Type1,1231.73 +FDO04,16.6,Low Fat,0.026645307,Frozen Foods,53.5614,OUT018,2009,Medium,Tier 3,Supermarket Type2,939.4438 +FDD41,6.765,Regular,0.087753682,Frozen Foods,105.3306,OUT017,2007,,Tier 2,Supermarket Type1,2090.612 +FDI45,13.1,Low Fat,0.037657459,Fruits and Vegetables,175.8054,OUT045,2002,,Tier 2,Supermarket Type1,2801.6864 +NCB18,,Low Fat,0.041091215,Household,89.5514,OUT027,1985,Medium,Tier 3,Supermarket Type3,3364.9532 +FDW51,6.155,Regular,0.095195306,Meat,213.956,OUT017,2007,,Tier 2,Supermarket Type1,2343.616 +NCK07,10.65,Low Fat,0.048686689,Others,164.1526,OUT046,1997,Small,Tier 1,Supermarket Type1,1808.9786 +FDZ45,,Low Fat,0.117091213,Snack Foods,197.9084,OUT019,1985,Small,Tier 1,Grocery Store,992.042 +FDB37,20.25,Regular,0.022940826,Baking Goods,241.8538,OUT046,1997,Small,Tier 1,Supermarket Type1,5768.4912 +FDZ60,20.5,Low Fat,0.119339241,Baking Goods,106.0596,OUT035,2004,Small,Tier 2,Supermarket Type1,970.7364 +FDN04,11.8,Regular,0.014075334,Frozen Foods,176.8344,OUT013,1987,High,Tier 3,Supermarket Type1,3568.688 +FDW47,15,Low Fat,0.046336634,Breads,120.0414,OUT013,1987,High,Tier 3,Supermarket Type1,3533.4006 +FDB17,13.15,Low Fat,0.036641589,Frozen Foods,180.7976,OUT013,1987,High,Tier 3,Supermarket Type1,6157.3184 +FDR56,15.5,Regular,0.101176316,Fruits and Vegetables,198.9768,OUT018,2009,Medium,Tier 3,Supermarket Type2,4729.8432 +FDU55,,Low Fat,0.035737373,Fruits and Vegetables,260.6278,OUT027,1985,Medium,Tier 3,Supermarket Type3,9371.8008 +FDH40,11.6,Regular,0.079376029,Frozen Foods,81.7276,OUT017,2007,,Tier 2,Supermarket Type1,1949.4624 +FDH05,14.35,reg,0.091054989,Frozen Foods,231.8984,OUT049,1999,Medium,Tier 1,Supermarket Type1,4633.968 +FDX58,13.15,LF,0.043852434,Snack Foods,182.695,OUT045,2002,,Tier 2,Supermarket Type1,4211.185 +FDC51,10.895,Regular,0.009620042,Dairy,121.673,OUT035,2004,Small,Tier 2,Supermarket Type1,1970.768 +NCR05,10.1,Low Fat,0.054939848,Health and Hygiene,199.5084,OUT017,2007,,Tier 2,Supermarket Type1,3372.9428 +DRH25,18.7,Low Fat,0.014675574,Soft Drinks,50.8324,OUT017,2007,,Tier 2,Supermarket Type1,934.7832 +NCR53,12.15,Low Fat,0.14526636,Health and Hygiene,224.0404,OUT049,1999,Medium,Tier 1,Supermarket Type1,3375.606 +FDS04,10.195,Regular,0.146662938,Frozen Foods,138.6838,OUT046,1997,Small,Tier 1,Supermarket Type1,2388.2246 +FDC03,8.575,Regular,0.071786706,Dairy,193.3794,OUT013,1987,High,Tier 3,Supermarket Type1,780.3176 +FDP44,16.5,Regular,0.133424184,Fruits and Vegetables,102.2332,OUT010,1998,,Tier 3,Grocery Store,102.5332 +FDK16,9.065,Low Fat,0.115799592,Frozen Foods,95.3094,OUT018,2009,Medium,Tier 3,Supermarket Type2,1713.7692 +NCC30,16.6,Low Fat,0.027579198,Household,178.7344,OUT046,1997,Small,Tier 1,Supermarket Type1,1605.9096 +FDZ26,11.6,Regular,0.241055611,Dairy,238.5222,OUT010,1998,,Tier 3,Grocery Store,717.0666 +NCO54,19.5,Low Fat,0.014332439,Household,57.1614,OUT018,2009,Medium,Tier 3,Supermarket Type2,1381.535 +NCP41,16.6,Low Fat,0.027133398,Health and Hygiene,106.2596,OUT010,1998,,Tier 3,Grocery Store,215.7192 +DRE27,11.85,Low Fat,0.132876847,Dairy,98.0726,OUT049,1999,Medium,Tier 1,Supermarket Type1,1076.5986 +FDQ10,12.85,Low Fat,0.03315162,Snack Foods,170.6422,OUT013,1987,High,Tier 3,Supermarket Type1,2931.5174 +NCU42,9,Low Fat,0.019536981,Household,170.0474,OUT049,1999,Medium,Tier 1,Supermarket Type1,4211.185 +FDX43,5.655,Low Fat,0.085258864,Fruits and Vegetables,165.85,OUT035,2004,Small,Tier 2,Supermarket Type1,1830.95 +NCD19,8.93,Low Fat,0.013179388,Household,55.1614,OUT046,1997,Small,Tier 1,Supermarket Type1,939.4438 +NCI54,15.2,Low Fat,0.033592687,Household,108.1912,OUT035,2004,Small,Tier 2,Supermarket Type1,1856.2504 +FDS37,7.655,Low Fat,0.05346916,Canned,114.1492,OUT010,1998,,Tier 3,Grocery Store,115.8492 +FDO25,,Low Fat,0.126831854,Canned,209.027,OUT027,1985,Medium,Tier 3,Supermarket Type3,4613.994 +FDS57,15.5,Low Fat,0.103603094,Snack Foods,143.547,OUT049,1999,Medium,Tier 1,Supermarket Type1,1431.47 +FDI52,18.7,Low Fat,0.104840884,Frozen Foods,122.1072,OUT049,1999,Medium,Tier 1,Supermarket Type1,490.0288 +DRK12,9.5,Low Fat,0.042056944,Soft Drinks,31.89,OUT018,2009,Medium,Tier 3,Supermarket Type2,366.19 +FDG40,13.65,Low Fat,0.040049609,Frozen Foods,34.4558,OUT017,2007,,Tier 2,Supermarket Type1,611.2044 +FDU49,19.5,Regular,0.03075661,Canned,86.254,OUT045,2002,,Tier 2,Supermarket Type1,2163.85 +FDR49,8.71,Low Fat,0,Canned,46.5376,OUT013,1987,High,Tier 3,Supermarket Type1,575.2512 +FDF40,,Regular,0.03941584,Dairy,247.8092,OUT019,1985,Small,Tier 1,Grocery Store,498.0184 +DRE03,19.6,Low Fat,0.024363939,Dairy,46.3718,OUT017,2007,,Tier 2,Supermarket Type1,661.8052 +FDR55,,Regular,0.131443921,Fruits and Vegetables,189.1872,OUT027,1985,Medium,Tier 3,Supermarket Type3,5294.4416 +NCU05,11.8,Low Fat,0.058725131,Health and Hygiene,82.3618,OUT035,2004,Small,Tier 2,Supermarket Type1,1208.427 +FDR36,6.715,reg,0.122274118,Baking Goods,40.3454,OUT017,2007,,Tier 2,Supermarket Type1,838.908 +NCM30,19.1,LF,0.067239404,Household,39.6796,OUT013,1987,High,Tier 3,Supermarket Type1,660.4736 +FDH24,20.7,Low Fat,0.021464454,Baking Goods,156.6288,OUT049,1999,Medium,Tier 1,Supermarket Type1,3928.22 +DRO47,10.195,Low Fat,0.112681821,Hard Drinks,113.986,OUT018,2009,Medium,Tier 3,Supermarket Type2,452.744 +FDQ49,20.2,Regular,0.039469737,Breakfast,155.163,OUT017,2007,,Tier 2,Supermarket Type1,782.315 +DRJ37,10.8,Low Fat,0.061101383,Soft Drinks,151.9024,OUT046,1997,Small,Tier 1,Supermarket Type1,2580.6408 +NCJ42,19.75,Low Fat,0.014359584,Household,100.8332,OUT018,2009,Medium,Tier 3,Supermarket Type2,1537.998 +FDD05,19.35,Low Fat,0.016637301,Frozen Foods,120.9098,OUT049,1999,Medium,Tier 1,Supermarket Type1,1687.1372 +FDC39,7.405,Low Fat,0.159843921,Dairy,206.6296,OUT018,2009,Medium,Tier 3,Supermarket Type2,3115.944 +NCY06,15.25,Low Fat,0.061308889,Household,128.8968,OUT045,2002,,Tier 2,Supermarket Type1,2348.9424 +NCS06,,Low Fat,0.055566935,Household,263.591,OUT019,1985,Small,Tier 1,Grocery Store,262.991 +FDE16,8.895,Low Fat,0.026397141,Frozen Foods,207.8954,OUT045,2002,,Tier 2,Supermarket Type1,3542.7218 +NCQ50,18.75,Low Fat,0.034307348,Household,215.2218,OUT046,1997,Small,Tier 1,Supermarket Type1,4701.8796 +FDX50,20.1,Low Fat,0.074627201,Dairy,110.3228,OUT046,1997,Small,Tier 1,Supermarket Type1,1768.3648 +NCL41,12.35,Low Fat,0.041973712,Health and Hygiene,35.7216,OUT017,2007,,Tier 2,Supermarket Type1,519.324 +FDM58,16.85,Regular,0.080015028,Snack Foods,111.8544,OUT018,2009,Medium,Tier 3,Supermarket Type2,1677.816 +FDH35,18.25,Low Fat,0.10084386,Starchy Foods,166.3526,OUT010,1998,,Tier 3,Grocery Store,164.4526 +FDS50,17,Low Fat,0.055519561,Dairy,219.8114,OUT049,1999,Medium,Tier 1,Supermarket Type1,1108.557 +FDT09,,Regular,0.012203915,Snack Foods,133.2284,OUT027,1985,Medium,Tier 3,Supermarket Type3,4350.3372 +FDR60,14.3,Low Fat,0.130946374,Baking Goods,76.7328,OUT018,2009,Medium,Tier 3,Supermarket Type2,1312.9576 +FDG22,17.6,Regular,0.041381156,Snack Foods,35.019,OUT046,1997,Small,Tier 1,Supermarket Type1,659.142 +FDL52,,Regular,0.04586701,Frozen Foods,37.9506,OUT027,1985,Medium,Tier 3,Supermarket Type3,910.8144 +DRJ39,20.25,Low Fat,0.036474041,Dairy,218.3482,OUT018,2009,Medium,Tier 3,Supermarket Type2,2409.5302 +FDW45,18,Low Fat,0.039231652,Snack Foods,145.1418,OUT017,2007,,Tier 2,Supermarket Type1,2648.5524 +NCQ38,16.35,Low Fat,0.013393537,Others,106.028,OUT045,2002,,Tier 2,Supermarket Type1,1065.28 +FDB26,14,reg,0.031444357,Canned,53.764,OUT017,2007,,Tier 2,Supermarket Type1,798.96 +DRG48,5.78,Low Fat,0.014555066,Soft Drinks,145.2102,OUT046,1997,Small,Tier 1,Supermarket Type1,3062.0142 +FDH10,21,Low Fat,0.082526478,Snack Foods,191.8478,OUT010,1998,,Tier 3,Grocery Store,774.9912 +FDP28,13.65,Regular,0.080765853,Frozen Foods,262.8936,OUT049,1999,Medium,Tier 1,Supermarket Type1,4958.8784 +FDJ44,12.3,Regular,0.17797002,Fruits and Vegetables,173.1396,OUT010,1998,,Tier 3,Grocery Store,697.7584 +FDI07,12.35,reg,0.03382933,Meat,196.9426,OUT045,2002,,Tier 2,Supermarket Type1,2768.3964 +DRJ24,11.8,Low Fat,0.11397026,Soft Drinks,185.1924,OUT017,2007,,Tier 2,Supermarket Type1,2591.2936 +DRL47,19.7,Low Fat,0.038729457,Hard Drinks,127.3362,OUT035,2004,Small,Tier 2,Supermarket Type1,755.0172 +FDP38,10.1,Low Fat,0.032075379,Canned,50.9008,OUT013,1987,High,Tier 3,Supermarket Type1,354.2056 +FDK02,,Low Fat,0.196490902,Canned,120.544,OUT019,1985,Small,Tier 1,Grocery Store,479.376 +FDO23,17.85,Low Fat,0.146305498,Breads,94.1436,OUT013,1987,High,Tier 3,Supermarket Type1,1607.2412 +NCE54,20.7,Low Fat,0.026877471,Household,74.6354,OUT013,1987,High,Tier 3,Supermarket Type1,1053.2956 +FDS52,8.89,low fat,0.005474515,Frozen Foods,99.7016,OUT046,1997,Small,Tier 1,Supermarket Type1,1922.8304 +FDW01,14.5,Low Fat,0.064048405,Canned,153.4682,OUT035,2004,Small,Tier 2,Supermarket Type1,1677.1502 +NCF07,9,Low Fat,0.032203667,Household,100.8016,OUT017,2007,,Tier 2,Supermarket Type1,1113.2176 +DRE15,13.35,Low Fat,0.017857847,Dairy,77.5012,OUT018,2009,Medium,Tier 3,Supermarket Type2,1518.024 +FDR58,6.675,Low Fat,0.041921462,Snack Foods,92.3462,OUT046,1997,Small,Tier 1,Supermarket Type1,2406.2012 +FDL24,10.3,Regular,0.024875871,Baking Goods,173.0422,OUT013,1987,High,Tier 3,Supermarket Type1,2069.3064 +FDQ25,,Regular,0.028139761,Canned,173.7422,OUT027,1985,Medium,Tier 3,Supermarket Type3,3621.2862 +FDX56,17.1,Regular,0.073997843,Fruits and Vegetables,207.0638,OUT013,1987,High,Tier 3,Supermarket Type1,4969.5312 +FDD20,14.15,LF,0.020798905,Fruits and Vegetables,123.6046,OUT018,2009,Medium,Tier 3,Supermarket Type2,1245.046 +DRF60,10.8,Low Fat,0.052363244,Soft Drinks,236.5564,OUT017,2007,,Tier 2,Supermarket Type1,5243.8408 +FDW13,8.5,Low Fat,0.098283459,Canned,51.3324,OUT018,2009,Medium,Tier 3,Supermarket Type2,934.7832 +FDF09,6.215,Low Fat,0.012138795,Fruits and Vegetables,39.2848,OUT013,1987,High,Tier 3,Supermarket Type1,521.9872 +FDY45,17.5,Low Fat,0,Snack Foods,253.0356,OUT035,2004,Small,Tier 2,Supermarket Type1,4578.0408 +FDR26,20.7,Low Fat,0.042923652,Dairy,178.3028,OUT045,2002,,Tier 2,Supermarket Type1,1062.6168 +FDZ01,8.975,Regular,0.009058845,Canned,103.399,OUT046,1997,Small,Tier 1,Supermarket Type1,2579.975 +FDH53,20.5,Regular,0.032136417,Frozen Foods,83.9592,OUT010,1998,,Tier 3,Grocery Store,165.1184 +FDG52,13.65,Low Fat,0.065898197,Frozen Foods,46.1402,OUT018,2009,Medium,Tier 3,Supermarket Type2,459.402 +FDW50,13.1,Low Fat,0.075731322,Dairy,167.5158,OUT045,2002,,Tier 2,Supermarket Type1,1504.0422 +FDX49,4.615,Regular,0.101812521,Canned,232.23,OUT035,2004,Small,Tier 2,Supermarket Type1,5126.66 +FDJ44,12.3,Regular,0.106327251,Fruits and Vegetables,172.8396,OUT046,1997,Small,Tier 1,Supermarket Type1,2616.594 +NCI31,,Low Fat,0.080933328,Others,37.519,OUT027,1985,Medium,Tier 3,Supermarket Type3,842.237 +FDZ52,19.2,Low Fat,0.100055601,Frozen Foods,112.4886,OUT035,2004,Small,Tier 2,Supermarket Type1,1223.0746 +FDE17,20.1,Regular,0.054540159,Frozen Foods,152.1366,OUT049,1999,Medium,Tier 1,Supermarket Type1,755.683 +FDG34,11.5,Regular,0.037723476,Snack Foods,109.5254,OUT018,2009,Medium,Tier 3,Supermarket Type2,1953.4572 +FDE26,9.3,Low Fat,0.14897741,Canned,143.0786,OUT010,1998,,Tier 3,Grocery Store,288.9572 +FDD56,15.2,Regular,0.104201019,Fruits and Vegetables,176.5054,OUT018,2009,Medium,Tier 3,Supermarket Type2,2976.7918 +FDR52,12.65,Regular,0.076198809,Frozen Foods,191.3846,OUT045,2002,,Tier 2,Supermarket Type1,2675.1844 +FDQ13,11.1,LF,0.010639596,Canned,84.1908,OUT035,2004,Small,Tier 2,Supermarket Type1,755.0172 +NCJ42,,Low Fat,0.025039776,Household,102.7332,OUT019,1985,Small,Tier 1,Grocery Store,410.1328 +FDH10,,Low Fat,0.086326707,Snack Foods,192.6478,OUT019,1985,Small,Tier 1,Grocery Store,387.4956 +NCG42,19.2,Low Fat,0.041220035,Household,131.231,OUT035,2004,Small,Tier 2,Supermarket Type1,3635.268 +FDT31,19.75,Low Fat,0.01247354,Fruits and Vegetables,187.5872,OUT045,2002,,Tier 2,Supermarket Type1,1323.6104 +DRD25,6.135,Low Fat,0.079132212,Soft Drinks,112.686,OUT045,2002,,Tier 2,Supermarket Type1,2942.836 +FDR35,12.5,Low Fat,0.020693809,Breads,199.1742,OUT035,2004,Small,Tier 2,Supermarket Type1,4379.6324 +FDL33,7.235,Low Fat,0.10016525,Snack Foods,193.9452,OUT045,2002,,Tier 2,Supermarket Type1,2936.178 +FDT45,15.85,Low Fat,0.057302606,Snack Foods,53.3956,OUT035,2004,Small,Tier 2,Supermarket Type1,600.5516 +FDT16,9.895,Regular,0.048761046,Frozen Foods,260.5278,OUT045,2002,,Tier 2,Supermarket Type1,8851.1452 +DRE49,20.75,Low Fat,0,Soft Drinks,153.0024,OUT035,2004,Small,Tier 2,Supermarket Type1,2428.8384 +DRF60,10.8,Low Fat,0.052149675,Soft Drinks,239.9564,OUT049,1999,Medium,Tier 1,Supermarket Type1,3813.7024 +NCB54,8.76,Low Fat,0.050130529,Health and Hygiene,128.3336,OUT049,1999,Medium,Tier 1,Supermarket Type1,2556.672 +FDH20,16.1,Regular,0.024987903,Fruits and Vegetables,97.341,OUT049,1999,Medium,Tier 1,Supermarket Type1,1255.033 +FDA31,7.1,Low Fat,0.109990885,Fruits and Vegetables,172.908,OUT035,2004,Small,Tier 2,Supermarket Type1,2769.728 +FDE33,19.35,Regular,0.049736267,Fruits and Vegetables,76.8644,OUT045,2002,,Tier 2,Supermarket Type1,1571.288 +FDM12,16.7,reg,0.117026714,Baking Goods,189.2214,OUT010,1998,,Tier 3,Grocery Store,188.4214 +FDW44,9.5,Regular,0.035121963,Fruits and Vegetables,168.6448,OUT013,1987,High,Tier 3,Supermarket Type1,1022.6688 +DRE48,8.43,Low Fat,0.017311312,Soft Drinks,197.8768,OUT013,1987,High,Tier 3,Supermarket Type1,3744.4592 +NCX18,14.15,Low Fat,0.008811818,Household,196.511,OUT045,2002,,Tier 2,Supermarket Type1,2749.754 +FDA38,5.44,Low Fat,0.025583714,Dairy,239.1538,OUT018,2009,Medium,Tier 3,Supermarket Type2,480.7076 +FDQ19,7.35,Regular,0.014353174,Fruits and Vegetables,242.6512,OUT013,1987,High,Tier 3,Supermarket Type1,969.4048 +FDY47,,Regular,0.054220618,Breads,129.131,OUT027,1985,Medium,Tier 3,Supermarket Type3,4933.578 +FDE17,20.1,Regular,0.054410179,Frozen Foods,151.3366,OUT013,1987,High,Tier 3,Supermarket Type1,2720.4588 +FDY25,12,Low Fat,0.033974436,Canned,181.8976,OUT046,1997,Small,Tier 1,Supermarket Type1,4527.44 +FDT03,21.25,Low Fat,0.009996872,Meat,185.5608,OUT035,2004,Small,Tier 2,Supermarket Type1,3123.9336 +FDB49,8.3,Regular,0.030212499,Baking Goods,98.0384,OUT045,2002,,Tier 2,Supermarket Type1,2857.6136 +FDL43,10.1,Low Fat,0.027217468,Meat,76.067,OUT017,2007,,Tier 2,Supermarket Type1,1454.773 +FDE47,14.15,Low Fat,0.038123176,Starchy Foods,123.5046,OUT017,2007,,Tier 2,Supermarket Type1,1992.0736 +FDS49,9,Low Fat,0.079506434,Canned,78.3644,OUT045,2002,,Tier 2,Supermarket Type1,1728.4168 +FDU23,12.15,Low Fat,0.021811987,Breads,163.6184,OUT018,2009,Medium,Tier 3,Supermarket Type2,2311.6576 +FDU38,,Low Fat,0.082150145,Dairy,192.9504,OUT027,1985,Medium,Tier 3,Supermarket Type3,7478.2656 +FDV09,,Low Fat,0.036012919,Snack Foods,148.0734,OUT019,1985,Small,Tier 1,Grocery Store,593.8936 +FDR20,20,Regular,0.028167478,Fruits and Vegetables,45.5744,OUT049,1999,Medium,Tier 1,Supermarket Type1,452.744 +FDY11,6.71,Regular,0.029560451,Baking Goods,65.8142,OUT046,1997,Small,Tier 1,Supermarket Type1,856.8846 +FDG40,,Low Fat,0.039631495,Frozen Foods,31.9558,OUT027,1985,Medium,Tier 3,Supermarket Type3,984.7182 +FDX20,7.365,Low Fat,0.04280099,Fruits and Vegetables,228.372,OUT017,2007,,Tier 2,Supermarket Type1,2037.348 +FDZ27,7.935,LF,0.017141985,Dairy,50.035,OUT013,1987,High,Tier 3,Supermarket Type1,149.805 +FDH09,12.6,Low Fat,0.056394771,Seafood,51.3982,OUT017,2007,,Tier 2,Supermarket Type1,473.3838 +FDG29,17.6,Low Fat,0.056379439,Frozen Foods,42.7454,OUT049,1999,Medium,Tier 1,Supermarket Type1,293.6178 +NCA30,19,low fat,0.129534812,Household,190.1872,OUT049,1999,Medium,Tier 1,Supermarket Type1,5105.3544 +NCL53,7.5,Low Fat,0.036439878,Health and Hygiene,175.3028,OUT017,2007,,Tier 2,Supermarket Type1,3010.7476 +DRE15,13.35,Low Fat,0,Dairy,77.6012,OUT046,1997,Small,Tier 1,Supermarket Type1,986.7156 +NCS38,8.6,Low Fat,0.090191431,Household,112.9176,OUT046,1997,Small,Tier 1,Supermarket Type1,458.0704 +FDY21,,LF,0.30374337,Snack Foods,196.011,OUT019,1985,Small,Tier 1,Grocery Store,589.233 +FDB58,10.5,Regular,0.022590318,Snack Foods,140.6154,OUT010,1998,,Tier 3,Grocery Store,283.6308 +FDH41,9,Low Fat,0.082011521,Frozen Foods,213.3534,OUT046,1997,Small,Tier 1,Supermarket Type1,1935.4806 +DRF23,4.61,Low Fat,0.122843005,Hard Drinks,172.4396,OUT049,1999,Medium,Tier 1,Supermarket Type1,1569.9564 +FDE05,10.895,Regular,0.05432142,Frozen Foods,146.2102,OUT010,1998,,Tier 3,Grocery Store,437.4306 +FDY10,17.6,Low Fat,0.049144165,Snack Foods,112.7176,OUT049,1999,Medium,Tier 1,Supermarket Type1,1717.764 +FDS43,11.65,Low Fat,0.040577878,Fruits and Vegetables,188.224,OUT049,1999,Medium,Tier 1,Supermarket Type1,1304.968 +NCM30,19.1,Low Fat,0.067400032,Household,41.9796,OUT049,1999,Medium,Tier 1,Supermarket Type1,784.3124 +FDY49,17.2,Regular,0.012036432,Canned,165.7184,OUT045,2002,,Tier 2,Supermarket Type1,1816.3024 +FDN02,16.5,Low Fat,0.073977473,Canned,206.8638,OUT045,2002,,Tier 2,Supermarket Type1,2070.638 +FDP37,15.6,Low Fat,0.143396175,Breakfast,128.0994,OUT045,2002,,Tier 2,Supermarket Type1,2184.4898 +NCF07,9,Low Fat,0.03201648,Household,99.6016,OUT035,2004,Small,Tier 2,Supermarket Type1,1922.8304 +FDJ09,15,Low Fat,0.058346234,Snack Foods,44.0744,OUT013,1987,High,Tier 3,Supermarket Type1,633.8416 +FDO23,,Low Fat,0.14571827,Breads,94.3436,OUT027,1985,Medium,Tier 3,Supermarket Type3,2269.0464 +FDH09,,Low Fat,0.055806016,Seafood,52.4982,OUT027,1985,Medium,Tier 3,Supermarket Type3,1209.7586 +FDX34,6.195,Low Fat,0.072097449,Snack Foods,119.3098,OUT049,1999,Medium,Tier 1,Supermarket Type1,1205.098 +FDV60,20.2,Regular,0.117543713,Baking Goods,197.311,OUT049,1999,Medium,Tier 1,Supermarket Type1,3338.987 +FDE32,20.7,Low Fat,0.048718334,Fruits and Vegetables,38.7506,OUT013,1987,High,Tier 3,Supermarket Type1,227.7036 +NCI30,20.25,Low Fat,0.0591756,Household,245.046,OUT018,2009,Medium,Tier 3,Supermarket Type2,4680.574 +FDS37,7.655,Low Fat,0.031918284,Canned,117.7492,OUT013,1987,High,Tier 3,Supermarket Type1,695.0952 +FDC57,,Regular,0.095587976,Fruits and Vegetables,193.982,OUT019,1985,Small,Tier 1,Grocery Store,579.246 +DRC01,5.92,Regular,0.019308607,Soft Drinks,49.0692,OUT017,2007,,Tier 2,Supermarket Type1,1478.076 +DRD27,18.75,Low Fat,0.023974769,Dairy,99.0042,OUT017,2007,,Tier 2,Supermarket Type1,694.4294 +FDI12,9.395,Regular,0.100602552,Baking Goods,88.3856,OUT045,2002,,Tier 2,Supermarket Type1,703.0848 +FDQ33,13.35,Low Fat,0.091189915,Snack Foods,149.3708,OUT035,2004,Small,Tier 2,Supermarket Type1,4514.124 +FDQ27,,Regular,0.077480627,Meat,101.399,OUT019,1985,Small,Tier 1,Grocery Store,206.398 +NCB07,19.2,Low Fat,0.129731747,Household,196.211,OUT010,1998,,Tier 3,Grocery Store,589.233 +FDC08,19,Regular,0.103363904,Fruits and Vegetables,226.172,OUT013,1987,High,Tier 3,Supermarket Type1,3169.208 +FDD20,14.15,LF,0.020714523,Fruits and Vegetables,124.2046,OUT046,1997,Small,Tier 1,Supermarket Type1,2490.092 +FDS24,20.85,Regular,0.062212713,Baking Goods,88.1514,OUT035,2004,Small,Tier 2,Supermarket Type1,1151.1682 +FDH34,8.63,Low Fat,0.031271134,Snack Foods,186.0582,OUT017,2007,,Tier 2,Supermarket Type1,3900.9222 +NCX30,16.7,Low Fat,0.026729068,Household,248.4776,OUT018,2009,Medium,Tier 3,Supermarket Type2,6439.6176 +FDM01,7.895,Regular,0.094567181,Breakfast,104.5332,OUT046,1997,Small,Tier 1,Supermarket Type1,1845.5976 +FDB20,7.72,Low Fat,0.05193741,Fruits and Vegetables,77.9986,OUT013,1987,High,Tier 3,Supermarket Type1,934.7832 +NCK29,5.615,Low Fat,0.126480422,Health and Hygiene,121.573,OUT017,2007,,Tier 2,Supermarket Type1,3202.498 +FDS11,7.05,Regular,0.055644887,Breads,224.9088,OUT049,1999,Medium,Tier 1,Supermarket Type1,2684.5056 +NCV41,14.35,Low Fat,0.028519419,Health and Hygiene,109.2228,OUT010,1998,,Tier 3,Grocery Store,221.0456 +DRL60,8.52,Low Fat,0.027101431,Soft Drinks,151.7682,OUT049,1999,Medium,Tier 1,Supermarket Type1,2439.4912 +FDV10,7.645,Regular,0.067083367,Snack Foods,44.0112,OUT017,2007,,Tier 2,Supermarket Type1,596.5568 +FDV09,12.1,Low Fat,0.020652362,Snack Foods,149.5734,OUT018,2009,Medium,Tier 3,Supermarket Type2,2227.101 +FDQ39,14.8,Low Fat,0.081042136,Meat,192.4846,OUT046,1997,Small,Tier 1,Supermarket Type1,5159.2842 +DRE49,20.75,Low Fat,0.021336565,Soft Drinks,153.6024,OUT018,2009,Medium,Tier 3,Supermarket Type2,1366.2216 +FDR45,10.8,Low Fat,0.029001987,Snack Foods,238.6222,OUT045,2002,,Tier 2,Supermarket Type1,8604.7992 +DRJ23,18.35,Low Fat,0.069745165,Hard Drinks,190.2872,OUT010,1998,,Tier 3,Grocery Store,378.1744 +FDQ26,13.5,Regular,0.068148886,Dairy,58.6562,OUT018,2009,Medium,Tier 3,Supermarket Type2,711.0744 +NCA06,20.5,Low Fat,0.144094079,Household,34.819,OUT017,2007,,Tier 2,Supermarket Type1,1061.951 +FDT24,12.35,Regular,0.186616421,Baking Goods,78.6328,OUT018,2009,Medium,Tier 3,Supermarket Type2,1004.0264 +DRG27,8.895,Low Fat,0.105323859,Dairy,39.1138,OUT045,2002,,Tier 2,Supermarket Type1,609.207 +FDR02,16.7,Low Fat,0.022110425,Dairy,110.8886,OUT045,2002,,Tier 2,Supermarket Type1,3558.0352 +DRG37,16.2,Low Fat,0.019374768,Soft Drinks,155.8972,OUT035,2004,Small,Tier 2,Supermarket Type1,2025.3636 +FDJ07,7.26,Low Fat,0.014482278,Meat,118.115,OUT018,2009,Medium,Tier 3,Supermarket Type2,1864.24 +FDP32,6.65,Low Fat,0.087805788,Fruits and Vegetables,126.7678,OUT049,1999,Medium,Tier 1,Supermarket Type1,1907.517 +FDV59,13.35,Low Fat,0.048027043,Breads,218.9166,OUT046,1997,Small,Tier 1,Supermarket Type1,5660.6316 +FDP60,17.35,Low Fat,0.055908268,Baking Goods,99.8016,OUT035,2004,Small,Tier 2,Supermarket Type1,607.2096 +FDE32,,Low Fat,0.048522793,Fruits and Vegetables,39.6506,OUT027,1985,Medium,Tier 3,Supermarket Type3,1024.6662 +FDK26,5.46,Regular,0.032359413,Canned,187.424,OUT017,2007,,Tier 2,Supermarket Type1,3169.208 +FDW28,18.25,Low Fat,0.088807455,Frozen Foods,197.3452,OUT035,2004,Small,Tier 2,Supermarket Type1,2740.4328 +FDP56,8.185,LF,0.046556408,Fruits and Vegetables,47.7692,OUT049,1999,Medium,Tier 1,Supermarket Type1,640.4996 +FDT25,7.5,Low Fat,0.050750977,Canned,122.2072,OUT046,1997,Small,Tier 1,Supermarket Type1,1960.1152 +FDQ12,12.65,Low Fat,0.035404052,Baking Goods,230.601,OUT035,2004,Small,Tier 2,Supermarket Type1,2067.309 +FDR60,14.3,Low Fat,0.130390458,Baking Goods,77.2328,OUT035,2004,Small,Tier 2,Supermarket Type1,231.6984 +FDZ10,17.85,Low Fat,0.074422769,Snack Foods,128.002,OUT010,1998,,Tier 3,Grocery Store,253.004 +FDM13,6.425,Low Fat,0.105742544,Breakfast,130.5626,OUT010,1998,,Tier 3,Grocery Store,131.1626 +FDF26,6.825,Regular,0.046729336,Canned,153.4998,OUT045,2002,,Tier 2,Supermarket Type1,2153.1972 +FDN02,,Low Fat,0.073470234,Canned,205.3638,OUT027,1985,Medium,Tier 3,Supermarket Type3,5383.6588 +NCI30,20.25,Low Fat,0.058886477,Household,245.546,OUT013,1987,High,Tier 3,Supermarket Type1,1724.422 +NCJ31,19.2,Low Fat,0.18293775,Others,243.0196,OUT049,1999,Medium,Tier 1,Supermarket Type1,3615.294 +NCQ54,17.7,Low Fat,0.020993364,Household,166.8474,OUT010,1998,,Tier 3,Grocery Store,168.4474 +FDB02,9.695,Regular,0.029223424,Canned,175.437,OUT045,2002,,Tier 2,Supermarket Type1,2999.429 +FDC02,,Low Fat,0.068489201,Canned,259.3278,OUT027,1985,Medium,Tier 3,Supermarket Type3,4165.2448 +FDA11,7.75,LF,0.043326511,Baking Goods,95.6436,OUT045,2002,,Tier 2,Supermarket Type1,1134.5232 +DRI23,,Low Fat,0.136532569,Hard Drinks,159.6578,OUT027,1985,Medium,Tier 3,Supermarket Type3,2888.2404 +FDE04,19.75,Regular,0.018051091,Frozen Foods,179.866,OUT049,1999,Medium,Tier 1,Supermarket Type1,2696.49 +FDW38,5.325,Regular,0.23212188,Dairy,55.5298,OUT010,1998,,Tier 3,Grocery Store,53.9298 +FDG46,,Regular,0.057620562,Snack Foods,115.4518,OUT019,1985,Small,Tier 1,Grocery Store,113.8518 +NCJ05,,LF,0.045865089,Health and Hygiene,152.3682,OUT027,1985,Medium,Tier 3,Supermarket Type3,2287.023 +FDU01,,Regular,0.021002171,Canned,185.1924,OUT019,1985,Small,Tier 1,Grocery Store,555.2772 +FDY11,6.71,Regular,0.029727657,Baking Goods,66.6142,OUT017,2007,,Tier 2,Supermarket Type1,1120.5414 +FDX60,14.35,Low Fat,0.080527065,Baking Goods,79.296,OUT013,1987,High,Tier 3,Supermarket Type1,719.064 +NCN29,15.2,Low Fat,0,Health and Hygiene,47.8034,OUT049,1999,Medium,Tier 1,Supermarket Type1,437.4306 +FDT07,5.82,reg,0,Fruits and Vegetables,256.633,OUT049,1999,Medium,Tier 1,Supermarket Type1,2050.664 +FDI21,5.59,Regular,0.056833394,Snack Foods,61.9168,OUT018,2009,Medium,Tier 3,Supermarket Type2,1214.4192 +FDI41,18.5,Regular,0.062256921,Frozen Foods,148.0418,OUT046,1997,Small,Tier 1,Supermarket Type1,2059.9852 +FDE10,,Regular,0.089512542,Snack Foods,133.1626,OUT027,1985,Medium,Tier 3,Supermarket Type3,3672.5528 +FDQ28,14,Regular,0.060427062,Frozen Foods,153.5656,OUT046,1997,Small,Tier 1,Supermarket Type1,3089.312 +FDY32,7.605,Low Fat,0.216323008,Fruits and Vegetables,165.021,OUT010,1998,,Tier 3,Grocery Store,815.605 +NCK05,,Low Fat,0.135612397,Health and Hygiene,61.1536,OUT019,1985,Small,Tier 1,Grocery Store,61.2536 +FDH12,9.6,Low Fat,0.085125951,Baking Goods,107.128,OUT045,2002,,Tier 2,Supermarket Type1,1278.336 +FDJ27,17.7,Regular,0.122565413,Meat,103.8674,OUT017,2007,,Tier 2,Supermarket Type1,1528.011 +DRL35,15.7,Low Fat,0,Hard Drinks,43.377,OUT010,1998,,Tier 3,Grocery Store,129.831 +NCY29,13.65,Low Fat,0.077670981,Health and Hygiene,55.093,OUT017,2007,,Tier 2,Supermarket Type1,1301.639 +FDC21,14.6,Regular,0.043201813,Fruits and Vegetables,110.1254,OUT017,2007,,Tier 2,Supermarket Type1,1844.9318 +FDM33,15.6,Low Fat,0.088215871,Snack Foods,220.1798,OUT017,2007,,Tier 2,Supermarket Type1,5068.7354 +DRJ39,20.25,Low Fat,0.036295834,Dairy,217.5482,OUT013,1987,High,Tier 3,Supermarket Type1,1095.241 +FDB22,8.02,Low Fat,0.186528819,Snack Foods,151.9998,OUT010,1998,,Tier 3,Grocery Store,307.5996 +FDC32,18.35,Low Fat,0.099026525,Fruits and Vegetables,93.8462,OUT013,1987,High,Tier 3,Supermarket Type1,1295.6468 +FDD02,16.6,LF,0,Canned,118.8124,OUT046,1997,Small,Tier 1,Supermarket Type1,2607.2728 +FDL28,10,Regular,0.063162608,Frozen Foods,228.6668,OUT035,2004,Small,Tier 2,Supermarket Type1,3455.502 +FDL39,16.1,Regular,0.063429818,Dairy,179.4318,OUT049,1999,Medium,Tier 1,Supermarket Type1,2345.6134 +FDV37,13,Regular,0.139785104,Canned,196.2426,OUT010,1998,,Tier 3,Grocery Store,197.7426 +FDA28,16.1,Regular,0.04807227,Frozen Foods,126.5362,OUT017,2007,,Tier 2,Supermarket Type1,1761.7068 +FDL04,19,Low Fat,0.112097433,Frozen Foods,105.5622,OUT049,1999,Medium,Tier 1,Supermarket Type1,1905.5196 +FDR10,17.6,Low Fat,0.010037996,Snack Foods,163.5552,OUT035,2004,Small,Tier 2,Supermarket Type1,3086.6488 +FDA39,6.32,Low Fat,0.012789884,Meat,39.1822,OUT017,2007,,Tier 2,Supermarket Type1,1060.6194 +FDR15,9.3,Regular,0.033431669,Meat,153.1314,OUT035,2004,Small,Tier 2,Supermarket Type1,4653.942 +FDQ40,11.1,Regular,0.03623131,Frozen Foods,175.0712,OUT017,2007,,Tier 2,Supermarket Type1,3339.6528 +DRG23,,Low Fat,0.086360962,Hard Drinks,151.2682,OUT027,1985,Medium,Tier 3,Supermarket Type3,2439.4912 +FDU36,6.15,Low Fat,0.046232445,Baking Goods,99.4384,OUT013,1987,High,Tier 3,Supermarket Type1,1379.5376 +FDF47,20.85,Low Fat,0.097618234,Starchy Foods,223.9746,OUT046,1997,Small,Tier 1,Supermarket Type1,897.4984 +FDH14,17.1,Regular,0.046808553,Canned,141.4838,OUT046,1997,Small,Tier 1,Supermarket Type1,1404.838 +FDO45,13.15,Regular,0.03810738,Snack Foods,86.3856,OUT018,2009,Medium,Tier 3,Supermarket Type2,615.1992 +FDK60,16.5,Regular,0.093846532,Baking Goods,95.7068,OUT035,2004,Small,Tier 2,Supermarket Type1,1069.2748 +FDS43,11.65,Low Fat,0.040744057,Fruits and Vegetables,185.924,OUT017,2007,,Tier 2,Supermarket Type1,4101.328 +FDN44,13.15,Low Fat,0.022831052,Fruits and Vegetables,160.292,OUT049,1999,Medium,Tier 1,Supermarket Type1,4793.76 +FDS34,19.35,Regular,0.076878416,Snack Foods,113.9518,OUT049,1999,Medium,Tier 1,Supermarket Type1,1138.518 +FDU20,19.35,Regular,0.021501067,Fruits and Vegetables,122.2098,OUT045,2002,,Tier 2,Supermarket Type1,2771.7254 +FDP44,16.5,Regular,0.07964724,Fruits and Vegetables,101.4332,OUT013,1987,High,Tier 3,Supermarket Type1,1948.1308 +FDC02,21.35,Low Fat,0.068809463,Canned,258.5278,OUT035,2004,Small,Tier 2,Supermarket Type1,5206.556 +FDT56,16,Regular,0.115570552,Fruits and Vegetables,57.5246,OUT035,2004,Small,Tier 2,Supermarket Type1,173.7738 +NCA06,20.5,Low Fat,0.143164371,Household,34.919,OUT013,1987,High,Tier 3,Supermarket Type1,73.238 +FDE04,19.75,Regular,0.018008071,Frozen Foods,180.466,OUT013,1987,High,Tier 3,Supermarket Type1,3415.554 +NCX06,17.6,Low Fat,0.015775777,Household,179.1976,OUT017,2007,,Tier 2,Supermarket Type1,3803.0496 +FDX49,4.615,Regular,0.102407778,Canned,234.33,OUT017,2007,,Tier 2,Supermarket Type1,3961.51 +DRM59,5.88,Low Fat,0.003606726,Hard Drinks,154.1998,OUT018,2009,Medium,Tier 3,Supermarket Type2,1384.1982 +FDJ34,11.8,Regular,0.093801337,Snack Foods,126.0704,OUT049,1999,Medium,Tier 1,Supermarket Type1,1251.704 +FDP60,17.35,Low Fat,0,Baking Goods,101.9016,OUT013,1987,High,Tier 3,Supermarket Type1,1821.6288 +FDI07,12.35,Regular,0.033760862,Meat,196.9426,OUT046,1997,Small,Tier 1,Supermarket Type1,5141.3076 +FDV07,,Low Fat,0.031131455,Fruits and Vegetables,111.0228,OUT027,1985,Medium,Tier 3,Supermarket Type3,3205.1612 +FDH41,9,Low Fat,0.082177842,Frozen Foods,214.1534,OUT045,2002,,Tier 2,Supermarket Type1,1720.4272 +NCB31,6.235,Low Fat,0.118858866,Household,263.291,OUT049,1999,Medium,Tier 1,Supermarket Type1,3418.883 +FDW34,9.6,Low Fat,0,Snack Foods,244.817,OUT035,2004,Small,Tier 2,Supermarket Type1,4374.306 +FDX45,16.75,Low Fat,0.105448901,Snack Foods,156.163,OUT017,2007,,Tier 2,Supermarket Type1,782.315 +FDH14,17.1,Regular,0.046881328,Canned,141.3838,OUT049,1999,Medium,Tier 1,Supermarket Type1,1685.8056 +FDF26,6.825,Regular,0.078057026,Canned,154.5998,OUT010,1998,,Tier 3,Grocery Store,153.7998 +FDU24,6.78,Regular,0.140955857,Baking Goods,92.212,OUT017,2007,,Tier 2,Supermarket Type1,4101.328 +FDX11,16,Regular,0.107186944,Baking Goods,181.9634,OUT018,2009,Medium,Tier 3,Supermarket Type2,3453.5046 +FDF35,15,Low Fat,0.153960209,Starchy Foods,105.9938,OUT035,2004,Small,Tier 2,Supermarket Type1,1179.1318 +NCC43,7.39,Low Fat,0.093160853,Household,251.3066,OUT018,2009,Medium,Tier 3,Supermarket Type2,1004.0264 +FDG29,17.6,Low Fat,0.05629192,Frozen Foods,42.5454,OUT046,1997,Small,Tier 1,Supermarket Type1,419.454 +FDS44,12.65,Regular,0.15604396,Fruits and Vegetables,239.6538,OUT046,1997,Small,Tier 1,Supermarket Type1,3845.6608 +FDZ10,17.85,Low Fat,0.044463491,Snack Foods,127.102,OUT046,1997,Small,Tier 1,Supermarket Type1,2024.032 +FDC52,11.15,Regular,0.00827301,Dairy,150.4708,OUT013,1987,High,Tier 3,Supermarket Type1,1956.1204 +DRL35,15.7,low fat,0.030697825,Hard Drinks,42.877,OUT035,2004,Small,Tier 2,Supermarket Type1,1168.479 +NCP55,14.65,Low Fat,0,Others,56.4614,OUT010,1998,,Tier 3,Grocery Store,55.2614 +FDV38,,Low Fat,0.101281,Dairy,55.0956,OUT027,1985,Medium,Tier 3,Supermarket Type3,2020.0372 +FDL44,18.25,Low Fat,0.012300013,Fruits and Vegetables,160.4894,OUT045,2002,,Tier 2,Supermarket Type1,3073.9986 +FDZ47,20.7,Regular,0,Baking Goods,98.7042,OUT017,2007,,Tier 2,Supermarket Type1,1884.8798 +FDT45,15.85,Low Fat,0.057313443,Snack Foods,53.3956,OUT046,1997,Small,Tier 1,Supermarket Type1,1364.89 +FDN23,6.575,Regular,0.075625152,Breads,145.7444,OUT049,1999,Medium,Tier 1,Supermarket Type1,3193.1768 +NCP43,17.75,Low Fat,0.030568919,Others,177.866,OUT045,2002,,Tier 2,Supermarket Type1,2336.958 +DRJ24,,Low Fat,0.198424841,Soft Drinks,185.2924,OUT019,1985,Small,Tier 1,Grocery Store,370.1848 +FDA02,,Regular,0.029578726,Dairy,143.5786,OUT027,1985,Medium,Tier 3,Supermarket Type3,3756.4436 +FDH33,,LF,0.213125482,Snack Foods,44.9428,OUT019,1985,Small,Tier 1,Grocery Store,175.7712 +FDF56,16.7,Regular,0.120137953,Fruits and Vegetables,181.2976,OUT017,2007,,Tier 2,Supermarket Type1,3078.6592 +NCN26,10.85,Low Fat,0.028679894,Household,115.1808,OUT046,1997,Small,Tier 1,Supermarket Type1,2109.2544 +FDD22,10,Low Fat,0.099804623,Snack Foods,113.7544,OUT049,1999,Medium,Tier 1,Supermarket Type1,3243.7776 +FDU15,13.65,Regular,0.044526443,Meat,37.9532,OUT010,1998,,Tier 3,Grocery Store,71.9064 +FDB41,19,Regular,0.162882227,Frozen Foods,46.8718,OUT010,1998,,Tier 3,Grocery Store,189.0872 +FDZ35,9.6,Regular,0.022404493,Breads,102.499,OUT017,2007,,Tier 2,Supermarket Type1,2579.975 +FDT60,12,Low Fat,0.075975642,Baking Goods,124.1388,OUT017,2007,,Tier 2,Supermarket Type1,1486.0656 +FDE51,5.925,Regular,0.09644909,Dairy,43.8086,OUT035,2004,Small,Tier 2,Supermarket Type1,312.2602 +NCQ06,13,Low Fat,0.041816615,Household,254.5014,OUT035,2004,Small,Tier 2,Supermarket Type1,4845.0266 +FDS28,8.18,Regular,0.082867689,Frozen Foods,58.5588,OUT017,2007,,Tier 2,Supermarket Type1,171.7764 +FDH32,12.8,Low Fat,0.076214289,Fruits and Vegetables,96.541,OUT045,2002,,Tier 2,Supermarket Type1,1834.279 +FDW37,19.2,Low Fat,0.124301968,Canned,89.7488,OUT045,2002,,Tier 2,Supermarket Type1,2082.6224 +FDY33,14.5,Regular,0.097201128,Snack Foods,159.4262,OUT046,1997,Small,Tier 1,Supermarket Type1,2705.1454 +FDF17,5.19,Low Fat,0.042861968,Frozen Foods,196.811,OUT017,2007,,Tier 2,Supermarket Type1,3731.809 +FDG56,13.3,Regular,0.0713931,Fruits and Vegetables,61.0536,OUT013,1987,High,Tier 3,Supermarket Type1,1592.5936 +NCB18,19.6,Low Fat,0.041256807,Household,88.8514,OUT013,1987,High,Tier 3,Supermarket Type1,2125.2336 +FDU14,17.75,Low Fat,0.034746076,Dairy,248.275,OUT035,2004,Small,Tier 2,Supermarket Type1,998.7 +FDU22,12.35,Low Fat,0.093441604,Snack Foods,119.1124,OUT049,1999,Medium,Tier 1,Supermarket Type1,3673.8844 +NCV41,14.35,Low Fat,0.017024598,Health and Hygiene,109.8228,OUT013,1987,High,Tier 3,Supermarket Type1,2099.9332 +FDY52,6.365,Low Fat,0.007363189,Frozen Foods,63.2536,OUT045,2002,,Tier 2,Supermarket Type1,1225.072 +DRG48,,Low Fat,0.014484582,Soft Drinks,143.9102,OUT027,1985,Medium,Tier 3,Supermarket Type3,3062.0142 +FDU01,,Regular,0.011937183,Canned,184.7924,OUT027,1985,Medium,Tier 3,Supermarket Type3,4442.2176 +NCP53,14.75,Low Fat,0.032862976,Health and Hygiene,238.6906,OUT013,1987,High,Tier 3,Supermarket Type1,4278.4308 +FDC17,12.15,Low Fat,0.015484763,Frozen Foods,211.9928,OUT049,1999,Medium,Tier 1,Supermarket Type1,631.1784 +NCZ30,6.59,Low Fat,0.026163192,Household,121.5098,OUT013,1987,High,Tier 3,Supermarket Type1,602.549 +FDK03,12.6,Regular,0.073920438,Dairy,255.6356,OUT046,1997,Small,Tier 1,Supermarket Type1,2797.6916 +FDE08,,Low Fat,0.086352403,Fruits and Vegetables,149.8734,OUT019,1985,Small,Tier 1,Grocery Store,445.4202 +NCM07,,Low Fat,0.03976832,Others,83.9908,OUT027,1985,Medium,Tier 3,Supermarket Type3,2348.9424 +FDY35,,Regular,0.015950066,Breads,47.7402,OUT027,1985,Medium,Tier 3,Supermarket Type3,1975.4286 +FDS28,,Regular,0.082002559,Frozen Foods,59.2588,OUT027,1985,Medium,Tier 3,Supermarket Type3,1374.2112 +FDI56,7.325,Low Fat,0.093307668,Fruits and Vegetables,92.7146,OUT013,1987,High,Tier 3,Supermarket Type1,2006.7212 +FDR23,,Low Fat,0.143199389,Breads,175.837,OUT019,1985,Small,Tier 1,Grocery Store,352.874 +FDF29,15.1,Regular,0.019965179,Frozen Foods,130.531,OUT049,1999,Medium,Tier 1,Supermarket Type1,908.817 +FDA47,,Regular,0.116108797,Baking Goods,164.121,OUT027,1985,Medium,Tier 3,Supermarket Type3,6035.477 +FDI10,8.51,reg,0.078339081,Snack Foods,172.9422,OUT013,1987,High,Tier 3,Supermarket Type1,1379.5376 +FDC45,,Low Fat,0.237651344,Fruits and Vegetables,170.2106,OUT019,1985,Small,Tier 1,Grocery Store,171.1106 +FDA27,20.35,Regular,0.031102571,Dairy,257.2672,OUT017,2007,,Tier 2,Supermarket Type1,2045.3376 +NCR41,17.85,Low Fat,0.018097419,Health and Hygiene,96.9094,OUT018,2009,Medium,Tier 3,Supermarket Type2,1332.9316 +FDR09,18.25,Low Fat,0.078041216,Snack Foods,258.4962,OUT018,2009,Medium,Tier 3,Supermarket Type2,2848.9582 +NCB06,17.6,Low Fat,0.08226356,Health and Hygiene,160.492,OUT013,1987,High,Tier 3,Supermarket Type1,1278.336 +FDE53,10.895,Low Fat,0.026880159,Frozen Foods,106.428,OUT046,1997,Small,Tier 1,Supermarket Type1,1491.392 +DRE27,11.85,Low Fat,0.222063351,Dairy,99.6726,OUT010,1998,,Tier 3,Grocery Store,195.7452 +NCA06,,Low Fat,0.142589751,Household,35.919,OUT027,1985,Medium,Tier 3,Supermarket Type3,585.904 +FDL56,14.1,Low Fat,0.126292985,Fruits and Vegetables,88.6198,OUT018,2009,Medium,Tier 3,Supermarket Type2,1133.8574 +FDT09,15.15,Regular,0.012260981,Snack Foods,131.7284,OUT035,2004,Small,Tier 2,Supermarket Type1,1186.4556 +DRH03,17.25,Low Fat,0.05869048,Dairy,91.612,OUT010,1998,,Tier 3,Grocery Store,93.212 +NCQ53,17.6,Low Fat,0.018982338,Health and Hygiene,237.059,OUT018,2009,Medium,Tier 3,Supermarket Type2,2836.308 +NCT18,14.6,Low Fat,0.059405152,Household,179.6976,OUT046,1997,Small,Tier 1,Supermarket Type1,3621.952 +FDL43,10.1,Low Fat,0.027059264,Meat,76.467,OUT035,2004,Small,Tier 2,Supermarket Type1,1761.041 +FDJ53,10.5,Low Fat,0.071244438,Frozen Foods,119.2098,OUT035,2004,Small,Tier 2,Supermarket Type1,1325.6078 +NCQ02,12.6,Low Fat,0.007455054,Household,186.9556,OUT035,2004,Small,Tier 2,Supermarket Type1,3942.8676 +NCJ05,18.7,Low Fat,0.046088273,Health and Hygiene,153.6682,OUT046,1997,Small,Tier 1,Supermarket Type1,3506.7686 +FDT40,5.985,LF,0.096185556,Frozen Foods,127.1678,OUT018,2009,Medium,Tier 3,Supermarket Type2,3560.6984 +FDA48,12.1,Low Fat,0.11487406,Baking Goods,221.4114,OUT046,1997,Small,Tier 1,Supermarket Type1,5099.3622 +FDV37,13,Regular,0.083643716,Canned,196.0426,OUT049,1999,Medium,Tier 1,Supermarket Type1,2570.6538 +FDX07,19.2,Regular,0.022965292,Fruits and Vegetables,181.695,OUT045,2002,,Tier 2,Supermarket Type1,2563.33 +DRG48,5.78,Low Fat,0.014584584,Soft Drinks,146.3102,OUT045,2002,,Tier 2,Supermarket Type1,2187.153 +FDF44,7.17,Regular,0.059716729,Fruits and Vegetables,130.9968,OUT035,2004,Small,Tier 2,Supermarket Type1,2348.9424 +FDS24,20.85,Regular,0.062224479,Baking Goods,88.1514,OUT046,1997,Small,Tier 1,Supermarket Type1,1682.4766 +NCQ50,18.75,Low Fat,0.034360687,Household,215.7218,OUT049,1999,Medium,Tier 1,Supermarket Type1,4274.436 +FDT25,7.5,Low Fat,0.050708743,Canned,123.4072,OUT013,1987,High,Tier 3,Supermarket Type1,3185.1872 +FDO03,10.395,Regular,0.036957777,Meat,230.5352,OUT045,2002,,Tier 2,Supermarket Type1,4580.704 +FDJ55,12.8,Regular,0.023530953,Meat,223.5404,OUT046,1997,Small,Tier 1,Supermarket Type1,1800.3232 +FDM36,11.65,Regular,0.058681957,Baking Goods,170.4422,OUT013,1987,High,Tier 3,Supermarket Type1,517.3266 +FDM21,20.2,Low Fat,0.064728148,Snack Foods,258.0646,OUT017,2007,,Tier 2,Supermarket Type1,5668.6212 +FDK58,11.35,Regular,0,Snack Foods,103.0016,OUT035,2004,Small,Tier 2,Supermarket Type1,2125.2336 +FDD26,8.71,Regular,0.120773451,Canned,186.5924,OUT010,1998,,Tier 3,Grocery Store,555.2772 +FDW57,8.31,Regular,0.115911972,Snack Foods,177.3028,OUT045,2002,,Tier 2,Supermarket Type1,1948.1308 +FDT32,19,Regular,0.10985775,Fruits and Vegetables,188.8214,OUT010,1998,,Tier 3,Grocery Store,188.4214 +FDT25,7.5,Low Fat,0.050853901,Canned,121.7072,OUT045,2002,,Tier 2,Supermarket Type1,367.5216 +NCB19,6.525,Low Fat,0.090295708,Household,84.6882,OUT046,1997,Small,Tier 1,Supermarket Type1,601.2174 +FDD05,,Low Fat,0.029084548,Frozen Foods,122.0098,OUT019,1985,Small,Tier 1,Grocery Store,361.5294 +NCE54,,Low Fat,0.026769592,Household,77.0354,OUT027,1985,Medium,Tier 3,Supermarket Type3,2332.2974 +FDO39,6.985,Regular,0.137580452,Meat,182.8608,OUT049,1999,Medium,Tier 1,Supermarket Type1,4042.7376 +NCV06,11.3,Low Fat,0.066816565,Household,192.2478,OUT045,2002,,Tier 2,Supermarket Type1,1356.2346 +DRB13,6.115,Regular,0.01179078,Soft Drinks,189.053,OUT010,1998,,Tier 3,Grocery Store,948.765 +FDX51,9.5,Regular,0.036921781,Meat,194.2452,OUT010,1998,,Tier 3,Grocery Store,782.9808 +FDC38,15.7,Low Fat,0.122742389,Canned,134.2942,OUT045,2002,,Tier 2,Supermarket Type1,1192.4478 +FDD04,16,Low Fat,0.089971292,Dairy,143.2154,OUT046,1997,Small,Tier 1,Supermarket Type1,1701.7848 +FDC05,13.1,Regular,0.099186992,Frozen Foods,198.7768,OUT018,2009,Medium,Tier 3,Supermarket Type2,3153.2288 +DRJ59,,Low Fat,0,Hard Drinks,39.0164,OUT027,1985,Medium,Tier 3,Supermarket Type3,1042.6428 +FDL22,16.85,low fat,0.036596012,Snack Foods,90.6488,OUT017,2007,,Tier 2,Supermarket Type1,633.8416 +DRH13,,Low Fat,0.041821227,Soft Drinks,107.628,OUT019,1985,Small,Tier 1,Grocery Store,213.056 +FDV22,14.85,Regular,0.016635488,Snack Foods,157.563,OUT010,1998,,Tier 3,Grocery Store,312.926 +FDP07,18.2,Low Fat,0.090084098,Fruits and Vegetables,197.211,OUT045,2002,,Tier 2,Supermarket Type1,3142.576 +FDK27,11,Low Fat,0.008960445,Meat,119.1756,OUT049,1999,Medium,Tier 1,Supermarket Type1,1696.4584 +FDP31,21.1,Regular,0.162418495,Fruits and Vegetables,64.9168,OUT017,2007,,Tier 2,Supermarket Type1,639.168 +NCI54,15.2,Low Fat,0.056237906,Household,110.7912,OUT010,1998,,Tier 3,Grocery Store,109.1912 +DRK35,,Low Fat,0.071498575,Hard Drinks,37.7506,OUT027,1985,Medium,Tier 3,Supermarket Type3,796.9626 +NCO07,9.06,Low Fat,0.009791467,Others,213.256,OUT049,1999,Medium,Tier 1,Supermarket Type1,4687.232 +FDN31,11.5,Low Fat,0.072820885,Fruits and Vegetables,191.253,OUT013,1987,High,Tier 3,Supermarket Type1,3036.048 +NCO02,11.15,Low Fat,0.073354286,Others,66.8142,OUT035,2004,Small,Tier 2,Supermarket Type1,2372.9112 +FDQ26,13.5,Regular,0.068010049,Dairy,57.2562,OUT045,2002,,Tier 2,Supermarket Type1,770.3306 +FDQ07,15.1,Regular,0.087406863,Fruits and Vegetables,221.8456,OUT046,1997,Small,Tier 1,Supermarket Type1,663.1368 +FDB49,8.3,Regular,0.030198228,Baking Goods,98.2384,OUT049,1999,Medium,Tier 1,Supermarket Type1,2167.8448 +FDY44,14.15,Regular,0.024442501,Fruits and Vegetables,196.411,OUT049,1999,Medium,Tier 1,Supermarket Type1,2749.754 +NCI54,,Low Fat,0.033436336,Household,107.3912,OUT027,1985,Medium,Tier 3,Supermarket Type3,3057.3536 +FDV44,8.365,Regular,0.039844429,Fruits and Vegetables,190.1188,OUT046,1997,Small,Tier 1,Supermarket Type1,1904.188 +FDI48,11.85,Regular,0.055805027,Baking Goods,53.0666,OUT049,1999,Medium,Tier 1,Supermarket Type1,512.666 +NCL05,19.6,Low Fat,0.047888606,Health and Hygiene,42.277,OUT035,2004,Small,Tier 2,Supermarket Type1,605.878 +FDT32,19,Regular,0.065735977,Fruits and Vegetables,189.6214,OUT049,1999,Medium,Tier 1,Supermarket Type1,2826.321 +FDM10,18.25,Low Fat,0.076089711,Snack Foods,212.9218,OUT049,1999,Medium,Tier 1,Supermarket Type1,3846.9924 +FDS21,19.85,Regular,0.020908608,Snack Foods,63.5194,OUT049,1999,Medium,Tier 1,Supermarket Type1,557.2746 +FDD11,12.85,Low Fat,0.030678825,Starchy Foods,251.704,OUT045,2002,,Tier 2,Supermarket Type1,3542.056 +FDL04,,Low Fat,0.111381428,Frozen Foods,106.7622,OUT027,1985,Medium,Tier 3,Supermarket Type3,2964.1416 +FDO58,19.6,Low Fat,0.039738393,Snack Foods,163.7526,OUT018,2009,Medium,Tier 3,Supermarket Type2,2960.1468 +FDQ08,15.7,Regular,0.01903743,Fruits and Vegetables,60.5536,OUT017,2007,,Tier 2,Supermarket Type1,490.0288 +FDT28,13.3,Low Fat,0.06356617,Frozen Foods,151.3708,OUT046,1997,Small,Tier 1,Supermarket Type1,3611.2992 +FDT22,10.395,Low Fat,0.112553853,Snack Foods,59.022,OUT018,2009,Medium,Tier 3,Supermarket Type2,1378.206 +FDB58,10.5,Regular,0.013493914,Snack Foods,143.7154,OUT035,2004,Small,Tier 2,Supermarket Type1,3119.9388 +FDN45,19.35,Low Fat,0.118102769,Snack Foods,224.8088,OUT046,1997,Small,Tier 1,Supermarket Type1,2013.3792 +FDZ45,14.1,Low Fat,0.06682033,Snack Foods,198.9084,OUT013,1987,High,Tier 3,Supermarket Type1,4761.8016 +FDJ38,8.6,Regular,0.040205535,Canned,188.753,OUT046,1997,Small,Tier 1,Supermarket Type1,7590.12 +NCT06,17.1,Low Fat,0.038816115,Household,166.4842,OUT045,2002,,Tier 2,Supermarket Type1,1326.2736 +FDU21,,Regular,0.076348933,Snack Foods,32.8558,OUT027,1985,Medium,Tier 3,Supermarket Type3,713.0718 +NCP30,20.5,Low Fat,0.032819637,Household,38.9822,OUT049,1999,Medium,Tier 1,Supermarket Type1,982.055 +FDR27,15.1,Regular,0.096249842,Meat,134.4942,OUT049,1999,Medium,Tier 1,Supermarket Type1,2119.9072 +FDW39,6.69,Regular,0,Meat,176.937,OUT017,2007,,Tier 2,Supermarket Type1,4234.488 +DRZ24,,Low Fat,0,Soft Drinks,121.044,OUT027,1985,Medium,Tier 3,Supermarket Type3,2396.88 +FDK21,7.905,Low Fat,0.010003987,Snack Foods,250.7408,OUT013,1987,High,Tier 3,Supermarket Type1,5757.8384 +FDJ04,18,Low Fat,0.124452048,Frozen Foods,118.5124,OUT046,1997,Small,Tier 1,Supermarket Type1,1303.6364 +FDZ13,7.84,Regular,0.154363209,Canned,50.835,OUT017,2007,,Tier 2,Supermarket Type1,599.22 +FDS16,15.15,Regular,0.066551268,Frozen Foods,144.676,OUT017,2007,,Tier 2,Supermarket Type1,3954.852 +FDD56,15.2,Regular,0.173703549,Fruits and Vegetables,175.8054,OUT010,1998,,Tier 3,Grocery Store,1050.6324 +FDI57,19.85,Low Fat,0.054025644,Seafood,197.2768,OUT046,1997,Small,Tier 1,Supermarket Type1,6503.5344 +FDQ12,,Low Fat,0.03523927,Baking Goods,231.601,OUT027,1985,Medium,Tier 3,Supermarket Type3,5972.226 +FDI56,7.325,Low Fat,0.093385381,Fruits and Vegetables,91.3146,OUT046,1997,Small,Tier 1,Supermarket Type1,1641.8628 +NCT42,5.88,Low Fat,0.024937792,Household,148.4392,OUT045,2002,,Tier 2,Supermarket Type1,2087.9488 +FDM25,10.695,Regular,0.060654268,Breakfast,174.7712,OUT035,2004,Small,Tier 2,Supermarket Type1,3339.6528 +DRB25,,Low Fat,0.06912336,Soft Drinks,106.0938,OUT027,1985,Medium,Tier 3,Supermarket Type3,2787.0388 +NCY30,20.25,LF,0.025953257,Household,179.5976,OUT046,1997,Small,Tier 1,Supermarket Type1,2535.3664 +FDD44,8.05,Regular,0.07884393,Fruits and Vegetables,257.0646,OUT017,2007,,Tier 2,Supermarket Type1,8760.5964 +FDK45,11.65,Low Fat,0.033851785,Seafood,112.186,OUT035,2004,Small,Tier 2,Supermarket Type1,1018.674 +FDN45,19.35,Low Fat,0.118342285,Snack Foods,222.6088,OUT045,2002,,Tier 2,Supermarket Type1,1789.6704 +FDQ09,7.235,Low Fat,0.058121214,Snack Foods,115.8834,OUT035,2004,Small,Tier 2,Supermarket Type1,1382.2008 +FDC17,12.15,Low Fat,0.015457803,Frozen Foods,209.9928,OUT035,2004,Small,Tier 2,Supermarket Type1,5259.82 +FDD45,8.615,low fat,0.116152226,Fruits and Vegetables,94.1436,OUT013,1987,High,Tier 3,Supermarket Type1,1512.6976 +FDD41,6.765,Regular,0.087260103,Frozen Foods,105.0306,OUT046,1997,Small,Tier 1,Supermarket Type1,2090.612 +FDU46,10.3,Regular,0.0111263,Snack Foods,87.254,OUT046,1997,Small,Tier 1,Supermarket Type1,1211.756 +FDO45,13.15,Regular,0.038167453,Snack Foods,89.4856,OUT017,2007,,Tier 2,Supermarket Type1,1230.3984 +FDG41,8.84,Regular,0.076547632,Frozen Foods,109.5228,OUT035,2004,Small,Tier 2,Supermarket Type1,1657.842 +DRC13,8.26,Regular,0,Soft Drinks,122.573,OUT045,2002,,Tier 2,Supermarket Type1,739.038 +FDX50,20.1,Low Fat,0.074931201,Dairy,108.9228,OUT018,2009,Medium,Tier 3,Supermarket Type2,1105.228 +FDK56,9.695,Low Fat,0,Fruits and Vegetables,185.1898,OUT035,2004,Small,Tier 2,Supermarket Type1,2619.2572 +NCL18,18.85,Low Fat,0.16758389,Household,194.6136,OUT046,1997,Small,Tier 1,Supermarket Type1,2721.7904 +FDN57,18.25,Low Fat,0.054318517,Snack Foods,140.9154,OUT049,1999,Medium,Tier 1,Supermarket Type1,6381.693 +FDX03,,Regular,0.060800116,Meat,44.4744,OUT027,1985,Medium,Tier 3,Supermarket Type3,769.6648 +NCU17,5.32,Low Fat,0,Health and Hygiene,101.7674,OUT013,1987,High,Tier 3,Supermarket Type1,1120.5414 +FDL14,8.115,reg,0.032152786,Canned,157.3972,OUT035,2004,Small,Tier 2,Supermarket Type1,1869.5664 +NCU18,15.1,Low Fat,0.055840055,Household,139.8496,OUT046,1997,Small,Tier 1,Supermarket Type1,1411.496 +NCH43,8.42,Low Fat,0.070968081,Household,215.9192,OUT017,2007,,Tier 2,Supermarket Type1,1941.4728 +FDH41,9,Low Fat,0.081996013,Frozen Foods,216.2534,OUT035,2004,Small,Tier 2,Supermarket Type1,4301.068 +FDS28,8.18,Regular,0.082737261,Frozen Foods,57.3588,OUT018,2009,Medium,Tier 3,Supermarket Type2,343.5528 +FDG02,,Low Fat,0.011206632,Canned,191.4188,OUT027,1985,Medium,Tier 3,Supermarket Type3,3998.7948 +FDS40,15.35,Low Fat,0.014047825,Frozen Foods,36.719,OUT045,2002,,Tier 2,Supermarket Type1,585.904 +FDD10,20.6,Regular,0.045982389,Snack Foods,177.0344,OUT013,1987,High,Tier 3,Supermarket Type1,535.3032 +DRQ35,9.3,Low Fat,0.042256257,Hard Drinks,124.4388,OUT013,1987,High,Tier 3,Supermarket Type1,1609.9044 +NCL05,19.6,Low Fat,0,Health and Hygiene,42.877,OUT049,1999,Medium,Tier 1,Supermarket Type1,649.155 +FDJ48,11.3,Low Fat,0.056424146,Baking Goods,247.8118,OUT035,2004,Small,Tier 2,Supermarket Type1,2223.1062 +FDV21,,Low Fat,0.170254469,Snack Foods,124.8704,OUT027,1985,Medium,Tier 3,Supermarket Type3,2127.8968 +FDJ26,15.3,Regular,0.084749164,Canned,215.5218,OUT035,2004,Small,Tier 2,Supermarket Type1,4060.7142 +NCN05,8.235,Low Fat,0.014541462,Health and Hygiene,184.495,OUT017,2007,,Tier 2,Supermarket Type1,3844.995 +FDK09,15.2,Low Fat,0.091763303,Snack Foods,228.5352,OUT046,1997,Small,Tier 1,Supermarket Type1,1832.2816 +FDM56,,low fat,0.069851683,Fruits and Vegetables,110.9912,OUT027,1985,Medium,Tier 3,Supermarket Type3,1310.2944 +DRF25,9,Low Fat,0.039004193,Soft Drinks,37.019,OUT045,2002,,Tier 2,Supermarket Type1,659.142 +FDG14,9,reg,0.05060313,Canned,150.9024,OUT045,2002,,Tier 2,Supermarket Type1,4402.2696 +FDZ31,15.35,Regular,0.113195815,Fruits and Vegetables,190.8504,OUT035,2004,Small,Tier 2,Supermarket Type1,3643.2576 +FDU21,,Regular,0.134327613,Snack Foods,35.0558,OUT019,1985,Small,Tier 1,Grocery Store,33.9558 +FDC57,20.1,Regular,0.054584207,Fruits and Vegetables,193.382,OUT035,2004,Small,Tier 2,Supermarket Type1,4247.804 +FDU46,10.3,Regular,0.018623146,Snack Foods,87.854,OUT010,1998,,Tier 3,Grocery Store,259.662 +FDU22,12.35,Low Fat,0.093278912,Snack Foods,118.7124,OUT035,2004,Small,Tier 2,Supermarket Type1,2607.2728 +DRG23,8.88,Low Fat,0.086957199,Hard Drinks,152.5682,OUT045,2002,,Tier 2,Supermarket Type1,1372.2138 +FDR23,15.85,Low Fat,0.13689554,Breads,176.437,OUT010,1998,,Tier 3,Grocery Store,529.311 +FDI14,14.1,Low Fat,0.090043082,Canned,140.1496,OUT018,2009,Medium,Tier 3,Supermarket Type2,846.8976 +NCN42,20.25,Low Fat,0.014251461,Household,148.6418,OUT045,2002,,Tier 2,Supermarket Type1,2648.5524 +NCM41,16.5,Low Fat,0.035711426,Health and Hygiene,93.612,OUT049,1999,Medium,Tier 1,Supermarket Type1,1584.604 +FDT55,13.6,Regular,0.043655155,Fruits and Vegetables,156.7946,OUT046,1997,Small,Tier 1,Supermarket Type1,3629.2758 +DRY23,,Regular,0.108568067,Soft Drinks,42.9112,OUT027,1985,Medium,Tier 3,Supermarket Type3,809.6128 +FDL46,20.35,Low Fat,0.090480214,Snack Foods,119.5466,OUT010,1998,,Tier 3,Grocery Store,117.8466 +FDQ57,7.275,Low Fat,0.027942357,Snack Foods,145.076,OUT035,2004,Small,Tier 2,Supermarket Type1,1611.236 +FDQ16,19.7,Low Fat,0.041730507,Frozen Foods,109.2912,OUT035,2004,Small,Tier 2,Supermarket Type1,2402.2064 +FDZ52,,Low Fat,0.099589909,Frozen Foods,109.1886,OUT027,1985,Medium,Tier 3,Supermarket Type3,4225.1668 +FDL16,,Low Fat,0.294939214,Frozen Foods,47.106,OUT019,1985,Small,Tier 1,Grocery Store,139.818 +NCX18,14.15,Low Fat,0.008829806,Household,196.811,OUT018,2009,Medium,Tier 3,Supermarket Type2,4517.453 +FDM34,19,Low Fat,0.067722325,Snack Foods,130.8626,OUT018,2009,Medium,Tier 3,Supermarket Type2,1573.9512 +FDG60,,Low Fat,0.060405784,Baking Goods,234.5616,OUT027,1985,Medium,Tier 3,Supermarket Type3,6796.4864 +NCA06,20.5,Low Fat,0,Household,37.119,OUT018,2009,Medium,Tier 3,Supermarket Type2,842.237 +DRD12,6.96,Low Fat,0.077193561,Soft Drinks,89.9146,OUT046,1997,Small,Tier 1,Supermarket Type1,1277.0044 +FDP04,15.35,Low Fat,0.013869039,Frozen Foods,62.5168,OUT018,2009,Medium,Tier 3,Supermarket Type2,447.4176 +NCH30,17.1,Low Fat,0.067290244,Household,114.586,OUT045,2002,,Tier 2,Supermarket Type1,1584.604 +FDS04,10.195,Regular,0.146960375,Frozen Foods,142.2838,OUT045,2002,,Tier 2,Supermarket Type1,1685.8056 +FDQ13,,Low Fat,0.018632082,Canned,82.9908,OUT019,1985,Small,Tier 1,Grocery Store,503.3448 +FDU59,5.78,Low Fat,0.096536082,Breads,162.8552,OUT049,1999,Medium,Tier 1,Supermarket Type1,3574.0144 +DRG11,6.385,Low Fat,0.084008316,Hard Drinks,108.2596,OUT045,2002,,Tier 2,Supermarket Type1,1186.4556 +FDA36,,Low Fat,0.005638944,Baking Goods,184.9924,OUT027,1985,Medium,Tier 3,Supermarket Type3,3146.5708 +FDA15,9.3,Low Fat,0.01601936,Dairy,248.5092,OUT035,2004,Small,Tier 2,Supermarket Type1,6474.2392 +FDZ03,13.65,Regular,0.13187274,Dairy,188.024,OUT010,1998,,Tier 3,Grocery Store,745.696 +FDJ16,9.195,LF,0.114863923,Frozen Foods,59.0246,OUT035,2004,Small,Tier 2,Supermarket Type1,1853.5872 +FDZ12,9.17,Low Fat,0.103138922,Baking Goods,141.747,OUT049,1999,Medium,Tier 1,Supermarket Type1,3006.087 +FDH09,12.6,Low Fat,0.056191301,Seafood,53.2982,OUT045,2002,,Tier 2,Supermarket Type1,736.3748 +FDT13,14.85,Low Fat,0.01867669,Canned,188.7214,OUT017,2007,,Tier 2,Supermarket Type1,3956.8494 +FDU20,19.35,Regular,0.021578923,Fruits and Vegetables,120.5098,OUT017,2007,,Tier 2,Supermarket Type1,1807.647 +DRH25,18.7,Low Fat,0,Soft Drinks,52.2324,OUT035,2004,Small,Tier 2,Supermarket Type1,467.3916 +FDK26,5.46,Regular,0.032242661,Canned,187.624,OUT045,2002,,Tier 2,Supermarket Type1,3542.056 +FDU32,8.785,Low Fat,0.025962714,Fruits and Vegetables,120.9414,OUT035,2004,Small,Tier 2,Supermarket Type1,1949.4624 +FDI22,12.6,Low Fat,0.096407554,Snack Foods,210.8612,OUT045,2002,,Tier 2,Supermarket Type1,3344.9792 +NCB54,8.76,Low Fat,0.050256604,Health and Hygiene,127.3336,OUT018,2009,Medium,Tier 3,Supermarket Type2,2684.5056 +FDX46,12.3,Regular,0.058234621,Snack Foods,58.7562,OUT045,2002,,Tier 2,Supermarket Type1,592.562 +NCC07,19.6,Low Fat,0.023931217,Household,103.1964,OUT013,1987,High,Tier 3,Supermarket Type1,736.3748 +FDQ34,,LF,0.284065879,Snack Foods,105.5622,OUT019,1985,Small,Tier 1,Grocery Store,211.7244 +FDM16,8.155,Regular,0.033692089,Frozen Foods,76.2354,OUT018,2009,Medium,Tier 3,Supermarket Type2,1279.0018 +FDJ55,,Regular,0.023417004,Meat,223.8404,OUT027,1985,Medium,Tier 3,Supermarket Type3,7201.2928 +DRI01,7.97,Low Fat,0.034647829,Soft Drinks,171.2422,OUT017,2007,,Tier 2,Supermarket Type1,3103.9596 +FDD50,18.85,Low Fat,0.142219209,Canned,167.6132,OUT018,2009,Medium,Tier 3,Supermarket Type2,1522.0188 +FDJ08,11.1,Low Fat,0.11089655,Fruits and Vegetables,191.5846,OUT045,2002,,Tier 2,Supermarket Type1,2101.9306 +NCK18,9.6,Low Fat,0.006708517,Household,164.6184,OUT049,1999,Medium,Tier 1,Supermarket Type1,2972.1312 +FDQ14,9.27,Low Fat,0.103419257,Dairy,148.105,OUT010,1998,,Tier 3,Grocery Store,149.805 +FDS51,13.35,Low Fat,0.032180494,Meat,61.2194,OUT046,1997,Small,Tier 1,Supermarket Type1,433.4358 +FDA04,11.3,Regular,0.066717378,Frozen Foods,260.8962,OUT035,2004,Small,Tier 2,Supermarket Type1,4920.9278 +FDP10,19,Low Fat,0.128814669,Snack Foods,107.6622,OUT017,2007,,Tier 2,Supermarket Type1,1164.4842 +FDT36,12.3,Low Fat,0.111500259,Baking Goods,35.6874,OUT045,2002,,Tier 2,Supermarket Type1,846.8976 +FDH38,6.425,Low Fat,0.010497273,Canned,118.3808,OUT017,2007,,Tier 2,Supermarket Type1,2812.3392 +FDC16,11.5,Regular,0.020653603,Dairy,84.954,OUT018,2009,Medium,Tier 3,Supermarket Type2,865.54 +FDF17,5.19,Low Fat,0.042687151,Frozen Foods,195.911,OUT049,1999,Medium,Tier 1,Supermarket Type1,2946.165 +FDU23,12.15,Low Fat,0.021705417,Breads,163.5184,OUT013,1987,High,Tier 3,Supermarket Type1,3137.2496 +FDB34,15.25,Low Fat,0.026651184,Snack Foods,86.6198,OUT049,1999,Medium,Tier 1,Supermarket Type1,1657.1762 +FDW26,11.8,Regular,0.106968096,Dairy,221.6772,OUT013,1987,High,Tier 3,Supermarket Type1,3113.2808 +FDP45,15.7,Regular,0.030686952,Snack Foods,253.4724,OUT045,2002,,Tier 2,Supermarket Type1,1510.0344 +FDD38,16.75,Regular,0.008191729,Canned,103.5674,OUT046,1997,Small,Tier 1,Supermarket Type1,1629.8784 +FDM60,10.8,Regular,0.048218142,Baking Goods,42.2138,OUT049,1999,Medium,Tier 1,Supermarket Type1,690.4346 +FDW26,11.8,Regular,0.107036943,Dairy,220.3772,OUT035,2004,Small,Tier 2,Supermarket Type1,4447.544 +FDV51,,Low Fat,0.032381325,Meat,166.1842,OUT027,1985,Medium,Tier 3,Supermarket Type3,5470.8786 +FDT33,7.81,Regular,0.034043503,Snack Foods,168.7158,OUT049,1999,Medium,Tier 1,Supermarket Type1,2673.8528 +FDQ40,11.1,Regular,0.036027524,Frozen Foods,177.2712,OUT046,1997,Small,Tier 1,Supermarket Type1,3339.6528 +FDX40,12.85,Low Fat,0,Frozen Foods,38.3164,OUT035,2004,Small,Tier 2,Supermarket Type1,502.0132 +FDU31,10.5,Regular,0.02498633,Fruits and Vegetables,216.7508,OUT035,2004,Small,Tier 2,Supermarket Type1,3038.7112 +DRJ01,6.135,Low Fat,0.115032406,Soft Drinks,161.0236,OUT046,1997,Small,Tier 1,Supermarket Type1,1288.9888 +FDP11,,Low Fat,0.068765925,Breads,216.9166,OUT027,1985,Medium,Tier 3,Supermarket Type3,4354.332 +NCN43,,Low Fat,0.006727008,Others,125.173,OUT027,1985,Medium,Tier 3,Supermarket Type3,3202.498 +FDA15,9.3,Low Fat,0.016087659,Dairy,249.6092,OUT018,2009,Medium,Tier 3,Supermarket Type2,5976.2208 +FDO04,16.6,Low Fat,0,Frozen Foods,54.6614,OUT017,2007,,Tier 2,Supermarket Type1,884.1824 +NCF43,8.51,Low Fat,0.051936086,Household,142.947,OUT035,2004,Small,Tier 2,Supermarket Type1,3006.087 +NCI17,8.645,Low Fat,0.1442339,Health and Hygiene,95.441,OUT017,2007,,Tier 2,Supermarket Type1,3282.394 +FDY47,8.6,Regular,0.05443912,Breads,128.831,OUT013,1987,High,Tier 3,Supermarket Type1,1038.648 +FDF20,,Low Fat,0.033059299,Fruits and Vegetables,196.4768,OUT027,1985,Medium,Tier 3,Supermarket Type3,6306.4576 +NCS53,14.5,Low Fat,0.089778187,Health and Hygiene,158.4604,OUT046,1997,Small,Tier 1,Supermarket Type1,2693.8268 +FDK38,6.65,Low Fat,0.053372768,Canned,149.5734,OUT049,1999,Medium,Tier 1,Supermarket Type1,2524.0478 +FDW43,20.1,Regular,0.022406575,Fruits and Vegetables,225.9036,OUT013,1987,High,Tier 3,Supermarket Type1,3643.2576 +FDV57,15.25,Regular,0.065896556,Snack Foods,179.266,OUT046,1997,Small,Tier 1,Supermarket Type1,1438.128 +FDX26,17.7,Low Fat,0.088305201,Dairy,182.3292,OUT017,2007,,Tier 2,Supermarket Type1,4195.8716 +FDR04,7.075,Low Fat,0.022566975,Frozen Foods,97.3068,OUT046,1997,Small,Tier 1,Supermarket Type1,1263.6884 +FDP19,11.5,Low Fat,0,Fruits and Vegetables,129.3652,OUT013,1987,High,Tier 3,Supermarket Type1,2066.6432 +FDT07,5.82,Regular,0.077756427,Fruits and Vegetables,254.533,OUT017,2007,,Tier 2,Supermarket Type1,1281.665 +DRB24,8.785,Low Fat,0.020609218,Soft Drinks,155.1656,OUT049,1999,Medium,Tier 1,Supermarket Type1,4016.1056 +FDB36,5.465,Regular,0,Baking Goods,129.1626,OUT046,1997,Small,Tier 1,Supermarket Type1,3672.5528 +NCE07,,Low Fat,0.013066448,Household,140.9154,OUT027,1985,Medium,Tier 3,Supermarket Type3,2127.231 +FDI16,,reg,0.135118202,Frozen Foods,52.564,OUT027,1985,Medium,Tier 3,Supermarket Type3,2290.352 +FDP45,15.7,Regular,0.030624844,Snack Foods,252.2724,OUT046,1997,Small,Tier 1,Supermarket Type1,1258.362 +NCC43,7.39,low fat,0.092705683,Household,251.9066,OUT013,1987,High,Tier 3,Supermarket Type1,4267.1122 +FDQ23,,Low Fat,0.042941559,Breads,102.9332,OUT019,1985,Small,Tier 1,Grocery Store,102.5332 +FDW24,6.8,Low Fat,0.03748996,Baking Goods,48.6034,OUT035,2004,Small,Tier 2,Supermarket Type1,291.6204 +FDW09,,Regular,0.025795293,Snack Foods,80.2302,OUT027,1985,Medium,Tier 3,Supermarket Type3,2139.2154 +FDN10,11.5,Low Fat,0.046115083,Snack Foods,120.2124,OUT035,2004,Small,Tier 2,Supermarket Type1,1540.6612 +FDE23,17.6,Regular,0.053170949,Starchy Foods,45.606,OUT035,2004,Small,Tier 2,Supermarket Type1,1724.422 +FDV16,7.75,Regular,0.082915017,Frozen Foods,34.9558,OUT035,2004,Small,Tier 2,Supermarket Type1,645.1602 +FDF12,,Low Fat,0.082028694,Baking Goods,148.6076,OUT027,1985,Medium,Tier 3,Supermarket Type3,3990.8052 +FDN21,18.6,Low Fat,0.076975118,Snack Foods,161.8236,OUT049,1999,Medium,Tier 1,Supermarket Type1,1611.236 +DRC25,5.73,Low Fat,0.045371855,Soft Drinks,86.0882,OUT046,1997,Small,Tier 1,Supermarket Type1,1116.5466 +NCP18,12.15,Low Fat,0.028642712,Household,149.0708,OUT049,1999,Medium,Tier 1,Supermarket Type1,1203.7664 +FDW60,5.44,Regular,0.017047751,Baking Goods,174.637,OUT013,1987,High,Tier 3,Supermarket Type1,2999.429 +FDY04,17.7,Regular,0.042562588,Frozen Foods,165.021,OUT045,2002,,Tier 2,Supermarket Type1,3425.541 +NCJ31,,LF,0.181769264,Others,240.6196,OUT027,1985,Medium,Tier 3,Supermarket Type3,4579.3724 +DRN47,12.1,Low Fat,0.016812745,Hard Drinks,180.666,OUT013,1987,High,Tier 3,Supermarket Type1,4134.618 +FDU13,8.355,Low Fat,0,Canned,145.6418,OUT013,1987,High,Tier 3,Supermarket Type1,3384.2614 +FDT39,6.26,reg,0.016516867,Meat,151.1366,OUT010,1998,,Tier 3,Grocery Store,453.4098 +NCQ18,15.75,Low Fat,0.134960397,Household,101.37,OUT013,1987,High,Tier 3,Supermarket Type1,2097.27 +FDV25,5.905,low fat,0.045614252,Canned,221.5456,OUT013,1987,High,Tier 3,Supermarket Type1,6852.4136 +NCE30,16,Low Fat,0.099136036,Household,210.3902,OUT046,1997,Small,Tier 1,Supermarket Type1,1486.7314 +NCN42,20.25,Low Fat,0.014222617,Household,148.9418,OUT046,1997,Small,Tier 1,Supermarket Type1,3531.4032 +FDW25,5.175,Low Fat,0.037457098,Canned,83.4224,OUT049,1999,Medium,Tier 1,Supermarket Type1,1448.7808 +FDS49,9,Low Fat,0.079279489,Canned,77.2644,OUT013,1987,High,Tier 3,Supermarket Type1,1335.5948 +FDN34,15.6,Regular,0.045835395,Snack Foods,168.2132,OUT049,1999,Medium,Tier 1,Supermarket Type1,2367.5848 +FDS45,5.175,Regular,0.029616108,Snack Foods,107.7622,OUT018,2009,Medium,Tier 3,Supermarket Type2,2011.3818 +NCL53,,Low Fat,0,Health and Hygiene,175.4028,OUT027,1985,Medium,Tier 3,Supermarket Type3,6729.9064 +FDT38,18.7,Low Fat,0.0576269,Dairy,83.3566,OUT049,1999,Medium,Tier 1,Supermarket Type1,1860.2452 +NCX06,17.6,Low Fat,0.015687045,Household,182.6976,OUT046,1997,Small,Tier 1,Supermarket Type1,3440.8544 +NCY17,18.2,Low Fat,0.162960415,Health and Hygiene,43.5086,OUT013,1987,High,Tier 3,Supermarket Type1,1070.6064 +NCO18,13.15,Low Fat,0.024651269,Household,179.5686,OUT046,1997,Small,Tier 1,Supermarket Type1,1422.1488 +FDY47,8.6,Regular,0.091195818,Breads,130.231,OUT010,1998,,Tier 3,Grocery Store,129.831 +FDF57,,Regular,0.058542509,Fruits and Vegetables,168.6448,OUT027,1985,Medium,Tier 3,Supermarket Type3,3408.896 +FDS26,20.35,Low Fat,0.089608321,Dairy,262.1594,OUT049,1999,Medium,Tier 1,Supermarket Type1,3139.9128 +NCL17,7.39,Low Fat,0.067766896,Health and Hygiene,140.6812,OUT035,2004,Small,Tier 2,Supermarket Type1,3704.5112 +NCB18,19.6,Low Fat,0.041355366,Household,88.7514,OUT049,1999,Medium,Tier 1,Supermarket Type1,2656.542 +FDA50,16.25,LF,0.145913308,Dairy,95.441,OUT010,1998,,Tier 3,Grocery Store,193.082 +DRE13,6.28,Low Fat,0.027748176,Soft Drinks,86.5198,OUT049,1999,Medium,Tier 1,Supermarket Type1,1395.5168 +DRE60,9.395,Low Fat,0.159201868,Soft Drinks,226.072,OUT013,1987,High,Tier 3,Supermarket Type1,3621.952 +FDB20,7.72,Low Fat,0.052274691,Fruits and Vegetables,79.1986,OUT017,2007,,Tier 2,Supermarket Type1,778.986 +NCS18,12.65,Low Fat,0.042175992,Household,106.4938,OUT013,1987,High,Tier 3,Supermarket Type1,2465.4574 +FDH19,,Low Fat,0.057933643,Meat,175.1738,OUT019,1985,Small,Tier 1,Grocery Store,347.5476 +FDS47,16.75,Low Fat,0,Breads,88.7856,OUT045,2002,,Tier 2,Supermarket Type1,966.7416 +FDC09,15.5,Regular,0.026280116,Fruits and Vegetables,102.3332,OUT013,1987,High,Tier 3,Supermarket Type1,922.7988 +DRG23,8.88,Low Fat,0.086916126,Hard Drinks,153.3682,OUT049,1999,Medium,Tier 1,Supermarket Type1,1219.7456 +FDU34,18.25,Low Fat,0.075347426,Snack Foods,126.3046,OUT045,2002,,Tier 2,Supermarket Type1,747.0276 +FDZ40,8.935,Low Fat,0.040410039,Frozen Foods,52.9298,OUT017,2007,,Tier 2,Supermarket Type1,539.298 +NCE30,16,Low Fat,0.09911729,Household,210.7902,OUT035,2004,Small,Tier 2,Supermarket Type1,4460.1942 +FDA44,19.7,LF,0.053439522,Fruits and Vegetables,55.093,OUT018,2009,Medium,Tier 3,Supermarket Type2,1018.674 +FDB32,20.6,Low Fat,0.023448504,Fruits and Vegetables,93.9778,OUT035,2004,Small,Tier 2,Supermarket Type1,2816.334 +NCO06,19.25,Low Fat,0.108030434,Household,32.4558,OUT046,1997,Small,Tier 1,Supermarket Type1,101.8674 +FDY44,14.15,Regular,0.024404558,Fruits and Vegetables,198.311,OUT046,1997,Small,Tier 1,Supermarket Type1,2553.343 +FDG10,6.63,Regular,0.010961483,Snack Foods,58.2588,OUT045,2002,,Tier 2,Supermarket Type1,343.5528 +FDF38,11.8,Regular,0.026358005,Canned,39.6138,OUT046,1997,Small,Tier 1,Supermarket Type1,365.5242 +FDW59,,Low Fat,0.03627089,Breads,85.9566,OUT019,1985,Small,Tier 1,Grocery Store,169.1132 +FDP34,12.85,Low Fat,0.137227848,Snack Foods,155.563,OUT046,1997,Small,Tier 1,Supermarket Type1,4224.501 +FDZ26,11.6,Regular,0.144832027,Dairy,239.8222,OUT017,2007,,Tier 2,Supermarket Type1,4063.3774 +FDH17,,Regular,0.029157849,Frozen Foods,97.0726,OUT019,1985,Small,Tier 1,Grocery Store,293.6178 +FDU44,12.15,Regular,0.058756205,Fruits and Vegetables,161.0552,OUT017,2007,,Tier 2,Supermarket Type1,3411.5592 +FDS23,4.635,Low Fat,0.141108156,Breads,128.2994,OUT049,1999,Medium,Tier 1,Supermarket Type1,2698.4874 +DRE03,19.6,Low Fat,0.024325592,Dairy,48.5718,OUT018,2009,Medium,Tier 3,Supermarket Type2,425.4462 +FDY57,20.2,Regular,0.121500143,Snack Foods,95.0752,OUT045,2002,,Tier 2,Supermarket Type1,2588.6304 +FDH50,,Regular,0.160653682,Canned,185.2266,OUT027,1985,Medium,Tier 3,Supermarket Type3,5901.6512 +DRY23,9.395,Regular,0.109096371,Soft Drinks,44.6112,OUT046,1997,Small,Tier 1,Supermarket Type1,511.3344 +FDT27,11.395,Regular,0.069574013,Meat,232.8616,OUT035,2004,Small,Tier 2,Supermarket Type1,2812.3392 +FDB38,19.5,Regular,0.027458099,Canned,158.792,OUT018,2009,Medium,Tier 3,Supermarket Type2,2556.672 +FDY16,18.35,Regular,0.092226754,Frozen Foods,184.4266,OUT046,1997,Small,Tier 1,Supermarket Type1,3504.1054 +FDG33,5.365,Regular,0.234733477,Seafood,173.4764,OUT010,1998,,Tier 3,Grocery Store,171.7764 +FDN04,11.8,Regular,0.014144442,Frozen Foods,180.4344,OUT018,2009,Medium,Tier 3,Supermarket Type2,535.3032 +FDJ48,11.3,Low Fat,0.056754036,Baking Goods,247.5118,OUT017,2007,,Tier 2,Supermarket Type1,2470.118 +NCC07,19.6,Low Fat,0.023999722,Household,104.0964,OUT045,2002,,Tier 2,Supermarket Type1,525.982 +FDI35,14,Low Fat,0.041355366,Starchy Foods,182.0634,OUT049,1999,Medium,Tier 1,Supermarket Type1,4544.085 +DRH49,19.7,Low Fat,0.024655594,Soft Drinks,84.3592,OUT046,1997,Small,Tier 1,Supermarket Type1,743.0328 +FDY51,12.5,Low Fat,0.081134826,Meat,220.0798,OUT046,1997,Small,Tier 1,Supermarket Type1,4848.3556 +NCG07,12.3,Low Fat,0.052608525,Household,191.253,OUT045,2002,,Tier 2,Supermarket Type1,2656.542 +FDA22,7.435,Low Fat,0.084452363,Starchy Foods,165.2158,OUT046,1997,Small,Tier 1,Supermarket Type1,2840.9686 +FDA33,6.48,Low Fat,0.033899898,Snack Foods,146.9076,OUT046,1997,Small,Tier 1,Supermarket Type1,2956.152 +FDV03,17.6,Low Fat,0.058042926,Meat,154.6314,OUT013,1987,High,Tier 3,Supermarket Type1,1861.5768 +FDP27,8.155,Low Fat,0.119692888,Meat,188.453,OUT045,2002,,Tier 2,Supermarket Type1,4364.319 +FDZ20,16.1,Low Fat,0.0343603,Fruits and Vegetables,253.4356,OUT049,1999,Medium,Tier 1,Supermarket Type1,2797.6916 +FDR56,15.5,Regular,0.100922503,Fruits and Vegetables,199.0768,OUT049,1999,Medium,Tier 1,Supermarket Type1,2759.0752 +NCV41,,LF,0.016956266,Health and Hygiene,109.3228,OUT027,1985,Medium,Tier 3,Supermarket Type3,2431.5016 +FDU11,4.785,Low Fat,0.092576144,Breads,121.0098,OUT035,2004,Small,Tier 2,Supermarket Type1,2530.7058 +NCB30,14.6,Low Fat,0.025742955,Household,197.1084,OUT049,1999,Medium,Tier 1,Supermarket Type1,4761.8016 +FDX23,6.445,Low Fat,0.029812714,Baking Goods,95.4436,OUT018,2009,Medium,Tier 3,Supermarket Type2,1229.0668 +FDY24,4.88,Regular,0.133382115,Baking Goods,55.0298,OUT013,1987,High,Tier 3,Supermarket Type1,647.1576 +FDZ37,8.1,Regular,0,Canned,88.5198,OUT013,1987,High,Tier 3,Supermarket Type1,261.6594 +FDL10,8.395,Low Fat,0.039484739,Snack Foods,97.9042,OUT035,2004,Small,Tier 2,Supermarket Type1,1686.4714 +NCE18,10,Low Fat,0.021425341,Household,250.175,OUT046,1997,Small,Tier 1,Supermarket Type1,2996.1 +FDY60,,Regular,0.02624324,Baking Goods,143.8128,OUT027,1985,Medium,Tier 3,Supermarket Type3,4458.1968 +FDT24,12.35,Regular,0.185704641,Baking Goods,77.1328,OUT013,1987,High,Tier 3,Supermarket Type1,2239.7512 +NCV06,11.3,Low Fat,0.066668724,Household,192.4478,OUT035,2004,Small,Tier 2,Supermarket Type1,2712.4692 +FDP51,,Regular,0.149305497,Meat,119.6124,OUT019,1985,Small,Tier 1,Grocery Store,592.562 +FDU49,19.5,Regular,0.030688557,Canned,85.754,OUT035,2004,Small,Tier 2,Supermarket Type1,2163.85 +FDQ16,19.7,LF,0.041803291,Frozen Foods,110.3912,OUT049,1999,Medium,Tier 1,Supermarket Type1,3275.736 +FDV16,7.75,Regular,0.082861686,Frozen Foods,32.6558,OUT013,1987,High,Tier 3,Supermarket Type1,679.116 +FDL36,15.1,Low Fat,0.076385385,Baking Goods,88.483,OUT018,2009,Medium,Tier 3,Supermarket Type2,988.713 +FDE09,,Low Fat,0.021498768,Fruits and Vegetables,111.5228,OUT027,1985,Medium,Tier 3,Supermarket Type3,1768.3648 +NCV54,11.1,Low Fat,0.033102681,Household,116.6124,OUT035,2004,Small,Tier 2,Supermarket Type1,1540.6612 +FDH27,7.075,Low Fat,0.058676973,Dairy,142.0128,OUT017,2007,,Tier 2,Supermarket Type1,2588.6304 +FDF33,7.97,LF,0.021531416,Seafood,108.4596,OUT035,2004,Small,Tier 2,Supermarket Type1,3020.0688 +NCP18,12.15,Low Fat,0.028592842,Household,151.0708,OUT035,2004,Small,Tier 2,Supermarket Type1,2858.9452 +FDZ45,14.1,Low Fat,0.067148407,Snack Foods,200.4084,OUT018,2009,Medium,Tier 3,Supermarket Type2,3968.168 +FDU25,,Low Fat,0.026552056,Canned,56.2246,OUT027,1985,Medium,Tier 3,Supermarket Type3,1737.738 +FDQ40,11.1,Regular,0.060302689,Frozen Foods,175.8712,OUT010,1998,,Tier 3,Grocery Store,175.7712 +DRD25,,Low Fat,0.138269873,Soft Drinks,111.686,OUT019,1985,Small,Tier 1,Grocery Store,452.744 +FDJ57,7.42,Regular,0.036109859,Seafood,186.5582,OUT010,1998,,Tier 3,Grocery Store,185.7582 +FDT43,16.35,Low Fat,0.020579897,Fruits and Vegetables,52.1324,OUT049,1999,Medium,Tier 1,Supermarket Type1,934.7832 +FDH44,19.1,Regular,0.025912378,Fruits and Vegetables,146.8418,OUT049,1999,Medium,Tier 1,Supermarket Type1,1765.7016 +FDR31,,Regular,0.086077865,Fruits and Vegetables,143.8102,OUT019,1985,Small,Tier 1,Grocery Store,291.6204 +FDQ27,5.19,Regular,0.044432887,Meat,102.899,OUT018,2009,Medium,Tier 3,Supermarket Type2,1651.184 +DRK13,11.8,Low Fat,0.115346634,Soft Drinks,200.2084,OUT049,1999,Medium,Tier 1,Supermarket Type1,4563.3932 +FDB04,11.35,Regular,0.063226306,Dairy,87.9856,OUT046,1997,Small,Tier 1,Supermarket Type1,1494.0552 +NCI54,15.2,low fat,0.03366718,Household,109.6912,OUT045,2002,,Tier 2,Supermarket Type1,1419.4856 +FDP19,11.5,Low Fat,0.173867958,Fruits and Vegetables,128.8652,OUT045,2002,,Tier 2,Supermarket Type1,1291.652 +FDB37,20.25,Regular,0.022936488,Baking Goods,240.8538,OUT035,2004,Small,Tier 2,Supermarket Type1,7931.6754 +NCR05,10.1,Low Fat,0.054585372,Health and Hygiene,196.5084,OUT013,1987,High,Tier 3,Supermarket Type1,595.2252 +FDZ15,13.1,Low Fat,0.020913071,Dairy,120.1782,OUT045,2002,,Tier 2,Supermarket Type1,2026.0294 +NCQ29,12,Low Fat,0.104230135,Health and Hygiene,259.5278,OUT046,1997,Small,Tier 1,Supermarket Type1,2603.278 +FDL04,19,Low Fat,0.111923422,Frozen Foods,106.5622,OUT046,1997,Small,Tier 1,Supermarket Type1,2117.244 +DRH49,19.7,Low Fat,0.024756031,Soft Drinks,83.8592,OUT018,2009,Medium,Tier 3,Supermarket Type2,247.6776 +FDT07,,Regular,0.135375727,Fruits and Vegetables,256.133,OUT019,1985,Small,Tier 1,Grocery Store,256.333 +NCI55,18.6,Low Fat,0.012679226,Household,120.9414,OUT045,2002,,Tier 2,Supermarket Type1,2680.5108 +FDP19,11.5,LF,0.173483253,Fruits and Vegetables,129.0652,OUT035,2004,Small,Tier 2,Supermarket Type1,3487.4604 +FDV45,16.75,Low Fat,0.045138797,Snack Foods,187.9556,OUT045,2002,,Tier 2,Supermarket Type1,2816.334 +FDG26,18.85,Low Fat,0.04282359,Canned,254.433,OUT018,2009,Medium,Tier 3,Supermarket Type2,2050.664 +DRJ01,6.135,Low Fat,0.115010655,Soft Drinks,161.5236,OUT035,2004,Small,Tier 2,Supermarket Type1,1288.9888 +FDD14,20.7,Low Fat,0.169776346,Canned,184.4266,OUT035,2004,Small,Tier 2,Supermarket Type1,3688.532 +DRH37,17.6,Low Fat,0.041608488,Soft Drinks,165.4526,OUT035,2004,Small,Tier 2,Supermarket Type1,1644.526 +NCD18,16,Low Fat,0.072608647,Household,228.3668,OUT013,1987,High,Tier 3,Supermarket Type1,5298.4364 +NCE55,8.92,Low Fat,0.130191993,Household,176.837,OUT045,2002,,Tier 2,Supermarket Type1,2117.244 +NCQ43,17.75,Low Fat,0.111931193,Others,108.8912,OUT017,2007,,Tier 2,Supermarket Type1,327.5736 +FDC41,15.6,Low Fat,0.116913245,Frozen Foods,78.167,OUT046,1997,Small,Tier 1,Supermarket Type1,1837.608 +DRL01,,Regular,0.13511877,Soft Drinks,232.9958,OUT019,1985,Small,Tier 1,Grocery Store,934.7832 +FDX48,17.75,Regular,0.063416566,Baking Goods,154.6656,OUT010,1998,,Tier 3,Grocery Store,308.9312 +DRC25,5.73,Low Fat,0.075943184,Soft Drinks,85.5882,OUT010,1998,,Tier 3,Grocery Store,171.7764 +DRF48,5.73,Low Fat,0.05190652,Soft Drinks,188.1898,OUT045,2002,,Tier 2,Supermarket Type1,1496.7184 +FDT34,9.3,Low Fat,0.175060504,Snack Foods,106.7964,OUT018,2009,Medium,Tier 3,Supermarket Type2,525.982 +NCB43,20.2,Low Fat,0.099893424,Household,187.6898,OUT035,2004,Small,Tier 2,Supermarket Type1,3928.8858 +FDG44,,Low Fat,0.178923163,Fruits and Vegetables,55.7298,OUT019,1985,Small,Tier 1,Grocery Store,161.7894 +FDD35,12.15,Low Fat,0,Starchy Foods,119.244,OUT035,2004,Small,Tier 2,Supermarket Type1,2636.568 +FDC02,21.35,Low Fat,0.068765205,Canned,260.4278,OUT013,1987,High,Tier 3,Supermarket Type1,3644.5892 +FDU51,20.2,Regular,0.096906831,Meat,175.5028,OUT018,2009,Medium,Tier 3,Supermarket Type2,6729.9064 +NCC19,6.57,Low Fat,0.096862255,Household,193.982,OUT035,2004,Small,Tier 2,Supermarket Type1,2316.984 +FDJ60,19.35,Regular,0.062528426,Baking Goods,166.9184,OUT046,1997,Small,Tier 1,Supermarket Type1,3302.368 +NCI29,8.6,Low Fat,0.032621545,Health and Hygiene,143.2154,OUT046,1997,Small,Tier 1,Supermarket Type1,2127.231 +NCF43,8.51,Low Fat,0.05190268,Household,142.247,OUT013,1987,High,Tier 3,Supermarket Type1,2862.94 +FDY08,,Regular,0.170246782,Fruits and Vegetables,141.5838,OUT027,1985,Medium,Tier 3,Supermarket Type3,3231.1274 +FDD17,7.5,Low Fat,0.054610829,Frozen Foods,237.1906,OUT010,1998,,Tier 3,Grocery Store,237.6906 +FDK41,14.3,Low Fat,0.127517605,Frozen Foods,86.0224,OUT035,2004,Small,Tier 2,Supermarket Type1,1022.6688 +DRN59,15,Low Fat,0.064271703,Hard Drinks,45.506,OUT045,2002,,Tier 2,Supermarket Type1,466.06 +FDR60,14.3,Low Fat,0.13030659,Baking Goods,75.7328,OUT013,1987,High,Tier 3,Supermarket Type1,617.8624 +DRO47,10.195,Low Fat,0.187841082,Hard Drinks,112.486,OUT010,1998,,Tier 3,Grocery Store,113.186 +FDF26,6.825,Regular,0.046625941,Canned,154.9998,OUT035,2004,Small,Tier 2,Supermarket Type1,3075.996 +FDQ12,12.65,LF,0.035410748,Baking Goods,231.401,OUT046,1997,Small,Tier 1,Supermarket Type1,2067.309 +NCO29,11.15,Low Fat,0.032250092,Health and Hygiene,164.0526,OUT035,2004,Small,Tier 2,Supermarket Type1,4769.1254 +DRF03,19.1,Low Fat,0.045378573,Dairy,42.4138,OUT049,1999,Medium,Tier 1,Supermarket Type1,243.6828 +FDU48,18.85,Low Fat,0.0926587,Baking Goods,131.4284,OUT010,1998,,Tier 3,Grocery Store,263.6568 +DRE03,19.6,Low Fat,0.024222321,Dairy,45.5718,OUT035,2004,Small,Tier 2,Supermarket Type1,945.436 +FDX55,15.1,Low Fat,0.055518167,Fruits and Vegetables,217.3166,OUT017,2007,,Tier 2,Supermarket Type1,1306.2996 +FDP38,,Low Fat,0.031946638,Canned,51.6008,OUT027,1985,Medium,Tier 3,Supermarket Type3,1821.6288 +FDZ19,6.425,Low Fat,0.093983518,Fruits and Vegetables,175.5712,OUT017,2007,,Tier 2,Supermarket Type1,1230.3984 +NCU54,8.88,LF,0.098822387,Household,209.627,OUT045,2002,,Tier 2,Supermarket Type1,1887.543 +FDY36,12.3,Low Fat,0.009410528,Baking Goods,73.738,OUT046,1997,Small,Tier 1,Supermarket Type1,1318.284 +FDL16,12.85,Low Fat,0.169139066,Frozen Foods,46.406,OUT018,2009,Medium,Tier 3,Supermarket Type2,186.424 +FDW31,11.35,Regular,0.043122189,Fruits and Vegetables,197.9742,OUT013,1987,High,Tier 3,Supermarket Type1,995.371 +DRK49,,Low Fat,0.035769657,Soft Drinks,40.9138,OUT027,1985,Medium,Tier 3,Supermarket Type3,1380.8692 +FDC08,19,Regular,0.10361083,Fruits and Vegetables,228.372,OUT049,1999,Medium,Tier 1,Supermarket Type1,905.488 +FDO56,10.195,Regular,0.044974051,Fruits and Vegetables,115.5808,OUT035,2004,Small,Tier 2,Supermarket Type1,1874.8928 +NCV53,8.27,Low Fat,0.018920019,Health and Hygiene,238.088,OUT017,2007,,Tier 2,Supermarket Type1,6231.888 +FDA35,14.85,Regular,0.054142088,Baking Goods,124.1072,OUT017,2007,,Tier 2,Supermarket Type1,1837.608 +FDL40,,Low Fat,0,Frozen Foods,98.241,OUT019,1985,Small,Tier 1,Grocery Store,289.623 +FDJ04,18,Low Fat,0.124645538,Frozen Foods,117.2124,OUT049,1999,Medium,Tier 1,Supermarket Type1,2133.2232 +FDA31,7.1,LF,0.110459828,Fruits and Vegetables,172.108,OUT018,2009,Medium,Tier 3,Supermarket Type2,2250.404 +FDX24,8.355,Low Fat,0.013957308,Baking Goods,94.0462,OUT045,2002,,Tier 2,Supermarket Type1,1480.7392 +FDQ59,9.8,Regular,0.056386541,Breads,84.6908,OUT046,1997,Small,Tier 1,Supermarket Type1,503.3448 +FDF45,18.2,Regular,0.012273747,Fruits and Vegetables,60.0904,OUT017,2007,,Tier 2,Supermarket Type1,1113.2176 +FDH05,,Regular,0.090473389,Frozen Foods,229.7984,OUT027,1985,Medium,Tier 3,Supermarket Type3,6024.1584 +NCZ54,14.65,Low Fat,0.083359391,Household,161.9552,OUT046,1997,Small,Tier 1,Supermarket Type1,4711.2008 +FDW01,,Low Fat,0.112161697,Canned,154.4682,OUT019,1985,Small,Tier 1,Grocery Store,152.4682 +FDX36,9.695,Regular,0.128805815,Baking Goods,224.0404,OUT018,2009,Medium,Tier 3,Supermarket Type2,5851.0504 +NCO55,,Low Fat,0.090596378,Others,106.6938,OUT027,1985,Medium,Tier 3,Supermarket Type3,2251.0698 +FDL13,13.85,Regular,0.056637129,Breakfast,233.83,OUT017,2007,,Tier 2,Supermarket Type1,2796.36 +FDV16,7.75,Regular,0.083059634,Frozen Foods,35.7558,OUT049,1999,Medium,Tier 1,Supermarket Type1,611.2044 +FDN04,11.8,Regular,0.014115626,Frozen Foods,178.5344,OUT045,2002,,Tier 2,Supermarket Type1,3390.2536 +NCH06,12.3,Low Fat,0.076866235,Household,247.146,OUT018,2009,Medium,Tier 3,Supermarket Type2,492.692 +FDA40,16,Regular,0.099188598,Frozen Foods,88.9856,OUT013,1987,High,Tier 3,Supermarket Type1,1669.8264 +NCS05,11.5,Low Fat,0.021010687,Health and Hygiene,131.3942,OUT049,1999,Medium,Tier 1,Supermarket Type1,927.4594 +FDM15,,Regular,0.057143515,Meat,151.8366,OUT027,1985,Medium,Tier 3,Supermarket Type3,6196.6006 +FDK04,7.36,Low Fat,0.052607932,Frozen Foods,56.3588,OUT017,2007,,Tier 2,Supermarket Type1,744.3644 +FDI58,7.64,Regular,0.070645636,Snack Foods,91.212,OUT013,1987,High,Tier 3,Supermarket Type1,466.06 +FDB33,17.75,Low Fat,0.014568036,Fruits and Vegetables,158.1262,OUT013,1987,High,Tier 3,Supermarket Type1,4137.2812 +FDJ45,17.75,Low Fat,0.073524776,Seafood,34.8216,OUT049,1999,Medium,Tier 1,Supermarket Type1,207.7296 +NCO05,7.27,Low Fat,0.046559448,Health and Hygiene,100.5384,OUT046,1997,Small,Tier 1,Supermarket Type1,2463.46 +NCE31,7.67,Low Fat,0.309390255,Household,33.2216,OUT010,1998,,Tier 3,Grocery Store,138.4864 +FDQ49,20.2,Regular,0.039247736,Breakfast,157.663,OUT046,1997,Small,Tier 1,Supermarket Type1,1095.241 +FDL34,16,Low Fat,0.040945898,Snack Foods,143.1496,OUT046,1997,Small,Tier 1,Supermarket Type1,2258.3936 +FDV07,9.5,Low Fat,0.031331581,Fruits and Vegetables,111.1228,OUT049,1999,Medium,Tier 1,Supermarket Type1,663.1368 +FDX19,19.1,Low Fat,0.096929994,Fruits and Vegetables,233.8958,OUT045,2002,,Tier 2,Supermarket Type1,2103.2622 +FDO48,15,Regular,0.026840766,Baking Goods,219.8456,OUT046,1997,Small,Tier 1,Supermarket Type1,4863.0032 +FDK40,7.035,Low Fat,0,Frozen Foods,262.691,OUT013,1987,High,Tier 3,Supermarket Type1,6048.793 +FDY19,19.75,Low Fat,0.041429246,Fruits and Vegetables,117.2466,OUT049,1999,Medium,Tier 1,Supermarket Type1,2239.0854 +FDS16,,Regular,0,Frozen Foods,145.276,OUT027,1985,Medium,Tier 3,Supermarket Type3,5273.136 +FDS02,,Regular,0,Dairy,196.4794,OUT027,1985,Medium,Tier 3,Supermarket Type3,5852.382 +FDM51,11.8,Regular,0.025978802,Meat,102.5674,OUT045,2002,,Tier 2,Supermarket Type1,1629.8784 +FDW02,,Regular,0.066006824,Dairy,126.2704,OUT019,1985,Small,Tier 1,Grocery Store,250.3408 +FDS31,,Regular,0,Fruits and Vegetables,178.5318,OUT019,1985,Small,Tier 1,Grocery Store,180.4318 +DRF03,19.1,Low Fat,0.045492697,Dairy,40.3138,OUT018,2009,Medium,Tier 3,Supermarket Type2,527.9794 +FDT55,13.6,Regular,0.043618827,Fruits and Vegetables,156.7946,OUT013,1987,High,Tier 3,Supermarket Type1,2840.3028 +FDW21,5.34,Regular,0.005963881,Snack Foods,99.5358,OUT046,1997,Small,Tier 1,Supermarket Type1,1407.5012 +FDP07,18.2,Low Fat,0.08982696,Fruits and Vegetables,197.111,OUT013,1987,High,Tier 3,Supermarket Type1,589.233 +NCZ17,12.15,Low Fat,0.079431643,Health and Hygiene,38.6506,OUT046,1997,Small,Tier 1,Supermarket Type1,796.9626 +NCV41,14.35,Low Fat,0.017135155,Health and Hygiene,109.8228,OUT017,2007,,Tier 2,Supermarket Type1,1657.842 +FDP60,17.35,Low Fat,0.056005781,Baking Goods,99.2016,OUT049,1999,Medium,Tier 1,Supermarket Type1,1518.024 +FDG58,10.695,Regular,0.145253944,Snack Foods,156.8972,OUT010,1998,,Tier 3,Grocery Store,467.3916 +FDI60,7.22,Regular,0.0383808,Baking Goods,62.351,OUT049,1999,Medium,Tier 1,Supermarket Type1,885.514 +FDI20,19.1,Low Fat,0.03856376,Fruits and Vegetables,209.2586,OUT046,1997,Small,Tier 1,Supermarket Type1,3165.879 +DRC13,8.26,Regular,0.032625074,Soft Drinks,124.673,OUT017,2007,,Tier 2,Supermarket Type1,1847.595 +DRA24,,Regular,0.069909188,Soft Drinks,163.2868,OUT019,1985,Small,Tier 1,Grocery Store,491.3604 +FDW52,14,Regular,0.037491314,Frozen Foods,164.2526,OUT013,1987,High,Tier 3,Supermarket Type1,1808.9786 +FDN38,6.615,Regular,0.09234651,Canned,251.8408,OUT018,2009,Medium,Tier 3,Supermarket Type2,4506.1344 +DRI49,14.15,Low Fat,0.183879453,Soft Drinks,82.9276,OUT045,2002,,Tier 2,Supermarket Type1,1705.7796 +FDW26,11.8,Regular,0.107274301,Dairy,221.1772,OUT045,2002,,Tier 2,Supermarket Type1,3113.2808 +FDA28,,Regular,0.047570401,Frozen Foods,125.7362,OUT027,1985,Medium,Tier 3,Supermarket Type3,3020.0688 +FDZ52,19.2,Low Fat,0.100640587,Frozen Foods,112.6886,OUT017,2007,,Tier 2,Supermarket Type1,1779.0176 +FDU39,18.85,Low Fat,0.036111038,Meat,58.1562,OUT045,2002,,Tier 2,Supermarket Type1,1185.124 +FDR25,17,Regular,0.140090284,Canned,265.1884,OUT018,2009,Medium,Tier 3,Supermarket Type2,6359.7216 +FDM44,12.5,Low Fat,0.031225303,Fruits and Vegetables,102.899,OUT017,2007,,Tier 2,Supermarket Type1,2167.179 +FDA50,,Low Fat,0.086752988,Dairy,98.141,OUT027,1985,Medium,Tier 3,Supermarket Type3,1737.738 +FDJ38,8.6,Regular,0.040369315,Canned,189.753,OUT018,2009,Medium,Tier 3,Supermarket Type2,2846.295 +DRM47,9.3,Low Fat,0.043777415,Hard Drinks,192.9846,OUT035,2004,Small,Tier 2,Supermarket Type1,6114.7072 +NCO05,7.27,Low Fat,0.046631836,Health and Hygiene,98.4384,OUT049,1999,Medium,Tier 1,Supermarket Type1,1576.6144 +FDU21,11.8,Regular,0.076839735,Snack Foods,34.9558,OUT049,1999,Medium,Tier 1,Supermarket Type1,373.5138 +FDF32,16.35,Low Fat,0,Fruits and Vegetables,198.5426,OUT046,1997,Small,Tier 1,Supermarket Type1,1384.1982 +FDM27,,Regular,0.277459381,Meat,156.3946,OUT019,1985,Small,Tier 1,Grocery Store,473.3838 +FDL33,,Low Fat,0.099478451,Snack Foods,194.4452,OUT027,1985,Medium,Tier 3,Supermarket Type3,4697.8848 +FDO60,20,Low Fat,0.034369528,Baking Goods,43.7086,OUT046,1997,Small,Tier 1,Supermarket Type1,892.172 +NCJ30,5.82,Low Fat,0,Household,169.379,OUT013,1987,High,Tier 3,Supermarket Type1,2376.906 +NCI42,18.75,Low Fat,0.01035692,Household,208.3954,OUT013,1987,High,Tier 3,Supermarket Type1,2709.1402 +FDU37,9.5,Regular,0.104488444,Canned,77.896,OUT035,2004,Small,Tier 2,Supermarket Type1,1997.4 +FDV08,,Low Fat,0.028456456,Fruits and Vegetables,43.5454,OUT027,1985,Medium,Tier 3,Supermarket Type3,755.0172 +NCA29,10.5,Low Fat,0.027271252,Household,171.6106,OUT035,2004,Small,Tier 2,Supermarket Type1,2566.659 +FDD16,20.5,Low Fat,0.036346224,Frozen Foods,72.9696,OUT035,2004,Small,Tier 2,Supermarket Type1,596.5568 +FDB35,12.3,Regular,0.064984487,Starchy Foods,92.5804,OUT017,2007,,Tier 2,Supermarket Type1,2297.01 +FDS31,13.1,reg,0.044372393,Fruits and Vegetables,180.3318,OUT018,2009,Medium,Tier 3,Supermarket Type2,2886.9088 +NCA53,11.395,Low Fat,0.009934335,Health and Hygiene,47.2034,OUT017,2007,,Tier 2,Supermarket Type1,340.2238 +NCD19,8.93,Low Fat,0.013253936,Household,56.4614,OUT017,2007,,Tier 2,Supermarket Type1,828.921 +FDP07,18.2,Low Fat,0.089884775,Fruits and Vegetables,195.111,OUT035,2004,Small,Tier 2,Supermarket Type1,3731.809 +FDA44,19.7,Low Fat,0.053178425,Fruits and Vegetables,55.993,OUT013,1987,High,Tier 3,Supermarket Type1,905.488 +FDI14,14.1,Low Fat,0.089660816,Canned,140.0496,OUT035,2004,Small,Tier 2,Supermarket Type1,1411.496 +NCE31,7.67,Low Fat,0.185889129,Household,35.4216,OUT017,2007,,Tier 2,Supermarket Type1,173.108 +FDJ14,,Regular,0,Canned,78.896,OUT019,1985,Small,Tier 1,Grocery Store,399.48 +FDY44,14.15,Regular,0.024503972,Fruits and Vegetables,195.111,OUT018,2009,Medium,Tier 3,Supermarket Type2,982.055 +FDZ26,11.6,Regular,0.143990173,Dairy,239.6222,OUT035,2004,Small,Tier 2,Supermarket Type1,2390.222 +FDG26,18.85,Low Fat,0.042891098,Canned,257.633,OUT017,2007,,Tier 2,Supermarket Type1,5382.993 +FDN34,15.6,Regular,0.046023105,Snack Foods,169.2132,OUT017,2007,,Tier 2,Supermarket Type1,2536.698 +DRG11,6.385,Low Fat,0.084179812,Hard Drinks,109.0596,OUT018,2009,Medium,Tier 3,Supermarket Type2,1941.4728 +FDH20,16.1,Regular,0.025050746,Fruits and Vegetables,97.141,OUT018,2009,Medium,Tier 3,Supermarket Type2,1448.115 +FDX09,9,Low Fat,0.065515067,Snack Foods,178.137,OUT018,2009,Medium,Tier 3,Supermarket Type2,1058.622 +FDS09,,Regular,0.080695806,Snack Foods,51.3008,OUT027,1985,Medium,Tier 3,Supermarket Type3,759.012 +NCJ43,6.635,Low Fat,0.027222517,Household,174.0396,OUT017,2007,,Tier 2,Supermarket Type1,2093.2752 +NCR05,,Low Fat,0.054366282,Health and Hygiene,199.6084,OUT027,1985,Medium,Tier 3,Supermarket Type3,7142.7024 +DRE49,20.75,Low Fat,0.021232318,Soft Drinks,151.1024,OUT013,1987,High,Tier 3,Supermarket Type1,2428.8384 +FDZ59,6.63,Regular,0.104183308,Baking Goods,166.15,OUT049,1999,Medium,Tier 1,Supermarket Type1,3828.35 +NCH43,8.42,Low Fat,0.070856383,Household,217.4192,OUT018,2009,Medium,Tier 3,Supermarket Type2,431.4384 +FDP03,5.15,Regular,0.061272194,Meat,125.6388,OUT049,1999,Medium,Tier 1,Supermarket Type1,1733.7432 +DRC01,,Regular,0.019107027,Soft Drinks,48.4692,OUT027,1985,Medium,Tier 3,Supermarket Type3,1034.6532 +FDX28,,Low Fat,0,Frozen Foods,100.7042,OUT027,1985,Medium,Tier 3,Supermarket Type3,3174.5344 +FDI19,15.1,Low Fat,0.052329172,Meat,243.1512,OUT035,2004,Small,Tier 2,Supermarket Type1,4604.6728 +FDW15,15.35,Regular,0.055103174,Meat,149.7734,OUT035,2004,Small,Tier 2,Supermarket Type1,2820.9946 +NCX18,,Low Fat,0.015397129,Household,194.911,OUT019,1985,Small,Tier 1,Grocery Store,196.411 +FDF20,12.85,Low Fat,0.033271818,Fruits and Vegetables,196.5768,OUT049,1999,Medium,Tier 1,Supermarket Type1,5715.2272 +FDN57,,Low Fat,0.053971566,Snack Foods,141.2154,OUT027,1985,Medium,Tier 3,Supermarket Type3,3119.9388 +NCM06,7.475,LF,0.075713578,Household,156.4656,OUT035,2004,Small,Tier 2,Supermarket Type1,2471.4496 +NCV53,8.27,Low Fat,0.01889024,Health and Hygiene,238.188,OUT018,2009,Medium,Tier 3,Supermarket Type2,3835.008 +FDO20,12.85,Regular,0.152364317,Fruits and Vegetables,254.0382,OUT049,1999,Medium,Tier 1,Supermarket Type1,1261.691 +FDV44,8.365,Regular,0.039811272,Fruits and Vegetables,191.3188,OUT013,1987,High,Tier 3,Supermarket Type1,2285.0256 +FDJ56,8.985,Low Fat,0.183774965,Fruits and Vegetables,101.77,OUT045,2002,,Tier 2,Supermarket Type1,798.96 +NCB18,19.6,Low Fat,0.041283361,Household,87.0514,OUT035,2004,Small,Tier 2,Supermarket Type1,2125.2336 +FDZ20,16.1,Low Fat,0.057422821,Fruits and Vegetables,253.7356,OUT010,1998,,Tier 3,Grocery Store,508.6712 +NCR50,20.2,Low Fat,0.011820087,Household,151.634,OUT046,1997,Small,Tier 1,Supermarket Type1,1990.742 +FDL24,10.3,Regular,0.024891881,Baking Goods,170.9422,OUT035,2004,Small,Tier 2,Supermarket Type1,3103.9596 +FDU38,10.8,Low Fat,0.138171603,Dairy,191.4504,OUT010,1998,,Tier 3,Grocery Store,575.2512 +DRB48,16.75,Regular,0.041599644,Soft Drinks,40.9822,OUT010,1998,,Tier 3,Grocery Store,157.1288 +FDS27,,Regular,0.0218126,Meat,194.711,OUT019,1985,Small,Tier 1,Grocery Store,196.411 +FDR43,18.2,Low Fat,0.161740582,Fruits and Vegetables,38.419,OUT049,1999,Medium,Tier 1,Supermarket Type1,805.618 +FDI12,9.395,Regular,0.100966837,Baking Goods,86.8856,OUT017,2007,,Tier 2,Supermarket Type1,2548.6824 +FDU08,,LF,0.027183141,Fruits and Vegetables,99.7042,OUT027,1985,Medium,Tier 3,Supermarket Type3,3868.9638 +FDT56,,Regular,0.115032648,Fruits and Vegetables,58.0246,OUT027,1985,Medium,Tier 3,Supermarket Type3,2143.2102 +DRD15,,Low Fat,0.099442329,Dairy,233.1642,OUT019,1985,Small,Tier 1,Grocery Store,697.0926 +FDK26,5.46,Regular,0.032308482,Canned,185.224,OUT018,2009,Medium,Tier 3,Supermarket Type2,2423.512 +DRJ13,12.65,Low Fat,0.063246037,Soft Drinks,159.2578,OUT017,2007,,Tier 2,Supermarket Type1,2406.867 +FDP44,16.5,Regular,0.079713576,Fruits and Vegetables,101.3332,OUT046,1997,Small,Tier 1,Supermarket Type1,1537.998 +FDV40,17.35,Low Fat,0.014679558,Frozen Foods,73.6038,OUT013,1987,High,Tier 3,Supermarket Type1,739.038 +FDN28,5.88,Regular,0.030247903,Frozen Foods,101.399,OUT046,1997,Small,Tier 1,Supermarket Type1,2063.98 +FDY13,12.1,Low Fat,0.030297819,Canned,74.767,OUT017,2007,,Tier 2,Supermarket Type1,1454.773 +NCM17,7.93,Low Fat,0.07113587,Health and Hygiene,42.7086,OUT046,1997,Small,Tier 1,Supermarket Type1,356.8688 +DRE48,8.43,LF,0.017322454,Soft Drinks,196.8768,OUT035,2004,Small,Tier 2,Supermarket Type1,3350.3056 +FDA57,,LF,0.039451625,Snack Foods,39.548,OUT027,1985,Medium,Tier 3,Supermarket Type3,1358.232 +NCX18,14.15,Low Fat,0,Household,197.111,OUT049,1999,Medium,Tier 1,Supermarket Type1,3731.809 +DRK13,,Low Fat,0.114609875,Soft Drinks,197.0084,OUT027,1985,Medium,Tier 3,Supermarket Type3,3372.9428 +FDL57,,Regular,0.117442838,Snack Foods,257.7304,OUT019,1985,Small,Tier 1,Grocery Store,774.9912 +FDR27,15.1,Regular,0.160852421,Meat,131.3942,OUT010,1998,,Tier 3,Grocery Store,397.4826 +FDB52,17.75,Low Fat,0.03048292,Dairy,257.2672,OUT049,1999,Medium,Tier 1,Supermarket Type1,3068.0064 +FDQ10,12.85,Low Fat,0.033314389,Snack Foods,171.6422,OUT018,2009,Medium,Tier 3,Supermarket Type2,3276.4018 +FDY60,10.5,Regular,0.044139551,Baking Goods,143.9128,OUT010,1998,,Tier 3,Grocery Store,143.8128 +FDH33,,Low Fat,0,Snack Foods,44.1428,OUT027,1985,Medium,Tier 3,Supermarket Type3,1362.2268 +FDG56,,Regular,0.071106549,Fruits and Vegetables,60.5536,OUT027,1985,Medium,Tier 3,Supermarket Type3,2143.876 +FDS07,12.35,Low Fat,0.099674817,Fruits and Vegetables,112.2518,OUT013,1987,High,Tier 3,Supermarket Type1,1366.2216 +FDZ13,7.84,Regular,0.153806271,Canned,51.335,OUT045,2002,,Tier 2,Supermarket Type1,1198.44 +FDO31,6.76,reg,0.028958563,Fruits and Vegetables,78.396,OUT013,1987,High,Tier 3,Supermarket Type1,1757.712 +DRD49,9.895,Low Fat,0.168780385,Soft Drinks,236.8564,OUT017,2007,,Tier 2,Supermarket Type1,4767.128 +FDW12,8.315,reg,0.035627489,Baking Goods,146.6444,OUT049,1999,Medium,Tier 1,Supermarket Type1,870.8664 +FDP57,17.5,Low Fat,0.052657753,Snack Foods,103.699,OUT018,2009,Medium,Tier 3,Supermarket Type2,1031.99 +FDO21,11.6,Regular,0.009754896,Snack Foods,223.0404,OUT013,1987,High,Tier 3,Supermarket Type1,2025.3636 +NCY18,7.285,Low Fat,0.031151633,Household,173.2054,OUT046,1997,Small,Tier 1,Supermarket Type1,4902.9512 +NCR30,20.6,Low Fat,0.118827682,Household,75.0696,OUT010,1998,,Tier 3,Grocery Store,149.1392 +FDZ20,16.1,Low Fat,0.034501016,Fruits and Vegetables,255.7356,OUT017,2007,,Tier 2,Supermarket Type1,2543.356 +NCK17,11,Low Fat,0.038109194,Health and Hygiene,40.948,OUT017,2007,,Tier 2,Supermarket Type1,479.376 +FDX26,17.7,Low Fat,0.087791917,Dairy,180.6292,OUT035,2004,Small,Tier 2,Supermarket Type1,3101.2964 +FDR24,17.35,Regular,0.062839798,Baking Goods,90.883,OUT035,2004,Small,Tier 2,Supermarket Type1,1707.777 +FDQ22,,Low Fat,0.029595637,Snack Foods,40.9822,OUT027,1985,Medium,Tier 3,Supermarket Type3,864.2084 +FDP07,18.2,Low Fat,0.090267996,Fruits and Vegetables,194.711,OUT018,2009,Medium,Tier 3,Supermarket Type2,4910.275 +FDV04,7.825,Regular,0.150248468,Frozen Foods,155.2288,OUT049,1999,Medium,Tier 1,Supermarket Type1,1257.0304 +FDL48,19.35,Regular,0.082394321,Baking Goods,48.5034,OUT049,1999,Medium,Tier 1,Supermarket Type1,243.017 +FDE16,8.895,Low Fat,0.026451028,Frozen Foods,210.3954,OUT018,2009,Medium,Tier 3,Supermarket Type2,5001.4896 +NCK42,7.475,Low Fat,0.01319424,Household,217.4192,OUT017,2007,,Tier 2,Supermarket Type1,4314.384 +FDJ53,10.5,Low Fat,0.071257912,Frozen Foods,121.3098,OUT046,1997,Small,Tier 1,Supermarket Type1,843.5686 +FDH58,12.3,Low Fat,0.036908933,Snack Foods,115.9834,OUT013,1987,High,Tier 3,Supermarket Type1,2073.3012 +FDD46,6.035,Low Fat,0.141475625,Snack Foods,155.0998,OUT049,1999,Medium,Tier 1,Supermarket Type1,1230.3984 +FDW58,20.75,LF,0.007551665,Snack Foods,107.1622,OUT035,2004,Small,Tier 2,Supermarket Type1,1693.7952 +NCL07,13.85,Low Fat,0.031338558,Others,41.048,OUT046,1997,Small,Tier 1,Supermarket Type1,639.168 +FDU12,15.5,Regular,0.075904695,Baking Goods,263.9568,OUT045,2002,,Tier 2,Supermarket Type1,4745.8224 +FDO52,11.6,Regular,0.07760107,Frozen Foods,171.0106,OUT017,2007,,Tier 2,Supermarket Type1,3079.9908 +FDT16,,Regular,0.048426708,Frozen Foods,258.7278,OUT027,1985,Medium,Tier 3,Supermarket Type3,5466.8838 +FDG12,6.635,Regular,0.00636189,Baking Goods,121.1098,OUT017,2007,,Tier 2,Supermarket Type1,2651.2156 +FDX22,6.785,Regular,0.023021406,Snack Foods,208.9928,OUT045,2002,,Tier 2,Supermarket Type1,2103.928 +DRG37,16.2,Low Fat,0.019378432,Soft Drinks,156.4972,OUT046,1997,Small,Tier 1,Supermarket Type1,1090.5804 +FDI26,5.94,Low Fat,0.035084073,Canned,176.4344,OUT017,2007,,Tier 2,Supermarket Type1,2141.2128 +FDK34,13.35,Low Fat,0.038604817,Snack Foods,236.3564,OUT045,2002,,Tier 2,Supermarket Type1,2145.2076 +FDO25,6.3,Low Fat,0.21332355,Canned,208.527,OUT010,1998,,Tier 3,Grocery Store,419.454 +FDV47,17.1,Low Fat,0.054514169,Breads,84.4566,OUT017,2007,,Tier 2,Supermarket Type1,591.8962 +FDU13,8.355,Low Fat,0.187850233,Canned,146.5418,OUT049,1999,Medium,Tier 1,Supermarket Type1,2501.4106 +FDN57,18.25,Low Fat,0.054455125,Snack Foods,142.0154,OUT018,2009,Medium,Tier 3,Supermarket Type2,850.8924 +DRG01,,Low Fat,0.044660955,Soft Drinks,74.767,OUT027,1985,Medium,Tier 3,Supermarket Type3,2679.845 +FDU57,,Regular,0.089120516,Snack Foods,149.8708,OUT027,1985,Medium,Tier 3,Supermarket Type3,3611.2992 +FDF24,,Regular,0.02524761,Baking Goods,81.9934,OUT027,1985,Medium,Tier 3,Supermarket Type3,3439.5228 +FDP39,12.65,Low Fat,0.069707771,Meat,51.0324,OUT018,2009,Medium,Tier 3,Supermarket Type2,727.0536 +DRJ39,,Low Fat,0.036150153,Dairy,219.5482,OUT027,1985,Medium,Tier 3,Supermarket Type3,5695.2532 +FDN02,16.5,Low Fat,0.074245348,Canned,208.2638,OUT017,2007,,Tier 2,Supermarket Type1,4762.4674 +FDS24,20.85,reg,0.062321222,Baking Goods,87.2514,OUT049,1999,Medium,Tier 1,Supermarket Type1,265.6542 +FDW51,6.155,Regular,0.158441218,Meat,213.756,OUT010,1998,,Tier 3,Grocery Store,852.224 +NCR29,7.565,Low Fat,0.054630544,Health and Hygiene,57.393,OUT035,2004,Small,Tier 2,Supermarket Type1,735.709 +FDE29,8.905,Low Fat,0.143419394,Frozen Foods,61.4878,OUT045,2002,,Tier 2,Supermarket Type1,1151.1682 +NCX54,9.195,Low Fat,0.048059871,Household,105.8622,OUT046,1997,Small,Tier 1,Supermarket Type1,2223.1062 +FDF02,16.2,Low Fat,0.103894671,Canned,101.299,OUT018,2009,Medium,Tier 3,Supermarket Type2,1857.582 +NCR53,,Low Fat,0.253947823,Health and Hygiene,223.8404,OUT019,1985,Small,Tier 1,Grocery Store,675.1212 +FDV01,,Regular,0.148737487,Canned,155.1314,OUT019,1985,Small,Tier 1,Grocery Store,155.1314 +FDX46,12.3,Regular,0.058207114,Snack Foods,59.1562,OUT049,1999,Medium,Tier 1,Supermarket Type1,1185.124 +DRD25,6.135,Low Fat,0.078957122,Soft Drinks,111.986,OUT035,2004,Small,Tier 2,Supermarket Type1,1697.79 +FDX57,17.25,Regular,0,Snack Foods,95.2068,OUT013,1987,High,Tier 3,Supermarket Type1,2721.7904 +FDA04,11.3,Regular,0.066729996,Frozen Foods,257.2962,OUT046,1997,Small,Tier 1,Supermarket Type1,4920.9278 +FDB04,,Regular,0.1107011,Dairy,88.6856,OUT019,1985,Small,Tier 1,Grocery Store,351.5424 +NCR41,17.85,Low Fat,0.018052019,Health and Hygiene,96.6094,OUT049,1999,Medium,Tier 1,Supermarket Type1,856.8846 +FDE24,14.85,Low Fat,0.15643727,Baking Goods,142.0812,OUT010,1998,,Tier 3,Grocery Store,284.9624 +NCM41,16.5,Low Fat,0.035728302,Health and Hygiene,95.212,OUT045,2002,,Tier 2,Supermarket Type1,838.908 +DRG13,17.25,Low Fat,0.03717912,Soft Drinks,162.5526,OUT035,2004,Small,Tier 2,Supermarket Type1,5920.2936 +FDV34,10.695,Regular,0.019123874,Snack Foods,73.0038,OUT010,1998,,Tier 3,Grocery Store,147.8076 +FDK24,,Low Fat,0.177354373,Baking Goods,46.6744,OUT019,1985,Small,Tier 1,Grocery Store,135.8232 +FDX46,12.3,Regular,0.058116758,Snack Foods,57.5562,OUT046,1997,Small,Tier 1,Supermarket Type1,651.8182 +NCB31,6.235,Low Fat,0.118915034,Household,264.791,OUT045,2002,,Tier 2,Supermarket Type1,2103.928 +FDR55,12.15,Regular,0.131973625,Fruits and Vegetables,187.9872,OUT013,1987,High,Tier 3,Supermarket Type1,2458.1336 +FDY28,7.47,Regular,0,Frozen Foods,211.8218,OUT045,2002,,Tier 2,Supermarket Type1,6411.654 +FDM16,8.155,Regular,0.033555399,Frozen Foods,74.7354,OUT046,1997,Small,Tier 1,Supermarket Type1,1655.1788 +FDJ33,8.895,Regular,0.088681966,Snack Foods,121.973,OUT018,2009,Medium,Tier 3,Supermarket Type2,2956.152 +FDF33,7.97,Low Fat,0.021623214,Seafood,107.6596,OUT018,2009,Medium,Tier 3,Supermarket Type2,1833.6132 +DRH36,16.2,Low Fat,0.033373748,Soft Drinks,74.0696,OUT035,2004,Small,Tier 2,Supermarket Type1,894.8352 +NCS53,14.5,Low Fat,0.089917769,Health and Hygiene,160.3604,OUT049,1999,Medium,Tier 1,Supermarket Type1,2852.2872 +NCN53,,Low Fat,0.053148497,Health and Hygiene,36.3874,OUT019,1985,Small,Tier 1,Grocery Store,105.8622 +FDC38,15.7,Low Fat,0.122470805,Canned,131.7942,OUT035,2004,Small,Tier 2,Supermarket Type1,1987.413 +FDD36,13.3,Low Fat,0.035607579,Baking Goods,119.9124,OUT010,1998,,Tier 3,Grocery Store,118.5124 +FDF22,6.865,Low Fat,0.056819936,Snack Foods,212.6218,OUT035,2004,Small,Tier 2,Supermarket Type1,2137.218 +FDB16,8.21,Low Fat,0.044925784,Dairy,86.0198,OUT046,1997,Small,Tier 1,Supermarket Type1,1569.9564 +FDR26,20.7,Low Fat,0.071699984,Dairy,177.6028,OUT010,1998,,Tier 3,Grocery Store,531.3084 +FDO52,11.6,Regular,0.077321087,Frozen Foods,169.3106,OUT045,2002,,Tier 2,Supermarket Type1,2224.4378 +FDF16,,Low Fat,0.150806666,Frozen Foods,149.0076,OUT019,1985,Small,Tier 1,Grocery Store,295.6152 +FDR52,12.65,Regular,0.127283051,Frozen Foods,191.7846,OUT010,1998,,Tier 3,Grocery Store,382.1692 +FDW38,,Regular,0.138008431,Dairy,54.8298,OUT027,1985,Medium,Tier 3,Supermarket Type3,1348.245 +FDK03,12.6,Regular,0.074035365,Dairy,256.1356,OUT049,1999,Medium,Tier 1,Supermarket Type1,4578.0408 +FDQ33,13.35,Low Fat,0.091723066,Snack Foods,148.8708,OUT017,2007,,Tier 2,Supermarket Type1,3761.77 +DRF23,4.61,Low Fat,0.122901056,Hard Drinks,174.4396,OUT045,2002,,Tier 2,Supermarket Type1,2616.594 +FDI15,13.8,Low Fat,0,Dairy,263.7884,OUT049,1999,Medium,Tier 1,Supermarket Type1,3709.8376 +NCL41,,Low Fat,0.073077197,Health and Hygiene,34.3216,OUT019,1985,Small,Tier 1,Grocery Store,34.6216 +FDW40,14,Regular,0.175991929,Frozen Foods,140.7812,OUT010,1998,,Tier 3,Grocery Store,142.4812 +FDZ12,9.17,Low Fat,0.172365428,Baking Goods,144.847,OUT010,1998,,Tier 3,Grocery Store,572.588 +FDK60,16.5,Regular,0.094246644,Baking Goods,98.9068,OUT018,2009,Medium,Tier 3,Supermarket Type2,1749.7224 +FDX25,16.7,Low Fat,0.10203648,Canned,180.9292,OUT035,2004,Small,Tier 2,Supermarket Type1,2736.438 +NCM30,,Low Fat,0.066969525,Household,39.2796,OUT027,1985,Medium,Tier 3,Supermarket Type3,701.7532 +FDK14,6.98,LF,0.041071581,Canned,82.5934,OUT013,1987,High,Tier 3,Supermarket Type1,1310.2944 +NCP18,12.15,Low Fat,0.028656248,Household,149.3708,OUT045,2002,,Tier 2,Supermarket Type1,1203.7664 +FDH26,19.25,Regular,0.034693175,Canned,140.1496,OUT035,2004,Small,Tier 2,Supermarket Type1,1552.6456 +DRK23,,Low Fat,0.071628097,Hard Drinks,251.904,OUT027,1985,Medium,Tier 3,Supermarket Type3,4301.068 +FDB60,9.3,Low Fat,0.028516696,Baking Goods,194.6136,OUT035,2004,Small,Tier 2,Supermarket Type1,3110.6176 +NCN17,11,Low Fat,0.054939029,Health and Hygiene,101.4358,OUT046,1997,Small,Tier 1,Supermarket Type1,1608.5728 +FDE10,6.67,Regular,0.090130537,Snack Foods,131.4626,OUT045,2002,,Tier 2,Supermarket Type1,1705.1138 +FDR58,6.675,Low Fat,0,Snack Foods,92.9462,OUT018,2009,Medium,Tier 3,Supermarket Type2,1018.0082 +FDA33,6.48,Low Fat,0.033893487,Snack Foods,147.0076,OUT035,2004,Small,Tier 2,Supermarket Type1,3103.9596 +FDN24,14.1,low fat,0.113908117,Baking Goods,53.3956,OUT017,2007,,Tier 2,Supermarket Type1,982.7208 +DRI13,15.35,Low Fat,0.020326962,Soft Drinks,216.7508,OUT046,1997,Small,Tier 1,Supermarket Type1,1736.4064 +FDX21,7.05,Low Fat,0.08509812,Snack Foods,108.2912,OUT049,1999,Medium,Tier 1,Supermarket Type1,2293.0152 +FDQ40,11.1,Regular,0.035997543,Frozen Foods,176.9712,OUT013,1987,High,Tier 3,Supermarket Type1,3691.1952 +FDX23,6.445,Low Fat,0.029686148,Baking Goods,96.4436,OUT035,2004,Small,Tier 2,Supermarket Type1,378.1744 +FDD17,7.5,LF,0.032626952,Frozen Foods,235.9906,OUT046,1997,Small,Tier 1,Supermarket Type1,6893.0274 +DRH03,17.25,Low Fat,0.035057688,Dairy,91.612,OUT035,2004,Small,Tier 2,Supermarket Type1,279.636 +FDG60,20.35,Low Fat,0.060699725,Baking Goods,233.3616,OUT046,1997,Small,Tier 1,Supermarket Type1,6093.4016 +FDB32,,Low Fat,0.041063069,Fruits and Vegetables,93.5778,OUT019,1985,Small,Tier 1,Grocery Store,187.7556 +DRE12,4.59,Low Fat,0.070767174,Soft Drinks,111.986,OUT035,2004,Small,Tier 2,Supermarket Type1,792.302 +FDR12,12.6,Regular,0.031598706,Baking Goods,172.9764,OUT045,2002,,Tier 2,Supermarket Type1,2233.0932 +DRH11,5.98,Low Fat,0.075495088,Hard Drinks,55.3614,OUT013,1987,High,Tier 3,Supermarket Type1,497.3526 +FDY28,7.47,Regular,0.15277077,Frozen Foods,214.4218,OUT018,2009,Medium,Tier 3,Supermarket Type2,4274.436 +FDR26,20.7,Low Fat,0.04307908,Dairy,177.8028,OUT017,2007,,Tier 2,Supermarket Type1,1239.7196 +FDL27,6.17,Low Fat,0.010652508,Meat,65.6826,OUT045,2002,,Tier 2,Supermarket Type1,774.9912 +FDJ15,11.35,Regular,0.023318068,Dairy,182.4608,OUT035,2004,Small,Tier 2,Supermarket Type1,7534.1928 +FDU49,19.5,Regular,0.030819397,Canned,86.054,OUT018,2009,Medium,Tier 3,Supermarket Type2,2336.958 +DRF51,15.75,Low Fat,0.165838224,Dairy,36.6506,OUT046,1997,Small,Tier 1,Supermarket Type1,607.2096 +FDN12,15.6,Low Fat,0.13575135,Baking Goods,111.5544,OUT010,1998,,Tier 3,Grocery Store,223.7088 +DRK23,8.395,Low Fat,0.07191675,Hard Drinks,254.804,OUT013,1987,High,Tier 3,Supermarket Type1,7843.124 +FDL10,8.395,Low Fat,0.039653081,Snack Foods,99.5042,OUT018,2009,Medium,Tier 3,Supermarket Type2,1686.4714 +FDX07,19.2,Regular,0,Fruits and Vegetables,184.595,OUT018,2009,Medium,Tier 3,Supermarket Type2,3844.995 +FDO37,8.06,Low Fat,0.021358889,Breakfast,232.3326,OUT013,1987,High,Tier 3,Supermarket Type1,2541.3586 +NCA41,16.75,Low Fat,0.032652796,Health and Hygiene,190.8162,OUT045,2002,,Tier 2,Supermarket Type1,2886.243 +NCQ06,13,Low Fat,0.0420611,Household,254.1014,OUT017,2007,,Tier 2,Supermarket Type1,3315.0182 +FDJ48,11.3,Low Fat,0,Baking Goods,245.2118,OUT045,2002,,Tier 2,Supermarket Type1,5681.2714 +DRD24,,Low Fat,0.030645958,Soft Drinks,141.7154,OUT027,1985,Medium,Tier 3,Supermarket Type3,2694.4926 +FDW10,21.2,Low Fat,0.118297605,Snack Foods,175.037,OUT010,1998,,Tier 3,Grocery Store,529.311 +FDU51,20.2,Regular,0.096709408,Meat,175.8028,OUT045,2002,,Tier 2,Supermarket Type1,3896.2616 +NCC31,8.02,Low Fat,0.019901356,Household,157.5972,OUT049,1999,Medium,Tier 1,Supermarket Type1,3427.5384 +FDY02,,Regular,0.087221497,Dairy,263.991,OUT027,1985,Medium,Tier 3,Supermarket Type3,9467.676 +FDU34,18.25,Low Fat,0.07518071,Snack Foods,126.2046,OUT035,2004,Small,Tier 2,Supermarket Type1,1618.5598 +FDX21,7.05,Low Fat,0.1422157,Snack Foods,108.7912,OUT010,1998,,Tier 3,Grocery Store,109.1912 +NCH29,5.51,Low Fat,0.034543718,Health and Hygiene,99.7726,OUT045,2002,,Tier 2,Supermarket Type1,978.726 +DRL35,15.7,Low Fat,0.030751366,Hard Drinks,42.577,OUT049,1999,Medium,Tier 1,Supermarket Type1,952.094 +DRN37,9.6,Low Fat,0.096842096,Soft Drinks,166.1158,OUT017,2007,,Tier 2,Supermarket Type1,501.3474 +NCN53,5.175,Low Fat,0.050808821,Health and Hygiene,33.6874,OUT010,1998,,Tier 3,Grocery Store,70.5748 +FDL45,15.6,Low Fat,0.063081713,Snack Foods,125.7704,OUT010,1998,,Tier 3,Grocery Store,250.3408 +FDA37,7.81,Regular,0.055451725,Canned,122.6046,OUT018,2009,Medium,Tier 3,Supermarket Type2,2365.5874 +FDK20,,Regular,0,Fruits and Vegetables,120.5072,OUT027,1985,Medium,Tier 3,Supermarket Type3,2695.1584 +FDA49,19.7,Low Fat,0.108665723,Canned,86.4198,OUT010,1998,,Tier 3,Grocery Store,87.2198 +FDG59,15.85,Low Fat,0.043322254,Starchy Foods,39.6164,OUT045,2002,,Tier 2,Supermarket Type1,1004.0264 +FDV03,,LF,0.057809959,Meat,156.2314,OUT027,1985,Medium,Tier 3,Supermarket Type3,2947.4966 +FDF16,7.3,Low Fat,0.086132373,Frozen Foods,148.8076,OUT046,1997,Small,Tier 1,Supermarket Type1,3103.9596 +FDU36,6.15,Low Fat,0.046342889,Baking Goods,97.3384,OUT049,1999,Medium,Tier 1,Supermarket Type1,886.8456 +FDU35,6.44,Low Fat,0.132590283,Breads,98.17,OUT010,1998,,Tier 3,Grocery Store,199.74 +FDH08,,Low Fat,0.030516069,Fruits and Vegetables,227.801,OUT019,1985,Small,Tier 1,Grocery Store,459.402 +FDF24,15.5,Regular,0.025473816,Baking Goods,83.1934,OUT018,2009,Medium,Tier 3,Supermarket Type2,1146.5076 +DRN36,15.2,Low Fat,0,Soft Drinks,96.6752,OUT046,1997,Small,Tier 1,Supermarket Type1,479.376 +FDS59,14.8,Regular,0.043856919,Breads,109.057,OUT013,1987,High,Tier 3,Supermarket Type1,2746.425 +DRJ23,18.35,Low Fat,0.041904578,Hard Drinks,188.1872,OUT017,2007,,Tier 2,Supermarket Type1,4159.9184 +DRF25,9,Low Fat,0.038917891,Soft Drinks,35.919,OUT035,2004,Small,Tier 2,Supermarket Type1,1171.808 +FDL15,17.85,Low Fat,0.046707264,Meat,152.6682,OUT049,1999,Medium,Tier 1,Supermarket Type1,1829.6184 +NCP43,17.75,Low Fat,0.030501281,Others,180.566,OUT035,2004,Small,Tier 2,Supermarket Type1,3415.554 +FDB28,6.615,Low Fat,0.093574769,Dairy,199.4426,OUT045,2002,,Tier 2,Supermarket Type1,3361.6242 +FDX50,20.1,Low Fat,0.074565098,Dairy,111.3228,OUT013,1987,High,Tier 3,Supermarket Type1,663.1368 +FDE41,9.195,Regular,0.064014173,Frozen Foods,83.3566,OUT046,1997,Small,Tier 1,Supermarket Type1,1437.4622 +NCR50,20.2,Low Fat,0.011838464,Household,155.134,OUT049,1999,Medium,Tier 1,Supermarket Type1,2603.278 +FDD41,,Regular,0.086837543,Frozen Foods,106.2306,OUT027,1985,Medium,Tier 3,Supermarket Type3,2090.612 +DRI11,8.26,Low Fat,0.034457776,Hard Drinks,113.3834,OUT049,1999,Medium,Tier 1,Supermarket Type1,2073.3012 +FDJ28,,Low Fat,0,Frozen Foods,190.9162,OUT027,1985,Medium,Tier 3,Supermarket Type3,5772.486 +FDP48,7.52,Regular,0.044091657,Baking Goods,182.995,OUT049,1999,Medium,Tier 1,Supermarket Type1,3844.995 +FDY37,17,Regular,0.026546765,Canned,142.147,OUT013,1987,High,Tier 3,Supermarket Type1,2147.205 +NCC07,19.6,Low Fat,0.023951149,Household,105.6964,OUT046,1997,Small,Tier 1,Supermarket Type1,1577.946 +FDJ10,5.095,Regular,0.129705008,Snack Foods,141.8838,OUT049,1999,Medium,Tier 1,Supermarket Type1,1966.7732 +FDY37,17,Regular,0.026563851,Canned,141.247,OUT035,2004,Small,Tier 2,Supermarket Type1,3292.381 +NCL19,15.35,Low Fat,0.015700603,Others,141.147,OUT049,1999,Medium,Tier 1,Supermarket Type1,2719.793 +FDI50,8.42,Regular,0,Canned,229.0352,OUT035,2004,Small,Tier 2,Supermarket Type1,5496.8448 +FDO39,6.985,Regular,0.137366883,Meat,184.9608,OUT046,1997,Small,Tier 1,Supermarket Type1,3858.9768 +FDO25,6.3,Low Fat,0.127424932,Canned,208.127,OUT035,2004,Small,Tier 2,Supermarket Type1,2306.997 +FDE24,14.85,Low Fat,0.09384335,Baking Goods,142.3812,OUT018,2009,Medium,Tier 3,Supermarket Type2,1139.8496 +FDW19,12.35,Regular,0.038578501,Fruits and Vegetables,109.557,OUT045,2002,,Tier 2,Supermarket Type1,1757.712 +FDT36,12.3,LF,0.111727876,Baking Goods,33.9874,OUT018,2009,Medium,Tier 3,Supermarket Type2,564.5984 +FDH16,10.5,Low Fat,0.052637056,Frozen Foods,88.583,OUT049,1999,Medium,Tier 1,Supermarket Type1,808.947 +DRM37,15.35,Low Fat,0.096790497,Soft Drinks,197.2768,OUT018,2009,Medium,Tier 3,Supermarket Type2,3941.536 +NCN07,18.5,Low Fat,0.033997473,Others,129.9284,OUT049,1999,Medium,Tier 1,Supermarket Type1,1845.5976 +FDK25,11.6,Regular,0.157149885,Breakfast,168.2474,OUT045,2002,,Tier 2,Supermarket Type1,2863.6058 +FDK41,14.3,Low Fat,0.12780038,Frozen Foods,83.6224,OUT045,2002,,Tier 2,Supermarket Type1,852.224 +DRL60,8.52,LF,0.045291822,Soft Drinks,153.5682,OUT010,1998,,Tier 3,Grocery Store,457.4046 +FDR43,18.2,Low Fat,0.161458973,Fruits and Vegetables,37.819,OUT035,2004,Small,Tier 2,Supermarket Type1,256.333 +FDY15,18.25,Regular,0.171093639,Dairy,155.663,OUT049,1999,Medium,Tier 1,Supermarket Type1,2034.019 +FDW08,12.1,Low Fat,0.14825809,Fruits and Vegetables,108.428,OUT013,1987,High,Tier 3,Supermarket Type1,1278.336 +DRE15,13.35,Low Fat,0.017821466,Dairy,75.1012,OUT045,2002,,Tier 2,Supermarket Type1,1366.2216 +NCO30,19.5,Low Fat,0.01581384,Household,183.2608,OUT017,2007,,Tier 2,Supermarket Type1,2940.1728 +FDO32,,Low Fat,0.119959873,Fruits and Vegetables,45.506,OUT027,1985,Medium,Tier 3,Supermarket Type3,885.514 +FDH05,14.35,Regular,0.091283986,Frozen Foods,232.6984,OUT018,2009,Medium,Tier 3,Supermarket Type2,2316.984 +FDH10,,Low Fat,0.049066248,Snack Foods,192.4478,OUT027,1985,Medium,Tier 3,Supermarket Type3,8912.3988 +FDP58,11.1,Low Fat,0.135416391,Snack Foods,218.3482,OUT045,2002,,Tier 2,Supermarket Type1,2847.6266 +NCH43,8.42,Low Fat,0.070510189,Household,214.4192,OUT013,1987,High,Tier 3,Supermarket Type1,1725.7536 +FDZ32,,Regular,0.066765523,Fruits and Vegetables,107.1964,OUT019,1985,Small,Tier 1,Grocery Store,420.7856 +FDU12,15.5,Regular,0.07575107,Baking Goods,262.8568,OUT046,1997,Small,Tier 1,Supermarket Type1,5800.4496 +FDM36,11.65,Regular,0.058730831,Baking Goods,171.9422,OUT046,1997,Small,Tier 1,Supermarket Type1,3448.844 +NCP50,,Low Fat,0.020460284,Others,81.7618,OUT027,1985,Medium,Tier 3,Supermarket Type3,2175.1686 +DRB25,12.3,Low Fat,0.069401919,Soft Drinks,107.9938,OUT013,1987,High,Tier 3,Supermarket Type1,2036.6822 +FDU15,13.65,Regular,0.026579951,Meat,34.7532,OUT013,1987,High,Tier 3,Supermarket Type1,683.1108 +FDF58,13.3,LF,0,Snack Foods,62.151,OUT010,1998,,Tier 3,Grocery Store,63.251 +FDX35,,Regular,0.139913045,Breads,227.9036,OUT019,1985,Small,Tier 1,Grocery Store,455.4072 +FDX51,9.5,Regular,0.022093019,Meat,195.9452,OUT049,1999,Medium,Tier 1,Supermarket Type1,2348.9424 +FDB47,8.8,Low Fat,0.071369947,Snack Foods,209.1612,OUT013,1987,High,Tier 3,Supermarket Type1,2090.612 +FDL51,20.7,Regular,0.047482391,Dairy,215.9876,OUT035,2004,Small,Tier 2,Supermarket Type1,3430.2016 +NCM29,11.5,LF,0.017642229,Health and Hygiene,131.8626,OUT046,1997,Small,Tier 1,Supermarket Type1,2885.5772 +FDB29,16.7,Regular,0.052625179,Frozen Foods,113.4176,OUT018,2009,Medium,Tier 3,Supermarket Type2,1488.7288 +FDS25,6.885,Regular,0.14057889,Canned,112.1228,OUT018,2009,Medium,Tier 3,Supermarket Type2,663.1368 +FDR36,6.715,Regular,0.203510667,Baking Goods,41.0454,OUT010,1998,,Tier 3,Grocery Store,251.6724 +FDQ27,5.19,Regular,0.044321422,Meat,103.899,OUT049,1999,Medium,Tier 1,Supermarket Type1,2889.572 +FDZ22,9.395,Low Fat,0.045525961,Snack Foods,83.425,OUT017,2007,,Tier 2,Supermarket Type1,1498.05 +FDB02,9.695,Regular,0.029140008,Canned,176.337,OUT013,1987,High,Tier 3,Supermarket Type1,3528.74 +FDZ34,6.695,Low Fat,0.075878519,Starchy Foods,194.082,OUT046,1997,Small,Tier 1,Supermarket Type1,3861.64 +FDL46,20.35,Low Fat,0.054046706,Snack Foods,119.5466,OUT035,2004,Small,Tier 2,Supermarket Type1,353.5398 +FDN38,6.615,Regular,0.091954465,Canned,250.6408,OUT035,2004,Small,Tier 2,Supermarket Type1,4756.4752 +FDK04,7.36,Low Fat,0.052418124,Frozen Foods,56.5588,OUT045,2002,,Tier 2,Supermarket Type1,801.6232 +NCF31,9.13,Low Fat,0.052058629,Household,150.6024,OUT018,2009,Medium,Tier 3,Supermarket Type2,1821.6288 +FDV59,13.35,Low Fat,0.080387424,Breads,219.2166,OUT010,1998,,Tier 3,Grocery Store,1524.0162 +FDU13,8.355,Low Fat,0.187523164,Canned,146.2418,OUT035,2004,Small,Tier 2,Supermarket Type1,4414.254 +FDV14,19.85,Low Fat,0.044460448,Dairy,88.7856,OUT013,1987,High,Tier 3,Supermarket Type1,1142.5128 +FDR09,18.25,Low Fat,0.077882226,Snack Foods,258.0962,OUT045,2002,,Tier 2,Supermarket Type1,1035.9848 +DRP47,15.75,Low Fat,0.14048631,Hard Drinks,252.7382,OUT013,1987,High,Tier 3,Supermarket Type1,3280.3966 +FDC23,18,Low Fat,0.017979145,Starchy Foods,178.3686,OUT018,2009,Medium,Tier 3,Supermarket Type2,3199.8348 +FDU33,7.63,Regular,0.134919202,Snack Foods,46.9402,OUT049,1999,Medium,Tier 1,Supermarket Type1,780.9834 +FDS27,10.195,Regular,0.012447775,Meat,197.611,OUT013,1987,High,Tier 3,Supermarket Type1,2553.343 +DRO59,11.8,Low Fat,0.054264078,Hard Drinks,75.0012,OUT045,2002,,Tier 2,Supermarket Type1,834.9132 +FDD48,10.395,Low Fat,0.030219852,Baking Goods,114.7176,OUT045,2002,,Tier 2,Supermarket Type1,2748.4224 +FDL33,7.235,Low Fat,0.099879337,Snack Foods,195.1452,OUT013,1987,High,Tier 3,Supermarket Type1,1761.7068 +NCK30,14.85,Low Fat,0.061226969,Household,253.0698,OUT018,2009,Medium,Tier 3,Supermarket Type2,2283.0282 +NCP42,,Low Fat,0.028207784,Household,195.5478,OUT019,1985,Small,Tier 1,Grocery Store,387.4956 +FDP11,15.85,Low Fat,0.069491408,Breads,218.2166,OUT017,2007,,Tier 2,Supermarket Type1,4789.7652 +FDV52,20.7,Regular,0.122015744,Frozen Foods,117.7466,OUT018,2009,Medium,Tier 3,Supermarket Type2,2828.3184 +FDW33,9.395,Low Fat,0.099120588,Snack Foods,107.228,OUT046,1997,Small,Tier 1,Supermarket Type1,2024.032 +FDR19,13.5,Regular,0.159968994,Fruits and Vegetables,147.6102,OUT049,1999,Medium,Tier 1,Supermarket Type1,1603.9122 +FDW31,,Regular,0.042949109,Fruits and Vegetables,199.5742,OUT027,1985,Medium,Tier 3,Supermarket Type3,3981.484 +DRJ51,14.1,Low Fat,0.088172355,Dairy,232.2668,OUT045,2002,,Tier 2,Supermarket Type1,4146.6024 +FDU35,,Low Fat,0.078831762,Breads,98.97,OUT027,1985,Medium,Tier 3,Supermarket Type3,3395.58 +FDT37,14.15,Low Fat,0.035263498,Canned,254.8014,OUT035,2004,Small,Tier 2,Supermarket Type1,2040.0112 +FDK56,9.695,Low Fat,0.129889831,Fruits and Vegetables,185.3898,OUT013,1987,High,Tier 3,Supermarket Type1,3554.7062 +FDY24,4.88,Regular,0.134037,Baking Goods,53.3298,OUT018,2009,Medium,Tier 3,Supermarket Type2,539.298 +FDS02,10.195,Regular,0.145867347,Dairy,194.0794,OUT046,1997,Small,Tier 1,Supermarket Type1,3901.588 +FDP39,,Low Fat,0.121554149,Meat,53.7324,OUT019,1985,Small,Tier 1,Grocery Store,311.5944 +NCG07,,Low Fat,0.091924311,Household,189.753,OUT019,1985,Small,Tier 1,Grocery Store,189.753 +FDP58,,Low Fat,0.236616754,Snack Foods,217.6482,OUT019,1985,Small,Tier 1,Grocery Store,219.0482 +FDP46,15.35,Low Fat,0.074553522,Snack Foods,91.883,OUT013,1987,High,Tier 3,Supermarket Type1,2606.607 +FDZ34,6.695,Low Fat,0.075864171,Starchy Foods,192.082,OUT035,2004,Small,Tier 2,Supermarket Type1,6757.87 +FDZ57,10,Regular,0.037977917,Snack Foods,128.6994,OUT017,2007,,Tier 2,Supermarket Type1,642.497 +FDH34,8.63,Low Fat,0.031143591,Snack Foods,183.9582,OUT049,1999,Medium,Tier 1,Supermarket Type1,5386.9878 +FDF35,15,Low Fat,0.154860353,Starchy Foods,106.1938,OUT017,2007,,Tier 2,Supermarket Type1,4073.3644 +FDR20,20,Regular,0.028238317,Fruits and Vegetables,46.3744,OUT018,2009,Medium,Tier 3,Supermarket Type2,181.0976 +FDX56,,Regular,0.073700837,Fruits and Vegetables,207.1638,OUT027,1985,Medium,Tier 3,Supermarket Type3,7247.233 +FDR40,9.1,Regular,0.008027701,Frozen Foods,81.1618,OUT013,1987,High,Tier 3,Supermarket Type1,2255.7304 +NCE30,16,Low Fat,0.099290166,Household,214.0902,OUT049,1999,Medium,Tier 1,Supermarket Type1,1486.7314 +DRI37,15.85,Low Fat,0.180096791,Soft Drinks,57.3904,OUT010,1998,,Tier 3,Grocery Store,117.1808 +FDW48,,Low Fat,0.008499464,Baking Goods,81.3618,OUT027,1985,Medium,Tier 3,Supermarket Type3,1530.6742 +NCC18,19.1,Low Fat,0.177629525,Household,173.9422,OUT045,2002,,Tier 2,Supermarket Type1,2414.1908 +FDH02,7.27,Regular,0.020865797,Canned,90.2488,OUT018,2009,Medium,Tier 3,Supermarket Type2,814.9392 +NCZ30,6.59,Low Fat,0.026180032,Household,120.7098,OUT035,2004,Small,Tier 2,Supermarket Type1,2530.7058 +FDI45,13.1,Low Fat,0.037734334,Fruits and Vegetables,173.9054,OUT018,2009,Medium,Tier 3,Supermarket Type2,3677.2134 +FDK41,14.3,Low Fat,0.127435585,Frozen Foods,86.8224,OUT013,1987,High,Tier 3,Supermarket Type1,852.224 +FDQ07,15.1,Regular,0.087762922,Fruits and Vegetables,221.5456,OUT018,2009,Medium,Tier 3,Supermarket Type2,2873.5928 +NCE06,5.825,LF,0.153127523,Household,162.4894,OUT010,1998,,Tier 3,Grocery Store,323.5788 +FDF11,10.195,reg,0.017703044,Starchy Foods,239.4538,OUT018,2009,Medium,Tier 3,Supermarket Type2,3605.307 +FDU51,20.2,Regular,0.096433359,Meat,178.5028,OUT013,1987,High,Tier 3,Supermarket Type1,4604.6728 +NCH06,12.3,Low Fat,0.128136346,Household,248.346,OUT010,1998,,Tier 3,Grocery Store,985.384 +FDD38,16.75,Regular,0.008184912,Canned,101.2674,OUT013,1987,High,Tier 3,Supermarket Type1,1528.011 +FDU07,11.1,Low Fat,0.059846975,Fruits and Vegetables,150.1366,OUT046,1997,Small,Tier 1,Supermarket Type1,1813.6392 +FDK08,9.195,Regular,0.122494876,Fruits and Vegetables,100.1016,OUT049,1999,Medium,Tier 1,Supermarket Type1,1416.8224 +FDW15,,Regular,0.054846706,Meat,147.3734,OUT027,1985,Medium,Tier 3,Supermarket Type3,3266.4148 +FDE21,12.8,Low Fat,0.022980361,Fruits and Vegetables,117.7492,OUT049,1999,Medium,Tier 1,Supermarket Type1,1274.3412 +FDX28,6.325,Low Fat,0.125154452,Frozen Foods,99.2042,OUT035,2004,Small,Tier 2,Supermarket Type1,1388.8588 +NCR50,,LF,0.011762847,Household,153.534,OUT027,1985,Medium,Tier 3,Supermarket Type3,7503.566 +FDL27,6.17,Low Fat,0.010674255,Meat,63.4826,OUT018,2009,Medium,Tier 3,Supermarket Type2,774.9912 +FDK14,6.98,Low Fat,0.041098016,Canned,81.6934,OUT035,2004,Small,Tier 2,Supermarket Type1,818.934 +NCB07,,Low Fat,0.077132215,Household,197.411,OUT027,1985,Medium,Tier 3,Supermarket Type3,5892.33 +NCR53,12.15,Low Fat,0.145013434,Health and Hygiene,225.0404,OUT035,2004,Small,Tier 2,Supermarket Type1,4950.8888 +FDB60,9.3,Low Fat,0.028683422,Baking Goods,195.8136,OUT017,2007,,Tier 2,Supermarket Type1,3693.8584 +FDW48,18,Low Fat,0.008554102,Baking Goods,79.3618,OUT049,1999,Medium,Tier 1,Supermarket Type1,805.618 +FDR55,12.15,reg,0.132058566,Fruits and Vegetables,187.5872,OUT035,2004,Small,Tier 2,Supermarket Type1,4349.0056 +FDO22,13.5,reg,0.017895691,Snack Foods,79.496,OUT045,2002,,Tier 2,Supermarket Type1,1597.92 +FDL48,19.35,reg,0.082731751,Baking Goods,49.2034,OUT017,2007,,Tier 2,Supermarket Type1,777.6544 +NCZ05,8.485,Low Fat,0.058083831,Health and Hygiene,103.199,OUT013,1987,High,Tier 3,Supermarket Type1,722.393 +FDO25,6.3,Low Fat,0.127449031,Canned,210.527,OUT046,1997,Small,Tier 1,Supermarket Type1,6291.81 +FDF47,20.85,Low Fat,0.097536998,Starchy Foods,225.3746,OUT013,1987,High,Tier 3,Supermarket Type1,3365.619 +FDY40,15.5,Regular,0.143670179,Frozen Foods,48.4692,OUT010,1998,,Tier 3,Grocery Store,49.2692 +FDR25,17,Regular,0.139804885,Canned,265.7884,OUT045,2002,,Tier 2,Supermarket Type1,3974.826 +FDD59,,Regular,0.065860323,Starchy Foods,81.896,OUT027,1985,Medium,Tier 3,Supermarket Type3,1677.816 +FDX38,10.5,Regular,0.0481669,Dairy,48.8376,OUT013,1987,High,Tier 3,Supermarket Type1,671.1264 +FDE26,9.3,Low Fat,0.089005769,Canned,143.9786,OUT046,1997,Small,Tier 1,Supermarket Type1,2745.0934 +FDH48,,Low Fat,0.105893301,Baking Goods,86.254,OUT019,1985,Small,Tier 1,Grocery Store,519.324 +NCK29,5.615,Low Fat,0.12566436,Health and Hygiene,123.473,OUT013,1987,High,Tier 3,Supermarket Type1,1231.73 +NCF54,18,Low Fat,0.047377053,Household,171.1422,OUT046,1997,Small,Tier 1,Supermarket Type1,2931.5174 +FDI38,13.35,Regular,0,Canned,206.9638,OUT017,2007,,Tier 2,Supermarket Type1,7247.233 +FDJ07,,Low Fat,0.014353676,Meat,115.515,OUT027,1985,Medium,Tier 3,Supermarket Type3,1631.21 +FDS55,7.02,Low Fat,0,Fruits and Vegetables,148.1734,OUT018,2009,Medium,Tier 3,Supermarket Type2,890.8404 +NCX53,20.1,LF,0.025002878,Health and Hygiene,140.4154,OUT010,1998,,Tier 3,Grocery Store,567.2616 +NCP55,14.65,Low Fat,0,Others,53.8614,OUT035,2004,Small,Tier 2,Supermarket Type1,1105.228 +FDV04,7.825,Regular,0.150015234,Frozen Foods,157.5288,OUT046,1997,Small,Tier 1,Supermarket Type1,942.7728 +FDV40,17.35,Low Fat,0.014691784,Frozen Foods,74.1038,OUT046,1997,Small,Tier 1,Supermarket Type1,960.7494 +NCN30,16.35,Low Fat,0.017062427,Household,98.141,OUT018,2009,Medium,Tier 3,Supermarket Type2,1544.656 +FDT57,15.2,Low Fat,0.019142452,Snack Foods,237.5248,OUT017,2007,,Tier 2,Supermarket Type1,3318.3472 +FDI52,18.7,Low Fat,0.104890428,Frozen Foods,121.4072,OUT045,2002,,Tier 2,Supermarket Type1,3185.1872 +FDT57,15.2,Low Fat,0.019018943,Snack Foods,238.7248,OUT013,1987,High,Tier 3,Supermarket Type1,1659.1736 +FDK33,17.85,Low Fat,0.011233126,Snack Foods,211.556,OUT035,2004,Small,Tier 2,Supermarket Type1,5752.512 +FDQ39,14.8,Low Fat,0.081026811,Meat,190.0846,OUT035,2004,Small,Tier 2,Supermarket Type1,4586.0304 +FDR23,15.85,Low Fat,0.081953387,Breads,176.237,OUT045,2002,,Tier 2,Supermarket Type1,2646.555 +FDX47,,Regular,0.060587738,Breads,156.8288,OUT019,1985,Small,Tier 1,Grocery Store,471.3864 +DRP35,18.85,Low Fat,0.090850115,Hard Drinks,126.6336,OUT035,2004,Small,Tier 2,Supermarket Type1,1150.5024 +FDU26,16.7,Regular,0.071335395,Dairy,120.3782,OUT010,1998,,Tier 3,Grocery Store,119.1782 +FDR39,20.35,LF,0.083929569,Meat,182.4292,OUT049,1999,Medium,Tier 1,Supermarket Type1,4925.5884 +FDV48,9.195,Regular,0.086396038,Baking Goods,79.0644,OUT010,1998,,Tier 3,Grocery Store,157.1288 +NCG18,15.3,Low Fat,0.023071504,Household,101.8332,OUT018,2009,Medium,Tier 3,Supermarket Type2,1025.332 +NCD42,16.5,Low Fat,0.012627329,Health and Hygiene,38.7506,OUT013,1987,High,Tier 3,Supermarket Type1,759.012 +FDP59,20.85,Regular,0.094512029,Breads,104.5648,OUT010,1998,,Tier 3,Grocery Store,207.7296 +FDF34,,Regular,0.013951504,Snack Foods,199.9084,OUT027,1985,Medium,Tier 3,Supermarket Type3,5753.8436 +DRD15,10.6,Low Fat,0.056785183,Dairy,231.9642,OUT035,2004,Small,Tier 2,Supermarket Type1,2091.2778 +FDP03,5.15,Regular,0.06117708,Meat,121.8388,OUT046,1997,Small,Tier 1,Supermarket Type1,3219.8088 +FDO20,12.85,Regular,0.152099033,Fruits and Vegetables,252.6382,OUT035,2004,Small,Tier 2,Supermarket Type1,3532.7348 +NCY30,20.25,Low Fat,0.02594835,Household,180.0976,OUT035,2004,Small,Tier 2,Supermarket Type1,3440.8544 +DRH37,17.6,Low Fat,0.041581725,Soft Drinks,163.3526,OUT013,1987,High,Tier 3,Supermarket Type1,3453.5046 +FDT10,16.7,Regular,0.103849783,Snack Foods,58.8562,OUT010,1998,,Tier 3,Grocery Store,59.2562 +FDF35,15,Low Fat,0.154301621,Starchy Foods,105.9938,OUT045,2002,,Tier 2,Supermarket Type1,428.7752 +FDG10,6.63,Regular,0.010937229,Snack Foods,55.8588,OUT035,2004,Small,Tier 2,Supermarket Type1,801.6232 +FDK03,,Regular,0.073562475,Dairy,254.9356,OUT027,1985,Medium,Tier 3,Supermarket Type3,8138.7392 +FDG20,15.5,Regular,0.125687917,Fruits and Vegetables,178.2028,OUT046,1997,Small,Tier 1,Supermarket Type1,1416.8224 +NCL07,,Low Fat,0.0311868,Others,39.548,OUT027,1985,Medium,Tier 3,Supermarket Type3,759.012 +DRD49,9.895,LF,0.167831064,Soft Drinks,237.4564,OUT046,1997,Small,Tier 1,Supermarket Type1,715.0692 +NCG55,16.25,Low Fat,0,Household,115.2176,OUT017,2007,,Tier 2,Supermarket Type1,3206.4928 +FDR19,13.5,Regular,0.160624116,Fruits and Vegetables,147.0102,OUT017,2007,,Tier 2,Supermarket Type1,2770.3938 +NCM54,17.7,Low Fat,0.050929429,Household,129.1678,OUT035,2004,Small,Tier 2,Supermarket Type1,1780.3492 +FDZ44,,Low Fat,0.06780958,Fruits and Vegetables,118.1808,OUT019,1985,Small,Tier 1,Grocery Store,234.3616 +FDR28,13.85,Regular,0.026042966,Frozen Foods,161.221,OUT017,2007,,Tier 2,Supermarket Type1,1794.331 +FDB51,6.92,Low Fat,0.038610722,Dairy,61.4852,OUT018,2009,Medium,Tier 3,Supermarket Type2,1314.2892 +DRJ59,11.65,Low Fat,0.019372253,Hard Drinks,40.6164,OUT046,1997,Small,Tier 1,Supermarket Type1,308.9312 +FDZ43,11,Regular,0.057290978,Fruits and Vegetables,242.7512,OUT018,2009,Medium,Tier 3,Supermarket Type2,1938.8096 +NCC54,17.75,Low Fat,0.097909084,Health and Hygiene,242.1196,OUT045,2002,,Tier 2,Supermarket Type1,4097.3332 +FDQ11,5.695,Regular,0.067688124,Breads,258.8988,OUT035,2004,Small,Tier 2,Supermarket Type1,5396.9748 +DRH03,17.25,low fat,0.035207155,Dairy,93.512,OUT018,2009,Medium,Tier 3,Supermarket Type2,1491.392 +FDX38,10.5,Regular,0.080688663,Dairy,46.7376,OUT010,1998,,Tier 3,Grocery Store,47.9376 +DRH36,16.2,Low Fat,0.033447756,Soft Drinks,73.9696,OUT045,2002,,Tier 2,Supermarket Type1,894.8352 +NCB06,17.6,Low Fat,0.082797778,Health and Hygiene,161.492,OUT017,2007,,Tier 2,Supermarket Type1,3515.424 +FDR33,7.31,Low Fat,0.026940466,Snack Foods,108.457,OUT017,2007,,Tier 2,Supermarket Type1,2306.997 +FDE47,14.15,low fat,0.037877202,Starchy Foods,124.0046,OUT013,1987,High,Tier 3,Supermarket Type1,1618.5598 +FDA10,,Low Fat,0.141129263,Snack Foods,121.6072,OUT027,1985,Medium,Tier 3,Supermarket Type3,3430.2016 +DRI01,7.97,Low Fat,0.034424278,Soft Drinks,171.8422,OUT013,1987,High,Tier 3,Supermarket Type1,2069.3064 +NCJ54,9.895,LF,0.060067115,Household,230.6642,OUT046,1997,Small,Tier 1,Supermarket Type1,4647.284 +FDT14,10.695,Regular,0.127727102,Dairy,121.144,OUT046,1997,Small,Tier 1,Supermarket Type1,1917.504 +DRL49,13.15,Low Fat,0.05674821,Soft Drinks,144.3812,OUT017,2007,,Tier 2,Supermarket Type1,284.9624 +NCI18,18.35,Low Fat,0.014052469,Household,224.0746,OUT045,2002,,Tier 2,Supermarket Type1,1346.2476 +FDC38,15.7,Low Fat,0.122684413,Canned,132.2942,OUT049,1999,Medium,Tier 1,Supermarket Type1,2252.4014 +FDS56,5.785,Regular,0.038724612,Fruits and Vegetables,263.9252,OUT013,1987,High,Tier 3,Supermarket Type1,6033.4796 +FDX19,19.1,Low Fat,0.09688421,Fruits and Vegetables,233.5958,OUT049,1999,Medium,Tier 1,Supermarket Type1,2336.958 +FDU36,,Low Fat,0,Baking Goods,100.1384,OUT027,1985,Medium,Tier 3,Supermarket Type3,2956.152 +FDO44,12.6,Low Fat,0.087380432,Fruits and Vegetables,109.7228,OUT013,1987,High,Tier 3,Supermarket Type1,1547.3192 +FDG57,14.7,Low Fat,0.072707309,Fruits and Vegetables,49.5034,OUT017,2007,,Tier 2,Supermarket Type1,291.6204 +FDV20,20.2,Regular,0.059894378,Fruits and Vegetables,125.9678,OUT049,1999,Medium,Tier 1,Supermarket Type1,2797.6916 +FDE47,14.15,Low Fat,0.037901581,Starchy Foods,126.3046,OUT035,2004,Small,Tier 2,Supermarket Type1,2614.5966 +FDU32,,Low Fat,0.025841875,Fruits and Vegetables,120.7414,OUT027,1985,Medium,Tier 3,Supermarket Type3,4386.2904 +NCB06,,Low Fat,0.081933378,Health and Hygiene,161.492,OUT027,1985,Medium,Tier 3,Supermarket Type3,6391.68 +FDV46,18.2,Low Fat,0.012627478,Snack Foods,140.818,OUT049,1999,Medium,Tier 1,Supermarket Type1,3495.45 +FDP45,,Regular,0.030476541,Snack Foods,252.2724,OUT027,1985,Medium,Tier 3,Supermarket Type3,5033.448 +FDK03,12.6,Regular,0.074070351,Dairy,254.2356,OUT045,2002,,Tier 2,Supermarket Type1,4578.0408 +FDX37,16.2,Low Fat,0.063017421,Canned,100.37,OUT035,2004,Small,Tier 2,Supermarket Type1,998.7 +FDX58,13.15,Low Fat,0.043727261,Snack Foods,182.595,OUT013,1987,High,Tier 3,Supermarket Type1,3478.805 +FDQ46,7.51,Low Fat,0.104023565,Snack Foods,112.4544,OUT045,2002,,Tier 2,Supermarket Type1,2013.3792 +FDL13,13.85,Regular,0.056271701,Breakfast,232.23,OUT013,1987,High,Tier 3,Supermarket Type1,1398.18 +NCT30,9.1,Low Fat,0.080619969,Household,47.4718,OUT018,2009,Medium,Tier 3,Supermarket Type2,472.718 +FDP20,19.85,Low Fat,0.045761855,Fruits and Vegetables,125.602,OUT045,2002,,Tier 2,Supermarket Type1,632.51 +FDH40,11.6,Regular,0.078863888,Frozen Foods,83.2276,OUT013,1987,High,Tier 3,Supermarket Type1,1543.3244 +FDZ25,15.7,Regular,0.027729547,Canned,169.379,OUT018,2009,Medium,Tier 3,Supermarket Type2,1528.011 +FDU27,,Regular,0.170646494,Meat,46.3376,OUT027,1985,Medium,Tier 3,Supermarket Type3,2109.2544 +NCQ42,20.35,Low Fat,0.039235527,Household,127.2678,OUT013,1987,High,Tier 3,Supermarket Type1,1017.3424 +FDU31,10.5,reg,0.02502991,Fruits and Vegetables,218.4508,OUT049,1999,Medium,Tier 1,Supermarket Type1,2821.6604 +FDC35,7.435,Low Fat,0.205605116,Starchy Foods,207.7638,OUT010,1998,,Tier 3,Grocery Store,621.1914 +FDX43,5.655,Low Fat,0.085622362,Fruits and Vegetables,167.25,OUT018,2009,Medium,Tier 3,Supermarket Type2,2330.3 +FDU07,11.1,Low Fat,0.059968347,Fruits and Vegetables,152.8366,OUT045,2002,,Tier 2,Supermarket Type1,1662.5026 +DRD13,15,Low Fat,0.049038621,Soft Drinks,65.4168,OUT013,1987,High,Tier 3,Supermarket Type1,1661.8368 +DRK49,14.15,Low Fat,0.036147029,Soft Drinks,39.3138,OUT017,2007,,Tier 2,Supermarket Type1,527.9794 +FDL12,,Regular,0.212963193,Baking Goods,59.522,OUT019,1985,Small,Tier 1,Grocery Store,299.61 +FDZ08,12.5,Regular,0.110614538,Fruits and Vegetables,80.6592,OUT017,2007,,Tier 2,Supermarket Type1,1651.184 +FDA10,20.35,Low Fat,0.142393712,Snack Foods,122.7072,OUT018,2009,Medium,Tier 3,Supermarket Type2,1470.0864 +FDS20,8.85,Low Fat,0.053976156,Fruits and Vegetables,181.5292,OUT045,2002,,Tier 2,Supermarket Type1,1277.0044 +FDA07,7.55,Regular,0.03107068,Fruits and Vegetables,122.4072,OUT018,2009,Medium,Tier 3,Supermarket Type2,857.5504 +FDR08,18.7,Low Fat,0.03761584,Fruits and Vegetables,109.1886,OUT035,2004,Small,Tier 2,Supermarket Type1,1890.2062 +FDM44,,LF,0.054363971,Fruits and Vegetables,105.099,OUT019,1985,Small,Tier 1,Grocery Store,103.199 +FDI22,12.6,Low Fat,0.161039887,Snack Foods,210.2612,OUT010,1998,,Tier 3,Grocery Store,418.1224 +NCM07,9.395,Low Fat,0.040023967,Others,85.5908,OUT049,1999,Medium,Tier 1,Supermarket Type1,1006.6896 +FDN46,7.21,Regular,0,Snack Foods,103.1332,OUT017,2007,,Tier 2,Supermarket Type1,3281.0624 +NCW53,18.35,Low Fat,0.030619301,Health and Hygiene,194.0162,OUT018,2009,Medium,Tier 3,Supermarket Type2,2886.243 +FDZ51,11.3,Regular,0.054637635,Meat,93.3094,OUT049,1999,Medium,Tier 1,Supermarket Type1,3046.7008 +FDT04,17.25,Low Fat,0,Frozen Foods,40.8822,OUT018,2009,Medium,Tier 3,Supermarket Type2,628.5152 +FDZ48,,low fat,0.132995494,Baking Goods,113.5544,OUT019,1985,Small,Tier 1,Grocery Store,223.7088 +FDA08,11.85,Regular,0.050085152,Fruits and Vegetables,164.7526,OUT046,1997,Small,Tier 1,Supermarket Type1,1315.6208 +DRN37,9.6,LF,0.096689673,Soft Drinks,168.0158,OUT018,2009,Medium,Tier 3,Supermarket Type2,1336.9264 +FDD35,12.15,Low Fat,0.026010729,Starchy Foods,119.144,OUT017,2007,,Tier 2,Supermarket Type1,2157.192 +FDZ48,17.75,Low Fat,0.075959623,Baking Goods,112.4544,OUT046,1997,Small,Tier 1,Supermarket Type1,2460.7968 +NCN54,20.35,Low Fat,0.021413346,Household,76.2328,OUT018,2009,Medium,Tier 3,Supermarket Type2,463.3968 +FDU32,8.785,Low Fat,0,Fruits and Vegetables,120.5414,OUT013,1987,High,Tier 3,Supermarket Type1,1583.9382 +FDK41,,LF,0.126924095,Frozen Foods,87.2224,OUT027,1985,Medium,Tier 3,Supermarket Type3,3494.1184 +FDR44,6.11,Regular,0.103340142,Fruits and Vegetables,131.2968,OUT018,2009,Medium,Tier 3,Supermarket Type2,913.4776 +NCK29,,Low Fat,0,Health and Hygiene,125.173,OUT027,1985,Medium,Tier 3,Supermarket Type3,3572.017 +FDT09,15.15,Regular,0.012288171,Snack Foods,129.9284,OUT045,2002,,Tier 2,Supermarket Type1,2241.0828 +FDR11,10.5,Regular,0.142827296,Breads,159.4578,OUT045,2002,,Tier 2,Supermarket Type1,3048.6982 +FDD57,,Low Fat,0.022291121,Fruits and Vegetables,93.6094,OUT027,1985,Medium,Tier 3,Supermarket Type3,3713.1666 +FDT10,16.7,reg,0.061992874,Snack Foods,60.9562,OUT013,1987,High,Tier 3,Supermarket Type1,355.5372 +FDR51,9.035,Regular,0.17417636,Meat,148.9708,OUT018,2009,Medium,Tier 3,Supermarket Type2,2257.062 +NCK17,11,Low Fat,0.037953762,Health and Hygiene,38.448,OUT049,1999,Medium,Tier 1,Supermarket Type1,1198.44 +FDY07,11.8,Low Fat,0.122289654,Fruits and Vegetables,46.3402,OUT017,2007,,Tier 2,Supermarket Type1,275.6412 +FDT14,10.695,Regular,0.128247408,Dairy,121.844,OUT018,2009,Medium,Tier 3,Supermarket Type2,2277.036 +FDJ21,,Regular,0.038341654,Snack Foods,146.2102,OUT027,1985,Medium,Tier 3,Supermarket Type3,4228.4958 +NCR42,9.105,Low Fat,0.038699553,Household,33.79,OUT017,2007,,Tier 2,Supermarket Type1,199.74 +DRG37,16.2,Low Fat,0.01940856,Soft Drinks,156.7972,OUT049,1999,Medium,Tier 1,Supermarket Type1,3739.1328 +FDI24,,Low Fat,0.137870237,Baking Goods,175.037,OUT019,1985,Small,Tier 1,Grocery Store,352.874 +FDJ22,18.75,Low Fat,0.052800258,Snack Foods,193.2504,OUT035,2004,Small,Tier 2,Supermarket Type1,2684.5056 +FDT28,13.3,Low Fat,0.06355415,Frozen Foods,149.4708,OUT035,2004,Small,Tier 2,Supermarket Type1,1354.2372 +FDH38,6.425,Low Fat,0.01043823,Canned,115.8808,OUT046,1997,Small,Tier 1,Supermarket Type1,1757.712 +FDT43,16.35,Low Fat,0.020589623,Fruits and Vegetables,53.2324,OUT045,2002,,Tier 2,Supermarket Type1,727.0536 +FDX04,19.6,Regular,0.041806702,Frozen Foods,48.8376,OUT017,2007,,Tier 2,Supermarket Type1,527.3136 +FDV46,18.2,Low Fat,0.012679191,Snack Foods,139.818,OUT017,2007,,Tier 2,Supermarket Type1,838.908 +FDP10,19,Low Fat,0.128289285,Snack Foods,104.9622,OUT049,1999,Medium,Tier 1,Supermarket Type1,1164.4842 +NCA53,11.395,Low Fat,0.009878459,Health and Hygiene,47.6034,OUT046,1997,Small,Tier 1,Supermarket Type1,1312.2918 +FDL52,6.635,Regular,0.046090204,Frozen Foods,37.1506,OUT046,1997,Small,Tier 1,Supermarket Type1,834.9132 +FDQ32,17.85,Regular,0.046680961,Fruits and Vegetables,121.9388,OUT049,1999,Medium,Tier 1,Supermarket Type1,3962.8416 +FDT37,14.15,Low Fat,0.03546967,Canned,256.3014,OUT017,2007,,Tier 2,Supermarket Type1,4845.0266 +NCO43,5.5,Low Fat,0.047290068,Others,100.5016,OUT018,2009,Medium,Tier 3,Supermarket Type2,1416.8224 +FDI53,8.895,Regular,0.13842353,Frozen Foods,163.0236,OUT017,2007,,Tier 2,Supermarket Type1,1127.8652 +FDO19,17.7,Regular,0.027779381,Fruits and Vegetables,50.1034,OUT010,1998,,Tier 3,Grocery Store,97.2068 +FDG12,,Regular,0,Baking Goods,121.3098,OUT019,1985,Small,Tier 1,Grocery Store,120.5098 +FDG53,10,Low Fat,0.046043736,Frozen Foods,140.618,OUT018,2009,Medium,Tier 3,Supermarket Type2,2376.906 +FDK36,7.09,Low Fat,0.007215314,Baking Goods,47.6034,OUT046,1997,Small,Tier 1,Supermarket Type1,1458.102 +FDR55,12.15,Regular,0.132083542,Fruits and Vegetables,189.5872,OUT046,1997,Small,Tier 1,Supermarket Type1,3403.5696 +FDV16,7.75,Regular,0.083399788,Frozen Foods,34.5558,OUT017,2007,,Tier 2,Supermarket Type1,441.4254 +FDS31,,Regular,0.043978369,Fruits and Vegetables,178.4318,OUT027,1985,Medium,Tier 3,Supermarket Type3,2526.0452 +NCK06,5.03,Low Fat,0.008639333,Household,122.2756,OUT013,1987,High,Tier 3,Supermarket Type1,2059.9852 +FDN03,9.8,Regular,0.015089965,Meat,249.6408,OUT046,1997,Small,Tier 1,Supermarket Type1,1001.3632 +NCT30,,Low Fat,0.140582485,Household,47.1718,OUT019,1985,Small,Tier 1,Grocery Store,141.8154 +FDC50,15.85,Low Fat,0.228469522,Canned,93.3094,OUT010,1998,,Tier 3,Grocery Store,285.6282 +FDE11,17.7,Regular,0,Starchy Foods,183.5924,OUT035,2004,Small,Tier 2,Supermarket Type1,7033.5112 +FDM03,12.65,Low Fat,0.123007534,Meat,106.0938,OUT035,2004,Small,Tier 2,Supermarket Type1,2679.845 +NCP05,19.6,Low Fat,0,Health and Hygiene,150.3024,OUT018,2009,Medium,Tier 3,Supermarket Type2,2580.6408 +FDJ41,6.85,LF,0.02288328,Frozen Foods,261.2594,OUT046,1997,Small,Tier 1,Supermarket Type1,2878.2534 +FDR47,,Low Fat,0.087045086,Breads,196.7794,OUT027,1985,Medium,Tier 3,Supermarket Type3,6242.5408 +FDK36,7.09,Low Fat,0.007256127,Baking Goods,50.4034,OUT017,2007,,Tier 2,Supermarket Type1,340.2238 +FDQ23,6.55,Low Fat,0.024664556,Breads,103.3332,OUT017,2007,,Tier 2,Supermarket Type1,2050.664 +NCK42,,Low Fat,0.013056494,Household,215.9192,OUT027,1985,Medium,Tier 3,Supermarket Type3,7334.4528 +NCO06,19.25,Low Fat,0.180820798,Household,35.9558,OUT010,1998,,Tier 3,Grocery Store,67.9116 +FDV24,5.635,Low Fat,0.103693024,Baking Goods,149.905,OUT018,2009,Medium,Tier 3,Supermarket Type2,2546.685 +FDK40,7.035,Low Fat,0.021849398,Frozen Foods,262.091,OUT046,1997,Small,Tier 1,Supermarket Type1,4207.856 +FDT23,7.72,Regular,0.074731477,Breads,77.5986,OUT046,1997,Small,Tier 1,Supermarket Type1,1947.465 +FDB50,13,Low Fat,0.154244343,Canned,77.9986,OUT018,2009,Medium,Tier 3,Supermarket Type2,1168.479 +NCF43,8.51,Low Fat,0,Household,142.147,OUT049,1999,Medium,Tier 1,Supermarket Type1,1717.764 +FDU26,,Regular,0.042412572,Dairy,119.0782,OUT027,1985,Medium,Tier 3,Supermarket Type3,1549.3166 +FDC10,9.8,Regular,0.072990979,Snack Foods,121.6098,OUT049,1999,Medium,Tier 1,Supermarket Type1,1566.6274 +FDK51,19.85,Low Fat,0.005243282,Dairy,266.1884,OUT049,1999,Medium,Tier 1,Supermarket Type1,3179.8608 +FDV09,12.1,Low Fat,0.034427577,Snack Foods,146.6734,OUT010,1998,,Tier 3,Grocery Store,296.9468 +DRL37,15.5,Low Fat,0.053455158,Soft Drinks,43.677,OUT049,1999,Medium,Tier 1,Supermarket Type1,562.601 +FDQ45,9.5,Regular,0,Snack Foods,182.3608,OUT010,1998,,Tier 3,Grocery Store,1102.5648 +FDO45,,Regular,0.037768989,Snack Foods,88.5856,OUT027,1985,Medium,Tier 3,Supermarket Type3,1845.5976 +FDP27,8.155,Low Fat,0.119428052,Meat,190.853,OUT035,2004,Small,Tier 2,Supermarket Type1,2466.789 +NCE07,8.18,Low Fat,0.013183517,Household,143.1154,OUT018,2009,Medium,Tier 3,Supermarket Type2,1843.6002 +FDL26,,Low Fat,0.072838381,Canned,155.2972,OUT027,1985,Medium,Tier 3,Supermarket Type3,5141.3076 +FDL09,19.6,Regular,0.128235131,Snack Foods,169.2816,OUT049,1999,Medium,Tier 1,Supermarket Type1,1174.4712 +NCA17,20.6,Low Fat,0,Health and Hygiene,148.8392,OUT046,1997,Small,Tier 1,Supermarket Type1,2684.5056 +NCL29,9.695,Low Fat,0.114583922,Health and Hygiene,156.4604,OUT017,2007,,Tier 2,Supermarket Type1,2535.3664 +FDS20,8.85,Low Fat,0.054171606,Fruits and Vegetables,183.9292,OUT017,2007,,Tier 2,Supermarket Type1,2918.8672 +NCD19,8.93,LF,0,Household,53.2614,OUT049,1999,Medium,Tier 1,Supermarket Type1,552.614 +FDF05,17.5,Low Fat,0.026912667,Frozen Foods,261.291,OUT049,1999,Medium,Tier 1,Supermarket Type1,3418.883 +FDI44,16.1,Low Fat,0.100799828,Fruits and Vegetables,78.4328,OUT017,2007,,Tier 2,Supermarket Type1,1467.4232 +NCY29,13.65,Low Fat,0.077390746,Health and Hygiene,54.693,OUT045,2002,,Tier 2,Supermarket Type1,679.116 +FDC60,5.425,Regular,0.191603334,Baking Goods,87.0514,OUT010,1998,,Tier 3,Grocery Store,88.5514 +DRL49,13.15,Low Fat,0.056543464,Soft Drinks,140.5812,OUT045,2002,,Tier 2,Supermarket Type1,427.4436 +FDT39,6.26,Regular,0.009923732,Meat,152.8366,OUT017,2007,,Tier 2,Supermarket Type1,3778.415 +FDE50,19.7,Regular,0.016238512,Canned,186.4556,OUT045,2002,,Tier 2,Supermarket Type1,5069.4012 +FDK25,,Regular,0.156072361,Breakfast,169.3474,OUT027,1985,Medium,Tier 3,Supermarket Type3,3874.2902 +DRK13,11.8,Low Fat,0.115636723,Soft Drinks,199.7084,OUT018,2009,Medium,Tier 3,Supermarket Type2,3571.3512 +DRD24,13.85,Low Fat,0.030920531,Soft Drinks,141.0154,OUT018,2009,Medium,Tier 3,Supermarket Type2,1701.7848 +FDX60,14.35,Low Fat,0.080594133,Baking Goods,80.996,OUT046,1997,Small,Tier 1,Supermarket Type1,1757.712 +FDT40,,Low Fat,0.167725251,Frozen Foods,128.3678,OUT019,1985,Small,Tier 1,Grocery Store,127.1678 +FDJ20,20.7,Regular,0.100378096,Fruits and Vegetables,122.4388,OUT045,2002,,Tier 2,Supermarket Type1,1238.388 +FDI58,7.64,Regular,0.070847865,Snack Foods,91.712,OUT045,2002,,Tier 2,Supermarket Type1,2050.664 +FDX04,19.6,Regular,0.04163619,Frozen Foods,47.3376,OUT049,1999,Medium,Tier 1,Supermarket Type1,1150.5024 +FDK55,18.5,Low Fat,0.025756826,Meat,87.2172,OUT035,2004,Small,Tier 2,Supermarket Type1,802.9548 +NCH06,12.3,Low Fat,0.076987408,Household,247.946,OUT017,2007,,Tier 2,Supermarket Type1,3202.498 +NCG54,12.1,Low Fat,0.079968115,Household,170.8106,OUT045,2002,,Tier 2,Supermarket Type1,4619.9862 +FDN46,7.21,Regular,0.14460413,Snack Foods,102.6332,OUT035,2004,Small,Tier 2,Supermarket Type1,2153.1972 +FDS46,17.6,Regular,0.047524635,Snack Foods,118.2782,OUT017,2007,,Tier 2,Supermarket Type1,715.0692 +FDM24,6.135,Regular,0.079776075,Baking Goods,152.8366,OUT017,2007,,Tier 2,Supermarket Type1,1964.7758 +NCC07,19.6,Low Fat,0.023988387,Household,104.5964,OUT049,1999,Medium,Tier 1,Supermarket Type1,1262.3568 +DRG51,12.1,Low Fat,0.011563024,Dairy,164.9526,OUT045,2002,,Tier 2,Supermarket Type1,2302.3364 +NCS53,14.5,Low Fat,0.089703476,Health and Hygiene,158.3604,OUT013,1987,High,Tier 3,Supermarket Type1,1109.2228 +FDC33,8.96,Regular,0.06893834,Fruits and Vegetables,196.4768,OUT046,1997,Small,Tier 1,Supermarket Type1,2561.9984 +FDD14,20.7,Low Fat,0.169667145,Canned,183.5266,OUT013,1987,High,Tier 3,Supermarket Type1,4426.2384 +FDJ52,7.145,Low Fat,0.017814518,Frozen Foods,159.8578,OUT049,1999,Medium,Tier 1,Supermarket Type1,2246.4092 +FDV33,9.6,Regular,0.027399064,Snack Foods,258.3304,OUT045,2002,,Tier 2,Supermarket Type1,4133.2864 +FDY33,14.5,Regular,0.097398254,Snack Foods,157.4262,OUT045,2002,,Tier 2,Supermarket Type1,3978.155 +FDE28,,Regular,0.232072674,Frozen Foods,229.4668,OUT019,1985,Small,Tier 1,Grocery Store,460.7336 +FDA57,18.85,Low Fat,0.039723999,Snack Foods,41.048,OUT045,2002,,Tier 2,Supermarket Type1,918.804 +DRC27,13.8,Low Fat,0.05843112,Dairy,243.6802,OUT017,2007,,Tier 2,Supermarket Type1,1965.4416 +FDA27,20.35,Regular,0.030990354,Dairy,256.3672,OUT045,2002,,Tier 2,Supermarket Type1,1022.6688 +FDO57,20.75,Low Fat,0.108689606,Snack Foods,159.3578,OUT035,2004,Small,Tier 2,Supermarket Type1,4492.8184 +FDZ44,8.185,Low Fat,0.038721734,Fruits and Vegetables,115.8808,OUT035,2004,Small,Tier 2,Supermarket Type1,1523.3504 +FDA58,9.395,Low Fat,0.103664897,Snack Foods,233.6932,OUT013,1987,High,Tier 3,Supermarket Type1,1414.1592 +DRB01,7.39,Low Fat,0.082367244,Soft Drinks,187.753,OUT049,1999,Medium,Tier 1,Supermarket Type1,1518.024 +FDX45,16.75,low fat,0.105282932,Snack Foods,156.963,OUT018,2009,Medium,Tier 3,Supermarket Type2,2816.334 +FDY12,9.8,Regular,0.141406394,Baking Goods,50.0008,OUT017,2007,,Tier 2,Supermarket Type1,506.008 +NCZ29,15,Low Fat,0.071516201,Health and Hygiene,127.7362,OUT045,2002,,Tier 2,Supermarket Type1,1761.7068 +FDF09,6.215,Low Fat,0.012198395,Fruits and Vegetables,37.4848,OUT018,2009,Medium,Tier 3,Supermarket Type2,186.424 +FDR48,11.65,Low Fat,0.132248069,Baking Goods,150.5024,OUT017,2007,,Tier 2,Supermarket Type1,3187.8504 +NCH29,5.51,Low Fat,0.034445116,Health and Hygiene,95.8726,OUT013,1987,High,Tier 3,Supermarket Type1,2153.1972 +FDN08,7.72,Regular,0.088543868,Fruits and Vegetables,117.5466,OUT045,2002,,Tier 2,Supermarket Type1,824.9262 +NCN30,16.35,Low Fat,0.016979063,Household,97.441,OUT013,1987,High,Tier 3,Supermarket Type1,772.328 +FDS12,,LF,0.304859104,Baking Goods,125.4362,OUT019,1985,Small,Tier 1,Grocery Store,755.0172 +FDN58,13.8,Regular,0.056825065,Snack Foods,230.9984,OUT013,1987,High,Tier 3,Supermarket Type1,4633.968 +FDF50,4.905,Low Fat,0.1175683,Canned,197.6768,OUT045,2002,,Tier 2,Supermarket Type1,2956.152 +NCR54,16.35,Low Fat,0.090562192,Household,198.211,OUT046,1997,Small,Tier 1,Supermarket Type1,1964.11 +FDQ21,21.25,Low Fat,0.019423232,Snack Foods,120.8756,OUT046,1997,Small,Tier 1,Supermarket Type1,3150.5656 +FDA13,15.85,Low Fat,0.078489577,Canned,39.9506,OUT013,1987,High,Tier 3,Supermarket Type1,645.1602 +FDY47,8.6,reg,0.054706408,Breads,128.931,OUT018,2009,Medium,Tier 3,Supermarket Type2,1428.141 +NCF31,9.13,Low Fat,0.051804278,Household,150.2024,OUT013,1987,High,Tier 3,Supermarket Type1,1821.6288 +FDL44,,Low Fat,0.012215675,Fruits and Vegetables,162.7894,OUT027,1985,Medium,Tier 3,Supermarket Type3,5500.8396 +FDT51,,Regular,0.019117392,Meat,110.6544,OUT019,1985,Small,Tier 1,Grocery Store,223.7088 +NCF31,,Low Fat,0.090778148,Household,153.1024,OUT019,1985,Small,Tier 1,Grocery Store,303.6048 +NCK31,10.895,Low Fat,0.027047774,Others,50.6666,OUT046,1997,Small,Tier 1,Supermarket Type1,666.4658 +DRM47,9.3,Low Fat,0.043874493,Hard Drinks,191.0846,OUT045,2002,,Tier 2,Supermarket Type1,1337.5922 +FDL40,17.7,Low Fat,0.011603492,Frozen Foods,97.741,OUT013,1987,High,Tier 3,Supermarket Type1,1158.492 +FDT34,9.3,LF,0.291826616,Snack Foods,107.1964,OUT010,1998,,Tier 3,Grocery Store,420.7856 +FDP40,4.555,Regular,0.034350673,Frozen Foods,112.7544,OUT035,2004,Small,Tier 2,Supermarket Type1,1789.6704 +NCJ31,19.2,Low Fat,0.183686937,Others,241.8196,OUT017,2007,,Tier 2,Supermarket Type1,1687.1372 +FDT50,,reg,0.107714834,Dairy,97.8752,OUT027,1985,Medium,Tier 3,Supermarket Type3,2109.2544 +FDG21,17.35,Regular,0.146299902,Seafood,150.405,OUT046,1997,Small,Tier 1,Supermarket Type1,3894.93 +FDM03,12.65,Low Fat,0.123531974,Meat,108.2938,OUT018,2009,Medium,Tier 3,Supermarket Type2,535.969 +FDO11,8,Regular,0.030311951,Breads,247.4092,OUT049,1999,Medium,Tier 1,Supermarket Type1,6972.2576 +FDX26,17.7,Low Fat,0.087986599,Dairy,181.4292,OUT045,2002,,Tier 2,Supermarket Type1,2918.8672 +FDF39,14.85,Regular,0.019590769,Dairy,261.591,OUT018,2009,Medium,Tier 3,Supermarket Type2,2366.919 +NCR53,12.15,Low Fat,0.242768664,Health and Hygiene,226.5404,OUT010,1998,,Tier 3,Grocery Store,225.0404 +FDL57,15.1,Regular,0.067064128,Snack Foods,257.9304,OUT035,2004,Small,Tier 2,Supermarket Type1,6458.26 +FDO44,12.6,Low Fat,0.087630566,Fruits and Vegetables,110.0228,OUT045,2002,,Tier 2,Supermarket Type1,3205.1612 +NCY41,16.75,Low Fat,0.075721301,Health and Hygiene,34.3532,OUT035,2004,Small,Tier 2,Supermarket Type1,1042.6428 +FDL08,10.8,Low Fat,0.049719026,Fruits and Vegetables,246.7144,OUT046,1997,Small,Tier 1,Supermarket Type1,5145.3024 +NCV30,20.2,Low Fat,0.065932087,Household,64.851,OUT046,1997,Small,Tier 1,Supermarket Type1,948.765 +FDL45,,Low Fat,0.037505332,Snack Foods,126.2704,OUT027,1985,Medium,Tier 3,Supermarket Type3,4255.7936 +FDK09,15.2,Low Fat,0.092282353,Snack Foods,227.2352,OUT017,2007,,Tier 2,Supermarket Type1,4122.6336 +FDQ58,7.315,Low Fat,0.01532563,Snack Foods,153.434,OUT049,1999,Medium,Tier 1,Supermarket Type1,459.402 +FDA28,16.1,Regular,0.047996608,Frozen Foods,127.0362,OUT018,2009,Medium,Tier 3,Supermarket Type2,1384.1982 +FDA02,,Regular,0.052040539,Dairy,143.1786,OUT019,1985,Small,Tier 1,Grocery Store,288.9572 +NCC54,17.75,Low Fat,0.097629611,Health and Hygiene,240.4196,OUT013,1987,High,Tier 3,Supermarket Type1,4579.3724 +FDA55,17.2,reg,0.057221177,Fruits and Vegetables,225.4088,OUT018,2009,Medium,Tier 3,Supermarket Type2,2460.7968 +NCJ43,6.635,Low Fat,0.045308629,Household,173.1396,OUT010,1998,,Tier 3,Grocery Store,348.8792 +NCB19,,Low Fat,0.158096128,Household,86.3882,OUT019,1985,Small,Tier 1,Grocery Store,85.8882 +FDA19,7.52,Low Fat,0.055127499,Fruits and Vegetables,128.2994,OUT046,1997,Small,Tier 1,Supermarket Type1,3983.4814 +FDD35,12.15,LF,0.025842905,Starchy Foods,119.844,OUT013,1987,High,Tier 3,Supermarket Type1,599.22 +FDK08,9.195,Regular,0.122802943,Fruits and Vegetables,100.1016,OUT018,2009,Medium,Tier 3,Supermarket Type2,1113.2176 +FDN27,,Low Fat,0.039370913,Meat,116.9808,OUT027,1985,Medium,Tier 3,Supermarket Type3,3866.9664 +NCC19,,Low Fat,0.096411426,Household,192.982,OUT027,1985,Medium,Tier 3,Supermarket Type3,4633.968 +FDL16,12.85,Low Fat,0.16871476,Frozen Foods,47.306,OUT049,1999,Medium,Tier 1,Supermarket Type1,1071.938 +NCL54,,Low Fat,0.082353076,Household,176.9054,OUT027,1985,Medium,Tier 3,Supermarket Type3,4202.5296 +FDR33,7.31,Low Fat,0.026830586,Snack Foods,108.057,OUT049,1999,Medium,Tier 1,Supermarket Type1,2087.283 +FDD52,18.25,Regular,0.183260221,Dairy,108.557,OUT035,2004,Small,Tier 2,Supermarket Type1,1208.427 +FDV33,9.6,Regular,0.027386122,Snack Foods,259.2304,OUT049,1999,Medium,Tier 1,Supermarket Type1,4649.9472 +FDF21,10.3,Regular,0,Fruits and Vegetables,191.153,OUT035,2004,Small,Tier 2,Supermarket Type1,1707.777 +FDM56,16.7,Low Fat,0,Fruits and Vegetables,109.1912,OUT018,2009,Medium,Tier 3,Supermarket Type2,545.956 +FDB12,11.15,Regular,0.105287746,Baking Goods,103.2648,OUT035,2004,Small,Tier 2,Supermarket Type1,2388.8904 +FDI48,11.85,Regular,0,Baking Goods,51.2666,OUT035,2004,Small,Tier 2,Supermarket Type1,410.1328 +FDH09,12.6,Low Fat,0.05616476,Seafood,51.8982,OUT049,1999,Medium,Tier 1,Supermarket Type1,473.3838 +FDQ36,7.855,Regular,0,Baking Goods,38.3848,OUT046,1997,Small,Tier 1,Supermarket Type1,932.12 +FDY16,18.35,Regular,0.092150005,Frozen Foods,184.8266,OUT013,1987,High,Tier 3,Supermarket Type1,3872.9586 +NCM43,,Low Fat,0.01938106,Others,164.321,OUT027,1985,Medium,Tier 3,Supermarket Type3,5546.114 +FDF59,12.5,LF,0.071534226,Starchy Foods,124.902,OUT018,2009,Medium,Tier 3,Supermarket Type2,1771.028 +NCR38,17.25,Low Fat,0.113497001,Household,253.4724,OUT035,2004,Small,Tier 2,Supermarket Type1,755.0172 +FDY13,12.1,Low Fat,0.030121709,Canned,78.067,OUT035,2004,Small,Tier 2,Supermarket Type1,2220.443 +FDC40,16,Regular,0.065051586,Dairy,76.1986,OUT035,2004,Small,Tier 2,Supermarket Type1,1090.5804 +FDT11,5.94,Regular,0.029538509,Breads,189.4556,OUT017,2007,,Tier 2,Supermarket Type1,1877.556 +FDT59,13.65,Low Fat,0.015976249,Breads,230.2668,OUT018,2009,Medium,Tier 3,Supermarket Type2,2994.7684 +NCU54,8.88,Low Fat,0.098622378,Household,208.427,OUT046,1997,Small,Tier 1,Supermarket Type1,5452.902 +FDG34,11.5,Regular,0.062885197,Snack Foods,106.7254,OUT010,1998,,Tier 3,Grocery Store,542.627 +FDQ36,7.855,Regular,0.162461219,Baking Goods,39.2848,OUT017,2007,,Tier 2,Supermarket Type1,857.5504 +DRZ11,8.85,Regular,0.112840108,Soft Drinks,122.0388,OUT049,1999,Medium,Tier 1,Supermarket Type1,1238.388 +DRH23,,Low Fat,0.298205272,Hard Drinks,55.7614,OUT019,1985,Small,Tier 1,Grocery Store,110.5228 +FDT55,13.6,Regular,0.043902087,Fruits and Vegetables,157.0946,OUT017,2007,,Tier 2,Supermarket Type1,5522.811 +NCV53,8.27,Low Fat,0.018797945,Health and Hygiene,241.288,OUT013,1987,High,Tier 3,Supermarket Type1,5512.824 +FDQ33,,Low Fat,0,Snack Foods,151.6708,OUT027,1985,Medium,Tier 3,Supermarket Type3,4815.0656 +NCJ54,9.895,Low Fat,0.060017128,Household,230.8642,OUT013,1987,High,Tier 3,Supermarket Type1,4414.9198 +FDY16,,reg,0.16147714,Frozen Foods,186.2266,OUT019,1985,Small,Tier 1,Grocery Store,1106.5596 +NCN07,18.5,Low Fat,0.033944698,Others,129.9284,OUT046,1997,Small,Tier 1,Supermarket Type1,1054.6272 +FDO01,21.1,Regular,0.020803054,Breakfast,129.7994,OUT018,2009,Medium,Tier 3,Supermarket Type2,1284.994 +FDP32,6.65,Low Fat,0.08816538,Fruits and Vegetables,126.8678,OUT017,2007,,Tier 2,Supermarket Type1,1780.3492 +NCN07,18.5,Low Fat,0.034082974,Others,130.9284,OUT018,2009,Medium,Tier 3,Supermarket Type2,1977.426 +DRN47,,Low Fat,0.016745264,Hard Drinks,180.766,OUT027,1985,Medium,Tier 3,Supermarket Type3,3056.022 +NCM18,13,LF,0.083009876,Household,61.1194,OUT045,2002,,Tier 2,Supermarket Type1,2352.9372 +FDD40,,Regular,0.014721719,Dairy,193.6162,OUT027,1985,Medium,Tier 3,Supermarket Type3,5195.2374 +FDW47,15,Low Fat,0.046375227,Breads,122.8414,OUT046,1997,Small,Tier 1,Supermarket Type1,731.0484 +FDI45,13.1,Low Fat,0.037639672,Fruits and Vegetables,175.6054,OUT049,1999,Medium,Tier 1,Supermarket Type1,1050.6324 +FDJ46,11.1,Low Fat,0.04500603,Snack Foods,174.0054,OUT018,2009,Medium,Tier 3,Supermarket Type2,2101.2648 +FDD38,16.75,Regular,0.013711274,Canned,100.2674,OUT010,1998,,Tier 3,Grocery Store,203.7348 +FDS37,7.655,Low Fat,0.032009653,Canned,117.2492,OUT045,2002,,Tier 2,Supermarket Type1,2432.8332 +FDY60,10.5,Regular,0.026424424,Baking Goods,145.2128,OUT045,2002,,Tier 2,Supermarket Type1,3739.1328 +FDP13,8.1,Regular,0.134870732,Canned,41.948,OUT018,2009,Medium,Tier 3,Supermarket Type2,199.74 +FDM28,15.7,Low Fat,0.045295529,Frozen Foods,181.366,OUT045,2002,,Tier 2,Supermarket Type1,1977.426 +FDY33,14.5,Regular,0.097750937,Snack Foods,159.7262,OUT017,2007,,Tier 2,Supermarket Type1,5728.5432 +NCM54,17.7,Low Fat,0.05089667,Household,125.5678,OUT013,1987,High,Tier 3,Supermarket Type1,1398.8458 +FDK04,7.36,Low Fat,0.052312034,Frozen Foods,58.5588,OUT046,1997,Small,Tier 1,Supermarket Type1,801.6232 +NCI42,18.75,Low Fat,0.010363586,Household,207.1954,OUT035,2004,Small,Tier 2,Supermarket Type1,1667.1632 +FDF45,18.2,Regular,0.012254429,Fruits and Vegetables,59.9904,OUT018,2009,Medium,Tier 3,Supermarket Type2,644.4944 +FDN56,5.46,Regular,0.107223632,Fruits and Vegetables,144.8786,OUT049,1999,Medium,Tier 1,Supermarket Type1,3323.0078 +FDR56,15.5,Regular,0.101335811,Fruits and Vegetables,196.5768,OUT017,2007,,Tier 2,Supermarket Type1,3350.3056 +FDX40,12.85,Low Fat,0.098993139,Frozen Foods,39.3164,OUT046,1997,Small,Tier 1,Supermarket Type1,540.6296 +FDB34,15.25,Low Fat,0.026760329,Snack Foods,86.0198,OUT017,2007,,Tier 2,Supermarket Type1,2006.0554 +FDY47,8.6,Regular,0.054594957,Breads,130.531,OUT045,2002,,Tier 2,Supermarket Type1,1298.31 +DRB01,7.39,Low Fat,0.082170947,Soft Drinks,190.953,OUT013,1987,High,Tier 3,Supermarket Type1,2466.789 +FDR51,9.035,Regular,0.173821519,Meat,151.4708,OUT045,2002,,Tier 2,Supermarket Type1,2407.5328 +FDR48,11.65,LF,0.131708682,Baking Goods,152.3024,OUT049,1999,Medium,Tier 1,Supermarket Type1,1518.024 +FDZ25,15.7,Regular,0.027594064,Canned,171.179,OUT013,1987,High,Tier 3,Supermarket Type1,1867.569 +FDJ04,18,Low Fat,0.12470444,Frozen Foods,120.3124,OUT045,2002,,Tier 2,Supermarket Type1,2725.7852 +NCG07,,Low Fat,0.052247806,Household,190.853,OUT027,1985,Medium,Tier 3,Supermarket Type3,4554.072 +FDB52,17.75,Low Fat,0.030559583,Dairy,257.4672,OUT018,2009,Medium,Tier 3,Supermarket Type2,3835.008 +FDH14,17.1,Regular,0.046903482,Canned,142.0838,OUT045,2002,,Tier 2,Supermarket Type1,2528.7084 +NCY17,18.2,Low Fat,0.163096139,Health and Hygiene,43.0086,OUT046,1997,Small,Tier 1,Supermarket Type1,758.3462 +FDX31,20.35,Regular,0,Fruits and Vegetables,234.4958,OUT045,2002,,Tier 2,Supermarket Type1,1402.1748 +FDN12,15.6,Low Fat,0.081103929,Baking Goods,112.3544,OUT046,1997,Small,Tier 1,Supermarket Type1,1006.6896 +FDG56,13.3,reg,0.071743629,Fruits and Vegetables,59.7536,OUT018,2009,Medium,Tier 3,Supermarket Type2,918.804 +FDP23,6.71,Low Fat,0.035731825,Breads,218.3166,OUT018,2009,Medium,Tier 3,Supermarket Type2,5660.6316 +FDC47,15,Low Fat,0.119131749,Snack Foods,226.9694,OUT045,2002,,Tier 2,Supermarket Type1,6851.082 +FDW25,,Low Fat,0.037217847,Canned,86.8224,OUT027,1985,Medium,Tier 3,Supermarket Type3,1448.7808 +NCR42,9.105,Low Fat,0.038559926,Household,33.89,OUT045,2002,,Tier 2,Supermarket Type1,99.87 +DRO59,11.8,Low Fat,0.054238448,Hard Drinks,75.4012,OUT049,1999,Medium,Tier 1,Supermarket Type1,986.7156 +FDT60,12,Low Fat,0.075856062,Baking Goods,124.5388,OUT018,2009,Medium,Tier 3,Supermarket Type2,1733.7432 +FDE32,20.7,Low Fat,0.048957533,Fruits and Vegetables,37.8506,OUT018,2009,Medium,Tier 3,Supermarket Type2,265.6542 +FDF21,10.3,Regular,0.059160135,Fruits and Vegetables,191.553,OUT017,2007,,Tier 2,Supermarket Type1,6641.355 +FDX04,19.6,Regular,0.041536962,Frozen Foods,46.0376,OUT013,1987,High,Tier 3,Supermarket Type1,527.3136 +FDC22,6.89,Regular,0,Snack Foods,193.482,OUT049,1999,Medium,Tier 1,Supermarket Type1,2510.066 +FDD39,16.7,Low Fat,0.070297175,Dairy,216.385,OUT045,2002,,Tier 2,Supermarket Type1,3678.545 +DRC36,13,Regular,0.044984874,Soft Drinks,175.0054,OUT046,1997,Small,Tier 1,Supermarket Type1,1926.1594 +DRE01,10.1,Low Fat,0.167155198,Soft Drinks,241.7512,OUT046,1997,Small,Tier 1,Supermarket Type1,5331.7264 +FDP37,15.6,Low Fat,0.142986863,Breakfast,130.3994,OUT013,1987,High,Tier 3,Supermarket Type1,2826.9868 +DRI01,7.97,Low Fat,0,Soft Drinks,173.7422,OUT045,2002,,Tier 2,Supermarket Type1,2759.0752 +NCE19,,Low Fat,0.162856593,Household,54.5956,OUT019,1985,Small,Tier 1,Grocery Store,218.3824 +NCS30,5.945,Low Fat,0,Household,128.9652,OUT017,2007,,Tier 2,Supermarket Type1,1808.3128 +FDX31,20.35,Regular,0.014885998,Fruits and Vegetables,234.4958,OUT018,2009,Medium,Tier 3,Supermarket Type2,3271.7412 +FDH47,13.5,Regular,0.128816212,Starchy Foods,96.4068,OUT046,1997,Small,Tier 1,Supermarket Type1,2527.3768 +FDY11,6.71,reg,0.029680868,Baking Goods,65.0142,OUT018,2009,Medium,Tier 3,Supermarket Type2,856.8846 +FDU23,12.15,Low Fat,0.036360676,Breads,166.0184,OUT010,1998,,Tier 3,Grocery Store,330.2368 +FDO19,17.7,Regular,0.016582833,Fruits and Vegetables,50.5034,OUT013,1987,High,Tier 3,Supermarket Type1,1458.102 +FDP08,20.5,Regular,0.112316501,Fruits and Vegetables,193.9478,OUT013,1987,High,Tier 3,Supermarket Type1,4456.1994 +FDX19,19.1,Low Fat,0.096653315,Fruits and Vegetables,235.1958,OUT013,1987,High,Tier 3,Supermarket Type1,4673.916 +FDJ28,12.3,Low Fat,0.021984639,Frozen Foods,191.2162,OUT017,2007,,Tier 2,Supermarket Type1,1924.162 +FDE29,8.905,Low Fat,0.143351652,Frozen Foods,62.0878,OUT049,1999,Medium,Tier 1,Supermarket Type1,302.939 +FDC14,14.5,Regular,0.041482394,Canned,40.0454,OUT017,2007,,Tier 2,Supermarket Type1,209.727 +FDV44,8.365,Regular,0.040069806,Fruits and Vegetables,190.7188,OUT017,2007,,Tier 2,Supermarket Type1,1904.188 +NCF43,8.51,Low Fat,0.052239735,Household,141.947,OUT017,2007,,Tier 2,Supermarket Type1,2004.058 +NCY42,6.38,Low Fat,0.015149955,Household,144.047,OUT013,1987,High,Tier 3,Supermarket Type1,3149.234 +NCZ06,,Low Fat,0.09370568,Household,253.8698,OUT027,1985,Medium,Tier 3,Supermarket Type3,3297.7074 +FDB29,16.7,Regular,0.052401766,Frozen Foods,115.1176,OUT035,2004,Small,Tier 2,Supermarket Type1,1488.7288 +FDL28,10,Regular,0.063121982,Frozen Foods,231.7668,OUT013,1987,High,Tier 3,Supermarket Type1,460.7336 +FDF57,14.5,Regular,0.058946687,Fruits and Vegetables,168.6448,OUT045,2002,,Tier 2,Supermarket Type1,2897.5616 +FDE44,14.65,Low Fat,0.171245426,Fruits and Vegetables,50.3692,OUT013,1987,High,Tier 3,Supermarket Type1,591.2304 +FDU33,,Regular,0.134057426,Snack Foods,45.3402,OUT027,1985,Medium,Tier 3,Supermarket Type3,918.804 +FDA08,11.85,Regular,0.050368454,Fruits and Vegetables,163.8526,OUT017,2007,,Tier 2,Supermarket Type1,1808.9786 +NCC06,19,Low Fat,0.026986367,Household,127.1336,OUT046,1997,Small,Tier 1,Supermarket Type1,2812.3392 +FDO32,6.36,Low Fat,0.120543611,Fruits and Vegetables,45.806,OUT046,1997,Small,Tier 1,Supermarket Type1,1165.15 +FDU39,18.85,LF,0.036037952,Meat,58.4562,OUT046,1997,Small,Tier 1,Supermarket Type1,711.0744 +NCK18,9.6,Low Fat,0.006725388,Household,165.9184,OUT018,2009,Medium,Tier 3,Supermarket Type2,2972.1312 +FDI26,5.94,Low Fat,0.034940979,Canned,177.3344,OUT049,1999,Medium,Tier 1,Supermarket Type1,1605.9096 +DRE37,13.5,Low Fat,0.094219593,Soft Drinks,189.9872,OUT046,1997,Small,Tier 1,Supermarket Type1,1323.6104 +NCN26,10.85,LF,0.048004263,Household,117.5808,OUT010,1998,,Tier 3,Grocery Store,351.5424 +FDS16,15.15,Regular,0.066164431,Frozen Foods,147.376,OUT035,2004,Small,Tier 2,Supermarket Type1,2197.14 +FDE40,15.6,Regular,0,Dairy,62.4194,OUT018,2009,Medium,Tier 3,Supermarket Type2,804.9522 +FDP03,5.15,Regular,0,Meat,122.9388,OUT017,2007,,Tier 2,Supermarket Type1,2105.2596 +FDA27,20.35,Regular,0.030975716,Dairy,253.9672,OUT049,1999,Medium,Tier 1,Supermarket Type1,3068.0064 +FDJ12,8.895,Regular,0.039101813,Baking Goods,208.8296,OUT049,1999,Medium,Tier 1,Supermarket Type1,5400.9696 +FDT03,21.25,Low Fat,0.010039493,Meat,181.7608,OUT018,2009,Medium,Tier 3,Supermarket Type2,1102.5648 +FDF50,4.905,Low Fat,0.117308165,Canned,195.7768,OUT035,2004,Small,Tier 2,Supermarket Type1,2956.152 +FDC51,10.895,Regular,0.009641375,Dairy,124.173,OUT045,2002,,Tier 2,Supermarket Type1,1601.249 +NCL55,,Low Fat,0.113212516,Others,254.604,OUT019,1985,Small,Tier 1,Grocery Store,759.012 +FDZ23,17.75,Regular,0.067490036,Baking Goods,185.224,OUT035,2004,Small,Tier 2,Supermarket Type1,6338.416 +FDW24,6.8,Low Fat,0.037573095,Baking Goods,50.2034,OUT045,2002,,Tier 2,Supermarket Type1,1166.4816 +FDH21,10.395,Low Fat,0.031219108,Seafood,156.9604,OUT035,2004,Small,Tier 2,Supermarket Type1,4595.3516 +NCQ41,14.8,Low Fat,0.032606181,Health and Hygiene,193.5794,OUT010,1998,,Tier 3,Grocery Store,390.1588 +FDH48,13.5,Low Fat,0,Baking Goods,84.554,OUT018,2009,Medium,Tier 3,Supermarket Type2,778.986 +FDX11,16,Regular,0.106731895,Baking Goods,183.6634,OUT035,2004,Small,Tier 2,Supermarket Type1,2544.6876 +FDK33,17.85,Low Fat,0.0112259,Snack Foods,211.956,OUT013,1987,High,Tier 3,Supermarket Type1,4474.176 +FDV36,18.7,Low Fat,0.026355345,Baking Goods,127.102,OUT045,2002,,Tier 2,Supermarket Type1,3289.052 +NCW41,18,Low Fat,0.01548171,Health and Hygiene,159.3604,OUT045,2002,,Tier 2,Supermarket Type1,2059.9852 +FDU32,,Low Fat,0.045465958,Fruits and Vegetables,120.8414,OUT019,1985,Small,Tier 1,Grocery Store,852.8898 +FDE36,5.26,Regular,0.041857101,Baking Goods,162.7868,OUT045,2002,,Tier 2,Supermarket Type1,4258.4568 +FDO27,6.175,Regular,0,Meat,94.9752,OUT045,2002,,Tier 2,Supermarket Type1,1534.0032 +FDW27,5.86,Regular,0.151159243,Meat,156.6314,OUT045,2002,,Tier 2,Supermarket Type1,3257.7594 +FDJ48,,Low Fat,0.056161529,Baking Goods,246.9118,OUT027,1985,Medium,Tier 3,Supermarket Type3,5681.2714 +FDR11,10.5,Regular,0.142419608,Breads,161.1578,OUT013,1987,High,Tier 3,Supermarket Type1,1765.0358 +FDV07,9.5,Low Fat,0.031410378,Fruits and Vegetables,110.3228,OUT018,2009,Medium,Tier 3,Supermarket Type2,2763.07 +FDO50,,Low Fat,0.077790204,Canned,93.0804,OUT027,1985,Medium,Tier 3,Supermarket Type3,2940.1728 +FDN04,11.8,Regular,0.014166739,Frozen Foods,178.2344,OUT017,2007,,Tier 2,Supermarket Type1,2854.9504 +FDZ08,12.5,Regular,0.110215444,Fruits and Vegetables,81.8592,OUT045,2002,,Tier 2,Supermarket Type1,1238.388 +FDD05,19.35,Low Fat,0.016679143,Frozen Foods,119.3098,OUT018,2009,Medium,Tier 3,Supermarket Type2,1928.1568 +FDV60,20.2,Regular,0.117339056,Baking Goods,195.011,OUT035,2004,Small,Tier 2,Supermarket Type1,2749.754 +NCG30,20.2,Low Fat,0.112227747,Household,123.5046,OUT013,1987,High,Tier 3,Supermarket Type1,2739.1012 +FDX37,,Low Fat,0.062724117,Canned,100.57,OUT027,1985,Medium,Tier 3,Supermarket Type3,5093.37 +FDW24,6.8,Low Fat,0.037555348,Baking Goods,49.6034,OUT049,1999,Medium,Tier 1,Supermarket Type1,972.068 +DRM48,,Low Fat,0.112349962,Soft Drinks,39.1848,OUT027,1985,Medium,Tier 3,Supermarket Type3,559.272 +FDF46,,Low Fat,0.093217569,Snack Foods,116.7834,OUT027,1985,Medium,Tier 3,Supermarket Type3,4952.8862 +NCY54,8.43,Low Fat,0.177661246,Household,170.5422,OUT035,2004,Small,Tier 2,Supermarket Type1,3621.2862 +FDS35,9.3,Low Fat,0.11184963,Breads,64.6826,OUT017,2007,,Tier 2,Supermarket Type1,774.9912 +FDB04,11.35,Regular,0.06321435,Dairy,88.3856,OUT035,2004,Small,Tier 2,Supermarket Type1,1318.284 +NCK05,20.1,LF,0.077892365,Health and Hygiene,59.3536,OUT017,2007,,Tier 2,Supermarket Type1,918.804 +FDT46,11.35,Low Fat,0.051564827,Snack Foods,49.0008,OUT010,1998,,Tier 3,Grocery Store,101.2016 +FDP52,,Regular,0.070349402,Frozen Foods,228.601,OUT027,1985,Medium,Tier 3,Supermarket Type3,7350.432 +NCR17,9.8,Low Fat,0.024521239,Health and Hygiene,117.5492,OUT017,2007,,Tier 2,Supermarket Type1,1390.1904 +NCN54,20.35,Low Fat,0.021447102,Household,76.3328,OUT017,2007,,Tier 2,Supermarket Type1,1312.9576 +FDX12,18.2,Regular,0.026059557,Baking Goods,241.2196,OUT035,2004,Small,Tier 2,Supermarket Type1,6507.5292 +DRL23,18.35,Low Fat,0.015301418,Hard Drinks,105.2938,OUT035,2004,Small,Tier 2,Supermarket Type1,2036.6822 +DRN47,12.1,Low Fat,0,Hard Drinks,179.866,OUT045,2002,,Tier 2,Supermarket Type1,3595.32 +FDM25,10.695,Regular,0.060615254,Breakfast,174.0712,OUT013,1987,High,Tier 3,Supermarket Type1,2460.7968 +FDF52,,Low Fat,0.066459891,Frozen Foods,184.2292,OUT027,1985,Medium,Tier 3,Supermarket Type3,4560.73 +FDU21,11.8,Regular,0.076876046,Snack Foods,33.1558,OUT045,2002,,Tier 2,Supermarket Type1,543.2928 +FDI15,13.8,Low Fat,0.14215211,Dairy,263.5884,OUT017,2007,,Tier 2,Supermarket Type1,2384.8956 +FDJ09,15,Low Fat,0.058632705,Snack Foods,46.4744,OUT018,2009,Medium,Tier 3,Supermarket Type2,543.2928 +FDW03,5.63,Regular,0.024541277,Meat,105.1306,OUT046,1997,Small,Tier 1,Supermarket Type1,3135.918 +FDA07,7.55,Regular,0.030992735,Fruits and Vegetables,124.3072,OUT049,1999,Medium,Tier 1,Supermarket Type1,2695.1584 +FDU39,18.85,Low Fat,0.036241797,Meat,57.3562,OUT017,2007,,Tier 2,Supermarket Type1,1007.3554 +FDI60,7.22,Regular,0.038398937,Baking Goods,61.951,OUT045,2002,,Tier 2,Supermarket Type1,1518.024 +FDK33,17.85,Low Fat,0.011258035,Snack Foods,211.656,OUT045,2002,,Tier 2,Supermarket Type1,2556.672 +FDN01,8.895,Low Fat,0.072511335,Breakfast,177.437,OUT049,1999,Medium,Tier 1,Supermarket Type1,3528.74 +FDV38,19.25,Low Fat,0.101689151,Dairy,54.6956,OUT013,1987,High,Tier 3,Supermarket Type1,163.7868 +NCV06,11.3,Low Fat,0.066625843,Household,194.2478,OUT013,1987,High,Tier 3,Supermarket Type1,2712.4692 +FDQ34,10.85,Low Fat,0.162242617,Snack Foods,107.8622,OUT046,1997,Small,Tier 1,Supermarket Type1,1058.622 +DRK37,5,Low Fat,0,Soft Drinks,189.853,OUT045,2002,,Tier 2,Supermarket Type1,4933.578 +NCY53,20,Low Fat,0,Health and Hygiene,110.2544,OUT013,1987,High,Tier 3,Supermarket Type1,1454.1072 +FDD53,,Low Fat,0.044008347,Frozen Foods,43.7454,OUT027,1985,Medium,Tier 3,Supermarket Type3,671.1264 +FDV49,10,Low Fat,0.025867353,Canned,264.6226,OUT049,1999,Medium,Tier 1,Supermarket Type1,4757.8068 +FDY36,,Low Fat,0.016476619,Baking Goods,74.338,OUT019,1985,Small,Tier 1,Grocery Store,146.476 +FDH34,8.63,Low Fat,0.031095246,Snack Foods,185.7582,OUT046,1997,Small,Tier 1,Supermarket Type1,3529.4058 +NCD07,9.1,LF,0,Household,115.4518,OUT017,2007,,Tier 2,Supermarket Type1,2390.8878 +FDB51,6.92,Low Fat,0.038422076,Dairy,62.5852,OUT013,1987,High,Tier 3,Supermarket Type1,438.0964 +NCH42,6.86,Low Fat,0.061155983,Household,228.401,OUT010,1998,,Tier 3,Grocery Store,229.701 +NCI31,20,Low Fat,0.08131178,Others,37.819,OUT035,2004,Small,Tier 2,Supermarket Type1,439.428 +FDL56,14.1,Low Fat,0.125756824,Fruits and Vegetables,87.1198,OUT035,2004,Small,Tier 2,Supermarket Type1,2529.3742 +FDG29,17.6,Low Fat,0.05661033,Frozen Foods,41.7454,OUT017,2007,,Tier 2,Supermarket Type1,209.727 +FDJ45,17.75,LF,0.073709686,Seafood,35.1216,OUT018,2009,Medium,Tier 3,Supermarket Type2,415.4592 +FDJ38,8.6,Regular,0.040432954,Canned,191.653,OUT017,2007,,Tier 2,Supermarket Type1,3795.06 +NCO05,7.27,Low Fat,0.046749112,Health and Hygiene,100.4384,OUT018,2009,Medium,Tier 3,Supermarket Type2,1970.768 +FDW24,6.8,Low Fat,0.062762374,Baking Goods,50.4034,OUT010,1998,,Tier 3,Grocery Store,48.6034 +FDN34,,Regular,0.045542628,Snack Foods,170.7132,OUT027,1985,Medium,Tier 3,Supermarket Type3,4904.2828 +FDH46,6.935,Regular,0.041346469,Snack Foods,103.1332,OUT049,1999,Medium,Tier 1,Supermarket Type1,820.2656 +FDW39,6.69,Regular,0.036903419,Meat,175.137,OUT035,2004,Small,Tier 2,Supermarket Type1,1235.059 +DRK59,,Low Fat,0.075084457,Hard Drinks,233.9616,OUT027,1985,Medium,Tier 3,Supermarket Type3,4452.8704 +FDU25,12.35,Low Fat,0.026735372,Canned,57.4246,OUT045,2002,,Tier 2,Supermarket Type1,810.9444 +FDC44,15.6,Low Fat,0.172453254,Fruits and Vegetables,115.1518,OUT013,1987,High,Tier 3,Supermarket Type1,683.1108 +FDG17,,Regular,0.035666655,Frozen Foods,246.2486,OUT027,1985,Medium,Tier 3,Supermarket Type3,8063.5038 +FDI45,13.1,Low Fat,0.037581243,Fruits and Vegetables,175.5054,OUT046,1997,Small,Tier 1,Supermarket Type1,2451.4756 +FDK08,9.195,Regular,0.122202946,Fruits and Vegetables,100.1016,OUT013,1987,High,Tier 3,Supermarket Type1,1619.2256 +FDW36,11.15,Low Fat,0.056921876,Baking Goods,107.1622,OUT035,2004,Small,Tier 2,Supermarket Type1,423.4488 +FDL39,16.1,Regular,0.063319379,Dairy,180.9318,OUT035,2004,Small,Tier 2,Supermarket Type1,1984.7498 +FDS13,6.465,Low Fat,0.124402507,Canned,266.1884,OUT013,1987,High,Tier 3,Supermarket Type1,5299.768 +FDO57,20.75,Low Fat,0.108879177,Snack Foods,161.5578,OUT049,1999,Medium,Tier 1,Supermarket Type1,320.9156 +FDS37,7.655,Low Fat,0.032125561,Canned,115.7492,OUT017,2007,,Tier 2,Supermarket Type1,2548.6824 +FDV26,20.25,Regular,0.076097073,Dairy,193.5794,OUT013,1987,High,Tier 3,Supermarket Type1,1950.794 +FDJ22,18.75,low fat,0.052766297,Snack Foods,189.7504,OUT013,1987,High,Tier 3,Supermarket Type1,2492.7552 +FDC16,11.5,Regular,0.020601791,Dairy,86.054,OUT049,1999,Medium,Tier 1,Supermarket Type1,1038.648 +NCH42,,Low Fat,0.036360386,Household,231.601,OUT027,1985,Medium,Tier 3,Supermarket Type3,7580.133 +FDD46,,Low Fat,0.140571971,Snack Foods,154.7998,OUT027,1985,Medium,Tier 3,Supermarket Type3,3383.5956 +FDT25,7.5,Low Fat,0.05074138,Canned,123.2072,OUT035,2004,Small,Tier 2,Supermarket Type1,1837.608 +FDR34,17,Regular,0.015997687,Snack Foods,229.1352,OUT045,2002,,Tier 2,Supermarket Type1,4580.704 +FDQ10,,Low Fat,0.033018559,Snack Foods,170.4422,OUT027,1985,Medium,Tier 3,Supermarket Type3,5000.8238 +DRI03,6.03,Low Fat,0.022703693,Dairy,177.9028,OUT046,1997,Small,Tier 1,Supermarket Type1,4781.7756 +FDB58,,Regular,0.013431109,Snack Foods,143.7154,OUT027,1985,Medium,Tier 3,Supermarket Type3,4821.7236 +FDQ03,15,Regular,0,Meat,235.6248,OUT049,1999,Medium,Tier 1,Supermarket Type1,1896.1984 +DRD27,18.75,Low Fat,0.023876985,Dairy,97.4042,OUT049,1999,Medium,Tier 1,Supermarket Type1,2281.6966 +FDK33,17.85,Low Fat,0.011281018,Snack Foods,213.756,OUT018,2009,Medium,Tier 3,Supermarket Type2,3408.896 +DRL23,18.35,Low Fat,0.015328106,Hard Drinks,107.5938,OUT049,1999,Medium,Tier 1,Supermarket Type1,1822.2946 +FDW32,18.35,Regular,0.094488071,Fruits and Vegetables,87.1882,OUT045,2002,,Tier 2,Supermarket Type1,515.3292 +NCL05,19.6,Low Fat,0.047897663,Health and Hygiene,44.677,OUT046,1997,Small,Tier 1,Supermarket Type1,173.108 +DRB01,,Low Fat,0.081841136,Soft Drinks,190.053,OUT027,1985,Medium,Tier 3,Supermarket Type3,569.259 +NCL06,14.65,Low Fat,0.072212787,Household,260.9594,OUT045,2002,,Tier 2,Supermarket Type1,2878.2534 +FDH10,21,Low Fat,0.049505857,Snack Foods,195.3478,OUT018,2009,Medium,Tier 3,Supermarket Type2,1162.4868 +NCO14,9.6,Low Fat,0.02981155,Household,45.2086,OUT017,2007,,Tier 2,Supermarket Type1,669.129 +FDV03,17.6,Low Fat,0.058181585,Meat,154.4314,OUT049,1999,Medium,Tier 1,Supermarket Type1,2326.971 +FDW52,14,Regular,0.037734782,Frozen Foods,166.4526,OUT017,2007,,Tier 2,Supermarket Type1,4769.1254 +NCZ30,6.59,Low Fat,0,Household,119.1098,OUT017,2007,,Tier 2,Supermarket Type1,964.0784 +FDY35,17.6,Regular,0.026827052,Breads,47.8402,OUT010,1998,,Tier 3,Grocery Store,91.8804 +FDN31,11.5,Low Fat,0.072881535,Fruits and Vegetables,191.353,OUT046,1997,Small,Tier 1,Supermarket Type1,2277.036 +FDX31,20.35,Regular,0.014822802,Fruits and Vegetables,234.0958,OUT035,2004,Small,Tier 2,Supermarket Type1,2570.6538 +NCJ05,18.7,Low Fat,0.046159928,Health and Hygiene,152.3682,OUT049,1999,Medium,Tier 1,Supermarket Type1,1677.1502 +FDN56,5.46,Regular,0.107662745,Fruits and Vegetables,143.8786,OUT017,2007,,Tier 2,Supermarket Type1,4334.358 +FDZ04,9.31,Low Fat,0.038014104,Frozen Foods,62.351,OUT049,1999,Medium,Tier 1,Supermarket Type1,822.263 +FDJ44,12.3,Regular,0.106307146,Fruits and Vegetables,174.9396,OUT035,2004,Small,Tier 2,Supermarket Type1,1569.9564 +FDI08,18.2,Regular,0.066672058,Fruits and Vegetables,248.1092,OUT017,2007,,Tier 2,Supermarket Type1,4233.1564 +FDB59,18.25,Low Fat,0.015341139,Snack Foods,200.0084,OUT018,2009,Medium,Tier 3,Supermarket Type2,1984.084 +FDY15,18.25,Regular,0.171174491,Dairy,156.463,OUT045,2002,,Tier 2,Supermarket Type1,938.778 +NCZ18,,Low Fat,0.325780807,Household,252.7698,OUT019,1985,Small,Tier 1,Grocery Store,761.0094 +DRO47,10.195,Low Fat,0.112859454,Hard Drinks,114.486,OUT017,2007,,Tier 2,Supermarket Type1,2490.092 +FDW21,5.34,Regular,0.005962753,Snack Foods,102.4358,OUT035,2004,Small,Tier 2,Supermarket Type1,2010.716 +FDZ14,,Regular,0.047358246,Dairy,123.1756,OUT027,1985,Medium,Tier 3,Supermarket Type3,3998.7948 +FDM09,11.15,Regular,0.086105815,Snack Foods,167.879,OUT045,2002,,Tier 2,Supermarket Type1,2886.243 +FDK43,9.8,Low Fat,0.026882496,Meat,126.302,OUT049,1999,Medium,Tier 1,Supermarket Type1,3036.048 +FDE45,12.1,Low Fat,0.040521714,Fruits and Vegetables,178.5002,OUT018,2009,Medium,Tier 3,Supermarket Type2,5552.1062 +FDR35,,Low Fat,0.020597493,Breads,200.0742,OUT027,1985,Medium,Tier 3,Supermarket Type3,8958.339 +FDT58,,Low Fat,0.085538477,Snack Foods,169.2816,OUT027,1985,Medium,Tier 3,Supermarket Type3,3523.4136 +FDS57,15.5,Low Fat,0,Snack Foods,141.547,OUT017,2007,,Tier 2,Supermarket Type1,3006.087 +FDF10,15.5,Regular,0,Snack Foods,147.2418,OUT018,2009,Medium,Tier 3,Supermarket Type2,1324.2762 +FDP03,5.15,Regular,0.10239789,Meat,122.1388,OUT010,1998,,Tier 3,Grocery Store,495.3552 +FDT04,17.25,Low Fat,0,Frozen Foods,37.5822,OUT010,1998,,Tier 3,Grocery Store,196.411 +NCW53,18.35,Low Fat,0.0304697,Health and Hygiene,191.3162,OUT013,1987,High,Tier 3,Supermarket Type1,1346.9134 +FDA39,6.32,Low Fat,0.021287234,Meat,38.5822,OUT010,1998,,Tier 3,Grocery Store,78.5644 +NCH29,5.51,Low Fat,0.034467286,Health and Hygiene,96.7726,OUT035,2004,Small,Tier 2,Supermarket Type1,2642.5602 +FDU02,13.35,Low Fat,0.1027194,Dairy,228.8352,OUT045,2002,,Tier 2,Supermarket Type1,5267.8096 +FDN13,,Low Fat,0.266234421,Breakfast,98.5358,OUT019,1985,Small,Tier 1,Grocery Store,402.1432 +FDX56,,Regular,0.129668578,Fruits and Vegetables,206.8638,OUT019,1985,Small,Tier 1,Grocery Store,207.0638 +FDT11,,Regular,0.02923013,Breads,189.4556,OUT027,1985,Medium,Tier 3,Supermarket Type3,3567.3564 +NCC18,,Low Fat,0.176411579,Household,173.2422,OUT027,1985,Medium,Tier 3,Supermarket Type3,2069.3064 +FDA32,14,Low Fat,0.050371508,Fruits and Vegetables,214.7192,OUT010,1998,,Tier 3,Grocery Store,862.8768 +FDU39,18.85,Low Fat,0.036184755,Meat,58.5562,OUT018,2009,Medium,Tier 3,Supermarket Type2,770.3306 +FDV27,,Regular,0.070017381,Meat,89.3514,OUT019,1985,Small,Tier 1,Grocery Store,177.1028 +NCW53,18.35,Low Fat,0.030556922,Health and Hygiene,190.6162,OUT045,2002,,Tier 2,Supermarket Type1,3271.0754 +NCZ42,10.5,Low Fat,0.011278535,Household,237.0248,OUT013,1987,High,Tier 3,Supermarket Type1,5451.5704 +FDO46,9.6,Regular,0,Snack Foods,191.0872,OUT017,2007,,Tier 2,Supermarket Type1,4349.0056 +FDQ57,,Low Fat,0.027812304,Snack Foods,147.476,OUT027,1985,Medium,Tier 3,Supermarket Type3,3368.948 +FDZ36,6.035,Regular,0.066051758,Baking Goods,187.724,OUT018,2009,Medium,Tier 3,Supermarket Type2,2050.664 +FDK38,6.65,Low Fat,0.053506996,Canned,150.0734,OUT018,2009,Medium,Tier 3,Supermarket Type2,3563.3616 +FDU51,,Regular,0.096046304,Meat,178.7028,OUT027,1985,Medium,Tier 3,Supermarket Type3,4604.6728 +FDS14,7.285,Low Fat,0.049922304,Dairy,156.9288,OUT013,1987,High,Tier 3,Supermarket Type1,1571.288 +FDQ40,11.1,Regular,0.036083537,Frozen Foods,175.4712,OUT049,1999,Medium,Tier 1,Supermarket Type1,2988.1104 +FDE20,11.35,Regular,0.005539114,Fruits and Vegetables,167.879,OUT049,1999,Medium,Tier 1,Supermarket Type1,4074.696 +FDH58,12.3,Low Fat,0.036939673,Snack Foods,113.1834,OUT046,1997,Small,Tier 1,Supermarket Type1,3109.9518 +NCK53,11.6,Low Fat,0.037793818,Health and Hygiene,99.3042,OUT017,2007,,Tier 2,Supermarket Type1,2281.6966 +FDJ44,12.3,Regular,0.106928681,Fruits and Vegetables,173.7396,OUT017,2007,,Tier 2,Supermarket Type1,3663.2316 +FDN22,18.85,Regular,0.138585859,Snack Foods,252.4724,OUT045,2002,,Tier 2,Supermarket Type1,3271.7412 +FDH56,9.8,Regular,0.06407717,Fruits and Vegetables,116.7492,OUT018,2009,Medium,Tier 3,Supermarket Type2,1621.8888 +FDK48,7.445,Low Fat,0.037708542,Baking Goods,74.7354,OUT045,2002,,Tier 2,Supermarket Type1,1128.531 +FDQ40,11.1,Regular,0.036020711,Frozen Foods,177.2712,OUT035,2004,Small,Tier 2,Supermarket Type1,2109.2544 +FDH10,21,Low Fat,0.049295686,Snack Foods,194.4478,OUT035,2004,Small,Tier 2,Supermarket Type1,968.739 +FDM21,20.2,Low Fat,0.06449461,Snack Foods,259.2646,OUT045,2002,,Tier 2,Supermarket Type1,3091.9752 +FDX12,18.2,Regular,0.026117345,Baking Goods,239.2196,OUT045,2002,,Tier 2,Supermarket Type1,3133.2548 +FDM51,11.8,Regular,0.025904648,Meat,102.4674,OUT013,1987,High,Tier 3,Supermarket Type1,2037.348 +FDG09,20.6,Regular,0.080235512,Fruits and Vegetables,188.9556,OUT010,1998,,Tier 3,Grocery Store,563.2668 +DRD37,9.8,Low Fat,0.013830218,Soft Drinks,45.306,OUT013,1987,High,Tier 3,Supermarket Type1,1304.968 +FDN21,18.6,Low Fat,0.076855628,Snack Foods,161.0236,OUT046,1997,Small,Tier 1,Supermarket Type1,483.3708 +NCQ06,13,Low Fat,0.041824524,Household,256.7014,OUT046,1997,Small,Tier 1,Supermarket Type1,2805.0154 +FDV52,20.7,Regular,0.12152072,Frozen Foods,118.0466,OUT046,1997,Small,Tier 1,Supermarket Type1,1060.6194 +FDC10,9.8,Regular,0.073289899,Snack Foods,120.8098,OUT017,2007,,Tier 2,Supermarket Type1,1325.6078 +FDX51,9.5,Regular,0.022054553,Meat,195.4452,OUT035,2004,Small,Tier 2,Supermarket Type1,4502.1396 +NCD54,21.1,low fat,0.029054046,Household,144.6786,OUT049,1999,Medium,Tier 1,Supermarket Type1,2889.572 +NCK18,,Low Fat,0.006665667,Household,164.1184,OUT027,1985,Medium,Tier 3,Supermarket Type3,3797.7232 +FDZ01,8.975,Regular,0.009057132,Canned,104.099,OUT035,2004,Small,Tier 2,Supermarket Type1,2476.776 +FDT48,4.92,Low Fat,0.045955031,Baking Goods,199.1084,OUT046,1997,Small,Tier 1,Supermarket Type1,2182.4924 +FDB40,17.5,Regular,0.007551607,Dairy,145.8102,OUT049,1999,Medium,Tier 1,Supermarket Type1,1895.5326 +NCC07,,Low Fat,0.023835164,Household,103.3964,OUT027,1985,Medium,Tier 3,Supermarket Type3,3050.6956 +FDT52,9.695,Regular,0.047503318,Frozen Foods,244.6144,OUT049,1999,Medium,Tier 1,Supermarket Type1,3185.1872 +FDK09,,Low Fat,0.160665697,Snack Foods,227.5352,OUT019,1985,Small,Tier 1,Grocery Store,916.1408 +NCQ30,7.725,LF,0.048661041,Household,123.7414,OUT010,1998,,Tier 3,Grocery Store,121.8414 +FDZ60,,Low Fat,0.208987123,Baking Goods,106.0596,OUT019,1985,Small,Tier 1,Grocery Store,215.7192 +NCK18,9.6,Low Fat,0.006692529,Household,164.9184,OUT013,1987,High,Tier 3,Supermarket Type1,2972.1312 +FDV11,9.1,Regular,0.136695145,Breads,173.4054,OUT010,1998,,Tier 3,Grocery Store,875.527 +FDR25,17,Regular,0.140311123,Canned,265.6884,OUT017,2007,,Tier 2,Supermarket Type1,2649.884 +FDB26,14,Regular,0.031330907,Canned,52.364,OUT045,2002,,Tier 2,Supermarket Type1,745.696 +DRD01,12.1,Regular,0.061521569,Soft Drinks,55.8614,OUT017,2007,,Tier 2,Supermarket Type1,1436.7964 +FDG32,19.85,LF,0.176991029,Fruits and Vegetables,221.5772,OUT017,2007,,Tier 2,Supermarket Type1,3558.0352 +FDY49,17.2,Regular,0.0120098,Canned,163.1184,OUT035,2004,Small,Tier 2,Supermarket Type1,2807.0128 +FDD26,8.71,Regular,0.072141818,Canned,183.3924,OUT035,2004,Small,Tier 2,Supermarket Type1,2776.386 +FDC22,6.89,Regular,0.136984147,Snack Foods,192.682,OUT018,2009,Medium,Tier 3,Supermarket Type2,2703.148 +DRD27,18.75,Low Fat,0,Dairy,97.9042,OUT045,2002,,Tier 2,Supermarket Type1,1686.4714 +FDA44,,Low Fat,0.052964982,Fruits and Vegetables,57.793,OUT027,1985,Medium,Tier 3,Supermarket Type3,1754.383 +FDW01,14.5,LF,0,Canned,154.4682,OUT013,1987,High,Tier 3,Supermarket Type1,1524.682 +FDV32,,Low Fat,0.155316936,Fruits and Vegetables,64.151,OUT019,1985,Small,Tier 1,Grocery Store,316.255 +FDK32,,Regular,0.048738407,Fruits and Vegetables,152.8682,OUT027,1985,Medium,Tier 3,Supermarket Type3,5031.4506 +NCA05,20.75,Low Fat,0,Health and Hygiene,149.4734,OUT013,1987,High,Tier 3,Supermarket Type1,2969.468 +FDR10,17.6,Low Fat,0.010031539,Snack Foods,161.5552,OUT013,1987,High,Tier 3,Supermarket Type1,1787.0072 +FDL22,16.85,Low Fat,0.036383293,Snack Foods,91.0488,OUT035,2004,Small,Tier 2,Supermarket Type1,1086.5856 +FDD10,20.6,Regular,0,Snack Foods,178.1344,OUT035,2004,Small,Tier 2,Supermarket Type1,3568.688 +FDW25,5.175,LF,0.03736783,Canned,86.9224,OUT013,1987,High,Tier 3,Supermarket Type1,255.6672 +FDR47,17.85,Low Fat,0.087604647,Breads,196.9794,OUT049,1999,Medium,Tier 1,Supermarket Type1,1560.6352 +DRF27,8.93,Low Fat,0.028461453,Dairy,152.234,OUT049,1999,Medium,Tier 1,Supermarket Type1,5053.422 +FDQ48,,Regular,0.034244601,Baking Goods,97.2726,OUT027,1985,Medium,Tier 3,Supermarket Type3,1957.452 +FDS37,7.655,Low Fat,0.031938828,Canned,114.1492,OUT035,2004,Small,Tier 2,Supermarket Type1,1158.492 +NCI18,18.35,LF,0.014024028,Household,224.5746,OUT046,1997,Small,Tier 1,Supermarket Type1,2692.4952 +NCJ42,,Low Fat,0.014232071,Household,100.9332,OUT027,1985,Medium,Tier 3,Supermarket Type3,1743.0644 +FDY48,14,Low Fat,0.023730384,Baking Goods,104.3332,OUT035,2004,Small,Tier 2,Supermarket Type1,1435.4648 +FDB39,11.6,Low Fat,0.038578846,Dairy,56.1272,OUT049,1999,Medium,Tier 1,Supermarket Type1,671.1264 +DRI37,15.85,Low Fat,0.108036187,Soft Drinks,57.3904,OUT018,2009,Medium,Tier 3,Supermarket Type2,703.0848 +FDB58,10.5,Regular,0.013572808,Snack Foods,143.2154,OUT017,2007,,Tier 2,Supermarket Type1,1559.9694 +FDV12,16.7,Regular,0.06082402,Baking Goods,98.7384,OUT013,1987,High,Tier 3,Supermarket Type1,1773.6912 +NCU06,17.6,Low Fat,0.074345142,Household,230.901,OUT013,1987,High,Tier 3,Supermarket Type1,4364.319 +FDU34,18.25,Low Fat,0.075501241,Snack Foods,123.1046,OUT018,2009,Medium,Tier 3,Supermarket Type2,249.0092 +FDP31,21.1,Regular,0.16216286,Fruits and Vegetables,62.2168,OUT018,2009,Medium,Tier 3,Supermarket Type2,383.5008 +FDV11,9.1,Regular,0.081652352,Breads,177.0054,OUT035,2004,Small,Tier 2,Supermarket Type1,2101.2648 +NCY06,15.25,Low Fat,0.061434045,Household,130.9968,OUT018,2009,Medium,Tier 3,Supermarket Type2,2348.9424 +NCV41,14.35,Low Fat,0.017073332,Health and Hygiene,109.5228,OUT045,2002,,Tier 2,Supermarket Type1,1657.842 +FDQ52,,Low Fat,0.118806857,Frozen Foods,248.8434,OUT027,1985,Medium,Tier 3,Supermarket Type3,6705.2718 +FDM38,5.885,Regular,0.092694107,Canned,53.6982,OUT013,1987,High,Tier 3,Supermarket Type1,1525.3478 +FDA14,16.1,Low Fat,0.065183228,Dairy,148.076,OUT046,1997,Small,Tier 1,Supermarket Type1,1464.76 +FDB23,,Regular,0.005561538,Starchy Foods,224.0062,OUT027,1985,Medium,Tier 3,Supermarket Type3,3837.0054 +DRH49,19.7,Low Fat,0.024635077,Soft Drinks,84.1592,OUT013,1987,High,Tier 3,Supermarket Type1,1073.2696 +FDI40,11.5,Regular,0.126313413,Frozen Foods,100.6358,OUT017,2007,,Tier 2,Supermarket Type1,2010.716 +FDR37,16.5,Regular,0.066383907,Breakfast,180.4292,OUT045,2002,,Tier 2,Supermarket Type1,2189.1504 +FDS16,15.15,Regular,0.066279832,Frozen Foods,147.876,OUT049,1999,Medium,Tier 1,Supermarket Type1,4540.756 +FDT15,12.15,Regular,0.042681522,Meat,184.295,OUT046,1997,Small,Tier 1,Supermarket Type1,2014.045 +FDL32,15.7,Regular,0,Fruits and Vegetables,112.4544,OUT013,1987,High,Tier 3,Supermarket Type1,1230.3984 +FDB39,11.6,Low Fat,0.038736838,Dairy,55.8272,OUT017,2007,,Tier 2,Supermarket Type1,1454.1072 +FDX40,12.85,Low Fat,0.098910759,Frozen Foods,37.6164,OUT013,1987,High,Tier 3,Supermarket Type1,308.9312 +DRD13,15,Low Fat,0.049178998,Soft Drinks,65.6168,OUT045,2002,,Tier 2,Supermarket Type1,639.168 +FDZ43,11,Regular,0.057011062,Fruits and Vegetables,241.9512,OUT013,1987,High,Tier 3,Supermarket Type1,2908.2144 +DRM59,5.88,Low Fat,0.003589104,Hard Drinks,155.5998,OUT013,1987,High,Tier 3,Supermarket Type1,1691.7978 +NCZ18,7.825,Low Fat,0,Household,253.4698,OUT017,2007,,Tier 2,Supermarket Type1,6849.0846 +FDH52,,Regular,0.043690499,Frozen Foods,60.2194,OUT027,1985,Medium,Tier 3,Supermarket Type3,1733.7432 +FDM25,10.695,Regular,0.10154201,Breakfast,173.7712,OUT010,1998,,Tier 3,Grocery Store,175.7712 +NCP05,,Low Fat,0.025164132,Health and Hygiene,152.6024,OUT027,1985,Medium,Tier 3,Supermarket Type3,6072.096 +FDY38,13.6,Regular,0.119077255,Dairy,231.23,OUT013,1987,High,Tier 3,Supermarket Type1,2330.3 +FDO37,8.06,Low Fat,0.021497594,Breakfast,230.3326,OUT017,2007,,Tier 2,Supermarket Type1,1386.1956 +FDV49,,Low Fat,0.025702129,Canned,262.6226,OUT027,1985,Medium,Tier 3,Supermarket Type3,7136.7102 +NCP02,7.105,Low Fat,0.075000682,Household,61.0562,OUT010,1998,,Tier 3,Grocery Store,296.281 +NCJ19,18.6,LF,0.118419683,Others,58.3588,OUT045,2002,,Tier 2,Supermarket Type1,1545.9876 +FDW44,9.5,Regular,0.035151215,Fruits and Vegetables,171.8448,OUT046,1997,Small,Tier 1,Supermarket Type1,2556.672 +FDU56,16.85,LF,0.044414056,Fruits and Vegetables,182.4266,OUT046,1997,Small,Tier 1,Supermarket Type1,2028.6926 +FDZ58,17.85,Low Fat,0.052471995,Snack Foods,123.7072,OUT017,2007,,Tier 2,Supermarket Type1,2450.144 +FDZ15,13.1,Low Fat,0.020853376,Dairy,117.4782,OUT013,1987,High,Tier 3,Supermarket Type1,1906.8512 +NCI06,11.3,Low Fat,0.047791878,Household,180.766,OUT049,1999,Medium,Tier 1,Supermarket Type1,5033.448 +FDD36,13.3,Low Fat,0.02136022,Baking Goods,120.4124,OUT018,2009,Medium,Tier 3,Supermarket Type2,1777.686 +FDD56,15.2,Regular,0.103988736,Fruits and Vegetables,177.0054,OUT045,2002,,Tier 2,Supermarket Type1,3677.2134 +FDX27,20.7,Regular,0.114581955,Dairy,94.3436,OUT018,2009,Medium,Tier 3,Supermarket Type2,945.436 +FDG50,7.405,Low Fat,0.02556185,Canned,89.7146,OUT010,1998,,Tier 3,Grocery Store,182.4292 +FDU36,6.15,Low Fat,0.046459438,Baking Goods,100.5384,OUT018,2009,Medium,Tier 3,Supermarket Type2,1675.1528 +FDJ15,11.35,Regular,0.023322478,Dairy,182.5608,OUT046,1997,Small,Tier 1,Supermarket Type1,3307.6944 +FDG32,19.85,Low Fat,0.175962247,Fruits and Vegetables,223.0772,OUT035,2004,Small,Tier 2,Supermarket Type1,1779.0176 +FDV15,,Low Fat,0.255929096,Meat,103.3648,OUT019,1985,Small,Tier 1,Grocery Store,311.5944 +FDS28,8.18,Regular,0.082333019,Frozen Foods,58.1588,OUT013,1987,High,Tier 3,Supermarket Type1,343.5528 +FDU23,12.15,Low Fat,0.021757269,Breads,165.0184,OUT049,1999,Medium,Tier 1,Supermarket Type1,3302.368 +DRI03,6.03,Low Fat,0.0226994,Dairy,176.4028,OUT035,2004,Small,Tier 2,Supermarket Type1,4250.4672 +FDH28,15.85,Regular,0.110653377,Frozen Foods,36.9506,OUT017,2007,,Tier 2,Supermarket Type1,759.012 +FDP16,18.6,Low Fat,0.065771529,Frozen Foods,245.7802,OUT010,1998,,Tier 3,Grocery Store,245.6802 +NCQ29,12,Low Fat,0,Health and Hygiene,262.3278,OUT017,2007,,Tier 2,Supermarket Type1,1561.9668 +NCH30,17.1,Low Fat,0,Household,114.686,OUT018,2009,Medium,Tier 3,Supermarket Type2,1358.232 +FDU31,10.5,Regular,0.024991056,Fruits and Vegetables,217.9508,OUT046,1997,Small,Tier 1,Supermarket Type1,2821.6604 +FDF04,17.5,LF,0.013658248,Frozen Foods,256.3304,OUT049,1999,Medium,Tier 1,Supermarket Type1,6199.9296 +FDZ20,16.1,Low Fat,0.034278413,Fruits and Vegetables,255.2356,OUT013,1987,High,Tier 3,Supermarket Type1,6867.0612 +NCK05,20.1,Low Fat,0,Health and Hygiene,61.3536,OUT010,1998,,Tier 3,Grocery Store,183.7608 +FDV23,,Low Fat,0.185306514,Breads,125.6046,OUT019,1985,Small,Tier 1,Grocery Store,622.523 +FDA07,7.55,Regular,0.051794958,Fruits and Vegetables,122.6072,OUT010,1998,,Tier 3,Grocery Store,122.5072 +FDL03,19.25,Regular,0.027058066,Meat,194.811,OUT013,1987,High,Tier 3,Supermarket Type1,2749.754 +FDX04,19.6,Regular,0.041740902,Frozen Foods,49.2376,OUT018,2009,Medium,Tier 3,Supermarket Type2,958.752 +FDV19,14.85,Regular,0.035400659,Fruits and Vegetables,161.9578,OUT018,2009,Medium,Tier 3,Supermarket Type2,1444.1202 +FDP22,14.65,Regular,0.099535996,Snack Foods,52.2666,OUT018,2009,Medium,Tier 3,Supermarket Type2,615.1992 +FDT34,9.3,Low Fat,0.175336471,Snack Foods,107.0964,OUT017,2007,,Tier 2,Supermarket Type1,1472.7496 +FDZ26,,Regular,0.143319995,Dairy,237.5222,OUT027,1985,Medium,Tier 3,Supermarket Type3,7170.666 +NCM43,14.5,Low Fat,0.01950565,Others,163.921,OUT049,1999,Medium,Tier 1,Supermarket Type1,2446.815 +DRK35,8.365,Low Fat,0.071846495,Hard Drinks,37.9506,OUT046,1997,Small,Tier 1,Supermarket Type1,569.259 +FDO20,12.85,Regular,0,Fruits and Vegetables,252.3382,OUT046,1997,Small,Tier 1,Supermarket Type1,4794.4258 +FDO22,13.5,Regular,0.017887238,Snack Foods,79.496,OUT049,1999,Medium,Tier 1,Supermarket Type1,1438.128 +FDM46,7.365,Low Fat,0.159967845,Snack Foods,94.712,OUT046,1997,Small,Tier 1,Supermarket Type1,1304.968 +FDO01,21.1,Regular,0.020718655,Breakfast,130.4994,OUT046,1997,Small,Tier 1,Supermarket Type1,2184.4898 +NCX05,,Low Fat,0.096592065,Health and Hygiene,117.4492,OUT027,1985,Medium,Tier 3,Supermarket Type3,1621.8888 +FDI46,9.5,Low Fat,0.074460855,Snack Foods,253.6724,OUT049,1999,Medium,Tier 1,Supermarket Type1,5033.448 +FDD11,12.85,Low Fat,0.030789914,Starchy Foods,254.904,OUT017,2007,,Tier 2,Supermarket Type1,3036.048 +FDA32,14,Low Fat,0.030216783,Fruits and Vegetables,216.6192,OUT018,2009,Medium,Tier 3,Supermarket Type2,3020.0688 +FDW32,18.35,Regular,0.094279004,Fruits and Vegetables,86.3882,OUT035,2004,Small,Tier 2,Supermarket Type1,1545.9876 +FDX22,,Regular,0.04022593,Snack Foods,210.9928,OUT019,1985,Small,Tier 1,Grocery Store,210.3928 +FDQ47,7.155,Regular,0.168527463,Breads,33.6874,OUT045,2002,,Tier 2,Supermarket Type1,1023.3346 +FDT07,5.82,Regular,0.077304459,Fruits and Vegetables,257.633,OUT035,2004,Small,Tier 2,Supermarket Type1,4613.994 +NCQ43,17.75,Low Fat,0,Others,108.6912,OUT018,2009,Medium,Tier 3,Supermarket Type2,1201.1032 +FDW07,18,Regular,0.142570104,Fruits and Vegetables,88.2514,OUT013,1987,High,Tier 3,Supermarket Type1,1505.3738 +FDE35,7.06,Regular,0.043968652,Starchy Foods,57.6904,OUT049,1999,Medium,Tier 1,Supermarket Type1,585.904 +FDC04,15.6,Low Fat,0.045076878,Dairy,241.3854,OUT045,2002,,Tier 2,Supermarket Type1,2900.2248 +NCW53,,Low Fat,0.030347404,Health and Hygiene,192.5162,OUT027,1985,Medium,Tier 3,Supermarket Type3,3078.6592 +NCG07,12.3,Low Fat,0.052492122,Household,191.053,OUT035,2004,Small,Tier 2,Supermarket Type1,3415.554 +FDQ03,15,Regular,0.077999504,Meat,238.0248,OUT035,2004,Small,Tier 2,Supermarket Type1,1896.1984 +FDV46,18.2,Low Fat,0.012597384,Snack Foods,141.218,OUT013,1987,High,Tier 3,Supermarket Type1,2936.178 +NCM26,20.5,LF,0.023179181,Others,154.034,OUT049,1999,Medium,Tier 1,Supermarket Type1,2450.144 +DRA59,8.27,Regular,0.128126825,Soft Drinks,183.6924,OUT049,1999,Medium,Tier 1,Supermarket Type1,1295.6468 +FDW13,,Low Fat,0.097410707,Canned,52.7324,OUT027,1985,Medium,Tier 3,Supermarket Type3,2492.7552 +DRF27,8.93,Low Fat,0.028417272,Dairy,154.534,OUT046,1997,Small,Tier 1,Supermarket Type1,2603.278 +FDT12,6.215,Regular,0.049902382,Baking Goods,225.8062,OUT017,2007,,Tier 2,Supermarket Type1,3159.8868 +FDD40,20.25,Regular,0.014823358,Dairy,190.7162,OUT045,2002,,Tier 2,Supermarket Type1,1154.4972 +FDN25,7.895,Regular,0.061424738,Breakfast,57.7588,OUT018,2009,Medium,Tier 3,Supermarket Type2,1145.176 +FDE33,19.35,Regular,0.049594299,Fruits and Vegetables,77.0644,OUT013,1987,High,Tier 3,Supermarket Type1,2278.3676 +NCL29,9.695,Low Fat,0.113939434,Health and Hygiene,160.2604,OUT046,1997,Small,Tier 1,Supermarket Type1,1901.5248 +NCO30,,Low Fat,0.027532258,Household,185.0608,OUT019,1985,Small,Tier 1,Grocery Store,551.2824 +FDB16,8.21,Low Fat,0.045016894,Dairy,87.6198,OUT045,2002,,Tier 2,Supermarket Type1,1133.8574 +FDF16,7.3,Low Fat,0.086307051,Frozen Foods,146.8076,OUT045,2002,,Tier 2,Supermarket Type1,1330.2684 +FDL02,20,Regular,0.104083376,Canned,107.4622,OUT046,1997,Small,Tier 1,Supermarket Type1,3705.177 +FDO13,7.865,Low Fat,0.061154604,Breakfast,165.3526,OUT049,1999,Medium,Tier 1,Supermarket Type1,1151.1682 +DRG27,,Low Fat,0.184035253,Dairy,42.2138,OUT019,1985,Small,Tier 1,Grocery Store,40.6138 +FDX31,20.35,Regular,0.024815024,Fruits and Vegetables,234.0958,OUT010,1998,,Tier 3,Grocery Store,467.3916 +FDX11,16,Regular,0.106918052,Baking Goods,183.5634,OUT049,1999,Medium,Tier 1,Supermarket Type1,4725.8484 +NCW41,18,Low Fat,0,Health and Hygiene,158.0604,OUT049,1999,Medium,Tier 1,Supermarket Type1,3327.6684 +FDI52,18.7,Low Fat,0.105104552,Frozen Foods,121.7072,OUT018,2009,Medium,Tier 3,Supermarket Type2,1347.5792 +FDN08,,Regular,0.087936752,Fruits and Vegetables,115.9466,OUT027,1985,Medium,Tier 3,Supermarket Type3,4124.631 +DRD15,10.6,Low Fat,0.056795923,Dairy,232.8642,OUT046,1997,Small,Tier 1,Supermarket Type1,3485.463 +DRF01,5.655,LF,0.176070535,Soft Drinks,144.0102,OUT017,2007,,Tier 2,Supermarket Type1,1749.7224 +DRH15,,Low Fat,0.19244045,Dairy,43.9428,OUT019,1985,Small,Tier 1,Grocery Store,131.8284 +FDX59,10.195,Low Fat,0.051871718,Breads,35.3558,OUT018,2009,Medium,Tier 3,Supermarket Type2,237.6906 +FDO37,8.06,Low Fat,0.035780177,Breakfast,230.2326,OUT010,1998,,Tier 3,Grocery Store,693.0978 +FDY56,16.35,Regular,0.104463896,Fruits and Vegetables,227.1062,OUT010,1998,,Tier 3,Grocery Store,225.7062 +FDR31,6.46,Regular,0.049162885,Fruits and Vegetables,146.9102,OUT046,1997,Small,Tier 1,Supermarket Type1,1895.5326 +NCH54,13.5,Low Fat,0.072655379,Household,157.792,OUT035,2004,Small,Tier 2,Supermarket Type1,3994.8 +NCW06,16.2,Low Fat,0.050442528,Household,190.8162,OUT045,2002,,Tier 2,Supermarket Type1,2693.8268 +NCC18,19.1,Low Fat,0.177992139,Household,173.1422,OUT018,2009,Medium,Tier 3,Supermarket Type2,2931.5174 +DRJ23,,Low Fat,0,Hard Drinks,188.1872,OUT027,1985,Medium,Tier 3,Supermarket Type3,3214.4824 +FDO16,5.48,Low Fat,0.015131684,Frozen Foods,83.025,OUT049,1999,Medium,Tier 1,Supermarket Type1,1414.825 +FDB08,6.055,Low Fat,0.031151714,Fruits and Vegetables,158.7578,OUT049,1999,Medium,Tier 1,Supermarket Type1,2085.9514 +NCZ53,9.6,Low Fat,0.024456797,Health and Hygiene,186.6214,OUT013,1987,High,Tier 3,Supermarket Type1,3203.1638 +DRJ01,6.135,Low Fat,0.192540665,Soft Drinks,160.2236,OUT010,1998,,Tier 3,Grocery Store,322.2472 +DRE48,8.43,Low Fat,0.01732573,Soft Drinks,197.9768,OUT046,1997,Small,Tier 1,Supermarket Type1,1182.4608 +DRA59,8.27,Regular,0.127821472,Soft Drinks,185.9924,OUT013,1987,High,Tier 3,Supermarket Type1,555.2772 +FDS27,10.195,Regular,0.012477512,Meat,197.111,OUT049,1999,Medium,Tier 1,Supermarket Type1,785.644 +NCW29,14,Low Fat,0.028980533,Health and Hygiene,129.531,OUT018,2009,Medium,Tier 3,Supermarket Type2,2077.296 +DRN35,8.01,Low Fat,0.070356805,Hard Drinks,36.8532,OUT049,1999,Medium,Tier 1,Supermarket Type1,755.0172 +FDB09,16.25,Low Fat,0.057396092,Fruits and Vegetables,125.8046,OUT046,1997,Small,Tier 1,Supermarket Type1,747.0276 +FDV59,13.35,Low Fat,0.048017962,Breads,219.6166,OUT035,2004,Small,Tier 2,Supermarket Type1,3483.4656 +FDD26,,Regular,0.071806046,Canned,186.5924,OUT027,1985,Medium,Tier 3,Supermarket Type3,5182.5872 +FDV55,17.75,Low Fat,0.05507343,Fruits and Vegetables,145.1444,OUT046,1997,Small,Tier 1,Supermarket Type1,1886.8772 +FDH48,13.5,Low Fat,0,Baking Goods,88.054,OUT013,1987,High,Tier 3,Supermarket Type1,1211.756 +FDM51,11.8,Regular,0,Meat,102.4674,OUT010,1998,,Tier 3,Grocery Store,203.7348 +DRG48,5.78,Low Fat,0.014577695,Soft Drinks,147.2102,OUT049,1999,Medium,Tier 1,Supermarket Type1,1895.5326 +FDP49,9,Regular,0,Breakfast,55.2614,OUT018,2009,Medium,Tier 3,Supermarket Type2,552.614 +FDB03,17.75,Regular,0.156831826,Dairy,241.0538,OUT046,1997,Small,Tier 1,Supermarket Type1,1201.769 +FDL10,8.395,Low Fat,0,Snack Foods,98.7042,OUT013,1987,High,Tier 3,Supermarket Type1,892.8378 +FDJ32,,Low Fat,0.057512481,Fruits and Vegetables,62.5536,OUT027,1985,Medium,Tier 3,Supermarket Type3,1592.5936 +FDD11,12.85,LF,0,Starchy Foods,253.004,OUT018,2009,Medium,Tier 3,Supermarket Type2,3795.06 +FDW13,8.5,Low Fat,0.098036903,Canned,51.5324,OUT049,1999,Medium,Tier 1,Supermarket Type1,882.8508 +FDA32,14,LF,0,Fruits and Vegetables,216.9192,OUT017,2007,,Tier 2,Supermarket Type1,6471.576 +DRQ35,9.3,low fat,0.042377219,Hard Drinks,123.7388,OUT045,2002,,Tier 2,Supermarket Type1,1609.9044 +DRI37,15.85,Low Fat,0.107597879,Soft Drinks,58.7904,OUT046,1997,Small,Tier 1,Supermarket Type1,585.904 +FDU38,10.8,Low Fat,0.082549896,Dairy,193.7504,OUT046,1997,Small,Tier 1,Supermarket Type1,4602.0096 +FDJ07,7.26,Low Fat,0.02414202,Meat,117.415,OUT010,1998,,Tier 3,Grocery Store,466.06 +FDT38,18.7,Low Fat,0.057771828,Dairy,85.3566,OUT018,2009,Medium,Tier 3,Supermarket Type2,591.8962 +FDX02,16,Low Fat,0.057292529,Dairy,224.3404,OUT018,2009,Medium,Tier 3,Supermarket Type2,4500.808 +NCN18,8.895,Low Fat,0.124610886,Household,113.1544,OUT013,1987,High,Tier 3,Supermarket Type1,4250.4672 +FDQ13,11.1,Low Fat,0.010663189,Canned,82.3908,OUT045,2002,,Tier 2,Supermarket Type1,1342.2528 +DRP35,18.85,Low Fat,0.091237452,Hard Drinks,128.9336,OUT018,2009,Medium,Tier 3,Supermarket Type2,1278.336 +DRK47,7.905,Low Fat,0.064325351,Hard Drinks,230.2694,OUT018,2009,Medium,Tier 3,Supermarket Type2,3197.1716 +DRI47,14.7,Low Fat,0.020920179,Hard Drinks,143.8128,OUT046,1997,Small,Tier 1,Supermarket Type1,3020.0688 +FDK20,12.6,Regular,0.041641933,Fruits and Vegetables,121.1072,OUT045,2002,,Tier 2,Supermarket Type1,980.0576 +FDC34,16,Regular,0.173462841,Snack Foods,157.6972,OUT018,2009,Medium,Tier 3,Supermarket Type2,2960.1468 +FDI15,,Low Fat,0.24749009,Dairy,263.1884,OUT019,1985,Small,Tier 1,Grocery Store,529.9768 +FDG05,,Regular,0.087421738,Frozen Foods,154.463,OUT027,1985,Medium,Tier 3,Supermarket Type3,2972.797 +FDK34,13.35,Low Fat,0.038744606,Snack Foods,239.3564,OUT017,2007,,Tier 2,Supermarket Type1,3098.6332 +FDX50,20.1,Low Fat,0.124910635,Dairy,109.6228,OUT010,1998,,Tier 3,Grocery Store,110.5228 +FDP56,8.185,Low Fat,0.046673494,Fruits and Vegetables,48.4692,OUT018,2009,Medium,Tier 3,Supermarket Type2,591.2304 +NCX54,9.195,Low Fat,0.048134591,Household,107.7622,OUT049,1999,Medium,Tier 1,Supermarket Type1,529.311 +FDI20,19.1,Low Fat,0.038720852,Fruits and Vegetables,210.8586,OUT018,2009,Medium,Tier 3,Supermarket Type2,6331.758 +FDH33,12.85,Low Fat,0.12241394,Snack Foods,42.9428,OUT017,2007,,Tier 2,Supermarket Type1,703.0848 +NCO29,11.15,Low Fat,0.032321608,Health and Hygiene,165.6526,OUT045,2002,,Tier 2,Supermarket Type1,1315.6208 +FDK22,9.8,Low Fat,0.026139404,Snack Foods,216.785,OUT045,2002,,Tier 2,Supermarket Type1,1947.465 +DRO47,10.195,Low Fat,0,Hard Drinks,114.086,OUT046,1997,Small,Tier 1,Supermarket Type1,1810.976 +FDT19,,Regular,0.144338493,Fruits and Vegetables,172.108,OUT027,1985,Medium,Tier 3,Supermarket Type3,4327.7 +FDY25,12,Low Fat,0.034166609,Canned,181.2976,OUT017,2007,,Tier 2,Supermarket Type1,5070.7328 +FDS44,,Regular,0.27321283,Fruits and Vegetables,240.9538,OUT019,1985,Small,Tier 1,Grocery Store,480.7076 +FDJ21,16.7,Regular,0.03858813,Snack Foods,144.6102,OUT049,1999,Medium,Tier 1,Supermarket Type1,3353.6346 +FDO40,17.1,LF,0.032628111,Frozen Foods,148.7392,OUT046,1997,Small,Tier 1,Supermarket Type1,1640.5312 +FDL36,,Low Fat,0.133198355,Baking Goods,91.083,OUT019,1985,Small,Tier 1,Grocery Store,89.883 +FDJ21,16.7,Regular,0.038528228,Snack Foods,143.9102,OUT046,1997,Small,Tier 1,Supermarket Type1,1749.7224 +FDD05,19.35,Low Fat,0.016705436,Frozen Foods,120.8098,OUT017,2007,,Tier 2,Supermarket Type1,3374.2744 +FDS10,19.2,Low Fat,0.058893461,Snack Foods,178.9318,OUT010,1998,,Tier 3,Grocery Store,180.4318 +FDG14,,Regular,0.050256161,Canned,150.9024,OUT027,1985,Medium,Tier 3,Supermarket Type3,4857.6768 +FDN57,18.25,Low Fat,0.054234197,Snack Foods,142.0154,OUT046,1997,Small,Tier 1,Supermarket Type1,2269.0464 +FDS47,16.75,Low Fat,0.12961476,Breads,86.1856,OUT017,2007,,Tier 2,Supermarket Type1,1406.1696 +FDO40,17.1,Low Fat,0.054612768,Frozen Foods,150.2392,OUT010,1998,,Tier 3,Grocery Store,596.5568 +FDM50,13,Regular,0.030150193,Canned,61.422,OUT045,2002,,Tier 2,Supermarket Type1,539.298 +FDF44,7.17,Regular,0.059849153,Fruits and Vegetables,129.4968,OUT045,2002,,Tier 2,Supermarket Type1,3392.9168 +FDS21,19.85,reg,0.034942397,Snack Foods,61.9194,OUT010,1998,,Tier 3,Grocery Store,123.8388 +NCJ06,,Low Fat,0.060672263,Household,119.8782,OUT019,1985,Small,Tier 1,Grocery Store,238.3564 +FDX49,4.615,Regular,0.102038294,Canned,231.93,OUT045,2002,,Tier 2,Supermarket Type1,2563.33 +FDU33,7.63,Regular,0.135258515,Snack Foods,47.2402,OUT018,2009,Medium,Tier 3,Supermarket Type2,918.804 +NCN06,8.39,Low Fat,0.120396991,Household,163.4868,OUT013,1987,High,Tier 3,Supermarket Type1,4586.0304 +NCN53,5.175,Low Fat,0.030527166,Health and Hygiene,33.5874,OUT017,2007,,Tier 2,Supermarket Type1,635.1732 +NCE30,16,Low Fat,0.099053537,Household,212.6902,OUT013,1987,High,Tier 3,Supermarket Type1,637.1706 +FDN21,,Low Fat,0.134564284,Snack Foods,159.8236,OUT019,1985,Small,Tier 1,Grocery Store,322.2472 +FDB52,,Low Fat,0.030288215,Dairy,256.7672,OUT027,1985,Medium,Tier 3,Supermarket Type3,4346.3424 +FDA26,,Regular,0.073562475,Dairy,217.6482,OUT027,1985,Medium,Tier 3,Supermarket Type3,3285.723 +FDD23,9.5,Regular,0.048883854,Starchy Foods,185.7898,OUT018,2009,Medium,Tier 3,Supermarket Type2,2619.2572 +FDH57,10.895,Low Fat,0.035893143,Fruits and Vegetables,131.3284,OUT018,2009,Medium,Tier 3,Supermarket Type2,1318.284 +FDO15,,Regular,0.014998914,Meat,72.4038,OUT019,1985,Small,Tier 1,Grocery Store,221.7114 +FDY49,17.2,Regular,0.012012071,Canned,163.1184,OUT046,1997,Small,Tier 1,Supermarket Type1,4623.3152 +FDP20,19.85,Low Fat,0.045855273,Fruits and Vegetables,127.102,OUT018,2009,Medium,Tier 3,Supermarket Type2,1771.028 +DRG11,6.385,Low Fat,0.14032811,Hard Drinks,109.1596,OUT010,1998,,Tier 3,Grocery Store,107.8596 +DRJ59,11.65,Low Fat,0.019402371,Hard Drinks,38.7164,OUT049,1999,Medium,Tier 1,Supermarket Type1,579.246 +FDP34,12.85,Low Fat,0,Snack Foods,155.463,OUT035,2004,Small,Tier 2,Supermarket Type1,4068.038 +FDY04,17.7,Regular,0.042716709,Frozen Foods,163.221,OUT017,2007,,Tier 2,Supermarket Type1,1794.331 +FDV11,9.1,Regular,0.081794766,Breads,173.6054,OUT049,1999,Medium,Tier 1,Supermarket Type1,700.4216 +FDG20,15.5,Regular,0.125942816,Fruits and Vegetables,176.0028,OUT045,2002,,Tier 2,Supermarket Type1,1239.7196 +NCH55,16.35,Low Fat,0,Household,127.902,OUT017,2007,,Tier 2,Supermarket Type1,2150.534 +FDV34,10.695,Regular,0.011472001,Snack Foods,75.2038,OUT018,2009,Medium,Tier 3,Supermarket Type2,517.3266 +FDT44,16.6,Low Fat,0.103146658,Fruits and Vegetables,117.2466,OUT049,1999,Medium,Tier 1,Supermarket Type1,2239.0854 +FDG35,,Regular,0.012327847,Starchy Foods,173.8738,OUT019,1985,Small,Tier 1,Grocery Store,347.5476 +FDG08,13.15,Regular,0.166032929,Fruits and Vegetables,170.8764,OUT018,2009,Medium,Tier 3,Supermarket Type2,2233.0932 +FDX52,11.5,Regular,0.04224015,Frozen Foods,194.982,OUT017,2007,,Tier 2,Supermarket Type1,3089.312 +NCH54,,Low Fat,0.072317217,Household,160.792,OUT027,1985,Medium,Tier 3,Supermarket Type3,3675.216 +FDU24,,Regular,0.139484292,Baking Goods,94.312,OUT027,1985,Medium,Tier 3,Supermarket Type3,2516.724 +FDW03,5.63,Regular,0.024536636,Meat,106.1306,OUT035,2004,Small,Tier 2,Supermarket Type1,2090.612 +FDV01,19.2,Regular,0.085296625,Canned,153.4314,OUT018,2009,Medium,Tier 3,Supermarket Type2,1861.5768 +FDQ39,,Low Fat,0.080649685,Meat,189.9846,OUT027,1985,Medium,Tier 3,Supermarket Type3,6114.7072 +FDA16,6.695,Low Fat,0,Frozen Foods,219.4456,OUT046,1997,Small,Tier 1,Supermarket Type1,3094.6384 +FDO12,15.75,Low Fat,0.054930533,Baking Goods,194.4452,OUT046,1997,Small,Tier 1,Supermarket Type1,5089.3752 +FDM44,12.5,Low Fat,0.031097948,Fruits and Vegetables,103.899,OUT049,1999,Medium,Tier 1,Supermarket Type1,1960.781 +FDT03,21.25,Low Fat,0.016735879,Meat,185.2608,OUT010,1998,,Tier 3,Grocery Store,183.7608 +NCQ18,,Low Fat,0.134418705,Household,99.67,OUT027,1985,Medium,Tier 3,Supermarket Type3,2596.62 +NCL18,18.85,Low Fat,0.168266556,Household,195.5136,OUT018,2009,Medium,Tier 3,Supermarket Type2,1749.7224 +NCJ06,20.1,Low Fat,0.034646067,Household,120.6782,OUT035,2004,Small,Tier 2,Supermarket Type1,1310.9602 +NCQ05,11.395,Low Fat,0.021639678,Health and Hygiene,150.1708,OUT049,1999,Medium,Tier 1,Supermarket Type1,2708.4744 +FDS35,9.3,Low Fat,0.11144608,Breads,64.6826,OUT045,2002,,Tier 2,Supermarket Type1,1097.9042 +NCI18,,Low Fat,0.013956116,Household,222.3746,OUT027,1985,Medium,Tier 3,Supermarket Type3,5609.365 +NCO55,12.8,Low Fat,0.152377658,Others,108.1938,OUT010,1998,,Tier 3,Grocery Store,428.7752 +FDW24,6.8,Low Fat,0.037465846,Baking Goods,47.5034,OUT013,1987,High,Tier 3,Supermarket Type1,534.6374 +NCS05,,low fat,0.020876485,Health and Hygiene,133.7942,OUT027,1985,Medium,Tier 3,Supermarket Type3,1722.4246 +FDO48,15,Regular,0.0268952,Baking Goods,220.3456,OUT045,2002,,Tier 2,Supermarket Type1,1989.4104 +FDT35,19.85,Regular,0.081916124,Breads,167.6816,OUT017,2007,,Tier 2,Supermarket Type1,1845.5976 +DRN11,7.85,Low Fat,0.163233667,Hard Drinks,144.6444,OUT049,1999,Medium,Tier 1,Supermarket Type1,2467.4548 +FDY57,20.2,Regular,0.121748174,Snack Foods,96.9752,OUT018,2009,Medium,Tier 3,Supermarket Type2,1725.7536 +DRE27,11.85,Low Fat,0.132939639,Dairy,98.0726,OUT045,2002,,Tier 2,Supermarket Type1,1761.7068 +FDM24,6.135,Regular,0.079327367,Baking Goods,152.8366,OUT046,1997,Small,Tier 1,Supermarket Type1,2871.5954 +FDX09,9,LF,0.065194971,Snack Foods,177.737,OUT013,1987,High,Tier 3,Supermarket Type1,2117.244 +FDY45,17.5,Low Fat,0.026248606,Snack Foods,255.1356,OUT018,2009,Medium,Tier 3,Supermarket Type2,3815.034 +FDF41,12.15,Low Fat,0.131921819,Frozen Foods,246.346,OUT017,2007,,Tier 2,Supermarket Type1,739.038 +FDG05,11,Regular,0,Frozen Foods,155.263,OUT049,1999,Medium,Tier 1,Supermarket Type1,625.852 +FDF05,17.5,Low Fat,0.026865809,Frozen Foods,261.691,OUT035,2004,Small,Tier 2,Supermarket Type1,4207.856 +FDU19,,Regular,0.046544984,Fruits and Vegetables,172.0422,OUT027,1985,Medium,Tier 3,Supermarket Type3,4828.3816 +DRH39,,Low Fat,0.092241348,Dairy,75.867,OUT027,1985,Medium,Tier 3,Supermarket Type3,2450.144 +FDP57,17.5,Low Fat,0.052740763,Snack Foods,103.799,OUT017,2007,,Tier 2,Supermarket Type1,1135.189 +FDE58,,Low Fat,0,Snack Foods,119.8124,OUT027,1985,Medium,Tier 3,Supermarket Type3,1659.1736 +DRD15,10.6,Low Fat,0.056748659,Dairy,233.6642,OUT013,1987,High,Tier 3,Supermarket Type1,3950.1914 +FDJ52,7.145,Low Fat,0.017822936,Frozen Foods,161.3578,OUT045,2002,,Tier 2,Supermarket Type1,1123.2046 +FDS01,,Low Fat,0.017659068,Canned,175.9686,OUT027,1985,Medium,Tier 3,Supermarket Type3,5866.3638 +FDZ47,20.7,Regular,0.07929647,Baking Goods,97.2042,OUT046,1997,Small,Tier 1,Supermarket Type1,1686.4714 +FDG35,,reg,0.007006883,Starchy Foods,173.5738,OUT027,1985,Medium,Tier 3,Supermarket Type3,1216.4166 +FDY45,17.5,Low Fat,0.026195131,Snack Foods,252.6356,OUT045,2002,,Tier 2,Supermarket Type1,2543.356 +FDY04,17.7,Regular,0.042542484,Frozen Foods,161.921,OUT049,1999,Medium,Tier 1,Supermarket Type1,2120.573 +FDY47,8.6,Regular,0.054474158,Breads,131.031,OUT035,2004,Small,Tier 2,Supermarket Type1,1038.648 +FDE28,9.5,Regular,0,Frozen Foods,228.4668,OUT049,1999,Medium,Tier 1,Supermarket Type1,3916.2356 +FDJ27,17.7,Regular,0.122372504,Meat,101.5674,OUT018,2009,Medium,Tier 3,Supermarket Type2,1629.8784 +FDH58,12.3,low fat,0.037148619,Snack Foods,116.8834,OUT017,2007,,Tier 2,Supermarket Type1,2649.2182 +NCV42,6.26,Low Fat,0.052593952,Household,111.0228,OUT010,1998,,Tier 3,Grocery Store,221.0456 +NCQ54,17.7,Low Fat,0.012593467,Household,167.6474,OUT018,2009,Medium,Tier 3,Supermarket Type2,3874.2902 +FDL44,18.25,Low Fat,0.012325122,Fruits and Vegetables,162.8894,OUT018,2009,Medium,Tier 3,Supermarket Type2,647.1576 +FDY50,5.8,LF,0.131489269,Dairy,89.7172,OUT018,2009,Medium,Tier 3,Supermarket Type2,1605.9096 +FDR59,14.5,Regular,0.064224789,Breads,262.7594,OUT017,2007,,Tier 2,Supermarket Type1,7064.8038 +FDH35,18.25,Low Fat,0.060589424,Starchy Foods,162.5526,OUT017,2007,,Tier 2,Supermarket Type1,986.7156 +FDX08,12.85,Low Fat,0.022649893,Fruits and Vegetables,179.3318,OUT045,2002,,Tier 2,Supermarket Type1,1263.0226 +FDL20,17.1,Low Fat,0.128390273,Fruits and Vegetables,111.9886,OUT035,2004,Small,Tier 2,Supermarket Type1,1445.4518 +FDB27,7.575,Low Fat,0.055476238,Dairy,196.8768,OUT049,1999,Medium,Tier 1,Supermarket Type1,1182.4608 +FDA56,9.21,Low Fat,0.008757492,Fruits and Vegetables,120.8414,OUT013,1987,High,Tier 3,Supermarket Type1,2071.3038 +FDV39,11.3,Low Fat,0.007273831,Meat,196.6426,OUT013,1987,High,Tier 3,Supermarket Type1,5141.3076 +FDU38,,LF,0.144534212,Dairy,190.6504,OUT019,1985,Small,Tier 1,Grocery Store,575.2512 +FDT55,13.6,Regular,0.043743689,Fruits and Vegetables,157.7946,OUT045,2002,,Tier 2,Supermarket Type1,1104.5622 +FDS24,20.85,Regular,0.062477955,Baking Goods,87.2514,OUT018,2009,Medium,Tier 3,Supermarket Type2,1505.3738 +FDS15,9.195,Regular,0.078060601,Meat,106.3596,OUT046,1997,Small,Tier 1,Supermarket Type1,2912.2092 +FDF05,,Low Fat,0.026740767,Frozen Foods,261.291,OUT027,1985,Medium,Tier 3,Supermarket Type3,5522.811 +DRP47,15.75,Low Fat,0.140821917,Hard Drinks,252.9382,OUT049,1999,Medium,Tier 1,Supermarket Type1,2775.7202 +FDA25,16.5,Regular,0.068403271,Canned,101.999,OUT018,2009,Medium,Tier 3,Supermarket Type2,619.194 +FDA19,,Low Fat,0,Fruits and Vegetables,126.6994,OUT019,1985,Small,Tier 1,Grocery Store,256.9988 +NCM26,20.5,LF,0.02312394,Others,154.634,OUT013,1987,High,Tier 3,Supermarket Type1,2297.01 +FDS46,17.6,Regular,0.047449835,Snack Foods,118.1782,OUT018,2009,Medium,Tier 3,Supermarket Type2,2621.9204 +DRH15,8.775,Low Fat,0.110359004,Dairy,42.7428,OUT018,2009,Medium,Tier 3,Supermarket Type2,790.9704 +NCR05,10.1,Low Fat,0.054620504,Health and Hygiene,197.5084,OUT035,2004,Small,Tier 2,Supermarket Type1,2976.126 +NCY17,18.2,Low Fat,0,Health and Hygiene,44.1086,OUT045,2002,,Tier 2,Supermarket Type1,1115.215 +FDZ01,8.975,Regular,0.009051307,Canned,103.099,OUT013,1987,High,Tier 3,Supermarket Type1,309.597 +FDP31,,Regular,0.160722863,Fruits and Vegetables,65.7168,OUT027,1985,Medium,Tier 3,Supermarket Type3,2237.088 +FDE57,9.6,Low Fat,0.03625493,Fruits and Vegetables,141.0154,OUT013,1987,High,Tier 3,Supermarket Type1,2694.4926 +FDZ44,8.185,Low Fat,0.064824502,Fruits and Vegetables,116.0808,OUT010,1998,,Tier 3,Grocery Store,234.3616 +NCP53,14.75,Low Fat,0.033024328,Health and Hygiene,236.6906,OUT018,2009,Medium,Tier 3,Supermarket Type2,3089.9778 +NCA06,20.5,Low Fat,0.143574191,Household,37.219,OUT045,2002,,Tier 2,Supermarket Type1,476.047 +FDP22,14.65,Regular,0.099333217,Snack Foods,51.3666,OUT045,2002,,Tier 2,Supermarket Type1,1076.5986 +FDW37,19.2,Low Fat,0.12475207,Canned,90.9488,OUT017,2007,,Tier 2,Supermarket Type1,633.8416 +NCS30,5.945,Low Fat,0.093170838,Household,127.3652,OUT049,1999,Medium,Tier 1,Supermarket Type1,1549.9824 +FDB40,17.5,Regular,0.007538459,Dairy,144.2102,OUT035,2004,Small,Tier 2,Supermarket Type1,4082.6856 +FDC51,10.895,Regular,0.009676286,Dairy,122.873,OUT017,2007,,Tier 2,Supermarket Type1,3448.844 +FDC11,20.5,LF,0.141792841,Starchy Foods,89.7172,OUT046,1997,Small,Tier 1,Supermarket Type1,1159.8236 +FDC59,,Regular,0.05436436,Starchy Foods,63.8168,OUT027,1985,Medium,Tier 3,Supermarket Type3,958.752 +FDE14,13.65,Regular,0.031573246,Canned,99.47,OUT018,2009,Medium,Tier 3,Supermarket Type2,299.61 +NCT41,15.7,LF,0.055943697,Health and Hygiene,150.6024,OUT013,1987,High,Tier 3,Supermarket Type1,2428.8384 +FDP52,18.7,Regular,0,Frozen Foods,229.201,OUT035,2004,Small,Tier 2,Supermarket Type1,3215.814 +DRA24,19.35,Regular,0.066831682,Soft Drinks,163.8868,OUT010,1998,,Tier 3,Grocery Store,327.5736 +FDC40,16,Regular,0.065165046,Dairy,79.3986,OUT049,1999,Medium,Tier 1,Supermarket Type1,856.8846 +NCA42,6.965,Low Fat,0,Household,159.4604,OUT013,1987,High,Tier 3,Supermarket Type1,3169.208 +FDT27,11.395,Regular,0.069728296,Meat,233.9616,OUT045,2002,,Tier 2,Supermarket Type1,1406.1696 +NCW54,7.5,Low Fat,0.09660879,Household,56.9588,OUT045,2002,,Tier 2,Supermarket Type1,744.3644 +DRB13,6.115,Regular,0.007038478,Soft Drinks,189.253,OUT013,1987,High,Tier 3,Supermarket Type1,3605.307 +FDY02,,Regular,0.153456703,Dairy,264.091,OUT019,1985,Small,Tier 1,Grocery Store,262.991 +FDS59,14.8,Regular,0.043982464,Breads,110.657,OUT045,2002,,Tier 2,Supermarket Type1,2966.139 +FDR49,8.71,Low Fat,0.139202085,Canned,46.1376,OUT035,2004,Small,Tier 2,Supermarket Type1,383.5008 +FDY40,15.5,Regular,0.086184647,Frozen Foods,50.9692,OUT018,2009,Medium,Tier 3,Supermarket Type2,394.1536 +FDL48,19.35,Regular,0.082250863,Baking Goods,48.7034,OUT035,2004,Small,Tier 2,Supermarket Type1,534.6374 +DRI01,,Low Fat,0.034286109,Soft Drinks,173.1422,OUT027,1985,Medium,Tier 3,Supermarket Type3,5000.8238 +FDZ52,19.2,Low Fat,0.100482186,Frozen Foods,111.8886,OUT018,2009,Medium,Tier 3,Supermarket Type2,1667.829 +FDK32,16.25,Regular,0.049051717,Fruits and Vegetables,152.4682,OUT049,1999,Medium,Tier 1,Supermarket Type1,2439.4912 +FDK51,19.85,Low Fat,0.005230786,Dairy,265.1884,OUT013,1987,High,Tier 3,Supermarket Type1,5034.7796 +FDP28,13.65,Regular,0.08062523,Frozen Foods,259.6936,OUT035,2004,Small,Tier 2,Supermarket Type1,2087.9488 +DRZ24,7.535,Low Fat,0.081787519,Soft Drinks,120.844,OUT046,1997,Small,Tier 1,Supermarket Type1,2157.192 +FDG04,,Low Fat,0.010615026,Frozen Foods,185.1898,OUT019,1985,Small,Tier 1,Grocery Store,374.1796 +FDF58,,Low Fat,0.009534758,Snack Foods,64.551,OUT027,1985,Medium,Tier 3,Supermarket Type3,1201.769 +FDI21,5.59,Regular,0.056602818,Snack Foods,63.2168,OUT046,1997,Small,Tier 1,Supermarket Type1,1725.7536 +FDZ43,11,Regular,0.057047756,Fruits and Vegetables,240.4512,OUT035,2004,Small,Tier 2,Supermarket Type1,7028.1848 +FDI57,19.85,Low Fat,0.05410964,Seafood,195.0768,OUT049,1999,Medium,Tier 1,Supermarket Type1,1970.768 +FDV03,17.6,Low Fat,0.058209079,Meat,153.6314,OUT045,2002,,Tier 2,Supermarket Type1,5274.4676 +FDT12,6.215,Regular,0.083056555,Baking Goods,224.4062,OUT010,1998,,Tier 3,Grocery Store,225.7062 +FDF29,15.1,Regular,0.020015391,Frozen Foods,128.831,OUT018,2009,Medium,Tier 3,Supermarket Type2,1817.634 +FDU02,13.35,low fat,0.102426197,Dairy,230.6352,OUT013,1987,High,Tier 3,Supermarket Type1,5725.88 +FDD23,9.5,Regular,0.048761223,Starchy Foods,186.5898,OUT049,1999,Medium,Tier 1,Supermarket Type1,5238.5144 +FDN04,11.8,Regular,0,Frozen Foods,179.2344,OUT035,2004,Small,Tier 2,Supermarket Type1,2141.2128 +FDG29,17.6,Low Fat,0.056281276,Frozen Foods,40.3454,OUT035,2004,Small,Tier 2,Supermarket Type1,796.9626 +FDK51,19.85,Low Fat,0.008762556,Dairy,266.6884,OUT010,1998,,Tier 3,Grocery Store,264.9884 +FDB53,13.35,Low Fat,0.139669224,Frozen Foods,147.6392,OUT049,1999,Medium,Tier 1,Supermarket Type1,1938.8096 +DRI23,18.85,Low Fat,0.137972993,Hard Drinks,158.4578,OUT017,2007,,Tier 2,Supermarket Type1,1444.1202 +FDP57,17.5,Low Fat,0,Snack Foods,102.999,OUT046,1997,Small,Tier 1,Supermarket Type1,2992.771 +FDY57,20.2,reg,0.121940099,Snack Foods,95.3752,OUT017,2007,,Tier 2,Supermarket Type1,1150.5024 +NCT42,5.88,Low Fat,0.024926013,Household,149.9392,OUT049,1999,Medium,Tier 1,Supermarket Type1,1491.392 +FDZ21,,Regular,0.039031927,Snack Foods,95.641,OUT027,1985,Medium,Tier 3,Supermarket Type3,1737.738 +FDC50,15.85,Low Fat,0.13727,Canned,94.4094,OUT017,2007,,Tier 2,Supermarket Type1,1904.188 +FDT40,5.985,Low Fat,0.095989602,Frozen Foods,127.3678,OUT045,2002,,Tier 2,Supermarket Type1,508.6712 +FDD50,18.85,Low Fat,0.142443405,Canned,170.4132,OUT017,2007,,Tier 2,Supermarket Type1,4396.9432 +DRI23,18.85,Low Fat,0.137410256,Hard Drinks,161.7578,OUT049,1999,Medium,Tier 1,Supermarket Type1,1604.578 +FDQ46,7.51,Low Fat,0.104400238,Snack Foods,113.5544,OUT017,2007,,Tier 2,Supermarket Type1,894.8352 +NCW06,16.2,Low Fat,0,Household,190.8162,OUT035,2004,Small,Tier 2,Supermarket Type1,3271.0754 +NCX06,17.6,Low Fat,0.015750947,Household,182.5976,OUT018,2009,Medium,Tier 3,Supermarket Type2,1629.8784 +NCE19,8.97,Low Fat,0.092937216,Household,54.6956,OUT013,1987,High,Tier 3,Supermarket Type1,764.3384 +FDI60,7.22,Regular,0.03828933,Baking Goods,64.751,OUT013,1987,High,Tier 3,Supermarket Type1,126.502 +FDC47,,Low Fat,0.208162156,Snack Foods,228.1694,OUT019,1985,Small,Tier 1,Grocery Store,228.3694 +FDE02,8.71,Low Fat,0.121936216,Canned,94.4778,OUT017,2007,,Tier 2,Supermarket Type1,2628.5784 +FDE11,17.7,Regular,0.135646297,Starchy Foods,186.0924,OUT018,2009,Medium,Tier 3,Supermarket Type2,3516.7556 +FDP11,15.85,Low Fat,0.069240685,Breads,217.5166,OUT045,2002,,Tier 2,Supermarket Type1,653.1498 +FDB08,6.055,Low Fat,0.03127929,Fruits and Vegetables,160.3578,OUT017,2007,,Tier 2,Supermarket Type1,2406.867 +FDL48,,Regular,0.08186804,Baking Goods,46.8034,OUT027,1985,Medium,Tier 3,Supermarket Type3,1069.2748 +FDH26,19.25,Regular,0.034753686,Canned,141.5496,OUT049,1999,Medium,Tier 1,Supermarket Type1,1976.0944 +FDI33,16.5,Low Fat,0.028476451,Snack Foods,91.0146,OUT045,2002,,Tier 2,Supermarket Type1,1368.219 +FDQ26,13.5,Regular,0.067872402,Dairy,57.8562,OUT046,1997,Small,Tier 1,Supermarket Type1,355.5372 +FDN03,,Regular,0.026420581,Meat,250.9408,OUT019,1985,Small,Tier 1,Grocery Store,1001.3632 +FDO13,7.865,Low Fat,0.061183503,Breakfast,164.5526,OUT045,2002,,Tier 2,Supermarket Type1,1644.526 +NCJ29,10.6,Low Fat,0.035247642,Health and Hygiene,84.7224,OUT049,1999,Medium,Tier 1,Supermarket Type1,1619.2256 +FDE52,,Regular,0.02974207,Dairy,88.9514,OUT027,1985,Medium,Tier 3,Supermarket Type3,3453.5046 +FDA52,16.2,Regular,0.128397995,Frozen Foods,178.337,OUT035,2004,Small,Tier 2,Supermarket Type1,1411.496 +FDF57,14.5,Regular,0.058918844,Fruits and Vegetables,169.7448,OUT049,1999,Medium,Tier 1,Supermarket Type1,3238.4512 +NCO26,7.235,Low Fat,0.076791671,Household,116.4492,OUT013,1987,High,Tier 3,Supermarket Type1,2316.984 +DRL59,16.75,Low Fat,0.021220113,Hard Drinks,55.1298,OUT035,2004,Small,Tier 2,Supermarket Type1,1240.3854 +FDC60,,Regular,0.2004264,Baking Goods,88.8514,OUT019,1985,Small,Tier 1,Grocery Store,265.6542 +DRD25,,Low Fat,0.078589629,Soft Drinks,113.286,OUT027,1985,Medium,Tier 3,Supermarket Type3,2716.464 +FDB26,14,Regular,0.031261583,Canned,52.564,OUT035,2004,Small,Tier 2,Supermarket Type1,639.168 +FDK51,19.85,Low Fat,0.005235143,Dairy,265.8884,OUT046,1997,Small,Tier 1,Supermarket Type1,2649.884 +FDE53,10.895,Low Fat,0.027032204,Frozen Foods,106.328,OUT017,2007,,Tier 2,Supermarket Type1,852.224 +FDV24,5.635,Low Fat,0.172856719,Baking Goods,148.205,OUT010,1998,,Tier 3,Grocery Store,449.415 +FDI34,10.65,Regular,0.085617517,Snack Foods,229.3668,OUT017,2007,,Tier 2,Supermarket Type1,2303.668 +FDL36,15.1,Low Fat,0.127334766,Baking Goods,88.283,OUT010,1998,,Tier 3,Grocery Store,89.883 +NCA54,16.5,Low Fat,0.036641597,Household,178.7318,OUT046,1997,Small,Tier 1,Supermarket Type1,1263.0226 +FDI38,13.35,Regular,0.014656564,Canned,208.5638,OUT045,2002,,Tier 2,Supermarket Type1,2277.7018 +FDG31,12.15,Low Fat,0.037864854,Meat,63.0826,OUT013,1987,High,Tier 3,Supermarket Type1,322.913 +FDA21,13.65,Low Fat,0.036016619,Snack Foods,186.3924,OUT049,1999,Medium,Tier 1,Supermarket Type1,1295.6468 +FDI09,20.75,Regular,0.12953868,Seafood,240.288,OUT049,1999,Medium,Tier 1,Supermarket Type1,2396.88 +FDI20,19.1,Low Fat,0.038531668,Fruits and Vegetables,210.6586,OUT013,1987,High,Tier 3,Supermarket Type1,5487.5236 +DRI51,17.25,LF,0,Dairy,171.5764,OUT045,2002,,Tier 2,Supermarket Type1,4637.9628 +DRZ11,,Regular,0.112119359,Soft Drinks,123.0388,OUT027,1985,Medium,Tier 3,Supermarket Type3,1981.4208 +FDY07,,Low Fat,0,Fruits and Vegetables,45.9402,OUT027,1985,Medium,Tier 3,Supermarket Type3,872.8638 +FDC58,10.195,Low Fat,0.041907414,Snack Foods,43.8428,OUT013,1987,High,Tier 3,Supermarket Type1,175.7712 +NCC30,16.6,Low Fat,0.027556247,Household,176.6344,OUT013,1987,High,Tier 3,Supermarket Type1,1962.7784 +FDY03,17.6,Regular,0.076058484,Meat,111.8202,OUT013,1987,High,Tier 3,Supermarket Type1,2025.3636 +FDZ44,8.185,Low Fat,0.038729057,Fruits and Vegetables,117.1808,OUT046,1997,Small,Tier 1,Supermarket Type1,1874.8928 +FDP28,13.65,Regular,0.080804019,Frozen Foods,261.1936,OUT045,2002,,Tier 2,Supermarket Type1,2348.9424 +DRD15,10.6,Low Fat,0.056884225,Dairy,231.9642,OUT049,1999,Medium,Tier 1,Supermarket Type1,3020.7346 +FDL08,10.8,Low Fat,0.050000257,Fruits and Vegetables,243.9144,OUT017,2007,,Tier 2,Supermarket Type1,4655.2736 +FDP25,15.2,Low Fat,0.021207519,Canned,219.4824,OUT046,1997,Small,Tier 1,Supermarket Type1,1747.0592 +DRK59,8.895,Low Fat,0,Hard Drinks,232.9616,OUT045,2002,,Tier 2,Supermarket Type1,2812.3392 +DRJ24,11.8,Low Fat,0.113307794,Soft Drinks,187.0924,OUT035,2004,Small,Tier 2,Supermarket Type1,1850.924 +FDU33,7.63,Regular,0.225476528,Snack Foods,45.1402,OUT010,1998,,Tier 3,Grocery Store,45.9402 +FDX47,6.55,Regular,0.034800079,Breads,157.5288,OUT017,2007,,Tier 2,Supermarket Type1,1571.288 +FDR46,16.85,Low Fat,0.139301634,Snack Foods,144.976,OUT013,1987,High,Tier 3,Supermarket Type1,2783.044 +FDZ56,,Low Fat,0.025612348,Fruits and Vegetables,168.2474,OUT027,1985,Medium,Tier 3,Supermarket Type3,3200.5006 +NCO26,7.235,Low Fat,0.077290355,Household,116.9492,OUT017,2007,,Tier 2,Supermarket Type1,2316.984 +FDV38,19.25,Low Fat,0.1017546,Dairy,55.1956,OUT035,2004,Small,Tier 2,Supermarket Type1,491.3604 +FDL13,13.85,Regular,0.094265737,Breakfast,233.93,OUT010,1998,,Tier 3,Grocery Store,233.03 +FDD57,18.1,LF,0.022380952,Fruits and Vegetables,93.6094,OUT013,1987,High,Tier 3,Supermarket Type1,476.047 +FDE46,18.6,Low Fat,0.01575657,Snack Foods,153.1366,OUT013,1987,High,Tier 3,Supermarket Type1,3173.8686 +FDB28,6.615,Low Fat,0.156307983,Dairy,196.3426,OUT010,1998,,Tier 3,Grocery Store,790.9704 +FDC41,15.6,Low Fat,0.195688803,Frozen Foods,77.367,OUT010,1998,,Tier 3,Grocery Store,153.134 +DRI23,18.85,Low Fat,0.13747519,Hard Drinks,158.6578,OUT045,2002,,Tier 2,Supermarket Type1,3369.6138 +FDL33,7.235,Low Fat,0,Snack Foods,197.2452,OUT035,2004,Small,Tier 2,Supermarket Type1,2348.9424 +FDS03,7.825,Low Fat,0.07962861,Meat,63.4826,OUT046,1997,Small,Tier 1,Supermarket Type1,2002.0606 +NCY18,,Low Fat,0.03100078,Household,177.0054,OUT027,1985,Medium,Tier 3,Supermarket Type3,2101.2648 +FDE50,19.7,Regular,0.016202582,Canned,188.2556,OUT035,2004,Small,Tier 2,Supermarket Type1,3379.6008 +FDT02,12.6,Low Fat,0.024190156,Dairy,34.4874,OUT035,2004,Small,Tier 2,Supermarket Type1,494.0236 +FDI34,10.65,Regular,0.085308611,Snack Foods,230.2668,OUT045,2002,,Tier 2,Supermarket Type1,5759.17 +FDO15,16.75,Regular,0.008564925,Meat,73.2038,OUT035,2004,Small,Tier 2,Supermarket Type1,1404.1722 +DRI39,13.8,LF,0.097457483,Dairy,55.393,OUT018,2009,Medium,Tier 3,Supermarket Type2,1018.674 +NCO14,9.6,Low Fat,0.029619203,Household,43.6086,OUT013,1987,High,Tier 3,Supermarket Type1,624.5204 +NCN19,13.1,Low Fat,0,Others,189.253,OUT046,1997,Small,Tier 1,Supermarket Type1,1518.024 +DRJ25,14.6,Low Fat,0.150872868,Soft Drinks,47.5692,OUT045,2002,,Tier 2,Supermarket Type1,1379.5376 +FDE10,6.67,Regular,0.09031453,Snack Foods,130.5626,OUT018,2009,Medium,Tier 3,Supermarket Type2,1180.4634 +FDQ08,15.7,Regular,0.018930352,Fruits and Vegetables,59.4536,OUT046,1997,Small,Tier 1,Supermarket Type1,857.5504 +NCQ43,17.75,LF,0.111209003,Others,107.7912,OUT013,1987,High,Tier 3,Supermarket Type1,982.7208 +FDY57,20.2,reg,0.121153331,Snack Foods,97.3752,OUT013,1987,High,Tier 3,Supermarket Type1,958.752 +FDQ34,10.85,Low Fat,0.163160327,Snack Foods,107.4622,OUT017,2007,,Tier 2,Supermarket Type1,1693.7952 +NCG19,20.25,Low Fat,0.148163564,Household,232.7616,OUT049,1999,Medium,Tier 1,Supermarket Type1,1874.8928 +FDI33,,Low Fat,0.028281197,Snack Foods,90.2146,OUT027,1985,Medium,Tier 3,Supermarket Type3,3648.584 +FDW27,5.86,Regular,0.150853308,Meat,156.0314,OUT046,1997,Small,Tier 1,Supermarket Type1,2016.7082 +FDH04,6.115,Regular,0.011437302,Frozen Foods,92.4488,OUT017,2007,,Tier 2,Supermarket Type1,1358.232 +FDZ39,19.7,Regular,0.018024769,Meat,104.499,OUT046,1997,Small,Tier 1,Supermarket Type1,1031.99 +NCK19,9.8,Low Fat,0.090448534,Others,194.5478,OUT035,2004,Small,Tier 2,Supermarket Type1,774.9912 +FDY20,12.5,Regular,0.08175276,Fruits and Vegetables,89.0488,OUT046,1997,Small,Tier 1,Supermarket Type1,1267.6832 +FDN39,19.35,Regular,0.109667698,Meat,166.0816,OUT010,1998,,Tier 3,Grocery Store,671.1264 +NCY41,16.75,Low Fat,0.075735621,Health and Hygiene,34.5532,OUT046,1997,Small,Tier 1,Supermarket Type1,323.5788 +NCN14,19.1,Low Fat,0.091917786,Others,182.7608,OUT046,1997,Small,Tier 1,Supermarket Type1,1837.608 +FDR07,21.35,Low Fat,0.130127365,Fruits and Vegetables,96.2094,OUT010,1998,,Tier 3,Grocery Store,190.4188 +FDW49,19.5,LF,0.082483516,Canned,179.2002,OUT013,1987,High,Tier 3,Supermarket Type1,2865.6032 +FDN23,6.575,Regular,0.075507758,Breads,146.4444,OUT046,1997,Small,Tier 1,Supermarket Type1,1596.5884 +FDS33,6.67,Regular,0.124126756,Snack Foods,88.9514,OUT017,2007,,Tier 2,Supermarket Type1,2125.2336 +FDY36,12.3,Low Fat,0.009425158,Baking Goods,74.838,OUT049,1999,Medium,Tier 1,Supermarket Type1,1537.998 +FDH20,16.1,Regular,0.024999711,Fruits and Vegetables,97.841,OUT045,2002,,Tier 2,Supermarket Type1,1255.033 +FDR15,,Regular,0.058545606,Meat,155.8314,OUT019,1985,Small,Tier 1,Grocery Store,310.2628 +NCP50,17.35,Low Fat,0.020676141,Others,80.6618,OUT017,2007,,Tier 2,Supermarket Type1,1208.427 +FDS40,15.35,Low Fat,0.02346559,Frozen Foods,35.219,OUT010,1998,,Tier 3,Grocery Store,36.619 +FDG38,8.975,Regular,0.05272914,Canned,86.4224,OUT046,1997,Small,Tier 1,Supermarket Type1,1022.6688 +NCO18,13.15,Low Fat,0.024630755,Household,178.2686,OUT013,1987,High,Tier 3,Supermarket Type1,2666.529 +NCO54,19.5,LF,0.014274292,Household,55.6614,OUT046,1997,Small,Tier 1,Supermarket Type1,718.3982 +NCW18,15.1,Low Fat,0.059313603,Household,238.1248,OUT035,2004,Small,Tier 2,Supermarket Type1,4266.4464 +FDB36,5.465,Regular,0.048518008,Baking Goods,132.9626,OUT035,2004,Small,Tier 2,Supermarket Type1,2360.9268 +FDJ45,17.75,Low Fat,0.073349552,Seafood,34.2216,OUT013,1987,High,Tier 3,Supermarket Type1,934.7832 +FDP60,,Low Fat,0.055648052,Baking Goods,100.3016,OUT027,1985,Medium,Tier 3,Supermarket Type3,2833.6448 +DRD12,6.96,Low Fat,0.077129323,Soft Drinks,92.7146,OUT013,1987,High,Tier 3,Supermarket Type1,1733.0774 +FDR47,17.85,Low Fat,0.087824967,Breads,196.0794,OUT018,2009,Medium,Tier 3,Supermarket Type2,1755.7146 +FDJ10,5.095,Regular,0.130031207,Snack Foods,142.4838,OUT018,2009,Medium,Tier 3,Supermarket Type2,561.9352 +DRC25,5.73,Low Fat,0.045334098,Soft Drinks,87.0882,OUT013,1987,High,Tier 3,Supermarket Type1,1803.6522 +NCW54,7.5,Low Fat,0.096333029,Household,57.8588,OUT013,1987,High,Tier 3,Supermarket Type1,1145.176 +FDA26,7.855,Regular,0.073858923,Dairy,218.6482,OUT013,1987,High,Tier 3,Supermarket Type1,3723.8194 +DRF01,5.655,LF,0.175047104,Soft Drinks,146.9102,OUT035,2004,Small,Tier 2,Supermarket Type1,1895.5326 +NCZ17,12.15,Low Fat,0.132952286,Health and Hygiene,37.6506,OUT010,1998,,Tier 3,Grocery Store,37.9506 +FDK46,9.6,Low Fat,0.086145867,Snack Foods,258.362,OUT010,1998,,Tier 3,Grocery Store,259.662 +NCU41,18.85,Low Fat,0.0520115,Health and Hygiene,190.3846,OUT013,1987,High,Tier 3,Supermarket Type1,3630.6074 +FDV20,20.2,Regular,0.059790095,Fruits and Vegetables,127.4678,OUT035,2004,Small,Tier 2,Supermarket Type1,3560.6984 +FDT15,12.15,Regular,0.071440118,Meat,182.295,OUT010,1998,,Tier 3,Grocery Store,549.285 +DRI25,19.6,Low Fat,0.03395415,Soft Drinks,56.4614,OUT049,1999,Medium,Tier 1,Supermarket Type1,773.6596 +FDA40,16,Regular,0.099271209,Frozen Foods,88.5856,OUT046,1997,Small,Tier 1,Supermarket Type1,878.856 +FDZ15,,Low Fat,0.020769677,Dairy,117.5782,OUT027,1985,Medium,Tier 3,Supermarket Type3,2741.0986 +FDM13,6.425,Low Fat,0.06316338,Breakfast,132.2626,OUT035,2004,Small,Tier 2,Supermarket Type1,2098.6016 +NCM05,6.825,Low Fat,0.059846975,Health and Hygiene,262.5226,OUT046,1997,Small,Tier 1,Supermarket Type1,9779.9362 +FDD38,,reg,0.014342659,Canned,103.7674,OUT019,1985,Small,Tier 1,Grocery Store,203.7348 +DRI01,7.97,Low Fat,0.057667173,Soft Drinks,172.1422,OUT010,1998,,Tier 3,Grocery Store,517.3266 +DRG13,17.25,Low Fat,0.037155206,Soft Drinks,166.4526,OUT013,1987,High,Tier 3,Supermarket Type1,3782.4098 +NCT30,9.1,Low Fat,0.080417724,Household,48.8718,OUT049,1999,Medium,Tier 1,Supermarket Type1,425.4462 +NCG42,19.2,Low Fat,0.041227831,Household,129.831,OUT046,1997,Small,Tier 1,Supermarket Type1,1947.465 +FDB14,,Regular,0.102226474,Canned,91.312,OUT027,1985,Medium,Tier 3,Supermarket Type3,3075.996 +FDO27,,Regular,0.178210285,Meat,95.7752,OUT027,1985,Medium,Tier 3,Supermarket Type3,3930.8832 +FDC14,14.5,Regular,0.06904249,Canned,41.4454,OUT010,1998,,Tier 3,Grocery Store,41.9454 +FDB49,,Regular,0.052791124,Baking Goods,98.5384,OUT019,1985,Small,Tier 1,Grocery Store,591.2304 +FDZ23,17.75,Regular,0.067607749,Baking Goods,188.024,OUT049,1999,Medium,Tier 1,Supermarket Type1,2796.36 +FDJ52,7.145,Low Fat,0.017887474,Frozen Foods,160.6578,OUT017,2007,,Tier 2,Supermarket Type1,1765.0358 +FDJ56,8.985,Low Fat,0.184440421,Fruits and Vegetables,99.67,OUT017,2007,,Tier 2,Supermarket Type1,3295.71 +NCR54,16.35,low fat,0.091074449,Household,196.811,OUT017,2007,,Tier 2,Supermarket Type1,3338.987 +DRF01,5.655,Low Fat,0,Soft Drinks,147.5102,OUT046,1997,Small,Tier 1,Supermarket Type1,1166.4816 +DRK12,9.5,Low Fat,0.041951439,Soft Drinks,32.49,OUT049,1999,Medium,Tier 1,Supermarket Type1,865.54 +FDL58,5.78,Regular,0.074087369,Snack Foods,264.9568,OUT013,1987,High,Tier 3,Supermarket Type1,6855.0768 +FDD44,8.05,Regular,0,Fruits and Vegetables,257.5646,OUT013,1987,High,Tier 3,Supermarket Type1,5153.292 +FDT50,6.75,Regular,0.108679906,Dairy,95.6752,OUT018,2009,Medium,Tier 3,Supermarket Type2,1246.3776 +DRM23,16.6,Low Fat,0.136500981,Hard Drinks,173.3422,OUT017,2007,,Tier 2,Supermarket Type1,4138.6128 +NCM31,6.095,Low Fat,0.081361288,Others,141.9154,OUT045,2002,,Tier 2,Supermarket Type1,2694.4926 +FDY21,15.1,Low Fat,0,Snack Foods,197.211,OUT010,1998,,Tier 3,Grocery Store,196.411 +FDR22,19.35,Regular,0.018591464,Snack Foods,112.9544,OUT049,1999,Medium,Tier 1,Supermarket Type1,1342.2528 +NCV06,11.3,Low Fat,0.066952965,Household,192.0478,OUT018,2009,Medium,Tier 3,Supermarket Type2,3099.9648 +FDR45,10.8,Low Fat,0.029107004,Snack Foods,240.5222,OUT017,2007,,Tier 2,Supermarket Type1,4541.4218 +FDH60,19.7,Regular,0,Baking Goods,194.411,OUT049,1999,Medium,Tier 1,Supermarket Type1,5106.686 +FDR08,,Low Fat,0.065872936,Fruits and Vegetables,113.1886,OUT019,1985,Small,Tier 1,Grocery Store,111.1886 +FDA47,10.5,Regular,0.117149075,Baking Goods,164.121,OUT018,2009,Medium,Tier 3,Supermarket Type2,1794.331 +FDS37,7.655,Low Fat,0.031994534,Canned,114.3492,OUT049,1999,Medium,Tier 1,Supermarket Type1,1853.5872 +FDF12,8.235,Low Fat,0.08276363,Baking Goods,146.5076,OUT018,2009,Medium,Tier 3,Supermarket Type2,1625.8836 +FDP24,20.6,Low Fat,0.083004078,Baking Goods,119.4756,OUT046,1997,Small,Tier 1,Supermarket Type1,1090.5804 +FDU20,19.35,Regular,0.021490911,Fruits and Vegetables,122.1098,OUT049,1999,Medium,Tier 1,Supermarket Type1,2892.2352 +FDW44,9.5,Regular,0.058835928,Fruits and Vegetables,170.2448,OUT010,1998,,Tier 3,Grocery Store,170.4448 +FDY39,5.305,Regular,0.07871639,Meat,183.5608,OUT010,1998,,Tier 3,Grocery Store,551.2824 +DRD37,9.8,Low Fat,0.013869809,Soft Drinks,47.406,OUT045,2002,,Tier 2,Supermarket Type1,978.726 +FDZ35,9.6,Regular,0.022274264,Breads,101.699,OUT035,2004,Small,Tier 2,Supermarket Type1,2992.771 +FDB50,13,LF,0.153618566,Canned,79.6986,OUT046,1997,Small,Tier 1,Supermarket Type1,1480.0734 +FDY10,17.6,Low Fat,0.049267759,Snack Foods,113.0176,OUT018,2009,Medium,Tier 3,Supermarket Type2,2862.94 +FDK41,14.3,Low Fat,0.12826315,Frozen Foods,83.4224,OUT017,2007,,Tier 2,Supermarket Type1,681.7792 +FDL24,10.3,Regular,0.02494708,Baking Goods,172.3422,OUT045,2002,,Tier 2,Supermarket Type1,5690.5926 +FDZ07,15.1,Regular,0.157154813,Fruits and Vegetables,62.2194,OUT010,1998,,Tier 3,Grocery Store,185.7582 +DRI03,6.03,Low Fat,0.022832115,Dairy,176.7028,OUT017,2007,,Tier 2,Supermarket Type1,1416.8224 +FDW56,7.68,Low Fat,0.070900282,Fruits and Vegetables,192.6162,OUT046,1997,Small,Tier 1,Supermarket Type1,5580.0698 +FDR20,20,Regular,0.028180789,Fruits and Vegetables,46.8744,OUT045,2002,,Tier 2,Supermarket Type1,905.488 +FDC50,15.85,Low Fat,0.136497913,Canned,96.3094,OUT046,1997,Small,Tier 1,Supermarket Type1,2856.282 +NCX05,15.2,Low Fat,0.162462044,Health and Hygiene,117.6492,OUT010,1998,,Tier 3,Grocery Store,347.5476 +FDU23,12.15,Low Fat,0,Breads,164.7184,OUT046,1997,Small,Tier 1,Supermarket Type1,3962.8416 +FDN45,19.35,Low Fat,0.118080437,Snack Foods,222.6088,OUT035,2004,Small,Tier 2,Supermarket Type1,6040.1376 +FDQ51,,Regular,0.017466284,Meat,45.4718,OUT027,1985,Medium,Tier 3,Supermarket Type3,1323.6104 +FDH21,,Low Fat,0.031073804,Seafood,157.5604,OUT027,1985,Medium,Tier 3,Supermarket Type3,5704.5744 +DRZ11,8.85,Regular,0.113302223,Soft Drinks,125.1388,OUT017,2007,,Tier 2,Supermarket Type1,1114.5492 +NCI43,19.85,Low Fat,0.025968706,Household,49.5376,OUT046,1997,Small,Tier 1,Supermarket Type1,1006.6896 +DRF03,19.1,Low Fat,0.045400017,Dairy,38.8138,OUT045,2002,,Tier 2,Supermarket Type1,690.4346 +NCF30,17,Low Fat,0.126958147,Household,125.8362,OUT017,2007,,Tier 2,Supermarket Type1,2516.724 +FDB12,11.15,Regular,0.105307659,Baking Goods,102.0648,OUT046,1997,Small,Tier 1,Supermarket Type1,1038.648 +FDW19,12.35,Regular,0.038500421,Fruits and Vegetables,110.757,OUT046,1997,Small,Tier 1,Supermarket Type1,1208.427 +FDB45,20.85,Low Fat,0.02137305,Fruits and Vegetables,103.3306,OUT045,2002,,Tier 2,Supermarket Type1,522.653 +FDY55,,Low Fat,0,Fruits and Vegetables,255.7988,OUT027,1985,Medium,Tier 3,Supermarket Type3,9251.9568 +FDK40,7.035,Low Fat,0,Frozen Foods,263.291,OUT010,1998,,Tier 3,Grocery Store,525.982 +FDU11,4.785,Low Fat,0.09297084,Breads,122.0098,OUT018,2009,Medium,Tier 3,Supermarket Type2,2048.6666 +FDP33,,Low Fat,0.088839949,Snack Foods,254.2672,OUT027,1985,Medium,Tier 3,Supermarket Type3,10993.6896 +FDN49,17.25,Regular,0.209600084,Breakfast,40.348,OUT010,1998,,Tier 3,Grocery Store,39.948 +FDR15,9.3,Regular,0.033505804,Meat,153.4314,OUT045,2002,,Tier 2,Supermarket Type1,2482.1024 +FDO38,17.25,Low Fat,0.072986772,Canned,78.8986,OUT045,2002,,Tier 2,Supermarket Type1,1635.8706 +DRC24,17.85,Low Fat,0.024961677,Soft Drinks,153.1998,OUT017,2007,,Tier 2,Supermarket Type1,3383.5956 +NCU17,,Low Fat,0.092433518,Health and Hygiene,101.6674,OUT027,1985,Medium,Tier 3,Supermarket Type3,1426.1436 +FDK22,9.8,Low Fat,0.026081567,Snack Foods,217.585,OUT035,2004,Small,Tier 2,Supermarket Type1,4327.7 +DRP35,18.85,Low Fat,0.09079168,Hard Drinks,127.1336,OUT013,1987,High,Tier 3,Supermarket Type1,3579.3408 +NCL29,9.695,Low Fat,0.113917889,Health and Hygiene,158.2604,OUT035,2004,Small,Tier 2,Supermarket Type1,2693.8268 +FDG53,10,Low Fat,0.045928229,Frozen Foods,138.118,OUT049,1999,Medium,Tier 1,Supermarket Type1,1957.452 +DRM23,16.6,Low Fat,0.135620265,Hard Drinks,172.9422,OUT013,1987,High,Tier 3,Supermarket Type1,2931.5174 +FDR09,18.25,Low Fat,0.077709902,Snack Foods,259.6962,OUT035,2004,Small,Tier 2,Supermarket Type1,5438.9202 +NCJ30,5.82,Low Fat,0.134975628,Household,170.579,OUT010,1998,,Tier 3,Grocery Store,509.337 +FDZ04,9.31,Low Fat,0.037955094,Frozen Foods,62.151,OUT046,1997,Small,Tier 1,Supermarket Type1,1201.769 +FDM10,18.25,Low Fat,0.076125668,Snack Foods,214.0218,OUT045,2002,,Tier 2,Supermarket Type1,2564.6616 +FDR21,19.7,Low Fat,0.067039526,Snack Foods,178.337,OUT049,1999,Medium,Tier 1,Supermarket Type1,1411.496 +DRJ49,6.865,Low Fat,0.014021626,Soft Drinks,127.1652,OUT045,2002,,Tier 2,Supermarket Type1,1291.652 +FDJ15,11.35,Regular,0.023358738,Dairy,184.4608,OUT049,1999,Medium,Tier 1,Supermarket Type1,4042.7376 +FDO34,17.7,Low Fat,0.029933275,Snack Foods,169.0816,OUT035,2004,Small,Tier 2,Supermarket Type1,5201.2296 +NCG30,,Low Fat,0.111777297,Household,124.6046,OUT027,1985,Medium,Tier 3,Supermarket Type3,2863.6058 +FDS60,20.85,Low Fat,0.032448523,Baking Goods,177.866,OUT046,1997,Small,Tier 1,Supermarket Type1,1078.596 +FDX57,17.25,Regular,0.047266211,Snack Foods,97.0068,OUT046,1997,Small,Tier 1,Supermarket Type1,1846.9292 +FDS40,15.35,Low Fat,0.01404119,Frozen Foods,38.419,OUT049,1999,Medium,Tier 1,Supermarket Type1,476.047 +FDT08,13.65,LF,0.04917754,Fruits and Vegetables,151.805,OUT013,1987,High,Tier 3,Supermarket Type1,2696.49 +NCN29,15.2,Low Fat,0.020280476,Health and Hygiene,49.1034,OUT010,1998,,Tier 3,Grocery Store,194.4136 +FDY27,6.38,Low Fat,0.031962866,Dairy,178.0344,OUT045,2002,,Tier 2,Supermarket Type1,535.3032 +NCR29,,Low Fat,0.054376275,Health and Hygiene,56.293,OUT027,1985,Medium,Tier 3,Supermarket Type3,2546.685 +FDZ02,6.905,Regular,0.063850971,Dairy,97.2726,OUT010,1998,,Tier 3,Grocery Store,195.7452 +FDP40,,Regular,0.060154968,Frozen Foods,110.1544,OUT019,1985,Small,Tier 1,Grocery Store,111.8544 +FDE11,,Regular,0.134441765,Starchy Foods,183.9924,OUT027,1985,Medium,Tier 3,Supermarket Type3,6478.234 +DRL35,15.7,Low Fat,0.03067808,Hard Drinks,44.777,OUT013,1987,High,Tier 3,Supermarket Type1,605.878 +FDD56,15.2,Regular,0.103758647,Fruits and Vegetables,177.0054,OUT035,2004,Small,Tier 2,Supermarket Type1,2976.7918 +FDO39,,Regular,0.136701678,Meat,182.1608,OUT027,1985,Medium,Tier 3,Supermarket Type3,5880.3456 +FDG32,,Low Fat,0.308145448,Fruits and Vegetables,222.0772,OUT019,1985,Small,Tier 1,Grocery Store,889.5088 +FDU50,,Regular,0.074806196,Dairy,112.9176,OUT027,1985,Medium,Tier 3,Supermarket Type3,3435.528 +FDX24,8.355,low fat,0.013926425,Baking Goods,93.0462,OUT035,2004,Small,Tier 2,Supermarket Type1,1110.5544 +NCN43,12.15,Low Fat,0.006754117,Others,122.173,OUT013,1987,High,Tier 3,Supermarket Type1,2586.633 +FDK34,13.35,Low Fat,0,Snack Foods,238.7564,OUT018,2009,Medium,Tier 3,Supermarket Type2,1906.8512 +NCN41,17,Low Fat,0.052209303,Health and Hygiene,122.373,OUT046,1997,Small,Tier 1,Supermarket Type1,2586.633 +FDW16,17.35,Regular,0.041538713,Frozen Foods,93.1804,OUT049,1999,Medium,Tier 1,Supermarket Type1,1378.206 +FDP46,,Low Fat,0.13064231,Snack Foods,88.383,OUT019,1985,Small,Tier 1,Grocery Store,89.883 +NCD07,9.1,Low Fat,0.055382616,Household,115.0518,OUT013,1987,High,Tier 3,Supermarket Type1,683.1108 +FDG44,6.13,Low Fat,0,Fruits and Vegetables,54.1298,OUT046,1997,Small,Tier 1,Supermarket Type1,1348.245 +FDC20,,low fat,0.041970938,Fruits and Vegetables,55.4272,OUT019,1985,Small,Tier 1,Grocery Store,111.8544 +FDB23,19.2,reg,0.005583951,Starchy Foods,226.9062,OUT013,1987,High,Tier 3,Supermarket Type1,4514.124 +DRK59,8.895,Low Fat,0.075757177,Hard Drinks,233.8616,OUT018,2009,Medium,Tier 3,Supermarket Type2,937.4464 +FDT31,19.75,Low Fat,0.012467648,Fruits and Vegetables,188.1872,OUT049,1999,Medium,Tier 1,Supermarket Type1,2458.1336 +FDB15,10.895,Low Fat,0.137368051,Dairy,264.3568,OUT018,2009,Medium,Tier 3,Supermarket Type2,4745.8224 +FDI56,,Low Fat,0.092933158,Fruits and Vegetables,91.0146,OUT027,1985,Medium,Tier 3,Supermarket Type3,3466.1548 +NCQ17,10.3,LF,0.117593973,Health and Hygiene,154.463,OUT017,2007,,Tier 2,Supermarket Type1,2503.408 +FDH44,19.1,Regular,0.026018497,Fruits and Vegetables,148.2418,OUT017,2007,,Tier 2,Supermarket Type1,3089.9778 +FDP40,4.555,Regular,0.034410585,Frozen Foods,111.3544,OUT049,1999,Medium,Tier 1,Supermarket Type1,1342.2528 +NCR17,,Low Fat,0.02426524,Health and Hygiene,114.0492,OUT027,1985,Medium,Tier 3,Supermarket Type3,3938.8728 +NCO53,16.2,Low Fat,0.176175402,Health and Hygiene,184.0608,OUT017,2007,,Tier 2,Supermarket Type1,2021.3688 +FDG38,8.975,Regular,0.088257771,Canned,84.1224,OUT010,1998,,Tier 3,Grocery Store,170.4448 +FDO01,21.1,Regular,0.020750867,Breakfast,128.7994,OUT049,1999,Medium,Tier 1,Supermarket Type1,1927.491 +NCQ43,17.75,Low Fat,0.111527348,Others,110.2912,OUT045,2002,,Tier 2,Supermarket Type1,873.5296 +FDU47,12.8,Regular,0.114318263,Breads,142.2838,OUT018,2009,Medium,Tier 3,Supermarket Type2,421.4514 +FDZ02,6.905,Regular,0.038363204,Dairy,98.1726,OUT017,2007,,Tier 2,Supermarket Type1,587.2356 +FDS04,10.195,Regular,0.245483691,Frozen Foods,141.8838,OUT010,1998,,Tier 3,Grocery Store,280.9676 +FDQ31,5.785,Regular,0.053930934,Fruits and Vegetables,87.3856,OUT049,1999,Medium,Tier 1,Supermarket Type1,878.856 +FDT57,,Low Fat,0.018942606,Snack Foods,236.0248,OUT027,1985,Medium,Tier 3,Supermarket Type3,6636.6944 +FDK50,7.96,Low Fat,0.028339599,Canned,162.4894,OUT013,1987,High,Tier 3,Supermarket Type1,1779.6834 +FDB49,8.3,Regular,0.030151351,Baking Goods,98.7384,OUT046,1997,Small,Tier 1,Supermarket Type1,492.692 +FDN56,5.46,Regular,0.107274301,Fruits and Vegetables,145.5786,OUT045,2002,,Tier 2,Supermarket Type1,3900.9222 +FDU02,13.35,Low Fat,0.102670882,Dairy,228.6352,OUT049,1999,Medium,Tier 1,Supermarket Type1,3435.528 +FDK26,5.46,reg,0.032177405,Canned,185.424,OUT046,1997,Small,Tier 1,Supermarket Type1,5219.872 +DRA24,,Regular,0.039734882,Soft Drinks,165.7868,OUT027,1985,Medium,Tier 3,Supermarket Type3,4913.604 +FDF53,20.75,Regular,0.083536989,Frozen Foods,180.3318,OUT013,1987,High,Tier 3,Supermarket Type1,4149.9314 +NCZ30,6.59,Low Fat,0.026225693,Household,119.0098,OUT049,1999,Medium,Tier 1,Supermarket Type1,2530.7058 +FDF14,7.55,Low Fat,0.0273235,Canned,151.934,OUT017,2007,,Tier 2,Supermarket Type1,1837.608 +FDU40,20.85,Low Fat,0.03747983,Frozen Foods,192.7478,OUT045,2002,,Tier 2,Supermarket Type1,2131.2258 +NCL18,18.85,Low Fat,0.168531813,Household,192.5136,OUT017,2007,,Tier 2,Supermarket Type1,2916.204 +FDP25,15.2,Low Fat,0.021293909,Canned,218.4824,OUT018,2009,Medium,Tier 3,Supermarket Type2,1528.6768 +NCV05,10.1,Low Fat,0.030269774,Health and Hygiene,152.4656,OUT045,2002,,Tier 2,Supermarket Type1,2934.8464 +FDV49,10,Low Fat,0.025822315,Canned,262.7226,OUT035,2004,Small,Tier 2,Supermarket Type1,3171.8712 +FDJ56,8.985,LF,0.183688161,Fruits and Vegetables,100.27,OUT049,1999,Medium,Tier 1,Supermarket Type1,998.7 +FDI40,11.5,Regular,0.125579201,Frozen Foods,99.7358,OUT035,2004,Small,Tier 2,Supermarket Type1,1105.8938 +NCK05,,Low Fat,0.077079177,Health and Hygiene,61.5536,OUT027,1985,Medium,Tier 3,Supermarket Type3,918.804 +NCI43,19.85,Low Fat,0.026074491,Household,48.6376,OUT018,2009,Medium,Tier 3,Supermarket Type2,575.2512 +NCE42,21.1,Low Fat,0.010593469,Household,234.2958,OUT013,1987,High,Tier 3,Supermarket Type1,3739.1328 +FDP40,4.555,Regular,0.034357169,Frozen Foods,112.6544,OUT046,1997,Small,Tier 1,Supermarket Type1,2684.5056 +FDU40,20.85,Low Fat,0.037396901,Frozen Foods,193.8478,OUT035,2004,Small,Tier 2,Supermarket Type1,2712.4692 +DRK47,7.905,Low Fat,0.064011067,Hard Drinks,230.2694,OUT013,1987,High,Tier 3,Supermarket Type1,4567.388 +FDR32,6.78,Regular,0.085981978,Fruits and Vegetables,228.4694,OUT045,2002,,Tier 2,Supermarket Type1,5480.8656 +FDS43,,Low Fat,0.040318693,Fruits and Vegetables,186.224,OUT027,1985,Medium,Tier 3,Supermarket Type3,5033.448 +FDH50,15,Regular,0.161762835,Canned,185.9266,OUT045,2002,,Tier 2,Supermarket Type1,2581.9724 +FDZ09,17.6,Low Fat,0.104878967,Snack Foods,164.8868,OUT046,1997,Small,Tier 1,Supermarket Type1,2456.802 +FDS19,13.8,Regular,0.107469819,Fruits and Vegetables,77.8012,OUT010,1998,,Tier 3,Grocery Store,227.7036 +NCU30,5.11,Low Fat,0.034868095,Household,163.821,OUT035,2004,Small,Tier 2,Supermarket Type1,2120.573 +FDI27,8.71,Regular,0.046079575,Dairy,43.5744,OUT045,2002,,Tier 2,Supermarket Type1,407.4696 +FDQ09,7.235,Low Fat,0.058083831,Snack Foods,113.6834,OUT013,1987,High,Tier 3,Supermarket Type1,230.3668 +FDB35,12.3,Regular,0.064618976,Starchy Foods,89.8804,OUT046,1997,Small,Tier 1,Supermarket Type1,1286.3256 +DRD12,6.96,Low Fat,0.077178965,Soft Drinks,93.1146,OUT035,2004,Small,Tier 2,Supermarket Type1,2189.1504 +FDW07,18,Regular,0.142910689,Fruits and Vegetables,89.6514,OUT049,1999,Medium,Tier 1,Supermarket Type1,1859.5794 +DRE13,6.28,Low Fat,0.027682047,Soft Drinks,85.5198,OUT013,1987,High,Tier 3,Supermarket Type1,1744.396 +FDR11,10.5,Regular,0.142511272,Breads,158.7578,OUT035,2004,Small,Tier 2,Supermarket Type1,2246.4092 +DRG36,14.15,low fat,0.09557165,Soft Drinks,171.0106,OUT045,2002,,Tier 2,Supermarket Type1,4106.6544 +DRD37,9.8,LF,0.02316823,Soft Drinks,47.506,OUT010,1998,,Tier 3,Grocery Store,186.424 +FDX03,15.85,Regular,0.061045133,Meat,44.7744,OUT013,1987,High,Tier 3,Supermarket Type1,181.0976 +FDU46,10.3,Regular,0.011148865,Snack Foods,84.854,OUT045,2002,,Tier 2,Supermarket Type1,778.986 +FDV03,17.6,Low Fat,0.058091269,Meat,156.2314,OUT046,1997,Small,Tier 1,Supermarket Type1,2947.4966 +FDZ37,,Regular,0.019672774,Canned,86.4198,OUT027,1985,Medium,Tier 3,Supermarket Type3,1918.8356 +FDI24,10.3,Low Fat,0.078678276,Baking Goods,177.037,OUT013,1987,High,Tier 3,Supermarket Type1,3705.177 +FDX33,9.195,Regular,0.117667492,Snack Foods,159.5578,OUT049,1999,Medium,Tier 1,Supermarket Type1,1283.6624 +FDG47,12.8,Low Fat,0.069902438,Starchy Foods,261.3252,OUT018,2009,Medium,Tier 3,Supermarket Type2,3410.2276 +FDZ57,10,Regular,0.037757166,Snack Foods,126.7994,OUT035,2004,Small,Tier 2,Supermarket Type1,1284.994 +FDT04,17.25,Low Fat,0.107021498,Frozen Foods,40.5822,OUT035,2004,Small,Tier 2,Supermarket Type1,785.644 +FDO49,,Regular,0.032892112,Breakfast,49.3008,OUT027,1985,Medium,Tier 3,Supermarket Type3,1518.024 +NCB43,20.2,Low Fat,0.100477461,Household,187.7898,OUT017,2007,,Tier 2,Supermarket Type1,2245.0776 +NCL53,7.5,Low Fat,0.036228067,Health and Hygiene,175.2028,OUT035,2004,Small,Tier 2,Supermarket Type1,4427.57 +FDM01,7.895,Regular,0.094488485,Breakfast,100.7332,OUT013,1987,High,Tier 3,Supermarket Type1,1230.3984 +FDO12,15.75,Low Fat,0.055154296,Baking Goods,195.5452,OUT018,2009,Medium,Tier 3,Supermarket Type2,1174.4712 +FDO13,,Low Fat,0.106907604,Breakfast,162.8526,OUT019,1985,Small,Tier 1,Grocery Store,493.3578 +FDI04,13.65,reg,0.073060301,Frozen Foods,196.2426,OUT045,2002,,Tier 2,Supermarket Type1,2570.6538 +NCK05,20.1,Low Fat,0.077439606,Health and Hygiene,60.6536,OUT035,2004,Small,Tier 2,Supermarket Type1,980.0576 +FDP28,13.65,Regular,0.080968973,Frozen Foods,259.7936,OUT018,2009,Medium,Tier 3,Supermarket Type2,2609.936 +FDJ44,12.3,Regular,0.106492562,Fruits and Vegetables,176.3396,OUT049,1999,Medium,Tier 1,Supermarket Type1,1395.5168 +FDS25,,Regular,0.139330557,Canned,109.5228,OUT027,1985,Medium,Tier 3,Supermarket Type3,3426.2068 +FDC02,21.35,Low Fat,0.068822477,Canned,258.3278,OUT046,1997,Small,Tier 1,Supermarket Type1,7028.8506 +FDT23,7.72,Regular,0.074669288,Breads,76.3986,OUT013,1987,High,Tier 3,Supermarket Type1,1402.1748 +NCD31,12.1,Low Fat,0.025834128,Household,165.1526,OUT010,1998,,Tier 3,Grocery Store,164.4526 +FDV19,14.85,Regular,0.035227697,Fruits and Vegetables,159.5578,OUT013,1987,High,Tier 3,Supermarket Type1,2085.9514 +NCQ30,,Low Fat,0.050901814,Household,120.5414,OUT019,1985,Small,Tier 1,Grocery Store,365.5242 +NCD18,16,Low Fat,0.072965144,Household,231.3668,OUT018,2009,Medium,Tier 3,Supermarket Type2,4607.336 +FDL10,8.395,Low Fat,0.039492207,Snack Foods,97.3042,OUT046,1997,Small,Tier 1,Supermarket Type1,1091.2462 +FDX20,7.365,Low Fat,0.042552205,Fruits and Vegetables,225.172,OUT035,2004,Small,Tier 2,Supermarket Type1,3395.58 +FDM32,20.5,Low Fat,0.020587886,Fruits and Vegetables,89.583,OUT013,1987,High,Tier 3,Supermarket Type1,1797.66 +FDR09,18.25,Low Fat,0.130095044,Snack Foods,257.2962,OUT010,1998,,Tier 3,Grocery Store,517.9924 +FDL34,,Low Fat,0.040747616,Snack Foods,140.2496,OUT027,1985,Medium,Tier 3,Supermarket Type3,4093.3384 +NCK42,7.475,LF,0.013146636,Household,214.5192,OUT045,2002,,Tier 2,Supermarket Type1,2804.3496 +FDU23,12.15,Low Fat,0.02176755,Breads,164.6184,OUT045,2002,,Tier 2,Supermarket Type1,3797.7232 +DRI01,7.97,Low Fat,0,Soft Drinks,172.0422,OUT018,2009,Medium,Tier 3,Supermarket Type2,5690.5926 +FDG16,15.25,Low Fat,0.08995645,Frozen Foods,217.1192,OUT049,1999,Medium,Tier 1,Supermarket Type1,3235.788 +FDY56,16.35,Regular,0.062665642,Fruits and Vegetables,225.6062,OUT018,2009,Medium,Tier 3,Supermarket Type2,1579.9434 +FDO24,11.1,Low Fat,0.176182345,Baking Goods,158.1604,OUT035,2004,Small,Tier 2,Supermarket Type1,1901.5248 +NCV29,11.8,Low Fat,0.022843501,Health and Hygiene,177.8686,OUT046,1997,Small,Tier 1,Supermarket Type1,4621.9836 +FDQ48,14.3,Regular,0.034411238,Baking Goods,98.6726,OUT046,1997,Small,Tier 1,Supermarket Type1,782.9808 +FDU15,13.65,Regular,0,Meat,36.6532,OUT017,2007,,Tier 2,Supermarket Type1,755.0172 +FDS47,16.75,Low Fat,0.128861359,Breads,86.2856,OUT035,2004,Small,Tier 2,Supermarket Type1,1406.1696 +FDO50,16.25,Low Fat,0.078290271,Canned,93.1804,OUT049,1999,Medium,Tier 1,Supermarket Type1,1194.4452 +FDW48,18,Low Fat,0.008539208,Baking Goods,81.2618,OUT035,2004,Small,Tier 2,Supermarket Type1,402.809 +FDV20,20.2,Regular,0.100095288,Fruits and Vegetables,125.2678,OUT010,1998,,Tier 3,Grocery Store,127.1678 +FDW47,15,Low Fat,0.046447328,Breads,121.5414,OUT049,1999,Medium,Tier 1,Supermarket Type1,2436.828 +FDA07,,Regular,0.030794774,Fruits and Vegetables,122.9072,OUT027,1985,Medium,Tier 3,Supermarket Type3,4532.7664 +FDZ16,,Regular,0.159081735,Frozen Foods,193.5478,OUT027,1985,Medium,Tier 3,Supermarket Type3,4649.9472 +FDN09,,low fat,0.034705807,Snack Foods,241.6828,OUT027,1985,Medium,Tier 3,Supermarket Type3,4873.656 +FDB50,13,Low Fat,0.154487495,Canned,77.2986,OUT017,2007,,Tier 2,Supermarket Type1,1246.3776 +NCL06,14.65,Low Fat,0.072178679,Household,262.9594,OUT049,1999,Medium,Tier 1,Supermarket Type1,5233.188 +DRG03,,Low Fat,0.061686402,Dairy,153.9998,OUT027,1985,Medium,Tier 3,Supermarket Type3,5229.1932 +DRM59,5.88,Low Fat,0.003599378,Hard Drinks,152.2998,OUT045,2002,,Tier 2,Supermarket Type1,3075.996 +FDU25,12.35,Low Fat,0.026832182,Canned,57.3246,OUT017,2007,,Tier 2,Supermarket Type1,1332.2658 +NCU42,9,Low Fat,0.019616991,Household,169.6474,OUT017,2007,,Tier 2,Supermarket Type1,2526.711 +FDH21,10.395,LF,0.05226427,Seafood,158.4604,OUT010,1998,,Tier 3,Grocery Store,158.4604 +DRO47,10.195,Low Fat,0.112203445,Hard Drinks,111.786,OUT035,2004,Small,Tier 2,Supermarket Type1,1697.79 +FDC44,,Low Fat,0.171761077,Fruits and Vegetables,115.7518,OUT027,1985,Medium,Tier 3,Supermarket Type3,5351.0346 +NCL29,9.695,Low Fat,0.114170506,Health and Hygiene,158.9604,OUT045,2002,,Tier 2,Supermarket Type1,1743.0644 +FDL48,19.35,Regular,0.082266419,Baking Goods,48.8034,OUT046,1997,Small,Tier 1,Supermarket Type1,340.2238 +FDJ21,16.7,Regular,0.038685176,Snack Foods,146.6102,OUT018,2009,Medium,Tier 3,Supermarket Type2,2770.3938 +FDT40,5.985,LF,0.095795326,Frozen Foods,128.4678,OUT046,1997,Small,Tier 1,Supermarket Type1,508.6712 +NCD43,8.85,Low Fat,0.026814124,Household,103.7964,OUT010,1998,,Tier 3,Grocery Store,210.3928 +FDM28,15.7,Low Fat,0.045203854,Frozen Foods,180.266,OUT046,1997,Small,Tier 1,Supermarket Type1,1617.894 +FDR35,12.5,Low Fat,0.020697723,Breads,198.8742,OUT046,1997,Small,Tier 1,Supermarket Type1,5773.1518 +NCP17,19.35,Low Fat,0.027827268,Health and Hygiene,65.6168,OUT018,2009,Medium,Tier 3,Supermarket Type2,383.5008 +FDT23,7.72,Regular,0.074883035,Breads,79.8986,OUT045,2002,,Tier 2,Supermarket Type1,1090.5804 +FDX15,17.2,Low Fat,0.156298858,Meat,162.1578,OUT046,1997,Small,Tier 1,Supermarket Type1,1283.6624 +NCU42,,Low Fat,0.019412192,Household,166.5474,OUT027,1985,Medium,Tier 3,Supermarket Type3,4379.6324 +FDV23,,Low Fat,0.105324246,Breads,125.7046,OUT027,1985,Medium,Tier 3,Supermarket Type3,3237.1196 +FDY34,,Regular,0.019227816,Snack Foods,163.9842,OUT019,1985,Small,Tier 1,Grocery Store,331.5684 +FDE16,8.895,Low Fat,0.044093978,Frozen Foods,208.3954,OUT010,1998,,Tier 3,Grocery Store,1041.977 +FDV60,20.2,Regular,0.117599259,Baking Goods,195.311,OUT045,2002,,Tier 2,Supermarket Type1,3338.987 +FDQ44,20.5,Low Fat,0.036140297,Fruits and Vegetables,120.0756,OUT046,1997,Small,Tier 1,Supermarket Type1,2302.3364 +FDZ09,17.6,Low Fat,0.104791689,Snack Foods,165.2868,OUT013,1987,High,Tier 3,Supermarket Type1,3111.9492 +FDW36,11.15,Low Fat,0.057021156,Baking Goods,106.8622,OUT049,1999,Medium,Tier 1,Supermarket Type1,2011.3818 +NCZ30,,LF,0.026058181,Household,121.9098,OUT027,1985,Medium,Tier 3,Supermarket Type3,3374.2744 +FDL09,19.6,Regular,0.12829573,Snack Foods,167.2816,OUT045,2002,,Tier 2,Supermarket Type1,2013.3792 +FDE05,10.895,Regular,0.03263762,Frozen Foods,147.7102,OUT017,2007,,Tier 2,Supermarket Type1,1895.5326 +DRO35,13.85,LF,0.034765901,Hard Drinks,114.2492,OUT017,2007,,Tier 2,Supermarket Type1,1853.5872 +FDN60,15.1,Low Fat,0.095696334,Baking Goods,159.7604,OUT017,2007,,Tier 2,Supermarket Type1,2693.8268 +NCZ29,15,Low Fat,0.071371458,Health and Hygiene,125.2362,OUT046,1997,Small,Tier 1,Supermarket Type1,1384.1982 +FDX08,12.85,Low Fat,0.022696131,Fruits and Vegetables,179.9318,OUT018,2009,Medium,Tier 3,Supermarket Type2,2706.477 +FDZ16,16.85,Regular,0.267565911,Frozen Foods,194.1478,OUT010,1998,,Tier 3,Grocery Store,1162.4868 +DRL37,15.5,Low Fat,0.053327763,Soft Drinks,44.477,OUT013,1987,High,Tier 3,Supermarket Type1,865.54 +FDL21,15.85,Regular,0.007145063,Snack Foods,41.048,OUT035,2004,Small,Tier 2,Supermarket Type1,479.376 +FDW10,21.2,Low Fat,0.071076055,Snack Foods,174.837,OUT017,2007,,Tier 2,Supermarket Type1,5469.547 +FDB53,13.35,Low Fat,0.139426044,Frozen Foods,148.3392,OUT035,2004,Small,Tier 2,Supermarket Type1,3877.6192 +DRM49,6.11,Regular,0.151925271,Soft Drinks,46.6086,OUT035,2004,Small,Tier 2,Supermarket Type1,624.5204 +NCD06,13,Low Fat,0.099479703,Household,44.906,OUT049,1999,Medium,Tier 1,Supermarket Type1,652.484 +FDN10,,Low Fat,0.045900448,Snack Foods,118.9124,OUT027,1985,Medium,Tier 3,Supermarket Type3,2844.2976 +FDS13,,Low Fat,0.21799414,Canned,266.5884,OUT019,1985,Small,Tier 1,Grocery Store,1324.942 +FDH38,6.425,Low Fat,0.010454459,Canned,115.6808,OUT049,1999,Medium,Tier 1,Supermarket Type1,1406.1696 +FDY21,,Low Fat,0.172641213,Snack Foods,195.111,OUT027,1985,Medium,Tier 3,Supermarket Type3,5303.097 +FDT60,12,Low Fat,0.075701524,Baking Goods,124.6388,OUT045,2002,,Tier 2,Supermarket Type1,2105.2596 +DRZ24,7.535,Low Fat,0.081914677,Soft Drinks,120.344,OUT049,1999,Medium,Tier 1,Supermarket Type1,3835.008 +FDW56,7.68,Low Fat,0.071010513,Fruits and Vegetables,190.9162,OUT049,1999,Medium,Tier 1,Supermarket Type1,5195.2374 +FDG57,14.7,Low Fat,0.072444983,Fruits and Vegetables,48.6034,OUT045,2002,,Tier 2,Supermarket Type1,194.4136 +FDY14,10.3,Low Fat,0.069981909,Dairy,263.0226,OUT013,1987,High,Tier 3,Supermarket Type1,6079.4198 +FDS19,13.8,Regular,0.06457046,Fruits and Vegetables,76.2012,OUT017,2007,,Tier 2,Supermarket Type1,1669.8264 +FDX01,10.1,Low Fat,0.024159767,Canned,114.715,OUT035,2004,Small,Tier 2,Supermarket Type1,815.605 +FDV32,7.785,Low Fat,0.089210159,Fruits and Vegetables,64.251,OUT017,2007,,Tier 2,Supermarket Type1,1328.271 +DRI39,13.8,Low Fat,0.097611115,Dairy,54.893,OUT017,2007,,Tier 2,Supermarket Type1,679.116 +NCU05,11.8,Low Fat,0.058975504,Health and Hygiene,81.7618,OUT018,2009,Medium,Tier 3,Supermarket Type2,966.7416 +NCA29,10.5,Low Fat,0.027430696,Household,171.1106,OUT017,2007,,Tier 2,Supermarket Type1,3593.3226 +FDO10,,Regular,0,Snack Foods,58.7588,OUT019,1985,Small,Tier 1,Grocery Store,400.8116 +DRL47,19.7,LF,0.038815341,Hard Drinks,124.2362,OUT045,2002,,Tier 2,Supermarket Type1,1887.543 +FDA50,,Low Fat,0.152632413,Dairy,98.441,OUT019,1985,Small,Tier 1,Grocery Store,96.541 +FDU23,,LF,0.021618297,Breads,167.1184,OUT027,1985,Medium,Tier 3,Supermarket Type3,2476.776 +FDR27,15.1,Regular,0.096491904,Meat,134.4942,OUT018,2009,Medium,Tier 3,Supermarket Type2,1854.9188 +DRH36,16.2,Low Fat,0.033568871,Soft Drinks,74.9696,OUT017,2007,,Tier 2,Supermarket Type1,2162.5184 +FDZ51,11.3,Regular,0.054507422,Meat,96.3094,OUT013,1987,High,Tier 3,Supermarket Type1,666.4658 +FDQ40,,Regular,0.063079544,Frozen Foods,175.7712,OUT019,1985,Small,Tier 1,Grocery Store,351.5424 +FDB17,,Low Fat,0.064208126,Frozen Foods,180.1976,OUT019,1985,Small,Tier 1,Grocery Store,181.0976 +FDQ16,19.7,Low Fat,0.041974489,Frozen Foods,108.6912,OUT017,2007,,Tier 2,Supermarket Type1,2183.824 +FDG09,20.6,Regular,0.048207431,Fruits and Vegetables,188.0556,OUT017,2007,,Tier 2,Supermarket Type1,2065.3116 +DRI59,9.5,Low Fat,0.041065647,Hard Drinks,223.5088,OUT017,2007,,Tier 2,Supermarket Type1,4697.8848 +FDH47,13.5,Regular,0.128709014,Starchy Foods,96.1068,OUT013,1987,High,Tier 3,Supermarket Type1,1846.9292 +FDA21,13.65,Low Fat,0.03596071,Snack Foods,186.3924,OUT046,1997,Small,Tier 1,Supermarket Type1,1665.8316 +NCO05,7.27,Low Fat,0.046520703,Health and Hygiene,97.7384,OUT013,1987,High,Tier 3,Supermarket Type1,591.2304 +NCL31,,Low Fat,0.210596485,Others,144.747,OUT019,1985,Small,Tier 1,Grocery Store,143.147 +NCH42,6.86,Low Fat,0.03674399,Household,231.201,OUT017,2007,,Tier 2,Supermarket Type1,6201.927 +FDG57,14.7,Low Fat,0.072238195,Fruits and Vegetables,47.5034,OUT013,1987,High,Tier 3,Supermarket Type1,972.068 +NCQ50,,Low Fat,0.034141213,Household,211.9218,OUT027,1985,Medium,Tier 3,Supermarket Type3,3419.5488 +FDK24,9.195,Low Fat,0.101500374,Baking Goods,45.2744,OUT045,2002,,Tier 2,Supermarket Type1,679.116 +DRG39,14.15,Low Fat,0.042246575,Dairy,54.2982,OUT049,1999,Medium,Tier 1,Supermarket Type1,1104.5622 +FDX46,12.3,Regular,0.058105769,Snack Foods,60.4562,OUT035,2004,Small,Tier 2,Supermarket Type1,1777.686 +FDY01,11.8,Regular,0.170141787,Canned,116.7834,OUT013,1987,High,Tier 3,Supermarket Type1,2303.668 +FDJ40,13.6,Regular,0.049579883,Frozen Foods,110.0912,OUT035,2004,Small,Tier 2,Supermarket Type1,1965.4416 +FDS01,11.6,Low Fat,0,Canned,178.2686,OUT049,1999,Medium,Tier 1,Supermarket Type1,1955.4546 +FDJ09,15,Low Fat,0.058725134,Snack Foods,43.6744,OUT017,2007,,Tier 2,Supermarket Type1,407.4696 +FDT49,7,Low Fat,0,Canned,105.628,OUT049,1999,Medium,Tier 1,Supermarket Type1,1384.864 +FDW50,13.1,Low Fat,0.075695552,Dairy,168.4158,OUT049,1999,Medium,Tier 1,Supermarket Type1,1504.0422 +FDV39,11.3,Low Fat,0.007321067,Meat,197.7426,OUT017,2007,,Tier 2,Supermarket Type1,2570.6538 +FDY36,12.3,Low Fat,0.009463757,Baking Goods,73.838,OUT017,2007,,Tier 2,Supermarket Type1,1245.046 +NCE18,10,Low Fat,0.021407511,Household,248.175,OUT013,1987,High,Tier 3,Supermarket Type1,3495.45 +FDB05,,Low Fat,0.145669556,Frozen Foods,247.2776,OUT019,1985,Small,Tier 1,Grocery Store,743.0328 +FDK14,6.98,Low Fat,0.041273236,Canned,82.4934,OUT018,2009,Medium,Tier 3,Supermarket Type2,982.7208 +FDP10,19,Low Fat,0.128090139,Snack Foods,107.0622,OUT046,1997,Small,Tier 1,Supermarket Type1,1376.2086 +FDC45,17,Low Fat,0.135707553,Fruits and Vegetables,172.5106,OUT035,2004,Small,Tier 2,Supermarket Type1,2053.3272 +FDS48,15.15,Low Fat,0.027774002,Baking Goods,152.3708,OUT035,2004,Small,Tier 2,Supermarket Type1,3159.8868 +FDX04,,Regular,0.07278643,Frozen Foods,49.4376,OUT019,1985,Small,Tier 1,Grocery Store,191.7504 +FDQ20,,low fat,0.029640604,Fruits and Vegetables,40.8138,OUT027,1985,Medium,Tier 3,Supermarket Type3,1543.3244 +FDU13,8.355,Low Fat,0.187939003,Canned,146.9418,OUT045,2002,,Tier 2,Supermarket Type1,1029.9926 +NCR53,12.15,Low Fat,0.14492016,Health and Hygiene,224.4404,OUT013,1987,High,Tier 3,Supermarket Type1,1800.3232 +FDN49,17.25,Regular,0.125419157,Breakfast,40.048,OUT049,1999,Medium,Tier 1,Supermarket Type1,399.48 +FDR31,6.46,Regular,0.049121972,Fruits and Vegetables,144.6102,OUT013,1987,High,Tier 3,Supermarket Type1,2916.204 +DRI03,,Low Fat,0,Dairy,175.3028,OUT027,1985,Medium,Tier 3,Supermarket Type3,3719.1588 +FDL58,5.78,Regular,0.074149074,Snack Foods,262.2568,OUT046,1997,Small,Tier 1,Supermarket Type1,5273.136 +NCJ05,18.7,Low Fat,0.04604992,Health and Hygiene,151.9682,OUT013,1987,High,Tier 3,Supermarket Type1,3354.3004 +FDS10,19.2,Low Fat,0.035384612,Snack Foods,180.3318,OUT017,2007,,Tier 2,Supermarket Type1,3428.2042 +FDK34,,Low Fat,0.038340116,Snack Foods,240.1564,OUT027,1985,Medium,Tier 3,Supermarket Type3,7150.692 +FDW48,,Low Fat,0,Baking Goods,81.8618,OUT019,1985,Small,Tier 1,Grocery Store,161.1236 +FDE08,,Low Fat,0.049080853,Fruits and Vegetables,147.7734,OUT027,1985,Medium,Tier 3,Supermarket Type3,4602.6754 +NCH06,,Low Fat,0.076183667,Household,245.646,OUT027,1985,Medium,Tier 3,Supermarket Type3,3695.19 +FDV08,7.35,Low Fat,0.028711412,Fruits and Vegetables,39.9454,OUT018,2009,Medium,Tier 3,Supermarket Type2,377.5086 +FDQ15,20.35,Regular,0,Meat,81.6276,OUT046,1997,Small,Tier 1,Supermarket Type1,1787.0072 +FDL56,,Low Fat,0.12517151,Fruits and Vegetables,88.9198,OUT027,1985,Medium,Tier 3,Supermarket Type3,3139.9128 +DRC12,17.85,Low Fat,0.037826873,Soft Drinks,189.7188,OUT046,1997,Small,Tier 1,Supermarket Type1,2285.0256 +FDX49,4.615,Regular,0.101747034,Canned,231.33,OUT013,1987,High,Tier 3,Supermarket Type1,4660.6 +FDJ09,15,low fat,0,Snack Foods,47.2744,OUT035,2004,Small,Tier 2,Supermarket Type1,679.116 +FDN23,,Regular,0.075142108,Breads,145.8444,OUT027,1985,Medium,Tier 3,Supermarket Type3,3773.7544 +DRD01,12.1,Regular,0.061424738,Soft Drinks,56.7614,OUT018,2009,Medium,Tier 3,Supermarket Type2,1049.9666 +FDS43,11.65,Low Fat,0.040597054,Fruits and Vegetables,187.324,OUT045,2002,,Tier 2,Supermarket Type1,1864.24 +FDY48,,Low Fat,0.041556697,Baking Goods,104.4332,OUT019,1985,Small,Tier 1,Grocery Store,307.5996 +FDU12,15.5,Regular,0.126791761,Baking Goods,262.1568,OUT010,1998,,Tier 3,Grocery Store,527.3136 +FDX33,9.195,Regular,0.117484834,Snack Foods,158.5578,OUT046,1997,Small,Tier 1,Supermarket Type1,2406.867 +FDH45,15.1,Regular,0.106097275,Fruits and Vegetables,43.2796,OUT018,2009,Medium,Tier 3,Supermarket Type2,123.8388 +FDJ10,5.095,Regular,0.129395895,Snack Foods,140.3838,OUT013,1987,High,Tier 3,Supermarket Type1,1826.2894 +FDX32,15.1,Regular,0.100265027,Fruits and Vegetables,142.5786,OUT018,2009,Medium,Tier 3,Supermarket Type2,3323.0078 +DRG51,12.1,Low Fat,0.011557563,Dairy,165.3526,OUT049,1999,Medium,Tier 1,Supermarket Type1,3453.5046 +NCB31,6.235,Low Fat,0.119157788,Household,263.791,OUT018,2009,Medium,Tier 3,Supermarket Type2,2103.928 +FDW47,15,Low Fat,0.077622622,Breads,121.8414,OUT010,1998,,Tier 3,Grocery Store,243.6828 +FDT20,,Low Fat,0.041194986,Fruits and Vegetables,39.1164,OUT027,1985,Medium,Tier 3,Supermarket Type3,1235.7248 +FDI34,10.65,Regular,0.085135953,Snack Foods,232.3668,OUT046,1997,Small,Tier 1,Supermarket Type1,3685.8688 +FDH56,9.8,Regular,0.106816919,Fruits and Vegetables,114.2492,OUT010,1998,,Tier 3,Grocery Store,463.3968 +DRJ47,18.25,Low Fat,0.04421348,Hard Drinks,173.408,OUT013,1987,High,Tier 3,Supermarket Type1,1038.648 +FDP04,,Low Fat,0.013745883,Frozen Foods,62.0168,OUT027,1985,Medium,Tier 3,Supermarket Type3,1534.0032 +NCZ06,19.6,Low Fat,0.094308058,Household,251.8698,OUT049,1999,Medium,Tier 1,Supermarket Type1,3551.3772 +FDY37,17,Regular,0.026622757,Canned,144.247,OUT045,2002,,Tier 2,Supermarket Type1,3149.234 +FDO46,9.6,Regular,0.014234595,Snack Foods,190.2872,OUT049,1999,Medium,Tier 1,Supermarket Type1,4727.18 +FDI10,8.51,Regular,0.078526225,Snack Foods,173.5422,OUT049,1999,Medium,Tier 1,Supermarket Type1,5000.8238 +NCT42,5.88,Low Fat,0.0249887,Household,150.3392,OUT018,2009,Medium,Tier 3,Supermarket Type2,447.4176 +FDE29,8.905,LF,0.143712172,Frozen Foods,60.2878,OUT018,2009,Medium,Tier 3,Supermarket Type2,1151.1682 +FDQ11,,Regular,0.067373081,Breads,258.8988,OUT027,1985,Medium,Tier 3,Supermarket Type3,3083.9856 +FDS20,8.85,Low Fat,0.053822086,Fruits and Vegetables,183.8292,OUT013,1987,High,Tier 3,Supermarket Type1,2554.0088 +FDR26,20.7,Low Fat,0.043011277,Dairy,177.2028,OUT018,2009,Medium,Tier 3,Supermarket Type2,3364.9532 +NCH43,,Low Fat,0.123557061,Household,216.6192,OUT019,1985,Small,Tier 1,Grocery Store,215.7192 +FDO25,6.3,Low Fat,0.127968205,Canned,209.627,OUT018,2009,Medium,Tier 3,Supermarket Type2,3984.813 +FDB40,17.5,Regular,0.007570599,Dairy,144.6102,OUT018,2009,Medium,Tier 3,Supermarket Type2,2187.153 +FDB14,,Regular,0,Canned,92.312,OUT019,1985,Small,Tier 1,Grocery Store,372.848 +FDW23,5.765,Low Fat,0.081996785,Baking Goods,40.1164,OUT035,2004,Small,Tier 2,Supermarket Type1,540.6296 +FDZ23,17.75,Regular,0.067777778,Baking Goods,186.924,OUT018,2009,Medium,Tier 3,Supermarket Type2,3169.208 +FDX35,5.035,Regular,0.080362549,Breads,229.0036,OUT017,2007,,Tier 2,Supermarket Type1,4326.3684 +FDX24,8.355,Low Fat,0.013929059,Baking Goods,94.1462,OUT046,1997,Small,Tier 1,Supermarket Type1,2221.1088 +DRG15,6.13,Low Fat,0.077169953,Dairy,63.0536,OUT017,2007,,Tier 2,Supermarket Type1,1225.072 +FDY60,10.5,Regular,0,Baking Goods,143.3128,OUT046,1997,Small,Tier 1,Supermarket Type1,1438.128 +FDK02,12.5,Low Fat,0.112681821,Canned,119.144,OUT018,2009,Medium,Tier 3,Supermarket Type2,3235.788 +FDK24,,Low Fat,0.10080442,Baking Goods,45.4744,OUT027,1985,Medium,Tier 3,Supermarket Type3,1041.3112 +NCA05,20.75,Low Fat,0.02512588,Health and Hygiene,150.4734,OUT035,2004,Small,Tier 2,Supermarket Type1,890.8404 +FDN33,,Regular,0.122519571,Snack Foods,93.0436,OUT027,1985,Medium,Tier 3,Supermarket Type3,2363.59 +FDA09,13.35,Regular,0.15021128,Snack Foods,179.066,OUT017,2007,,Tier 2,Supermarket Type1,2696.49 +FDK50,7.96,Low Fat,0.028357839,Canned,163.2894,OUT035,2004,Small,Tier 2,Supermarket Type1,4530.1032 +NCE55,8.92,Low Fat,0.130663423,Household,175.237,OUT017,2007,,Tier 2,Supermarket Type1,2117.244 +FDG12,6.635,Regular,0.006335942,Baking Goods,121.8098,OUT049,1999,Medium,Tier 1,Supermarket Type1,2048.6666 +FDC37,15.5,Low Fat,0.032845997,Baking Goods,106.7938,OUT013,1987,High,Tier 3,Supermarket Type1,3215.814 +DRG15,6.13,Low Fat,0.076735903,Dairy,62.4536,OUT046,1997,Small,Tier 1,Supermarket Type1,1225.072 +FDQ58,7.315,Low Fat,0.01530184,Snack Foods,154.434,OUT046,1997,Small,Tier 1,Supermarket Type1,1378.206 +FDQ51,16,Regular,0.029377239,Meat,46.1718,OUT010,1998,,Tier 3,Grocery Store,94.5436 +FDR46,16.85,Low Fat,0.233356571,Snack Foods,146.576,OUT010,1998,,Tier 3,Grocery Store,439.428 +FDC50,15.85,Low Fat,0.137053947,Canned,94.4094,OUT018,2009,Medium,Tier 3,Supermarket Type2,1047.3034 +FDJ09,15,Low Fat,0,Snack Foods,43.4744,OUT046,1997,Small,Tier 1,Supermarket Type1,543.2928 +NCC18,19.1,Low Fat,0.177236497,Household,172.3422,OUT035,2004,Small,Tier 2,Supermarket Type1,2586.633 +FDL04,19,Low Fat,0.111830282,Frozen Foods,105.4622,OUT013,1987,High,Tier 3,Supermarket Type1,952.7598 +FDH48,13.5,Low Fat,0,Baking Goods,84.654,OUT049,1999,Medium,Tier 1,Supermarket Type1,1211.756 +FDD38,16.75,Regular,0.008204465,Canned,99.8674,OUT049,1999,Medium,Tier 1,Supermarket Type1,2342.9502 +FDT47,,Regular,0.02439015,Breads,95.9068,OUT027,1985,Medium,Tier 3,Supermarket Type3,3207.8244 +FDE41,9.195,Regular,0.064143995,Frozen Foods,85.9566,OUT045,2002,,Tier 2,Supermarket Type1,1691.132 +FDH19,19.35,Low Fat,0.033275634,Meat,173.8738,OUT017,2007,,Tier 2,Supermarket Type1,2432.8332 +FDW26,11.8,Regular,0.107662745,Dairy,224.1772,OUT017,2007,,Tier 2,Supermarket Type1,2890.9036 +FDW35,10.6,Low Fat,0.01115195,Breads,40.6454,OUT017,2007,,Tier 2,Supermarket Type1,167.7816 +FDQ55,13.65,Regular,0.013064516,Fruits and Vegetables,115.5834,OUT045,2002,,Tier 2,Supermarket Type1,1382.2008 +FDV22,14.85,Regular,0.009954237,Snack Foods,158.263,OUT049,1999,Medium,Tier 1,Supermarket Type1,2659.871 +NCN29,,Low Fat,0.021214364,Health and Hygiene,48.2034,OUT019,1985,Small,Tier 1,Grocery Store,97.2068 +FDQ26,13.5,Regular,0.067859568,Dairy,60.1562,OUT035,2004,Small,Tier 2,Supermarket Type1,1599.9174 +FDV24,5.635,Low Fat,0.103481775,Baking Goods,150.005,OUT045,2002,,Tier 2,Supermarket Type1,1797.66 +FDG50,7.405,Low Fat,0.015358176,Canned,92.4146,OUT017,2007,,Tier 2,Supermarket Type1,1459.4336 +NCF42,,Low Fat,0.293066133,Household,177.0712,OUT019,1985,Small,Tier 1,Grocery Store,351.5424 +FDT46,11.35,Low Fat,0.030981392,Snack Foods,51.9008,OUT017,2007,,Tier 2,Supermarket Type1,708.4112 +DRE49,,Low Fat,0,Soft Drinks,153.8024,OUT027,1985,Medium,Tier 3,Supermarket Type3,7741.9224 +FDV56,16.1,Regular,0.013623294,Fruits and Vegetables,109.3596,OUT045,2002,,Tier 2,Supermarket Type1,1186.4556 +FDD32,17.7,Regular,0.041098734,Fruits and Vegetables,80.9276,OUT018,2009,Medium,Tier 3,Supermarket Type2,487.3656 +NCN19,13.1,Low Fat,0.01209726,Others,188.853,OUT035,2004,Small,Tier 2,Supermarket Type1,3225.801 +FDQ48,14.3,reg,0.034382602,Baking Goods,96.5726,OUT013,1987,High,Tier 3,Supermarket Type1,2251.0698 +FDW34,,Low Fat,0.035406842,Snack Foods,244.317,OUT027,1985,Medium,Tier 3,Supermarket Type3,8262.578 +NCS38,8.6,Low Fat,0.090374342,Household,114.3176,OUT045,2002,,Tier 2,Supermarket Type1,1946.7992 +FDL58,5.78,Regular,0.074451126,Snack Foods,264.5568,OUT018,2009,Medium,Tier 3,Supermarket Type2,6327.7632 +FDY59,8.195,Low Fat,0.031467128,Baking Goods,91.8462,OUT045,2002,,Tier 2,Supermarket Type1,2313.655 +FDZ03,13.65,Regular,0.078786674,Dairy,184.824,OUT046,1997,Small,Tier 1,Supermarket Type1,3355.632 +FDP60,17.35,Low Fat,0.056032247,Baking Goods,102.3016,OUT045,2002,,Tier 2,Supermarket Type1,1619.2256 +NCI30,20.25,Low Fat,0.058935522,Household,246.646,OUT046,1997,Small,Tier 1,Supermarket Type1,2463.46 +FDO03,,Regular,0.064577332,Meat,230.5352,OUT019,1985,Small,Tier 1,Grocery Store,687.1056 +FDZ20,16.1,Low Fat,0.034306962,Fruits and Vegetables,252.3356,OUT046,1997,Small,Tier 1,Supermarket Type1,3815.034 +FDQ31,,Regular,0.053586458,Fruits and Vegetables,89.7856,OUT027,1985,Medium,Tier 3,Supermarket Type3,966.7416 +FDY03,17.6,Regular,0.076431919,Meat,113.2202,OUT018,2009,Medium,Tier 3,Supermarket Type2,2025.3636 +FDW45,18,Low Fat,0.039090105,Snack Foods,148.4418,OUT045,2002,,Tier 2,Supermarket Type1,4119.9704 +NCO41,12.5,Low Fat,0.031549131,Health and Hygiene,99.0384,OUT010,1998,,Tier 3,Grocery Store,197.0768 +FDK16,9.065,Low Fat,0.115233813,Frozen Foods,94.4094,OUT013,1987,High,Tier 3,Supermarket Type1,2856.282 +FDZ16,16.85,Regular,0.159825617,Frozen Foods,195.5478,OUT035,2004,Small,Tier 2,Supermarket Type1,4262.4516 +NCD18,16,Low Fat,0.073080167,Household,228.4668,OUT017,2007,,Tier 2,Supermarket Type1,2534.0348 +FDF52,9.3,Low Fat,0.066727717,Frozen Foods,181.6292,OUT013,1987,High,Tier 3,Supermarket Type1,2371.5796 +FDF09,6.215,Low Fat,0.012146608,Fruits and Vegetables,37.9848,OUT035,2004,Small,Tier 2,Supermarket Type1,782.9808 +FDW43,20.1,Regular,0.022552083,Fruits and Vegetables,226.6036,OUT017,2007,,Tier 2,Supermarket Type1,6831.108 +FDU19,8.77,Regular,0.047036036,Fruits and Vegetables,170.5422,OUT017,2007,,Tier 2,Supermarket Type1,2759.0752 +FDA50,16.25,Low Fat,0.087158654,Dairy,95.141,OUT035,2004,Small,Tier 2,Supermarket Type1,2220.443 +FDS48,15.15,Low Fat,0.027756137,Baking Goods,150.4708,OUT013,1987,High,Tier 3,Supermarket Type1,2106.5912 +NCH07,13.15,Low Fat,0.092589917,Household,159.5604,OUT013,1987,High,Tier 3,Supermarket Type1,1901.5248 +NCK54,12.15,Low Fat,0,Household,117.615,OUT013,1987,High,Tier 3,Supermarket Type1,1514.695 +FDD53,,Low Fat,0.077427883,Frozen Foods,41.8454,OUT019,1985,Small,Tier 1,Grocery Store,41.9454 +FDV58,20.85,Low Fat,0.121227447,Snack Foods,197.5452,OUT035,2004,Small,Tier 2,Supermarket Type1,4306.3944 +FDI08,18.2,Regular,0.066284519,Fruits and Vegetables,247.2092,OUT035,2004,Small,Tier 2,Supermarket Type1,3486.1288 +FDD08,8.3,Low Fat,0.03549838,Fruits and Vegetables,36.6506,OUT018,2009,Medium,Tier 3,Supermarket Type2,455.4072 +FDX34,6.195,Low Fat,0.072131519,Snack Foods,120.1098,OUT045,2002,,Tier 2,Supermarket Type1,2892.2352 +FDX55,15.1,Low Fat,0,Fruits and Vegetables,216.4166,OUT045,2002,,Tier 2,Supermarket Type1,2830.3158 +NCS05,11.5,Low Fat,0.021020616,Health and Hygiene,130.7942,OUT045,2002,,Tier 2,Supermarket Type1,2782.3782 +FDL04,19,Low Fat,0.111902259,Frozen Foods,105.4622,OUT035,2004,Small,Tier 2,Supermarket Type1,1905.5196 +FDJ53,10.5,Low Fat,0.071548187,Frozen Foods,120.2098,OUT018,2009,Medium,Tier 3,Supermarket Type2,602.549 +FDB47,8.8,Low Fat,0.071540443,Snack Foods,210.6612,OUT049,1999,Medium,Tier 1,Supermarket Type1,2508.7344 +NCS29,,Low Fat,0.121765124,Health and Hygiene,264.1884,OUT019,1985,Small,Tier 1,Grocery Store,264.9884 +FDB33,17.75,Low Fat,0.014609738,Fruits and Vegetables,160.4262,OUT045,2002,,Tier 2,Supermarket Type1,3182.524 +FDL52,,Regular,0.080697998,Frozen Foods,39.8506,OUT019,1985,Small,Tier 1,Grocery Store,37.9506 +FDB03,17.75,Regular,0.156802171,Dairy,242.1538,OUT035,2004,Small,Tier 2,Supermarket Type1,4326.3684 +FDW20,20.75,Low Fat,0.024144862,Fruits and Vegetables,123.373,OUT035,2004,Small,Tier 2,Supermarket Type1,2093.941 +FDT10,16.7,Regular,0.062297249,Snack Foods,60.6562,OUT018,2009,Medium,Tier 3,Supermarket Type2,592.562 +FDK04,,Low Fat,0.052058711,Frozen Foods,55.5588,OUT027,1985,Medium,Tier 3,Supermarket Type3,1145.176 +NCL07,13.85,Low Fat,0.031402114,Others,40.248,OUT045,2002,,Tier 2,Supermarket Type1,319.584 +FDZ31,15.35,Regular,0.113217223,Fruits and Vegetables,191.1504,OUT046,1997,Small,Tier 1,Supermarket Type1,1725.7536 +FDE45,12.1,Low Fat,0,Fruits and Vegetables,177.3002,OUT035,2004,Small,Tier 2,Supermarket Type1,3044.7034 +NCK54,12.15,Low Fat,0,Household,118.515,OUT018,2009,Medium,Tier 3,Supermarket Type2,1398.18 +DRE15,,Low Fat,0.031139933,Dairy,74.8012,OUT019,1985,Small,Tier 1,Grocery Store,303.6048 +NCQ38,16.35,Low Fat,0.013363902,Others,106.128,OUT035,2004,Small,Tier 2,Supermarket Type1,1917.504 +FDB08,,Low Fat,0.030952737,Fruits and Vegetables,160.1578,OUT027,1985,Medium,Tier 3,Supermarket Type3,3048.6982 +DRF49,7.27,Low Fat,0.07136748,Soft Drinks,111.8518,OUT018,2009,Medium,Tier 3,Supermarket Type2,2277.036 +DRC27,13.8,Low Fat,0.058192802,Dairy,246.9802,OUT049,1999,Medium,Tier 1,Supermarket Type1,5896.3248 +FDB37,20.25,Regular,0.022976493,Baking Goods,240.3538,OUT049,1999,Medium,Tier 1,Supermarket Type1,4086.0146 +FDS35,9.3,low fat,0.111220521,Breads,65.7826,OUT046,1997,Small,Tier 1,Supermarket Type1,968.739 +FDE47,14.15,Low Fat,0.037967687,Starchy Foods,125.6046,OUT049,1999,Medium,Tier 1,Supermarket Type1,1618.5598 +NCT53,,low fat,0,Health and Hygiene,164.5526,OUT027,1985,Medium,Tier 3,Supermarket Type3,2302.3364 +FDL14,8.115,Regular,0.032158866,Canned,154.8972,OUT046,1997,Small,Tier 1,Supermarket Type1,1713.7692 +FDP21,,Regular,0.045068892,Snack Foods,190.8872,OUT019,1985,Small,Tier 1,Grocery Store,945.436 +NCV54,11.1,Low Fat,0.033176087,Household,120.1124,OUT045,2002,,Tier 2,Supermarket Type1,1896.1984 +NCO41,12.5,Low Fat,0.018845298,Health and Hygiene,96.7384,OUT035,2004,Small,Tier 2,Supermarket Type1,2759.0752 +FDQ59,9.8,Regular,0.056375879,Breads,84.6908,OUT035,2004,Small,Tier 2,Supermarket Type1,1006.6896 +FDQ01,19.7,Regular,0.161356273,Canned,253.1014,OUT018,2009,Medium,Tier 3,Supermarket Type2,2805.0154 +FDQ48,14.3,Regular,0.034605882,Baking Goods,95.9726,OUT017,2007,,Tier 2,Supermarket Type1,2153.1972 +FDP09,19.75,Low Fat,0.033942546,Snack Foods,213.5902,OUT049,1999,Medium,Tier 1,Supermarket Type1,4460.1942 +FDK55,18.5,Low Fat,0.025740259,Meat,89.4172,OUT013,1987,High,Tier 3,Supermarket Type1,1605.9096 +NCJ43,,Low Fat,0.026938317,Household,174.1396,OUT027,1985,Medium,Tier 3,Supermarket Type3,4012.1108 +FDI07,12.35,Regular,0.033754478,Meat,199.0426,OUT035,2004,Small,Tier 2,Supermarket Type1,3361.6242 +NCW41,,Low Fat,0.015375557,Health and Hygiene,156.9604,OUT027,1985,Medium,Tier 3,Supermarket Type3,4278.4308 +FDG33,5.365,Regular,0.140458316,Seafood,169.7764,OUT049,1999,Medium,Tier 1,Supermarket Type1,3263.7516 +NCO05,,Low Fat,0.046333982,Health and Hygiene,97.2384,OUT027,1985,Medium,Tier 3,Supermarket Type3,2660.5368 +FDH53,20.5,Regular,0,Frozen Foods,82.8592,OUT035,2004,Small,Tier 2,Supermarket Type1,908.1512 +FDR49,8.71,Low Fat,0.139228412,Canned,49.5376,OUT046,1997,Small,Tier 1,Supermarket Type1,1198.44 +FDF33,,Low Fat,0,Seafood,109.4596,OUT027,1985,Medium,Tier 3,Supermarket Type3,1833.6132 +FDQ51,16,Regular,0,Meat,48.1718,OUT017,2007,,Tier 2,Supermarket Type1,756.3488 +FDZ38,17.6,Low Fat,0.00799436,Dairy,171.6422,OUT013,1987,High,Tier 3,Supermarket Type1,3793.7284 +FDV52,20.7,Regular,0.121767168,Frozen Foods,118.9466,OUT045,2002,,Tier 2,Supermarket Type1,353.5398 +FDM50,13,Regular,0.030083482,Canned,61.922,OUT035,2004,Small,Tier 2,Supermarket Type1,1557.972 +FDV60,20.2,Regular,0.118025091,Baking Goods,195.811,OUT017,2007,,Tier 2,Supermarket Type1,2553.343 +FDG60,20.35,Low Fat,0.060649213,Baking Goods,232.7616,OUT013,1987,High,Tier 3,Supermarket Type1,2812.3392 +FDN13,18.6,LF,0.151931742,Breakfast,101.1358,OUT013,1987,High,Tier 3,Supermarket Type1,1105.8938 +DRN59,,Low Fat,0.063831013,Hard Drinks,46.206,OUT027,1985,Medium,Tier 3,Supermarket Type3,1304.968 +FDU02,13.35,low fat,0.103091351,Dairy,229.9352,OUT017,2007,,Tier 2,Supermarket Type1,2519.3872 +FDZ58,17.85,Low Fat,0.052389407,Snack Foods,120.9072,OUT018,2009,Medium,Tier 3,Supermarket Type2,2817.6656 +NCQ38,16.35,Low Fat,0.013355306,Others,105.528,OUT013,1987,High,Tier 3,Supermarket Type1,2024.032 +FDF39,14.85,Regular,0.019550858,Dairy,263.791,OUT045,2002,,Tier 2,Supermarket Type1,4207.856 +FDT03,21.25,Low Fat,0.01005532,Meat,183.1608,OUT017,2007,,Tier 2,Supermarket Type1,2756.412 +FDN09,14.15,Low Fat,0.034845668,Snack Foods,242.7828,OUT013,1987,High,Tier 3,Supermarket Type1,3167.8764 +FDJ02,17.2,Regular,0.025162022,Canned,145.9418,OUT035,2004,Small,Tier 2,Supermarket Type1,1765.7016 +FDN44,,Low Fat,0.022685222,Fruits and Vegetables,161.592,OUT027,1985,Medium,Tier 3,Supermarket Type3,4314.384 +FDQ34,10.85,Low Fat,0.162571649,Snack Foods,107.4622,OUT045,2002,,Tier 2,Supermarket Type1,529.311 +FDX31,20.35,Regular,0.014825605,Fruits and Vegetables,233.2958,OUT046,1997,Small,Tier 1,Supermarket Type1,4206.5244 +NCH55,16.35,Low Fat,0.058034349,Household,124.802,OUT010,1998,,Tier 3,Grocery Store,253.004 +DRM47,9.3,Low Fat,0.043785694,Hard Drinks,191.6846,OUT046,1997,Small,Tier 1,Supermarket Type1,3057.3536 +DRL01,,Regular,0.076798609,Soft Drinks,231.8958,OUT027,1985,Medium,Tier 3,Supermarket Type3,8413.0488 +FDO12,15.75,Low Fat,0.055241242,Baking Goods,196.5452,OUT017,2007,,Tier 2,Supermarket Type1,3131.9232 +NCK30,14.85,Low Fat,0.061102235,Household,253.2698,OUT045,2002,,Tier 2,Supermarket Type1,2283.0282 +FDP16,18.6,Low Fat,0.039517121,Frozen Foods,243.6802,OUT017,2007,,Tier 2,Supermarket Type1,5896.3248 +NCG06,16.35,Low Fat,0.029565309,Household,256.4646,OUT018,2009,Medium,Tier 3,Supermarket Type2,515.3292 +FDX36,9.695,Regular,0.128283243,Baking Goods,226.1404,OUT046,1997,Small,Tier 1,Supermarket Type1,3375.606 +FDT09,15.15,Regular,0.012332667,Snack Foods,130.0284,OUT017,2007,,Tier 2,Supermarket Type1,3559.3668 +FDF08,14.3,Regular,0.065195229,Fruits and Vegetables,88.9856,OUT035,2004,Small,Tier 2,Supermarket Type1,1669.8264 +FDA43,10.895,Low Fat,0.108253944,Fruits and Vegetables,194.8794,OUT010,1998,,Tier 3,Grocery Store,585.2382 +NCN06,8.39,Low Fat,0.121178848,Household,165.1868,OUT017,2007,,Tier 2,Supermarket Type1,2784.3756 +DRF15,18.35,LF,0,Dairy,151.934,OUT013,1987,High,Tier 3,Supermarket Type1,306.268 +NCX05,15.2,Low Fat,0.09698132,Health and Hygiene,116.3492,OUT013,1987,High,Tier 3,Supermarket Type1,2548.6824 +FDM21,20.2,Low Fat,0.064351908,Snack Foods,259.4646,OUT035,2004,Small,Tier 2,Supermarket Type1,2061.3168 +NCG54,,Low Fat,0.079419801,Household,172.3106,OUT027,1985,Medium,Tier 3,Supermarket Type3,5475.5392 +FDD26,8.71,Regular,0.072301795,Canned,185.6924,OUT045,2002,,Tier 2,Supermarket Type1,3331.6632 +FDU23,12.15,Low Fat,0.021719387,Breads,163.1184,OUT035,2004,Small,Tier 2,Supermarket Type1,3467.4864 +FDO37,8.06,Low Fat,0.021420031,Breakfast,232.0326,OUT045,2002,,Tier 2,Supermarket Type1,3003.4238 +FDP19,11.5,LF,0.290430317,Fruits and Vegetables,130.6652,OUT010,1998,,Tier 3,Grocery Store,258.3304 +FDT13,14.85,Low Fat,0.018571641,Canned,187.3214,OUT046,1997,Small,Tier 1,Supermarket Type1,4333.6922 +FDY07,11.8,Low Fat,0,Fruits and Vegetables,45.2402,OUT018,2009,Medium,Tier 3,Supermarket Type2,1148.505 +DRI47,14.7,Low Fat,0.020952705,Hard Drinks,143.5128,OUT049,1999,Medium,Tier 1,Supermarket Type1,2444.8176 +NCW42,,Low Fat,0.102371638,Household,221.2456,OUT019,1985,Small,Tier 1,Grocery Store,663.1368 +NCQ50,18.75,LF,0.034278798,Household,214.1218,OUT013,1987,High,Tier 3,Supermarket Type1,4488.1578 +FDQ09,7.235,Low Fat,0,Snack Foods,115.1834,OUT045,2002,,Tier 2,Supermarket Type1,1382.2008 +FDI20,,LF,0.038377013,Fruits and Vegetables,211.5586,OUT027,1985,Medium,Tier 3,Supermarket Type3,4432.2306 +NCP05,19.6,Low Fat,0.025325897,Health and Hygiene,150.9024,OUT049,1999,Medium,Tier 1,Supermarket Type1,3795.06 +FDH02,7.27,Regular,0.020898691,Canned,92.2488,OUT017,2007,,Tier 2,Supermarket Type1,814.9392 +FDH45,15.1,Regular,0.105881129,Fruits and Vegetables,42.0796,OUT045,2002,,Tier 2,Supermarket Type1,454.0756 +DRG49,7.81,Low Fat,0.112906337,Soft Drinks,243.5486,OUT010,1998,,Tier 3,Grocery Store,488.6972 +FDA37,7.81,Regular,0.055216312,Canned,125.5046,OUT035,2004,Small,Tier 2,Supermarket Type1,3237.1196 +FDS13,6.465,Low Fat,0.125210375,Canned,266.8884,OUT017,2007,,Tier 2,Supermarket Type1,1059.9536 +NCW42,,Low Fat,0.058185842,Household,220.8456,OUT027,1985,Medium,Tier 3,Supermarket Type3,4199.8664 +FDK15,10.8,Low Fat,0.098814721,Meat,100.5042,OUT018,2009,Medium,Tier 3,Supermarket Type2,1884.8798 +FDX51,9.5,Regular,0.022058724,Meat,196.8452,OUT046,1997,Small,Tier 1,Supermarket Type1,3523.4136 +FDJ20,20.7,Regular,0.100091576,Fruits and Vegetables,125.5388,OUT013,1987,High,Tier 3,Supermarket Type1,2105.2596 +DRK59,8.895,Low Fat,0.075876602,Hard Drinks,235.9616,OUT017,2007,,Tier 2,Supermarket Type1,1874.8928 +FDL45,15.6,Low Fat,0.037841362,Snack Foods,125.2704,OUT018,2009,Medium,Tier 3,Supermarket Type2,2628.5784 +FDH41,9,Low Fat,0.081943273,Frozen Foods,214.5534,OUT013,1987,High,Tier 3,Supermarket Type1,3440.8544 +FDD05,19.35,Low Fat,0.016645164,Frozen Foods,120.9098,OUT045,2002,,Tier 2,Supermarket Type1,1687.1372 +FDZ39,19.7,Regular,0.018061324,Meat,102.599,OUT045,2002,,Tier 2,Supermarket Type1,2063.98 +FDY35,,Regular,0.028062401,Breads,44.0402,OUT019,1985,Small,Tier 1,Grocery Store,91.8804 +NCE06,5.825,Low Fat,0.091857904,Household,160.7894,OUT018,2009,Medium,Tier 3,Supermarket Type2,1617.894 +FDE57,,Low Fat,0.036109413,Fruits and Vegetables,140.6154,OUT027,1985,Medium,Tier 3,Supermarket Type3,4538.0928 +FDD33,12.85,Low Fat,0.108633372,Fruits and Vegetables,233.8642,OUT018,2009,Medium,Tier 3,Supermarket Type2,2323.642 +FDQ10,12.85,Low Fat,0.03324652,Snack Foods,172.4422,OUT045,2002,,Tier 2,Supermarket Type1,4483.4972 +FDN15,17.5,Low Fat,0.016720132,Meat,139.918,OUT013,1987,High,Tier 3,Supermarket Type1,419.454 +FDS50,17,Low Fat,0.055433377,Dairy,221.1114,OUT046,1997,Small,Tier 1,Supermarket Type1,4434.228 +FDX21,7.05,Low Fat,0.084966021,Snack Foods,111.1912,OUT046,1997,Small,Tier 1,Supermarket Type1,1965.4416 +FDL58,5.78,Regular,0.074135053,Snack Foods,264.0568,OUT035,2004,Small,Tier 2,Supermarket Type1,2109.2544 +FDK09,15.2,Low Fat,0.091745951,Snack Foods,229.0352,OUT035,2004,Small,Tier 2,Supermarket Type1,2290.352 +FDS08,,Low Fat,0.056685383,Fruits and Vegetables,178.437,OUT027,1985,Medium,Tier 3,Supermarket Type3,3175.866 +FDE20,11.35,Regular,0.00552947,Fruits and Vegetables,169.279,OUT035,2004,Small,Tier 2,Supermarket Type1,2376.906 +FDF04,17.5,Low Fat,0.013664703,Frozen Foods,257.7304,OUT045,2002,,Tier 2,Supermarket Type1,5683.2688 +FDA50,16.25,Low Fat,0.087310672,Dairy,95.541,OUT049,1999,Medium,Tier 1,Supermarket Type1,1544.656 +FDX08,12.85,Low Fat,0.022639195,Fruits and Vegetables,179.7318,OUT049,1999,Medium,Tier 1,Supermarket Type1,2165.1816 +FDD05,,Low Fat,0.016531033,Frozen Foods,122.4098,OUT027,1985,Medium,Tier 3,Supermarket Type3,3012.745 +FDG41,8.84,Regular,0.076873991,Frozen Foods,109.9228,OUT018,2009,Medium,Tier 3,Supermarket Type2,1547.3192 +FDU39,,Low Fat,0.035863436,Meat,58.3562,OUT027,1985,Medium,Tier 3,Supermarket Type3,1125.8678 +NCQ43,17.75,Low Fat,0.111301625,Others,107.5912,OUT046,1997,Small,Tier 1,Supermarket Type1,1528.6768 +NCY42,6.38,Low Fat,0.015193323,Household,143.347,OUT045,2002,,Tier 2,Supermarket Type1,858.882 +FDF26,,Regular,0.046408928,Canned,153.2998,OUT027,1985,Medium,Tier 3,Supermarket Type3,3998.7948 +FDC20,10.65,Low Fat,0,Fruits and Vegetables,57.1272,OUT035,2004,Small,Tier 2,Supermarket Type1,279.636 +FDX14,13.1,Low Fat,0.07494003,Dairy,75.0354,OUT046,1997,Small,Tier 1,Supermarket Type1,902.8248 +DRC49,,LF,0.065119701,Soft Drinks,145.7128,OUT027,1985,Medium,Tier 3,Supermarket Type3,4026.7584 +FDM40,10.195,Low Fat,0,Frozen Foods,143.1154,OUT017,2007,,Tier 2,Supermarket Type1,2410.8618 +FDE10,6.67,Regular,0.090456903,Snack Foods,131.2626,OUT017,2007,,Tier 2,Supermarket Type1,2098.6016 +NCU17,5.32,Low Fat,0.093071679,Health and Hygiene,103.8674,OUT045,2002,,Tier 2,Supermarket Type1,509.337 +FDB36,,Regular,0.048292189,Baking Goods,133.1626,OUT027,1985,Medium,Tier 3,Supermarket Type3,2492.0894 +DRF13,12.1,Low Fat,0.029902679,Soft Drinks,144.3444,OUT018,2009,Medium,Tier 3,Supermarket Type2,1161.1552 +FDL13,13.85,Regular,0.056547986,Breakfast,232.73,OUT018,2009,Medium,Tier 3,Supermarket Type2,6291.81 +NCH55,16.35,Low Fat,0.034726222,Household,125.602,OUT049,1999,Medium,Tier 1,Supermarket Type1,3036.048 +NCF18,18.35,Low Fat,0.088908547,Household,192.8504,OUT013,1987,High,Tier 3,Supermarket Type1,2876.256 +FDC09,15.5,Regular,0.044024163,Fruits and Vegetables,102.0332,OUT010,1998,,Tier 3,Grocery Store,102.5332 +FDV09,12.1,Low Fat,0.020568574,Snack Foods,150.4734,OUT046,1997,Small,Tier 1,Supermarket Type1,2078.6276 +FDV09,12.1,Low Fat,0.020564685,Snack Foods,148.2734,OUT035,2004,Small,Tier 2,Supermarket Type1,3266.4148 +FDU16,19.25,Regular,0.058226609,Frozen Foods,85.2908,OUT013,1987,High,Tier 3,Supermarket Type1,671.1264 +FDD26,8.71,Regular,0.072155462,Canned,183.3924,OUT046,1997,Small,Tier 1,Supermarket Type1,3146.5708 +NCA29,10.5,Low Fat,0.027253711,Household,170.9106,OUT013,1987,High,Tier 3,Supermarket Type1,3251.1014 +FDZ26,11.6,Regular,0.144604071,Dairy,240.8222,OUT018,2009,Medium,Tier 3,Supermarket Type2,3585.333 +FDT56,16,Regular,0.193477995,Fruits and Vegetables,55.9246,OUT010,1998,,Tier 3,Grocery Store,405.4722 +FDF22,6.865,Low Fat,0.056945936,Snack Foods,214.6218,OUT045,2002,,Tier 2,Supermarket Type1,1923.4962 +FDH21,10.395,Low Fat,0.031288338,Seafood,159.5604,OUT045,2002,,Tier 2,Supermarket Type1,2852.2872 +FDD44,8.05,Regular,0.078400465,Fruits and Vegetables,259.0646,OUT046,1997,Small,Tier 1,Supermarket Type1,4380.2982 +FDS56,5.785,Regular,0.038976089,Fruits and Vegetables,264.2252,OUT017,2007,,Tier 2,Supermarket Type1,3934.878 +FDF21,10.3,Regular,0.058918844,Fruits and Vegetables,191.653,OUT049,1999,Medium,Tier 1,Supermarket Type1,5313.084 +FDM44,12.5,Low Fat,0.031176157,Fruits and Vegetables,103.099,OUT018,2009,Medium,Tier 3,Supermarket Type2,722.393 +DRK01,7.63,Low Fat,0.061159246,Soft Drinks,92.5436,OUT049,1999,Medium,Tier 1,Supermarket Type1,1607.2412 +FDO22,13.5,Regular,0,Snack Foods,78.396,OUT035,2004,Small,Tier 2,Supermarket Type1,1438.128 +FDP57,17.5,Low Fat,0.052550476,Snack Foods,101.299,OUT045,2002,,Tier 2,Supermarket Type1,722.393 +DRF49,,Low Fat,0.124448295,Soft Drinks,112.0518,OUT019,1985,Small,Tier 1,Grocery Store,113.8518 +DRK11,8.21,low fat,0.010808272,Hard Drinks,150.5392,OUT018,2009,Medium,Tier 3,Supermarket Type2,1043.9744 +FDT51,11.65,Regular,0.010963269,Meat,110.9544,OUT018,2009,Medium,Tier 3,Supermarket Type2,335.5632 +FDE58,18.5,LF,0,Snack Foods,119.8124,OUT017,2007,,Tier 2,Supermarket Type1,4029.4216 +FDT23,7.72,reg,0.075035902,Breads,78.7986,OUT018,2009,Medium,Tier 3,Supermarket Type2,856.8846 +NCT42,5.88,Low Fat,0.024882614,Household,149.4392,OUT035,2004,Small,Tier 2,Supermarket Type1,1640.5312 +FDJ41,6.85,Low Fat,0.022878953,Frozen Foods,262.3594,OUT035,2004,Small,Tier 2,Supermarket Type1,3924.891 +NCF42,,Low Fat,0.166572501,Household,176.1712,OUT027,1985,Medium,Tier 3,Supermarket Type3,3691.1952 +FDA19,7.52,LF,0.055081623,Fruits and Vegetables,128.8994,OUT013,1987,High,Tier 3,Supermarket Type1,2055.9904 +FDW09,13.65,Regular,0.025920816,Snack Foods,81.2302,OUT046,1997,Small,Tier 1,Supermarket Type1,2059.9852 +NCO14,,Low Fat,0.029500321,Household,46.2086,OUT027,1985,Medium,Tier 3,Supermarket Type3,802.9548 +FDO39,6.985,Regular,0.137645467,Meat,185.2608,OUT045,2002,,Tier 2,Supermarket Type1,2940.1728 +FDR45,,Low Fat,0,Snack Foods,240.6222,OUT027,1985,Medium,Tier 3,Supermarket Type3,4302.3996 +FDA15,9.3,Low Fat,0.026818196,Dairy,248.9092,OUT010,1998,,Tier 3,Grocery Store,498.0184 +FDY13,12.1,Low Fat,0.030102335,Canned,74.767,OUT013,1987,High,Tier 3,Supermarket Type1,2220.443 +FDY31,5.98,Low Fat,0.043740308,Fruits and Vegetables,145.3418,OUT018,2009,Medium,Tier 3,Supermarket Type2,2354.2688 +NCS29,9,Low Fat,0.069653585,Health and Hygiene,266.2884,OUT049,1999,Medium,Tier 1,Supermarket Type1,2914.8724 +FDJ52,7.145,Low Fat,0.01785932,Frozen Foods,160.6578,OUT018,2009,Medium,Tier 3,Supermarket Type2,2246.4092 +NCX41,19,Low Fat,0.017755213,Health and Hygiene,211.7244,OUT045,2002,,Tier 2,Supermarket Type1,2752.4172 +FDQ36,7.855,Regular,0.161875063,Baking Goods,35.6848,OUT045,2002,,Tier 2,Supermarket Type1,335.5632 +FDV35,19.5,Low Fat,0.128181759,Breads,156.1314,OUT035,2004,Small,Tier 2,Supermarket Type1,2792.3652 +FDE02,8.71,Low Fat,0.121250374,Canned,92.7778,OUT046,1997,Small,Tier 1,Supermarket Type1,1032.6558 +FDA34,11.5,Low Fat,0.014921093,Starchy Foods,173.908,OUT018,2009,Medium,Tier 3,Supermarket Type2,1211.756 +NCL42,18.85,Low Fat,0.040434372,Household,244.3144,OUT049,1999,Medium,Tier 1,Supermarket Type1,5635.3312 +FDE14,13.65,Regular,0.031508924,Canned,98.77,OUT045,2002,,Tier 2,Supermarket Type1,1697.79 +DRD25,6.135,Low Fat,0.079094835,Soft Drinks,114.386,OUT049,1999,Medium,Tier 1,Supermarket Type1,1018.674 +DRF01,5.655,Low Fat,0.175793413,Soft Drinks,146.9102,OUT018,2009,Medium,Tier 3,Supermarket Type2,1749.7224 +FDF39,14.85,Regular,0.019495051,Dairy,261.291,OUT013,1987,High,Tier 3,Supermarket Type1,10256.649 +FDP01,20.75,Regular,0.063313974,Breakfast,153.7682,OUT035,2004,Small,Tier 2,Supermarket Type1,1829.6184 +FDB10,10,Low Fat,0.0674819,Snack Foods,234.859,OUT018,2009,Medium,Tier 3,Supermarket Type2,1181.795 +FDY14,10.3,Low Fat,0.070026951,Dairy,263.6226,OUT035,2004,Small,Tier 2,Supermarket Type1,6608.065 +FDR57,5.675,Regular,0.023496967,Snack Foods,156.1288,OUT046,1997,Small,Tier 1,Supermarket Type1,2828.3184 +NCH29,5.51,Low Fat,0,Health and Hygiene,98.9726,OUT018,2009,Medium,Tier 3,Supermarket Type2,1565.9616 +FDJ45,17.75,low fat,0.073559521,Seafood,33.9216,OUT045,2002,,Tier 2,Supermarket Type1,830.9184 +FDZ48,17.75,Low Fat,0.07626905,Baking Goods,113.1544,OUT018,2009,Medium,Tier 3,Supermarket Type2,1006.6896 +FDV44,8.365,Regular,0.039925235,Fruits and Vegetables,189.2188,OUT045,2002,,Tier 2,Supermarket Type1,4570.0512 +FDR01,,Regular,0.093883945,Canned,200.4742,OUT019,1985,Small,Tier 1,Grocery Store,398.1484 +FDZ57,10,Regular,0.03773288,Snack Foods,128.2994,OUT013,1987,High,Tier 3,Supermarket Type1,1413.4934 +FDI08,18.2,Regular,0.066400129,Fruits and Vegetables,250.1092,OUT049,1999,Medium,Tier 1,Supermarket Type1,5727.2116 +DRA24,19.35,Regular,0.039920687,Soft Drinks,163.3868,OUT035,2004,Small,Tier 2,Supermarket Type1,3439.5228 +FDS39,,Low Fat,0.022351808,Meat,143.7812,OUT027,1985,Medium,Tier 3,Supermarket Type3,4986.842 +NCL31,7.39,Low Fat,0.120180894,Others,141.447,OUT013,1987,High,Tier 3,Supermarket Type1,2290.352 +FDD34,7.945,Low Fat,0.015900971,Snack Foods,163.821,OUT049,1999,Medium,Tier 1,Supermarket Type1,1794.331 +FDC34,16,Regular,0.172759093,Snack Foods,157.0972,OUT046,1997,Small,Tier 1,Supermarket Type1,4673.916 +NCK05,20.1,Low Fat,0.077454252,Health and Hygiene,59.2536,OUT046,1997,Small,Tier 1,Supermarket Type1,735.0432 +FDB32,20.6,Low Fat,0.039255412,Fruits and Vegetables,94.4778,OUT010,1998,,Tier 3,Grocery Store,93.8778 +FDC03,8.575,Regular,0.072252888,Dairy,196.5794,OUT017,2007,,Tier 2,Supermarket Type1,5267.1438 +FDO19,17.7,Regular,0.016664252,Fruits and Vegetables,47.9034,OUT018,2009,Medium,Tier 3,Supermarket Type2,729.051 +FDZ28,20,Regular,0.086187886,Frozen Foods,125.4678,OUT010,1998,,Tier 3,Grocery Store,127.1678 +FDK28,5.695,Low Fat,0.109784056,Frozen Foods,256.0646,OUT010,1998,,Tier 3,Grocery Store,1288.323 +NCU30,5.11,Low Fat,0,Household,164.721,OUT018,2009,Medium,Tier 3,Supermarket Type2,3588.662 +FDV57,15.25,Regular,0,Snack Foods,178.166,OUT045,2002,,Tier 2,Supermarket Type1,4853.682 +FDB02,,Regular,0.029023048,Canned,177.837,OUT027,1985,Medium,Tier 3,Supermarket Type3,6704.606 +FDD52,18.25,Regular,0.183142346,Dairy,110.357,OUT013,1987,High,Tier 3,Supermarket Type1,2087.283 +FDN34,15.6,Regular,0,Snack Foods,170.6132,OUT013,1987,High,Tier 3,Supermarket Type1,6595.4148 +FDB50,13,Low Fat,0.153857402,Canned,76.3986,OUT049,1999,Medium,Tier 1,Supermarket Type1,778.986 +FDS55,7.02,Low Fat,0.081290366,Fruits and Vegetables,147.3734,OUT049,1999,Medium,Tier 1,Supermarket Type1,2524.0478 +FDR21,19.7,Low Fat,0.066935459,Snack Foods,177.537,OUT046,1997,Small,Tier 1,Supermarket Type1,3175.866 +NCD07,9.1,Low Fat,0.055514919,Household,112.5518,OUT049,1999,Medium,Tier 1,Supermarket Type1,341.5554 +FDO11,8,Regular,0.050657232,Breads,249.9092,OUT010,1998,,Tier 3,Grocery Store,249.0092 +NCC54,17.75,Low Fat,0.098108957,Health and Hygiene,240.9196,OUT018,2009,Medium,Tier 3,Supermarket Type2,4579.3724 +FDV35,19.5,Low Fat,0.128405328,Breads,156.4314,OUT049,1999,Medium,Tier 1,Supermarket Type1,2326.971 +NCU29,7.685,Low Fat,0.025477448,Health and Hygiene,145.276,OUT046,1997,Small,Tier 1,Supermarket Type1,3515.424 +NCZ53,9.6,Low Fat,0.040969757,Health and Hygiene,188.7214,OUT010,1998,,Tier 3,Grocery Store,376.8428 +DRE03,19.6,Low Fat,0.040550868,Dairy,45.5718,OUT010,1998,,Tier 3,Grocery Store,47.2718 +FDZ09,17.6,Low Fat,0.175545889,Snack Foods,163.6868,OUT010,1998,,Tier 3,Grocery Store,163.7868 +FDE40,15.6,Regular,0.099344826,Dairy,63.6194,OUT045,2002,,Tier 2,Supermarket Type1,743.0328 +NCS18,12.65,Low Fat,0.042276746,Household,108.4938,OUT049,1999,Medium,Tier 1,Supermarket Type1,1500.7132 +FDX24,,Low Fat,0.013861607,Baking Goods,94.4462,OUT027,1985,Medium,Tier 3,Supermarket Type3,2036.0164 +FDS34,,Regular,0.076387367,Snack Foods,112.1518,OUT027,1985,Medium,Tier 3,Supermarket Type3,3870.9612 +NCS53,14.5,Low Fat,0.08996026,Health and Hygiene,159.5604,OUT045,2002,,Tier 2,Supermarket Type1,1426.1436 +FDH38,6.425,Low Fat,0.010480751,Canned,116.5808,OUT018,2009,Medium,Tier 3,Supermarket Type2,2460.7968 +DRM35,9.695,LF,0.070587419,Hard Drinks,176.9344,OUT045,2002,,Tier 2,Supermarket Type1,5888.3352 +DRI25,19.6,Low Fat,0.03387323,Soft Drinks,56.1614,OUT013,1987,High,Tier 3,Supermarket Type1,828.921 +NCP06,20.7,LF,0.039238384,Household,152.8366,OUT035,2004,Small,Tier 2,Supermarket Type1,2569.3222 +FDT02,12.6,Low Fat,0.024331586,Dairy,34.9874,OUT017,2007,,Tier 2,Supermarket Type1,529.311 +NCP14,8.275,Low Fat,0.110197977,Household,104.2306,OUT013,1987,High,Tier 3,Supermarket Type1,3658.571 +NCD43,,Low Fat,0.028048877,Household,106.1964,OUT019,1985,Small,Tier 1,Grocery Store,210.3928 +FDP20,19.85,Low Fat,0.045631231,Fruits and Vegetables,128.102,OUT013,1987,High,Tier 3,Supermarket Type1,1265.02 +FDK04,7.36,Low Fat,0.087559621,Frozen Foods,55.2588,OUT010,1998,,Tier 3,Grocery Store,229.0352 +FDQ15,20.35,Regular,0.252865979,Meat,82.7276,OUT010,1998,,Tier 3,Grocery Store,162.4552 +FDE11,17.7,Regular,0.135306012,Starchy Foods,183.7924,OUT049,1999,Medium,Tier 1,Supermarket Type1,2221.1088 +FDN01,,Low Fat,0.126760908,Breakfast,176.937,OUT019,1985,Small,Tier 1,Grocery Store,352.874 +FDC29,8.39,Regular,0.024201084,Frozen Foods,112.6176,OUT035,2004,Small,Tier 2,Supermarket Type1,2175.8344 +FDC48,9.195,Low Fat,0.015856295,Baking Goods,81.6592,OUT035,2004,Small,Tier 2,Supermarket Type1,1403.5064 +DRF27,8.93,Low Fat,0.028411899,Dairy,152.334,OUT035,2004,Small,Tier 2,Supermarket Type1,2143.876 +NCB55,15.7,Low Fat,0.160529322,Household,59.2562,OUT013,1987,High,Tier 3,Supermarket Type1,296.281 +NCX30,16.7,Low Fat,0.026771204,Household,246.3776,OUT017,2007,,Tier 2,Supermarket Type1,1981.4208 +DRN36,,Low Fat,0.049934854,Soft Drinks,95.0752,OUT027,1985,Medium,Tier 3,Supermarket Type3,2588.6304 +FDP08,20.5,Regular,0.113045883,Fruits and Vegetables,194.1478,OUT017,2007,,Tier 2,Supermarket Type1,2906.217 +NCD31,,Low Fat,0.015359722,Household,163.7526,OUT027,1985,Medium,Tier 3,Supermarket Type3,1973.4312 +FDK45,11.65,Low Fat,0.034049703,Seafood,112.286,OUT017,2007,,Tier 2,Supermarket Type1,452.744 +DRE49,20.75,Low Fat,0.02128304,Soft Drinks,153.5024,OUT049,1999,Medium,Tier 1,Supermarket Type1,2428.8384 +FDU52,,Low Fat,0.063462048,Frozen Foods,157.563,OUT027,1985,Medium,Tier 3,Supermarket Type3,1721.093 +FDD53,16.2,Low Fat,0.074019393,Frozen Foods,41.7454,OUT010,1998,,Tier 3,Grocery Store,83.8908 +FDF11,10.195,Regular,0.017666978,Starchy Foods,239.4538,OUT045,2002,,Tier 2,Supermarket Type1,4566.7222 +NCR30,,Low Fat,0.124299531,Household,73.4696,OUT019,1985,Small,Tier 1,Grocery Store,298.2784 +FDD03,13.3,Low Fat,0.079739853,Dairy,233.03,OUT013,1987,High,Tier 3,Supermarket Type1,5359.69 +FDF09,6.215,Low Fat,0.012167793,Fruits and Vegetables,37.4848,OUT049,1999,Medium,Tier 1,Supermarket Type1,111.8544 +FDS33,6.67,Regular,0,Snack Foods,90.5514,OUT018,2009,Medium,Tier 3,Supermarket Type2,974.0654 +FDK03,12.6,Regular,0.074338562,Dairy,255.5356,OUT017,2007,,Tier 2,Supermarket Type1,9664.7528 +FDD29,12.15,Low Fat,0.018407033,Frozen Foods,254.7698,OUT035,2004,Small,Tier 2,Supermarket Type1,5834.4054 +FDD02,16.6,Low Fat,0.050369191,Canned,117.2124,OUT049,1999,Medium,Tier 1,Supermarket Type1,1422.1488 +FDF29,,Regular,0.019837655,Frozen Foods,128.131,OUT027,1985,Medium,Tier 3,Supermarket Type3,1687.803 +FDP59,20.85,Regular,0.056465714,Breads,103.6648,OUT046,1997,Small,Tier 1,Supermarket Type1,2285.0256 +NCN17,11,Low Fat,0.054928641,Health and Hygiene,101.7358,OUT035,2004,Small,Tier 2,Supermarket Type1,1508.037 +NCM55,15.6,Low Fat,0.066829875,Others,185.5924,OUT049,1999,Medium,Tier 1,Supermarket Type1,3146.5708 +FDD39,,Low Fat,0.122832172,Dairy,217.685,OUT019,1985,Small,Tier 1,Grocery Store,432.77 +FDS02,10.195,Regular,0.146692433,Dairy,194.5794,OUT017,2007,,Tier 2,Supermarket Type1,4096.6674 +FDN16,12.6,Regular,0.062827447,Frozen Foods,105.099,OUT045,2002,,Tier 2,Supermarket Type1,1444.786 +FDM21,20.2,LF,0.064464147,Snack Foods,255.7646,OUT049,1999,Medium,Tier 1,Supermarket Type1,5410.9566 +FDJ04,18,Low Fat,0.124959013,Frozen Foods,116.5124,OUT018,2009,Medium,Tier 3,Supermarket Type2,355.5372 +FDT50,6.75,Regular,0,Dairy,96.7752,OUT049,1999,Medium,Tier 1,Supermarket Type1,1342.2528 +FDM27,12.35,Regular,0.15911489,Meat,158.1946,OUT018,2009,Medium,Tier 3,Supermarket Type2,1104.5622 +FDT19,7.59,Regular,0.145335007,Fruits and Vegetables,173.108,OUT045,2002,,Tier 2,Supermarket Type1,2077.296 +FDQ39,14.8,Low Fat,0.081168135,Meat,190.5846,OUT049,1999,Medium,Tier 1,Supermarket Type1,3630.6074 +NCU30,5.11,Low Fat,0.034874689,Household,161.721,OUT046,1997,Small,Tier 1,Supermarket Type1,2446.815 +FDY27,6.38,LF,0.031898175,Dairy,177.4344,OUT046,1997,Small,Tier 1,Supermarket Type1,1784.344 +FDW14,8.3,Regular,0.038211537,Dairy,87.7198,OUT046,1997,Small,Tier 1,Supermarket Type1,1569.9564 +FDJ21,16.7,Regular,0.03874616,Snack Foods,143.8102,OUT017,2007,,Tier 2,Supermarket Type1,4811.7366 +FDX47,,Regular,0.03443677,Breads,156.5288,OUT027,1985,Medium,Tier 3,Supermarket Type3,4870.9928 +FDK56,9.695,Low Fat,0.130261652,Fruits and Vegetables,185.2898,OUT045,2002,,Tier 2,Supermarket Type1,3367.6164 +NCN05,8.235,Low Fat,0.014456938,Health and Hygiene,184.795,OUT035,2004,Small,Tier 2,Supermarket Type1,1464.76 +FDC26,10.195,Low Fat,0.126383094,Canned,112.1886,OUT046,1997,Small,Tier 1,Supermarket Type1,667.1316 +FDT14,10.695,Regular,0.127620811,Dairy,119.244,OUT013,1987,High,Tier 3,Supermarket Type1,3475.476 +FDS36,8.38,Regular,0.046878474,Baking Goods,109.857,OUT035,2004,Small,Tier 2,Supermarket Type1,2306.997 +FDR48,11.65,Low Fat,0.220111117,Baking Goods,153.0024,OUT010,1998,,Tier 3,Grocery Store,455.4072 +FDM04,9.195,Regular,0.0471117,Frozen Foods,52.0666,OUT035,2004,Small,Tier 2,Supermarket Type1,615.1992 +FDZ37,8.1,Regular,0.019768503,Canned,88.6198,OUT046,1997,Small,Tier 1,Supermarket Type1,1569.9564 +FDE46,18.6,Low Fat,0.015858893,Snack Foods,152.9366,OUT017,2007,,Tier 2,Supermarket Type1,453.4098 +NCQ53,17.6,Low Fat,0.018905326,Health and Hygiene,234.659,OUT046,1997,Small,Tier 1,Supermarket Type1,8508.924 +NCN42,20.25,Low Fat,0.014280554,Household,148.0418,OUT018,2009,Medium,Tier 3,Supermarket Type2,1177.1344 +DRH11,5.98,Low Fat,0.075675438,Hard Drinks,53.3614,OUT049,1999,Medium,Tier 1,Supermarket Type1,331.5684 +NCI42,18.75,Low Fat,0.010381661,Household,207.8954,OUT049,1999,Medium,Tier 1,Supermarket Type1,2292.3494 +FDT07,5.82,Regular,0.077475884,Fruits and Vegetables,255.333,OUT045,2002,,Tier 2,Supermarket Type1,4870.327 +DRL60,8.52,Low Fat,0.02705936,Soft Drinks,153.3682,OUT046,1997,Small,Tier 1,Supermarket Type1,914.8092 +FDG20,15.5,Regular,0.126199917,Fruits and Vegetables,178.4028,OUT018,2009,Medium,Tier 3,Supermarket Type2,1239.7196 +FDF56,16.7,Regular,0.119462225,Fruits and Vegetables,182.7976,OUT046,1997,Small,Tier 1,Supermarket Type1,1810.976 +FDV33,9.6,Regular,0.027454997,Snack Foods,258.1304,OUT018,2009,Medium,Tier 3,Supermarket Type2,2324.9736 +NCF31,9.13,Low Fat,0.051928034,Household,151.4024,OUT049,1999,Medium,Tier 1,Supermarket Type1,1973.4312 +FDD59,10.5,Regular,0,Starchy Foods,78.296,OUT046,1997,Small,Tier 1,Supermarket Type1,1438.128 +FDQ52,17,Low Fat,0.119570595,Frozen Foods,249.7434,OUT049,1999,Medium,Tier 1,Supermarket Type1,4221.8378 +FDP09,,Low Fat,0.033725743,Snack Foods,211.6902,OUT027,1985,Medium,Tier 3,Supermarket Type3,4247.804 +FDK24,9.195,Low Fat,0.101275792,Baking Goods,46.4744,OUT035,2004,Small,Tier 2,Supermarket Type1,950.7624 +NCA18,10.1,Low Fat,0.056077574,Household,117.8492,OUT046,1997,Small,Tier 1,Supermarket Type1,1621.8888 +NCE07,8.18,Low Fat,0,Household,140.5154,OUT045,2002,,Tier 2,Supermarket Type1,1701.7848 +FDM45,8.655,Regular,0.088178053,Snack Foods,122.6756,OUT035,2004,Small,Tier 2,Supermarket Type1,2302.3364 +FDQ32,17.85,Regular,0.046608497,Fruits and Vegetables,122.9388,OUT046,1997,Small,Tier 1,Supermarket Type1,3095.97 +FDI34,10.65,Regular,0.085119855,Snack Foods,229.8668,OUT035,2004,Small,Tier 2,Supermarket Type1,4146.6024 +FDE14,13.65,Regular,0.031418984,Canned,99.27,OUT013,1987,High,Tier 3,Supermarket Type1,2596.62 +DRF37,17.25,Low Fat,0.084809658,Soft Drinks,261.191,OUT017,2007,,Tier 2,Supermarket Type1,3155.892 +FDW44,9.5,Regular,0.035350045,Fruits and Vegetables,169.7448,OUT017,2007,,Tier 2,Supermarket Type1,3579.3408 +FDC59,16.7,Regular,0,Starchy Foods,63.6168,OUT049,1999,Medium,Tier 1,Supermarket Type1,1342.2528 +NCI29,8.6,Low Fat,0.054601779,Health and Hygiene,141.1154,OUT010,1998,,Tier 3,Grocery Store,425.4462 +FDV38,19.25,Low Fat,0.102188428,Dairy,54.3956,OUT018,2009,Medium,Tier 3,Supermarket Type2,1201.1032 +FDZ49,11,Regular,0.133034816,Canned,222.0798,OUT013,1987,High,Tier 3,Supermarket Type1,2864.9374 +DRD49,9.895,Low Fat,0.16817143,Soft Drinks,237.7564,OUT045,2002,,Tier 2,Supermarket Type1,3813.7024 +FDA02,14,Regular,0.029722659,Dairy,143.4786,OUT046,1997,Small,Tier 1,Supermarket Type1,1589.2646 +FDX20,7.365,Low Fat,0.042733625,Fruits and Vegetables,226.972,OUT018,2009,Medium,Tier 3,Supermarket Type2,3848.324 +FDS24,20.85,Regular,0.062172698,Baking Goods,90.2514,OUT013,1987,High,Tier 3,Supermarket Type1,619.8598 +FDI58,7.64,Regular,0.070704474,Snack Foods,93.412,OUT046,1997,Small,Tier 1,Supermarket Type1,1491.392 +FDQ60,,Regular,0.191500528,Baking Goods,121.2098,OUT019,1985,Small,Tier 1,Grocery Store,120.5098 +FDJ27,17.7,Regular,0.122065518,Meat,103.3674,OUT049,1999,Medium,Tier 1,Supermarket Type1,2546.685 +FDV27,7.97,Regular,0.04021623,Meat,90.4514,OUT017,2007,,Tier 2,Supermarket Type1,1328.271 +NCL41,12.35,Low Fat,0.041737627,Health and Hygiene,33.1216,OUT046,1997,Small,Tier 1,Supermarket Type1,519.324 +NCP29,8.42,Low Fat,0.11227101,Health and Hygiene,63.2168,OUT046,1997,Small,Tier 1,Supermarket Type1,703.0848 +FDC45,,Low Fat,0.135075924,Fruits and Vegetables,170.3106,OUT027,1985,Medium,Tier 3,Supermarket Type3,3422.212 +FDN33,6.305,Regular,0.12301331,Snack Foods,93.2436,OUT013,1987,High,Tier 3,Supermarket Type1,2079.9592 +DRC01,5.92,Regular,0.019238942,Soft Drinks,49.8692,OUT045,2002,,Tier 2,Supermarket Type1,1133.1916 +FDL57,15.1,Regular,0.067212845,Snack Foods,260.2304,OUT045,2002,,Tier 2,Supermarket Type1,4908.2776 +NCF42,17.35,Low Fat,0.280164929,Household,177.5712,OUT010,1998,,Tier 3,Grocery Store,527.3136 +FDG50,7.405,Low Fat,0.015271793,Canned,89.9146,OUT046,1997,Small,Tier 1,Supermarket Type1,1550.6482 +FDH22,6.405,Low Fat,0.136512858,Snack Foods,128.7678,OUT049,1999,Medium,Tier 1,Supermarket Type1,3052.0272 +FDO36,19.7,Low Fat,0.078034976,Baking Goods,178.066,OUT049,1999,Medium,Tier 1,Supermarket Type1,3954.852 +FDY04,17.7,Regular,0.042649476,Frozen Foods,162.721,OUT018,2009,Medium,Tier 3,Supermarket Type2,978.726 +FDZ09,17.6,Low Fat,0.104859135,Snack Foods,161.8868,OUT035,2004,Small,Tier 2,Supermarket Type1,4094.67 +FDH28,15.85,Regular,0.110202066,Frozen Foods,39.7506,OUT049,1999,Medium,Tier 1,Supermarket Type1,721.0614 +FDN32,17.5,Low Fat,0.01558456,Fruits and Vegetables,185.1266,OUT049,1999,Medium,Tier 1,Supermarket Type1,4795.0916 +DRJ37,,Low Fat,0.060805497,Soft Drinks,150.8024,OUT027,1985,Medium,Tier 3,Supermarket Type3,3339.6528 +FDE57,9.6,Low Fat,0.036490369,Fruits and Vegetables,140.8154,OUT017,2007,,Tier 2,Supermarket Type1,1843.6002 +FDG05,11,Regular,0.088025298,Frozen Foods,158.063,OUT045,2002,,Tier 2,Supermarket Type1,2659.871 +FDI09,20.75,Regular,0.129864461,Seafood,240.188,OUT018,2009,Medium,Tier 3,Supermarket Type2,5992.2 +DRD12,,Low Fat,0,Soft Drinks,89.4146,OUT027,1985,Medium,Tier 3,Supermarket Type3,2645.2234 +FDD02,16.6,Low Fat,0.084176826,Canned,118.0124,OUT010,1998,,Tier 3,Grocery Store,592.562 +FDI36,12.5,Regular,0.062343432,Baking Goods,199.7426,OUT046,1997,Small,Tier 1,Supermarket Type1,593.2278 +DRK39,7.02,Low Fat,0.049942926,Dairy,82.425,OUT049,1999,Medium,Tier 1,Supermarket Type1,1414.825 +FDH44,19.1,reg,0.025867261,Fruits and Vegetables,147.6418,OUT035,2004,Small,Tier 2,Supermarket Type1,1471.418 +FDS56,5.785,Regular,0.038817121,Fruits and Vegetables,262.6252,OUT049,1999,Medium,Tier 1,Supermarket Type1,524.6504 +DRJ59,11.65,Low Fat,0.01941154,Hard Drinks,40.3164,OUT045,2002,,Tier 2,Supermarket Type1,502.0132 +NCA30,19,Low Fat,0.216478153,Household,190.1872,OUT010,1998,,Tier 3,Grocery Store,567.2616 +FDF17,5.19,Low Fat,0.042707323,Frozen Foods,197.811,OUT045,2002,,Tier 2,Supermarket Type1,2946.165 +NCX18,14.15,Low Fat,0,Household,196.311,OUT046,1997,Small,Tier 1,Supermarket Type1,3338.987 +NCO53,16.2,Low Fat,0.175898114,Health and Hygiene,183.7608,OUT018,2009,Medium,Tier 3,Supermarket Type2,2940.1728 +FDT23,7.72,reg,0.074847665,Breads,78.8986,OUT049,1999,Medium,Tier 1,Supermarket Type1,623.1888 +NCJ19,18.6,Low Fat,0.118180011,Others,56.2588,OUT046,1997,Small,Tier 1,Supermarket Type1,1030.6584 +FDI05,8.35,Regular,0.127587344,Frozen Foods,76.5354,OUT017,2007,,Tier 2,Supermarket Type1,1805.6496 +NCJ19,18.6,Low Fat,0.19780911,Others,55.6588,OUT010,1998,,Tier 3,Grocery Store,114.5176 +NCS29,,LF,0.069208684,Health and Hygiene,264.0884,OUT027,1985,Medium,Tier 3,Supermarket Type3,4504.8028 +NCC06,19,Low Fat,0.026963909,Household,129.8336,OUT013,1987,High,Tier 3,Supermarket Type1,3451.5072 +FDJ12,8.895,Regular,0.039261947,Baking Goods,207.4296,OUT017,2007,,Tier 2,Supermarket Type1,2492.7552 +FDW48,18,Low Fat,0.008533716,Baking Goods,78.5618,OUT013,1987,High,Tier 3,Supermarket Type1,402.809 +FDX32,15.1,Regular,0.100423086,Fruits and Vegetables,144.7786,OUT017,2007,,Tier 2,Supermarket Type1,2600.6148 +FDH02,,Regular,0,Canned,91.8488,OUT027,1985,Medium,Tier 3,Supermarket Type3,2716.464 +FDD16,20.5,Low Fat,0.036353098,Frozen Foods,75.8696,OUT046,1997,Small,Tier 1,Supermarket Type1,2386.2272 +FDR09,,Low Fat,0.077348214,Snack Foods,259.7962,OUT027,1985,Medium,Tier 3,Supermarket Type3,8028.8822 +FDB32,20.6,Low Fat,0.023548476,Fruits and Vegetables,93.3778,OUT018,2009,Medium,Tier 3,Supermarket Type2,1314.2892 +FDP11,15.85,Low Fat,0.069043044,Breads,218.7166,OUT013,1987,High,Tier 3,Supermarket Type1,4136.6154 +FDG09,20.6,Regular,0.048010812,Fruits and Vegetables,187.7556,OUT049,1999,Medium,Tier 1,Supermarket Type1,3004.0896 +FDF21,10.3,Regular,0.058778429,Fruits and Vegetables,187.853,OUT013,1987,High,Tier 3,Supermarket Type1,2656.542 +NCJ19,,Low Fat,0.117607719,Others,55.2588,OUT027,1985,Medium,Tier 3,Supermarket Type3,2748.4224 +FDY03,17.6,Regular,0.127412338,Meat,111.3202,OUT010,1998,,Tier 3,Grocery Store,337.5606 +FDK58,11.35,Regular,0.044945123,Snack Foods,101.0016,OUT013,1987,High,Tier 3,Supermarket Type1,2631.2416 +FDC26,10.195,Low Fat,0.126579586,Canned,112.2886,OUT049,1999,Medium,Tier 1,Supermarket Type1,2557.3378 +FDN15,17.5,Low Fat,0.016802225,Meat,138.518,OUT018,2009,Medium,Tier 3,Supermarket Type2,2376.906 +DRH11,,Low Fat,0.075192072,Hard Drinks,56.0614,OUT027,1985,Medium,Tier 3,Supermarket Type3,2597.2858 +NCK17,11,Low Fat,0.03786331,Health and Hygiene,40.948,OUT013,1987,High,Tier 3,Supermarket Type1,319.584 +DRC01,5.92,Regular,0.019200003,Soft Drinks,47.7692,OUT046,1997,Small,Tier 1,Supermarket Type1,492.692 +FDD03,13.3,Low Fat,0.079791176,Dairy,232.73,OUT035,2004,Small,Tier 2,Supermarket Type1,2796.36 +NCY17,18.2,Low Fat,0.16334971,Health and Hygiene,45.1086,OUT049,1999,Medium,Tier 1,Supermarket Type1,669.129 +DRY23,9.395,Regular,0.109265987,Soft Drinks,42.3112,OUT049,1999,Medium,Tier 1,Supermarket Type1,980.0576 +FDT50,6.75,Regular,0.10821852,Dairy,96.3752,OUT035,2004,Small,Tier 2,Supermarket Type1,1342.2528 +FDC38,15.7,Low Fat,0.122392031,Canned,133.1942,OUT013,1987,High,Tier 3,Supermarket Type1,2782.3782 +NCN06,8.39,Low Fat,0.20168772,Household,162.8868,OUT010,1998,,Tier 3,Grocery Store,327.5736 +FDP56,,Low Fat,0.046259036,Fruits and Vegetables,47.4692,OUT027,1985,Medium,Tier 3,Supermarket Type3,1576.6144 +FDW34,9.6,Low Fat,0.035651291,Snack Foods,244.917,OUT045,2002,,Tier 2,Supermarket Type1,2916.204 +FDU07,11.1,Low Fat,0.059835659,Fruits and Vegetables,151.3366,OUT035,2004,Small,Tier 2,Supermarket Type1,3022.732 +NCO55,12.8,LF,0.091408076,Others,108.9938,OUT018,2009,Medium,Tier 3,Supermarket Type2,1071.938 +FDL16,12.85,Low Fat,0.169405699,Frozen Foods,46.106,OUT017,2007,,Tier 2,Supermarket Type1,792.302 +FDT59,13.65,Low Fat,0.015943701,Breads,231.9668,OUT045,2002,,Tier 2,Supermarket Type1,3225.1352 +DRF01,,Low Fat,0.174232377,Soft Drinks,146.6102,OUT027,1985,Medium,Tier 3,Supermarket Type3,1895.5326 +NCS06,7.935,Low Fat,0.031801103,Household,261.591,OUT045,2002,,Tier 2,Supermarket Type1,3155.892 +FDY13,,Low Fat,0.052749199,Canned,74.967,OUT019,1985,Small,Tier 1,Grocery Store,229.701 +DRF36,16.1,Low Fat,0.039463564,Soft Drinks,189.9846,OUT010,1998,,Tier 3,Grocery Store,191.0846 +FDV10,7.645,Regular,0,Snack Foods,41.8112,OUT046,1997,Small,Tier 1,Supermarket Type1,894.8352 +FDE09,8.775,Low Fat,0.036159635,Fruits and Vegetables,110.7228,OUT010,1998,,Tier 3,Grocery Store,331.5684 +FDC20,10.65,Low Fat,0.024020078,Fruits and Vegetables,57.2272,OUT045,2002,,Tier 2,Supermarket Type1,1174.4712 +FDI58,7.64,Regular,0.071104408,Snack Foods,95.012,OUT017,2007,,Tier 2,Supermarket Type1,1864.24 +FDI56,7.325,Low Fat,0.093913607,Fruits and Vegetables,93.2146,OUT017,2007,,Tier 2,Supermarket Type1,1733.0774 +NCI17,8.645,low fat,0.144006886,Health and Hygiene,94.741,OUT018,2009,Medium,Tier 3,Supermarket Type2,1061.951 +NCE19,8.97,Low Fat,0.093159233,Household,55.7956,OUT049,1999,Medium,Tier 1,Supermarket Type1,1037.3164 +FDA26,,Regular,0.129425145,Dairy,219.3482,OUT019,1985,Small,Tier 1,Grocery Store,219.0482 +FDR01,5.405,Regular,0.053839714,Canned,198.6742,OUT018,2009,Medium,Tier 3,Supermarket Type2,2388.8904 +FDC32,,Low Fat,0.098629062,Fruits and Vegetables,90.6462,OUT027,1985,Medium,Tier 3,Supermarket Type3,2406.2012 +FDF11,10.195,Regular,0.017658634,Starchy Foods,240.1538,OUT049,1999,Medium,Tier 1,Supermarket Type1,1442.1228 +FDH46,6.935,Regular,0.041282286,Snack Foods,103.5332,OUT046,1997,Small,Tier 1,Supermarket Type1,1230.3984 +FDY33,,Regular,0.170186628,Snack Foods,159.0262,OUT019,1985,Small,Tier 1,Grocery Store,159.1262 +DRG23,8.88,Low Fat,0.086781204,Hard Drinks,152.2682,OUT046,1997,Small,Tier 1,Supermarket Type1,1829.6184 +FDY04,,Regular,0.042270751,Frozen Foods,162.521,OUT027,1985,Medium,Tier 3,Supermarket Type3,4567.388 +FDE26,9.3,Low Fat,0.089186275,Canned,145.3786,OUT045,2002,,Tier 2,Supermarket Type1,2745.0934 +NCU42,9,Low Fat,0.019502965,Household,169.4474,OUT035,2004,Small,Tier 2,Supermarket Type1,4211.185 +NCO42,21.25,LF,0.024650932,Household,146.0102,OUT035,2004,Small,Tier 2,Supermarket Type1,2916.204 +FDU25,12.35,Low Fat,0.026722744,Canned,59.2246,OUT049,1999,Medium,Tier 1,Supermarket Type1,984.7182 +FDW02,,Regular,0.037516862,Dairy,124.3704,OUT027,1985,Medium,Tier 3,Supermarket Type3,3004.0896 +FDS22,16.85,Regular,0.023154399,Snack Foods,43.9428,OUT046,1997,Small,Tier 1,Supermarket Type1,351.5424 +FDG57,14.7,Low Fat,0.072284689,Fruits and Vegetables,49.8034,OUT035,2004,Small,Tier 2,Supermarket Type1,631.8442 +FDQ25,8.63,Regular,0.028391879,Canned,173.9422,OUT018,2009,Medium,Tier 3,Supermarket Type2,4138.6128 +NCS06,7.935,Low Fat,0.031866022,Household,261.291,OUT018,2009,Medium,Tier 3,Supermarket Type2,2892.901 +FDC29,,Regular,0.024088444,Frozen Foods,112.7176,OUT027,1985,Medium,Tier 3,Supermarket Type3,1832.2816 +NCZ41,19.85,Low Fat,0.064409056,Health and Hygiene,126.7704,OUT035,2004,Small,Tier 2,Supermarket Type1,1752.3856 +FDW23,5.765,Low Fat,0.082012293,Baking Goods,37.5164,OUT046,1997,Small,Tier 1,Supermarket Type1,656.4788 +FDB03,17.75,Regular,0.157075658,Dairy,240.5538,OUT049,1999,Medium,Tier 1,Supermarket Type1,3845.6608 +FDN25,,Regular,0.107110465,Breakfast,55.5588,OUT019,1985,Small,Tier 1,Grocery Store,229.0352 +NCN05,8.235,Low Fat,0.014459672,Health and Hygiene,181.895,OUT046,1997,Small,Tier 1,Supermarket Type1,732.38 +FDV43,,Low Fat,0.076483451,Fruits and Vegetables,43.4086,OUT027,1985,Medium,Tier 3,Supermarket Type3,847.5634 +FDG44,6.13,Low Fat,0.10234983,Fruits and Vegetables,55.0298,OUT049,1999,Medium,Tier 1,Supermarket Type1,539.298 +FDS12,9.1,Low Fat,0.174827835,Baking Goods,127.2362,OUT018,2009,Medium,Tier 3,Supermarket Type2,1635.8706 +FDI52,18.7,Low Fat,0.104591027,Frozen Foods,121.4072,OUT013,1987,High,Tier 3,Supermarket Type1,2450.144 +FDU12,15.5,Regular,0.075868843,Baking Goods,261.7568,OUT049,1999,Medium,Tier 1,Supermarket Type1,1845.5976 +FDG58,10.695,Regular,0.086764795,Snack Foods,156.7972,OUT035,2004,Small,Tier 2,Supermarket Type1,3427.5384 +FDA16,6.695,Low Fat,0.03408026,Frozen Foods,220.8456,OUT018,2009,Medium,Tier 3,Supermarket Type2,5084.0488 +NCD18,16,Low Fat,0.072655379,Household,229.8668,OUT035,2004,Small,Tier 2,Supermarket Type1,4837.7028 +FDI21,5.59,Regular,0.056555715,Snack Foods,62.6168,OUT013,1987,High,Tier 3,Supermarket Type1,639.168 +FDW31,11.35,reg,0.043402224,Fruits and Vegetables,197.0742,OUT017,2007,,Tier 2,Supermarket Type1,2587.9646 +FDB35,12.3,Regular,0.064882207,Starchy Foods,93.8804,OUT018,2009,Medium,Tier 3,Supermarket Type2,1470.0864 +FDK58,,Regular,0.044764726,Snack Foods,102.4016,OUT027,1985,Medium,Tier 3,Supermarket Type3,2428.8384 +FDU14,17.75,Low Fat,0.034752647,Dairy,248.775,OUT046,1997,Small,Tier 1,Supermarket Type1,3745.125 +NCP43,17.75,Low Fat,0.030631323,Others,178.566,OUT018,2009,Medium,Tier 3,Supermarket Type2,2516.724 +FDM20,,LF,0,Fruits and Vegetables,245.0144,OUT027,1985,Medium,Tier 3,Supermarket Type3,3185.1872 +FDT36,,Low Fat,0.110735739,Baking Goods,35.2874,OUT027,1985,Medium,Tier 3,Supermarket Type3,988.0472 +FDW19,12.35,Regular,0.038657256,Fruits and Vegetables,110.257,OUT018,2009,Medium,Tier 3,Supermarket Type2,1757.712 +FDB29,16.7,Regular,0.052493162,Frozen Foods,113.9176,OUT049,1999,Medium,Tier 1,Supermarket Type1,2519.3872 +FDN39,19.35,Regular,0.065890998,Meat,167.0816,OUT017,2007,,Tier 2,Supermarket Type1,1510.0344 +FDI02,15.7,Regular,0.114565093,Canned,112.0202,OUT046,1997,Small,Tier 1,Supermarket Type1,337.5606 +FDA46,,Low Fat,0.117065801,Snack Foods,196.1136,OUT027,1985,Medium,Tier 3,Supermarket Type3,6026.8216 +FDV36,18.7,Low Fat,0.026450779,Baking Goods,124.902,OUT017,2007,,Tier 2,Supermarket Type1,2909.546 +FDE35,7.06,reg,0.043863865,Starchy Foods,59.5904,OUT013,1987,High,Tier 3,Supermarket Type1,761.6752 +FDT46,11.35,Low Fat,0,Snack Foods,52.4008,OUT035,2004,Small,Tier 2,Supermarket Type1,809.6128 +FDS21,,Regular,0.036551446,Snack Foods,62.7194,OUT019,1985,Small,Tier 1,Grocery Store,123.8388 +DRD12,6.96,Low Fat,0.077630199,Soft Drinks,90.9146,OUT017,2007,,Tier 2,Supermarket Type1,1459.4336 +FDR14,,Low Fat,0.304737387,Dairy,54.7298,OUT019,1985,Small,Tier 1,Grocery Store,107.8596 +FDG22,,Regular,0.041180766,Snack Foods,37.919,OUT027,1985,Medium,Tier 3,Supermarket Type3,768.999 +FDX58,13.15,Low Fat,0.043831721,Snack Foods,184.195,OUT049,1999,Medium,Tier 1,Supermarket Type1,2746.425 +FDB40,,Regular,0.007503372,Dairy,146.7102,OUT027,1985,Medium,Tier 3,Supermarket Type3,4374.306 +FDJ36,14.5,Regular,0.214681063,Baking Goods,102.7332,OUT010,1998,,Tier 3,Grocery Store,205.0664 +NCL53,7.5,LF,0.060649825,Health and Hygiene,177.4028,OUT010,1998,,Tier 3,Grocery Store,354.2056 +NCX05,15.2,Low Fat,0.097258937,Health and Hygiene,114.8492,OUT045,2002,,Tier 2,Supermarket Type1,1506.0396 +FDO21,11.6,Regular,0.009763021,Snack Foods,226.2404,OUT046,1997,Small,Tier 1,Supermarket Type1,1800.3232 +NCF07,9,Low Fat,0.032152981,Household,102.0016,OUT018,2009,Medium,Tier 3,Supermarket Type2,1518.024 +FDU20,19.35,Regular,0.021439694,Fruits and Vegetables,119.7098,OUT013,1987,High,Tier 3,Supermarket Type1,1325.6078 +FDK09,15.2,Low Fat,0.153592956,Snack Foods,228.0352,OUT010,1998,,Tier 3,Grocery Store,458.0704 +FDY57,20.2,Regular,0.121231308,Snack Foods,97.5752,OUT035,2004,Small,Tier 2,Supermarket Type1,1534.0032 +FDD51,,Low Fat,0.119371835,Dairy,45.2744,OUT027,1985,Medium,Tier 3,Supermarket Type3,905.488 +FDA49,,Low Fat,0.064607378,Canned,87.4198,OUT027,1985,Medium,Tier 3,Supermarket Type3,2267.7148 +FDG33,5.365,Regular,0.14024028,Seafood,171.0764,OUT046,1997,Small,Tier 1,Supermarket Type1,3263.7516 +FDG35,21.2,Regular,0,Starchy Foods,173.6738,OUT049,1999,Medium,Tier 1,Supermarket Type1,2954.1546 +FDC52,11.15,Regular,0.008296692,Dairy,150.6708,OUT045,2002,,Tier 2,Supermarket Type1,2106.5912 +FDS34,19.35,Regular,0.077193256,Snack Foods,112.7518,OUT017,2007,,Tier 2,Supermarket Type1,683.1108 +NCY05,13.5,Low Fat,0.055075504,Health and Hygiene,33.3874,OUT049,1999,Medium,Tier 1,Supermarket Type1,282.2992 +FDO46,9.6,Regular,0.014209811,Snack Foods,188.1872,OUT035,2004,Small,Tier 2,Supermarket Type1,1701.7848 +FDY20,12.5,Regular,0.081879864,Fruits and Vegetables,91.7488,OUT049,1999,Medium,Tier 1,Supermarket Type1,1358.232 +FDA13,15.85,Low Fat,0.078540095,Canned,36.3506,OUT035,2004,Small,Tier 2,Supermarket Type1,607.2096 +FDS04,10.195,Regular,0.146540889,Frozen Foods,141.7838,OUT013,1987,High,Tier 3,Supermarket Type1,1685.8056 +FDU51,20.2,Regular,0.097059596,Meat,178.6028,OUT017,2007,,Tier 2,Supermarket Type1,2302.3364 +FDK50,7.96,Low Fat,0.028478742,Canned,161.8894,OUT018,2009,Medium,Tier 3,Supermarket Type2,2750.4198 +FDO60,20,Low Fat,0.034340926,Baking Goods,45.4086,OUT013,1987,High,Tier 3,Supermarket Type1,981.3892 +FDM13,6.425,Low Fat,0.063532672,Breakfast,133.0626,OUT017,2007,,Tier 2,Supermarket Type1,1442.7886 +FDU12,,Regular,0.075384242,Baking Goods,262.7568,OUT027,1985,Medium,Tier 3,Supermarket Type3,7646.0472 +NCG54,12.1,Low Fat,0.080131363,Household,170.9106,OUT018,2009,Medium,Tier 3,Supermarket Type2,1539.9954 +FDH40,11.6,Regular,0.132111921,Frozen Foods,82.2276,OUT010,1998,,Tier 3,Grocery Store,243.6828 +NCI06,,Low Fat,0.083547515,Household,179.166,OUT019,1985,Small,Tier 1,Grocery Store,359.532 +FDA58,9.395,Low Fat,0.103731617,Snack Foods,236.9932,OUT035,2004,Small,Tier 2,Supermarket Type1,4242.4776 +FDJ02,17.2,Regular,0.025309134,Canned,147.0418,OUT017,2007,,Tier 2,Supermarket Type1,2354.2688 +FDP21,7.42,Regular,0.0258457,Snack Foods,188.9872,OUT018,2009,Medium,Tier 3,Supermarket Type2,2458.1336 +FDN57,18.25,Low Fat,0.054223942,Snack Foods,142.0154,OUT035,2004,Small,Tier 2,Supermarket Type1,2127.231 +FDV26,,Regular,0.075791641,Dairy,193.3794,OUT027,1985,Medium,Tier 3,Supermarket Type3,8388.4142 +FDZ21,17.6,Regular,0.03928284,Snack Foods,94.641,OUT049,1999,Medium,Tier 1,Supermarket Type1,2799.689 +FDG21,,Regular,0.145591438,Seafood,148.705,OUT027,1985,Medium,Tier 3,Supermarket Type3,1797.66 +FDF26,6.825,Regular,0.046824729,Canned,155.1998,OUT018,2009,Medium,Tier 3,Supermarket Type2,2460.7968 +FDC39,7.405,Low Fat,0.159062948,Dairy,208.9296,OUT013,1987,High,Tier 3,Supermarket Type1,2700.4848 +FDQ24,15.7,Low Fat,0.073966786,Baking Goods,250.5724,OUT018,2009,Medium,Tier 3,Supermarket Type2,4026.7584 +FDC41,15.6,Low Fat,0.117574554,Frozen Foods,75.667,OUT017,2007,,Tier 2,Supermarket Type1,1301.639 +NCO14,9.6,Low Fat,0.049617765,Household,44.2086,OUT010,1998,,Tier 3,Grocery Store,44.6086 +FDE05,,Regular,0.032296886,Frozen Foods,144.0102,OUT027,1985,Medium,Tier 3,Supermarket Type3,5394.9774 +FDW52,,Regular,0.037340835,Frozen Foods,163.1526,OUT027,1985,Medium,Tier 3,Supermarket Type3,3946.8624 +FDL36,,Low Fat,0.075707087,Baking Goods,88.183,OUT027,1985,Medium,Tier 3,Supermarket Type3,1438.128 +FDS04,10.195,Regular,0.146635206,Frozen Foods,139.0838,OUT035,2004,Small,Tier 2,Supermarket Type1,3652.5788 +NCC18,19.1,LF,0.177545624,Household,172.4422,OUT049,1999,Medium,Tier 1,Supermarket Type1,3621.2862 +FDN01,8.895,LF,0.072693696,Breakfast,175.937,OUT018,2009,Medium,Tier 3,Supermarket Type2,529.311 +FDY02,8.945,Regular,0.146701312,Dairy,262.291,OUT010,1998,,Tier 3,Grocery Store,1314.955 +FDV15,10.3,Low Fat,0.146999264,Meat,103.7648,OUT017,2007,,Tier 2,Supermarket Type1,2804.3496 +FDC34,16,Regular,0.173109453,Snack Foods,155.2972,OUT045,2002,,Tier 2,Supermarket Type1,3894.93 +FDX10,6.385,reg,0.124410284,Snack Foods,34.3874,OUT017,2007,,Tier 2,Supermarket Type1,388.1614 +NCF19,13,Low Fat,0.035079516,Household,47.9034,OUT013,1987,High,Tier 3,Supermarket Type1,583.2408 +FDE17,20.1,Regular,0.054763518,Frozen Foods,150.9366,OUT017,2007,,Tier 2,Supermarket Type1,3476.1418 +FDJ08,11.1,Low Fat,0.111122936,Fruits and Vegetables,189.2846,OUT018,2009,Medium,Tier 3,Supermarket Type2,3630.6074 +NCN53,5.175,Low Fat,0.030330202,Health and Hygiene,35.4874,OUT013,1987,High,Tier 3,Supermarket Type1,388.1614 +FDC16,11.5,Regular,0,Dairy,88.254,OUT046,1997,Small,Tier 1,Supermarket Type1,1298.31 +FDO15,16.75,Regular,0.008601441,Meat,73.7038,OUT018,2009,Medium,Tier 3,Supermarket Type2,1404.1722 +FDQ23,,low fat,0.024407061,Breads,102.3332,OUT027,1985,Medium,Tier 3,Supermarket Type3,1948.1308 +DRF37,17.25,Low Fat,0.084262458,Soft Drinks,261.591,OUT013,1987,High,Tier 3,Supermarket Type1,3418.883 +FDN40,5.88,Low Fat,0.08644044,Frozen Foods,155.3998,OUT035,2004,Small,Tier 2,Supermarket Type1,2153.1972 +FDN24,,LF,0.112718928,Baking Goods,54.2956,OUT027,1985,Medium,Tier 3,Supermarket Type3,1310.2944 +FDF16,7.3,Low Fat,0.086619573,Frozen Foods,147.6076,OUT017,2007,,Tier 2,Supermarket Type1,3251.7672 +FDH27,7.075,Low Fat,0.058437653,Dairy,143.0128,OUT049,1999,Medium,Tier 1,Supermarket Type1,1150.5024 +FDY52,6.365,Low Fat,0,Frozen Foods,59.7536,OUT017,2007,,Tier 2,Supermarket Type1,980.0576 +NCH55,,Low Fat,0.034504414,Household,125.202,OUT027,1985,Medium,Tier 3,Supermarket Type3,2783.044 +NCH18,9.3,LF,0.044652785,Household,247.0802,OUT035,2004,Small,Tier 2,Supermarket Type1,1228.401 +DRC01,5.92,Regular,0.019184026,Soft Drinks,50.3692,OUT013,1987,High,Tier 3,Supermarket Type1,591.2304 +NCO14,9.6,Low Fat,0.029638267,Household,42.6086,OUT035,2004,Small,Tier 2,Supermarket Type1,133.8258 +DRG39,14.15,Low Fat,0.042180995,Dairy,52.0982,OUT046,1997,Small,Tier 1,Supermarket Type1,578.5802 +DRK13,11.8,Low Fat,0.11507174,Soft Drinks,198.2084,OUT013,1987,High,Tier 3,Supermarket Type1,3769.7596 +FDD41,6.765,Regular,0.087437069,Frozen Foods,106.1306,OUT045,2002,,Tier 2,Supermarket Type1,1672.4896 +FDQ19,,Regular,0.014295564,Fruits and Vegetables,242.6512,OUT027,1985,Medium,Tier 3,Supermarket Type3,12117.56 +FDX58,13.15,LF,0.073251428,Snack Foods,181.695,OUT010,1998,,Tier 3,Grocery Store,549.285 +FDK40,,Low Fat,0.021743592,Frozen Foods,263.191,OUT027,1985,Medium,Tier 3,Supermarket Type3,6574.775 +FDI52,18.7,Low Fat,0.10527024,Frozen Foods,122.9072,OUT017,2007,,Tier 2,Supermarket Type1,490.0288 +FDT28,13.3,Low Fat,0.063513272,Frozen Foods,149.9708,OUT013,1987,High,Tier 3,Supermarket Type1,2106.5912 +FDH52,9.42,Regular,0.044151435,Frozen Foods,61.5194,OUT017,2007,,Tier 2,Supermarket Type1,866.8716 +FDZ38,17.6,LF,0.008001018,Dairy,170.4422,OUT046,1997,Small,Tier 1,Supermarket Type1,2759.0752 +FDF12,8.235,Low Fat,0.0828941,Baking Goods,149.3076,OUT017,2007,,Tier 2,Supermarket Type1,1921.4988 +NCE06,,Low Fat,0.091042211,Household,162.6894,OUT027,1985,Medium,Tier 3,Supermarket Type3,2588.6304 +FDO45,13.15,Regular,0.038011783,Snack Foods,89.6856,OUT049,1999,Medium,Tier 1,Supermarket Type1,703.0848 +NCS18,12.65,Low Fat,0.042296724,Household,106.3938,OUT045,2002,,Tier 2,Supermarket Type1,3751.783 +NCE54,20.7,Low Fat,0.02695441,Household,73.2354,OUT045,2002,,Tier 2,Supermarket Type1,1504.708 +FDB50,13,Low Fat,0.153930108,Canned,76.7986,OUT045,2002,,Tier 2,Supermarket Type1,2648.5524 +FDZ20,16.1,Low Fat,0.034376537,Fruits and Vegetables,256.1356,OUT045,2002,,Tier 2,Supermarket Type1,6358.39 +FDB11,16,Low Fat,0.060971431,Starchy Foods,226.2404,OUT045,2002,,Tier 2,Supermarket Type1,4725.8484 +FDU22,12.35,Low Fat,0,Snack Foods,118.9124,OUT013,1987,High,Tier 3,Supermarket Type1,3199.8348 +FDY48,14,Low Fat,0.023831558,Baking Goods,103.1332,OUT018,2009,Medium,Tier 3,Supermarket Type2,1948.1308 +NCP30,20.5,Low Fat,0.032762495,Household,40.0822,OUT035,2004,Small,Tier 2,Supermarket Type1,1257.0304 +FDD08,8.3,Low Fat,0.035347676,Fruits and Vegetables,38.0506,OUT035,2004,Small,Tier 2,Supermarket Type1,531.3084 +NCG42,19.2,Low Fat,0.041291929,Household,130.131,OUT049,1999,Medium,Tier 1,Supermarket Type1,1038.648 +NCT30,9.1,Low Fat,0.080747059,Household,46.9718,OUT017,2007,,Tier 2,Supermarket Type1,850.8924 +FDT37,14.15,Low Fat,0.035240817,Canned,255.5014,OUT013,1987,High,Tier 3,Supermarket Type1,5355.0294 +FDU04,7.93,Low Fat,0.005557062,Frozen Foods,122.1414,OUT049,1999,Medium,Tier 1,Supermarket Type1,2924.1936 +NCH30,17.1,Low Fat,0.067154053,Household,114.386,OUT046,1997,Small,Tier 1,Supermarket Type1,1245.046 +DRG37,16.2,Low Fat,0.019362306,Soft Drinks,154.6972,OUT013,1987,High,Tier 3,Supermarket Type1,1713.7692 +FDS13,6.465,LF,0.124506117,Canned,264.7884,OUT046,1997,Small,Tier 1,Supermarket Type1,3709.8376 +FDQ47,7.155,Regular,0.168871496,Breads,34.3874,OUT018,2009,Medium,Tier 3,Supermarket Type2,670.4606 +FDY26,20.6,Regular,0.030504756,Dairy,212.6244,OUT035,2004,Small,Tier 2,Supermarket Type1,3599.3148 +FDB14,20.25,Regular,0.103142373,Canned,94.612,OUT018,2009,Medium,Tier 3,Supermarket Type2,652.484 +FDV45,,low fat,0.078872251,Snack Foods,189.5556,OUT019,1985,Small,Tier 1,Grocery Store,1126.5336 +FDR23,15.85,Low Fat,0.082120687,Breads,177.437,OUT018,2009,Medium,Tier 3,Supermarket Type2,5645.984 +NCS29,9,Low Fat,0.069487587,Health and Hygiene,266.6884,OUT013,1987,High,Tier 3,Supermarket Type1,3974.826 +FDK33,,Low Fat,0.011180843,Snack Foods,213.456,OUT027,1985,Medium,Tier 3,Supermarket Type3,4261.12 +FDW24,,low fat,0.037315469,Baking Goods,50.0034,OUT027,1985,Medium,Tier 3,Supermarket Type3,1992.7394 +FDR08,18.7,Low Fat,0.037835765,Fruits and Vegetables,111.1886,OUT017,2007,,Tier 2,Supermarket Type1,2334.9606 +FDB45,20.85,Low Fat,0.021312043,Fruits and Vegetables,104.9306,OUT013,1987,High,Tier 3,Supermarket Type1,2299.6732 +FDW32,18.35,Regular,0.094218363,Fruits and Vegetables,83.9882,OUT013,1987,High,Tier 3,Supermarket Type1,1202.4348 +FDN21,18.6,Low Fat,0.076841095,Snack Foods,162.2236,OUT035,2004,Small,Tier 2,Supermarket Type1,2900.2248 +FDH56,9.8,Regular,0.063805139,Fruits and Vegetables,117.3492,OUT035,2004,Small,Tier 2,Supermarket Type1,810.9444 +FDQ07,15.1,Regular,0.087542757,Fruits and Vegetables,219.8456,OUT049,1999,Medium,Tier 1,Supermarket Type1,6189.2768 +FDU58,,Regular,0.028871235,Snack Foods,188.7898,OUT027,1985,Medium,Tier 3,Supermarket Type3,2057.9878 +FDK36,7.09,LF,0.00720931,Baking Goods,48.1034,OUT013,1987,High,Tier 3,Supermarket Type1,1069.2748 +NCG18,,Low Fat,0.02286663,Household,102.8332,OUT027,1985,Medium,Tier 3,Supermarket Type3,2768.3964 +FDQ26,,Regular,0.067543727,Dairy,57.2562,OUT027,1985,Medium,Tier 3,Supermarket Type3,2073.967 +DRL47,,Low Fat,0.038549197,Hard Drinks,127.5362,OUT027,1985,Medium,Tier 3,Supermarket Type3,1006.6896 +DRJ11,9.5,Low Fat,0,Hard Drinks,188.9872,OUT017,2007,,Tier 2,Supermarket Type1,1323.6104 +FDB41,19,Regular,0.097709541,Frozen Foods,48.6718,OUT018,2009,Medium,Tier 3,Supermarket Type2,614.5334 +NCA06,20.5,Low Fat,0.143283608,Household,37.919,OUT046,1997,Small,Tier 1,Supermarket Type1,183.095 +NCZ41,19.85,Low Fat,0.064551885,Health and Hygiene,125.2704,OUT045,2002,,Tier 2,Supermarket Type1,2127.8968 +NCD54,21.1,Low Fat,0.029173031,Household,145.7786,OUT017,2007,,Tier 2,Supermarket Type1,1444.786 +FDM34,,Low Fat,0.067120954,Snack Foods,132.9626,OUT027,1985,Medium,Tier 3,Supermarket Type3,3279.065 +FDL57,15.1,Regular,0.067020992,Snack Foods,260.3304,OUT013,1987,High,Tier 3,Supermarket Type1,5424.9384 +NCD30,19.7,Low Fat,0.026826919,Household,98.7726,OUT013,1987,High,Tier 3,Supermarket Type1,1859.5794 +FDH17,16.2,Regular,0.01665334,Frozen Foods,97.3726,OUT046,1997,Small,Tier 1,Supermarket Type1,2055.3246 +FDD57,18.1,Low Fat,0.022395357,Fruits and Vegetables,96.5094,OUT035,2004,Small,Tier 2,Supermarket Type1,1332.9316 +FDC58,10.195,Low Fat,0.042113173,Snack Foods,42.5428,OUT018,2009,Medium,Tier 3,Supermarket Type2,878.856 +FDX47,6.55,Regular,0.034604343,Breads,157.8288,OUT046,1997,Small,Tier 1,Supermarket Type1,2514.0608 +FDC50,15.85,Low Fat,0.136774734,Canned,94.4094,OUT045,2002,,Tier 2,Supermarket Type1,1428.141 +NCS53,,Low Fat,0.089343433,Health and Hygiene,157.3604,OUT027,1985,Medium,Tier 3,Supermarket Type3,6021.4952 +FDY13,12.1,Low Fat,0.030250132,Canned,75.267,OUT018,2009,Medium,Tier 3,Supermarket Type2,612.536 +FDP44,16.5,Regular,0.079698503,Fruits and Vegetables,100.6332,OUT035,2004,Small,Tier 2,Supermarket Type1,1537.998 +FDH60,,Regular,0.141360118,Baking Goods,197.311,OUT019,1985,Small,Tier 1,Grocery Store,392.822 +FDR02,16.7,Low Fat,0.036933417,Dairy,109.1886,OUT010,1998,,Tier 3,Grocery Store,222.3772 +FDK48,,Low Fat,0.037449987,Baking Goods,76.7354,OUT027,1985,Medium,Tier 3,Supermarket Type3,2783.7098 +FDO24,11.1,Low Fat,0.294948897,Baking Goods,159.0604,OUT010,1998,,Tier 3,Grocery Store,792.302 +FDE20,11.35,Regular,0.005525913,Fruits and Vegetables,168.279,OUT013,1987,High,Tier 3,Supermarket Type1,2376.906 +FDM04,9.195,Regular,0.04712061,Frozen Foods,53.1666,OUT046,1997,Small,Tier 1,Supermarket Type1,768.999 +NCH07,,Low Fat,0.162248011,Household,160.4604,OUT019,1985,Small,Tier 1,Grocery Store,316.9208 +DRP35,18.85,Low Fat,0.090867297,Hard Drinks,127.3336,OUT046,1997,Small,Tier 1,Supermarket Type1,3962.8416 +FDO11,8,Regular,0.030264897,Breads,250.3092,OUT046,1997,Small,Tier 1,Supermarket Type1,6723.2484 +NCM30,19.1,Low Fat,0.067295406,Household,41.9796,OUT046,1997,Small,Tier 1,Supermarket Type1,701.7532 +DRF27,,Low Fat,0.02827966,Dairy,152.234,OUT027,1985,Medium,Tier 3,Supermarket Type3,1071.938 +NCR18,,Low Fat,0.020388413,Household,44.4112,OUT027,1985,Medium,Tier 3,Supermarket Type3,767.0016 +FDS48,,Low Fat,0.027644732,Baking Goods,149.4708,OUT027,1985,Medium,Tier 3,Supermarket Type3,3159.8868 +FDO32,6.36,Low Fat,0.120731024,Fruits and Vegetables,46.506,OUT049,1999,Medium,Tier 1,Supermarket Type1,652.484 +NCP05,19.6,Low Fat,0.025429614,Health and Hygiene,151.7024,OUT017,2007,,Tier 2,Supermarket Type1,2884.2456 +FDF44,,Regular,0.059438787,Fruits and Vegetables,130.9968,OUT027,1985,Medium,Tier 3,Supermarket Type3,4828.3816 +FDX56,17.1,Regular,0.074059474,Fruits and Vegetables,209.0638,OUT046,1997,Small,Tier 1,Supermarket Type1,3520.0846 +FDE46,,Low Fat,0.015693328,Snack Foods,150.7366,OUT027,1985,Medium,Tier 3,Supermarket Type3,906.8196 +FDQ09,,Low Fat,0.057850699,Snack Foods,113.2834,OUT027,1985,Medium,Tier 3,Supermarket Type3,4376.9692 +NCB54,8.76,Low Fat,0.050011058,Health and Hygiene,126.7336,OUT013,1987,High,Tier 3,Supermarket Type1,639.168 +NCV18,6.775,Low Fat,0.105225964,Household,84.225,OUT035,2004,Small,Tier 2,Supermarket Type1,3162.55 +NCG55,16.25,Low Fat,0.039207025,Household,116.1176,OUT049,1999,Medium,Tier 1,Supermarket Type1,2633.9048 +FDV14,19.85,Low Fat,0.044489064,Dairy,89.4856,OUT035,2004,Small,Tier 2,Supermarket Type1,1054.6272 +FDT31,19.75,Low Fat,0.012437935,Fruits and Vegetables,189.9872,OUT013,1987,High,Tier 3,Supermarket Type1,3781.744 +DRD12,6.96,Low Fat,0.077350112,Soft Drinks,91.4146,OUT045,2002,,Tier 2,Supermarket Type1,638.5022 +FDZ40,8.935,Low Fat,0.040346436,Frozen Foods,53.7298,OUT018,2009,Medium,Tier 3,Supermarket Type2,593.2278 +DRI11,8.26,Low Fat,0.057585723,Hard Drinks,113.7834,OUT010,1998,,Tier 3,Grocery Store,115.1834 +FDP23,6.71,Low Fat,0.03565903,Breads,218.3166,OUT045,2002,,Tier 2,Supermarket Type1,1959.4494 +FDY02,8.945,Regular,0.087629354,Dairy,263.491,OUT035,2004,Small,Tier 2,Supermarket Type1,1840.937 +FDM03,12.65,Low Fat,0,Meat,107.8938,OUT046,1997,Small,Tier 1,Supermarket Type1,750.3566 +FDF35,15,Low Fat,0.154228739,Starchy Foods,107.3938,OUT049,1999,Medium,Tier 1,Supermarket Type1,750.3566 +DRM37,15.35,Low Fat,0.096943078,Soft Drinks,196.5768,OUT017,2007,,Tier 2,Supermarket Type1,7685.9952 +NCV41,14.35,Low Fat,0.017065268,Health and Hygiene,109.5228,OUT049,1999,Medium,Tier 1,Supermarket Type1,1768.3648 +NCK53,,Low Fat,0,Health and Hygiene,100.8042,OUT027,1985,Medium,Tier 3,Supermarket Type3,3472.147 +FDW23,5.765,Low Fat,0.082178616,Baking Goods,37.0164,OUT045,2002,,Tier 2,Supermarket Type1,540.6296 +FDW12,8.315,Regular,0.035542581,Baking Goods,143.3444,OUT013,1987,High,Tier 3,Supermarket Type1,1596.5884 +FDG44,6.13,Low Fat,0.102171627,Fruits and Vegetables,53.8298,OUT035,2004,Small,Tier 2,Supermarket Type1,1024.6662 +FDJ36,14.5,Regular,0.128235818,Baking Goods,104.1332,OUT035,2004,Small,Tier 2,Supermarket Type1,205.0664 +FDX55,15.1,low fat,0.0552059,Fruits and Vegetables,219.4166,OUT046,1997,Small,Tier 1,Supermarket Type1,6096.0648 +DRG13,17.25,Low Fat,0.037337632,Soft Drinks,163.7526,OUT018,2009,Medium,Tier 3,Supermarket Type2,3289.052 +NCD06,13,low fat,0.099242622,Household,46.306,OUT013,1987,High,Tier 3,Supermarket Type1,699.09 +FDW22,,Regular,0.030143704,Snack Foods,222.0114,OUT027,1985,Medium,Tier 3,Supermarket Type3,6207.9192 +FDD33,12.85,Low Fat,0.108412059,Fruits and Vegetables,233.2642,OUT045,2002,,Tier 2,Supermarket Type1,3950.1914 +FDG24,7.975,Low Fat,0.014628382,Baking Goods,82.325,OUT035,2004,Small,Tier 2,Supermarket Type1,1331.6 +FDE05,10.895,Regular,0.032454046,Frozen Foods,144.8102,OUT046,1997,Small,Tier 1,Supermarket Type1,3062.0142 +FDZ12,9.17,Low Fat,0.102978817,Baking Goods,144.947,OUT046,1997,Small,Tier 1,Supermarket Type1,4294.41 +FDX37,16.2,Low Fat,0.105498192,Canned,101.47,OUT010,1998,,Tier 3,Grocery Store,399.48 +FDE44,14.65,Low Fat,0.171355643,Fruits and Vegetables,47.6692,OUT035,2004,Small,Tier 2,Supermarket Type1,739.038 +FDS52,,Low Fat,0.009585169,Frozen Foods,102.5016,OUT019,1985,Small,Tier 1,Grocery Store,101.2016 +FDO39,6.985,Regular,0.137926458,Meat,184.7608,OUT018,2009,Medium,Tier 3,Supermarket Type2,4042.7376 +FDI32,17.7,Low Fat,0,Fruits and Vegetables,115.0834,OUT045,2002,,Tier 2,Supermarket Type1,2764.4016 +FDV28,16.1,Regular,0,Frozen Foods,35.1558,OUT017,2007,,Tier 2,Supermarket Type1,339.558 +NCP53,14.75,Low Fat,0.033076388,Health and Hygiene,237.2906,OUT017,2007,,Tier 2,Supermarket Type1,3089.9778 +NCN43,12.15,Low Fat,0.006770252,Others,124.473,OUT049,1999,Medium,Tier 1,Supermarket Type1,1231.73 +NCI31,,Low Fat,0.142393355,Others,36.419,OUT019,1985,Small,Tier 1,Grocery Store,109.857 +FDK55,18.5,Low Fat,0.025813943,Meat,89.1172,OUT045,2002,,Tier 2,Supermarket Type1,892.172 +FDC17,12.15,Low Fat,0.015548178,Frozen Foods,211.2928,OUT017,2007,,Tier 2,Supermarket Type1,5049.4272 +FDV28,16.1,Regular,0.159698192,Frozen Foods,32.0558,OUT035,2004,Small,Tier 2,Supermarket Type1,1018.674 +FDY26,20.6,Regular,0.030634813,Dairy,212.9244,OUT018,2009,Medium,Tier 3,Supermarket Type2,2540.6928 +NCU06,17.6,Low Fat,0.074522745,Household,228.801,OUT049,1999,Medium,Tier 1,Supermarket Type1,3215.814 +FDV16,,Regular,0.145200948,Frozen Foods,35.4558,OUT019,1985,Small,Tier 1,Grocery Store,135.8232 +FDY31,5.98,Low Fat,0.043651198,Fruits and Vegetables,146.1418,OUT045,2002,,Tier 2,Supermarket Type1,3089.9778 +DRE37,13.5,Low Fat,0.094366079,Soft Drinks,190.9872,OUT049,1999,Medium,Tier 1,Supermarket Type1,2836.308 +FDH33,12.85,Low Fat,0.121702394,Snack Foods,42.7428,OUT035,2004,Small,Tier 2,Supermarket Type1,703.0848 +FDA46,13.6,Low Fat,0.117613212,Snack Foods,194.2136,OUT035,2004,Small,Tier 2,Supermarket Type1,2527.3768 +FDP12,9.8,Regular,0.045258247,Baking Goods,35.9874,OUT035,2004,Small,Tier 2,Supermarket Type1,282.2992 +FDJ09,15,Low Fat,0.058485617,Snack Foods,44.7744,OUT049,1999,Medium,Tier 1,Supermarket Type1,679.116 +NCS54,,Low Fat,0.00994477,Household,177.837,OUT027,1985,Medium,Tier 3,Supermarket Type3,6528.169 +FDJ33,,Regular,0.087894475,Snack Foods,121.173,OUT027,1985,Medium,Tier 3,Supermarket Type3,2586.633 +FDF32,16.35,Low Fat,0.113953562,Fruits and Vegetables,198.2426,OUT010,1998,,Tier 3,Grocery Store,790.9704 +FDN24,,Low Fat,0.198316649,Baking Goods,54.3956,OUT019,1985,Small,Tier 1,Grocery Store,272.978 +FDX21,7.05,LF,0.084949955,Snack Foods,109.7912,OUT035,2004,Small,Tier 2,Supermarket Type1,1091.912 +FDC57,20.1,Regular,0.054549098,Fruits and Vegetables,193.782,OUT013,1987,High,Tier 3,Supermarket Type1,1158.492 +NCZ06,19.6,Low Fat,0.094545236,Household,254.7698,OUT018,2009,Medium,Tier 3,Supermarket Type2,5327.0658 +FDY56,16.35,Regular,0.062359467,Fruits and Vegetables,224.0062,OUT013,1987,High,Tier 3,Supermarket Type1,4288.4178 +NCH07,13.15,Low Fat,0.092811105,Household,159.7604,OUT049,1999,Medium,Tier 1,Supermarket Type1,4119.9704 +FDS44,12.65,Regular,0.156679617,Fruits and Vegetables,238.8538,OUT018,2009,Medium,Tier 3,Supermarket Type2,4566.7222 +FDY33,14.5,Regular,0.09735225,Snack Foods,160.7262,OUT049,1999,Medium,Tier 1,Supermarket Type1,1750.3882 +FDZ48,17.75,Low Fat,0.076113671,Baking Goods,111.4544,OUT045,2002,,Tier 2,Supermarket Type1,1006.6896 +FDY48,14,Low Fat,0.023783007,Baking Goods,104.0332,OUT045,2002,,Tier 2,Supermarket Type1,1435.4648 +FDK16,,Low Fat,0.114771298,Frozen Foods,93.9094,OUT027,1985,Medium,Tier 3,Supermarket Type3,3903.5854 +FDT16,9.895,Regular,0.048662357,Frozen Foods,261.7278,OUT046,1997,Small,Tier 1,Supermarket Type1,4685.9004 +FDC26,10.195,Low Fat,0.211539389,Canned,110.9886,OUT010,1998,,Tier 3,Grocery Store,111.1886 +DRJ47,18.25,Low Fat,0.044430561,Hard Drinks,174.208,OUT018,2009,Medium,Tier 3,Supermarket Type2,2596.62 +FDQ04,6.4,Low Fat,0.141860161,Frozen Foods,41.0796,OUT010,1998,,Tier 3,Grocery Store,41.2796 +FDN40,5.88,Low Fat,0,Frozen Foods,154.2998,OUT046,1997,Small,Tier 1,Supermarket Type1,1999.3974 +FDS39,6.895,Low Fat,0.022441883,Meat,143.8812,OUT013,1987,High,Tier 3,Supermarket Type1,2707.1428 +FDC11,20.5,Low Fat,0.142370445,Starchy Foods,90.6172,OUT018,2009,Medium,Tier 3,Supermarket Type2,1427.4752 +FDQ39,14.8,Low Fat,0.13564792,Meat,190.8846,OUT010,1998,,Tier 3,Grocery Store,191.0846 +FDB33,17.75,Low Fat,0.014602837,Fruits and Vegetables,158.6262,OUT049,1999,Medium,Tier 1,Supermarket Type1,3819.0288 +FDU27,18.6,Regular,0.28701714,Meat,48.8376,OUT010,1998,,Tier 3,Grocery Store,47.9376 +FDM44,12.5,low fat,0.031112643,Fruits and Vegetables,104.999,OUT045,2002,,Tier 2,Supermarket Type1,1444.786 +FDT32,19,Regular,0.065621523,Fruits and Vegetables,186.5214,OUT035,2004,Small,Tier 2,Supermarket Type1,5275.7992 +DRC13,8.26,Regular,0.032573725,Soft Drinks,125.073,OUT018,2009,Medium,Tier 3,Supermarket Type2,985.384 +NCO07,9.06,Low Fat,0.009776268,Others,213.756,OUT046,1997,Small,Tier 1,Supermarket Type1,1065.28 +FDJ16,9.195,Low Fat,0.115353642,Frozen Foods,58.9246,OUT018,2009,Medium,Tier 3,Supermarket Type2,926.7936 +FDB22,,Low Fat,0.110901004,Snack Foods,155.0998,OUT027,1985,Medium,Tier 3,Supermarket Type3,2768.3964 +NCS30,5.945,Low Fat,0.093214866,Household,129.1652,OUT045,2002,,Tier 2,Supermarket Type1,2841.6344 +FDQ59,,Regular,0,Breads,84.5908,OUT027,1985,Medium,Tier 3,Supermarket Type3,3020.0688 +FDI38,13.35,Regular,0.014649641,Canned,207.3638,OUT049,1999,Medium,Tier 1,Supermarket Type1,5797.7864 +FDR52,12.65,Regular,0.07603021,Frozen Foods,189.0846,OUT035,2004,Small,Tier 2,Supermarket Type1,4012.7766 +FDT15,12.15,Regular,0.042855388,Meat,181.695,OUT018,2009,Medium,Tier 3,Supermarket Type2,2929.52 +FDR52,,Regular,0.133144259,Frozen Foods,190.8846,OUT019,1985,Small,Tier 1,Grocery Store,191.0846 +FDS60,20.85,Low Fat,0.032580705,Baking Goods,180.066,OUT018,2009,Medium,Tier 3,Supermarket Type2,2157.192 +FDK52,18.25,Low Fat,0,Frozen Foods,224.1062,OUT018,2009,Medium,Tier 3,Supermarket Type2,4965.5364 +FDA04,11.3,Regular,0.066865326,Frozen Foods,260.1962,OUT045,2002,,Tier 2,Supermarket Type1,2848.9582 +NCQ53,17.6,Low Fat,0.018943666,Health and Hygiene,237.359,OUT045,2002,,Tier 2,Supermarket Type1,6145.334 +FDN28,5.88,Regular,0.030371121,Frozen Foods,101.799,OUT018,2009,Medium,Tier 3,Supermarket Type2,1960.781 +FDU12,,Regular,0.132630345,Baking Goods,263.8568,OUT019,1985,Small,Tier 1,Grocery Store,790.9704 +FDT03,21.25,Low Fat,0.01001904,Meat,184.6608,OUT045,2002,,Tier 2,Supermarket Type1,367.5216 +FDY57,20.2,Regular,0.121254236,Snack Foods,94.5752,OUT046,1997,Small,Tier 1,Supermarket Type1,1821.6288 +FDH56,9.8,Regular,0.063764099,Fruits and Vegetables,113.8492,OUT013,1987,High,Tier 3,Supermarket Type1,1737.738 +DRM23,16.6,Low Fat,0.136286138,Hard Drinks,171.4422,OUT018,2009,Medium,Tier 3,Supermarket Type2,2241.7486 +FDZ07,,Regular,0.164391573,Fruits and Vegetables,62.8194,OUT019,1985,Small,Tier 1,Grocery Store,61.9194 +FDK40,7.035,Low Fat,0.02189371,Frozen Foods,262.791,OUT045,2002,,Tier 2,Supermarket Type1,3681.874 +FDU04,7.93,Low Fat,0,Frozen Foods,121.8414,OUT046,1997,Small,Tier 1,Supermarket Type1,2802.3522 +DRL37,15.5,Low Fat,0,Soft Drinks,41.377,OUT017,2007,,Tier 2,Supermarket Type1,649.155 +FDT26,,reg,0.067624438,Dairy,120.944,OUT027,1985,Medium,Tier 3,Supermarket Type3,1078.596 +FDT24,12.35,Regular,0.186236236,Baking Goods,78.7328,OUT045,2002,,Tier 2,Supermarket Type1,1390.1904 +FDX57,,Regular,0.047037323,Snack Foods,96.4068,OUT027,1985,Medium,Tier 3,Supermarket Type3,2624.5836 +FDA55,,Regular,0.099780431,Fruits and Vegetables,225.2088,OUT019,1985,Small,Tier 1,Grocery Store,447.4176 +NCN05,8.235,Low Fat,0.014488997,Health and Hygiene,183.795,OUT045,2002,,Tier 2,Supermarket Type1,2929.52 +FDR58,6.675,Low Fat,0.04200648,Snack Foods,92.6462,OUT045,2002,,Tier 2,Supermarket Type1,1665.8316 +FDX47,6.55,Regular,0.034575546,Breads,156.5288,OUT013,1987,High,Tier 3,Supermarket Type1,1571.288 +NCH54,13.5,Low Fat,0.072965144,Household,160.692,OUT018,2009,Medium,Tier 3,Supermarket Type2,1917.504 +NCH42,6.86,Low Fat,0.036530411,Household,227.801,OUT035,2004,Small,Tier 2,Supermarket Type1,3904.917 +FDH56,9.8,Regular,0.063946629,Fruits and Vegetables,116.6492,OUT045,2002,,Tier 2,Supermarket Type1,2316.984 +FDQ48,14.3,Regular,0.034551415,Baking Goods,98.1726,OUT018,2009,Medium,Tier 3,Supermarket Type2,685.1082 +FDN20,19.35,Low Fat,0.026329989,Fruits and Vegetables,169.2474,OUT017,2007,,Tier 2,Supermarket Type1,3705.8428 +FDA15,9.3,Low Fat,0.016009057,Dairy,250.6092,OUT013,1987,High,Tier 3,Supermarket Type1,6474.2392 +FDS48,,Low Fat,0.048637888,Baking Goods,149.7708,OUT019,1985,Small,Tier 1,Grocery Store,150.4708 +FDW02,4.805,Regular,0.037852995,Dairy,126.2704,OUT018,2009,Medium,Tier 3,Supermarket Type2,3629.9416 +FDN03,,Regular,0.015016891,Meat,248.6408,OUT027,1985,Medium,Tier 3,Supermarket Type3,6759.2016 +FDF57,14.5,reg,0.059160135,Fruits and Vegetables,170.7448,OUT017,2007,,Tier 2,Supermarket Type1,2045.3376 +DRM37,15.35,Low Fat,0.096379585,Soft Drinks,196.5768,OUT035,2004,Small,Tier 2,Supermarket Type1,4729.8432 +NCD54,21.1,Low Fat,0.029008944,Household,143.3786,OUT046,1997,Small,Tier 1,Supermarket Type1,866.8716 +NCQ42,,Low Fat,0.039078047,Household,128.3678,OUT027,1985,Medium,Tier 3,Supermarket Type3,3179.195 +FDW49,19.5,Low Fat,0.082536604,Canned,177.2002,OUT035,2004,Small,Tier 2,Supermarket Type1,2149.2024 +DRI03,6.03,Low Fat,0.0226848,Dairy,178.1028,OUT013,1987,High,Tier 3,Supermarket Type1,4604.6728 +FDD14,20.7,Low Fat,0.170152831,Canned,182.6266,OUT045,2002,,Tier 2,Supermarket Type1,2581.9724 +FDN02,16.5,Low Fat,0.073827748,Canned,208.8638,OUT046,1997,Small,Tier 1,Supermarket Type1,2484.7656 +FDQ45,,Regular,0.010864186,Snack Foods,185.3608,OUT027,1985,Medium,Tier 3,Supermarket Type3,5329.0632 +FDX56,17.1,Regular,0.07436116,Fruits and Vegetables,206.1638,OUT018,2009,Medium,Tier 3,Supermarket Type2,4141.276 +FDE51,,Regular,0.168901843,Dairy,43.4086,OUT019,1985,Small,Tier 1,Grocery Store,44.6086 +FDT47,5.26,Regular,0.02455854,Breads,95.6068,OUT045,2002,,Tier 2,Supermarket Type1,2332.9632 +FDM22,14,Regular,0.041949832,Snack Foods,54.064,OUT035,2004,Small,Tier 2,Supermarket Type1,1118.544 +FDB27,7.575,Low Fat,0.055502454,Dairy,196.5768,OUT045,2002,,Tier 2,Supermarket Type1,1576.6144 +FDE02,,Low Fat,0.120663214,Canned,95.6778,OUT027,1985,Medium,Tier 3,Supermarket Type3,2910.2118 +FDD38,16.75,Regular,0.00819018,Canned,103.7674,OUT035,2004,Small,Tier 2,Supermarket Type1,2852.2872 +FDF34,9.3,Regular,0.014098693,Snack Foods,197.7084,OUT017,2007,,Tier 2,Supermarket Type1,3372.9428 +FDP15,15.2,Low Fat,0,Meat,256.033,OUT010,1998,,Tier 3,Grocery Store,1281.665 +NCI29,8.6,Low Fat,0.032806066,Health and Hygiene,143.6154,OUT017,2007,,Tier 2,Supermarket Type1,2127.231 +FDU27,18.6,Regular,0.172446822,Meat,47.1376,OUT017,2007,,Tier 2,Supermarket Type1,767.0016 +NCD55,,Low Fat,0.024213354,Household,42.4454,OUT027,1985,Medium,Tier 3,Supermarket Type3,293.6178 +FDU37,9.5,Regular,0,Canned,79.596,OUT046,1997,Small,Tier 1,Supermarket Type1,1038.648 +FDA01,15,Regular,0.054685839,Canned,60.2904,OUT017,2007,,Tier 2,Supermarket Type1,1581.9408 +FDS13,6.465,Low Fat,0.124758619,Canned,264.1884,OUT045,2002,,Tier 2,Supermarket Type1,3444.8492 +FDK55,18.5,Low Fat,0.02586664,Meat,88.9172,OUT018,2009,Medium,Tier 3,Supermarket Type2,1695.1268 +FDR36,6.715,Regular,0.121563385,Baking Goods,43.7454,OUT035,2004,Small,Tier 2,Supermarket Type1,545.2902 +DRK49,14.15,Low Fat,0.035999599,Soft Drinks,41.5138,OUT049,1999,Medium,Tier 1,Supermarket Type1,162.4552 +DRM23,,Low Fat,0,Hard Drinks,171.7422,OUT027,1985,Medium,Tier 3,Supermarket Type3,6207.9192 +FDH47,13.5,Regular,0.21561193,Starchy Foods,98.6068,OUT010,1998,,Tier 3,Grocery Store,97.2068 +FDZ21,17.6,Regular,0.039381633,Snack Foods,98.041,OUT018,2009,Medium,Tier 3,Supermarket Type2,675.787 +FDI57,19.85,Low Fat,0.054331235,Seafood,198.7768,OUT017,2007,,Tier 2,Supermarket Type1,4532.7664 +FDK26,,Regular,0.056338482,Canned,184.624,OUT019,1985,Small,Tier 1,Grocery Store,1304.968 +FDQ36,7.855,Regular,0.161516894,Baking Goods,37.0848,OUT035,2004,Small,Tier 2,Supermarket Type1,447.4176 +FDJ58,,Regular,0.184359831,Snack Foods,172.6764,OUT019,1985,Small,Tier 1,Grocery Store,858.882 +FDD45,8.615,Low Fat,0.116484721,Fruits and Vegetables,94.1436,OUT045,2002,,Tier 2,Supermarket Type1,1134.5232 +FDG50,7.405,Low Fat,0.015302764,Canned,89.9146,OUT045,2002,,Tier 2,Supermarket Type1,2189.1504 +FDO36,,Low Fat,0.136417078,Baking Goods,179.766,OUT019,1985,Small,Tier 1,Grocery Store,179.766 +NCW42,18.2,Low Fat,0.058707159,Household,220.5456,OUT018,2009,Medium,Tier 3,Supermarket Type2,3094.6384 +NCH18,9.3,Low Fat,0.074753743,Household,246.4802,OUT010,1998,,Tier 3,Grocery Store,982.7208 +FDY59,,Low Fat,0.031251369,Baking Goods,93.3462,OUT027,1985,Medium,Tier 3,Supermarket Type3,1018.0082 +NCO42,21.25,Low Fat,0.024705597,Household,145.1102,OUT045,2002,,Tier 2,Supermarket Type1,1603.9122 +FDM45,8.655,Regular,0.088693595,Snack Foods,122.5756,OUT017,2007,,Tier 2,Supermarket Type1,2181.1608 +NCV29,11.8,Low Fat,0.038235337,Health and Hygiene,177.5686,OUT010,1998,,Tier 3,Grocery Store,711.0744 +FDT08,,LF,0.048980156,Fruits and Vegetables,148.705,OUT027,1985,Medium,Tier 3,Supermarket Type3,2996.1 +NCQ43,,Low Fat,0.194874778,Others,110.2912,OUT019,1985,Small,Tier 1,Grocery Store,218.3824 +NCA54,16.5,Low Fat,0.036611104,Household,180.9318,OUT013,1987,High,Tier 3,Supermarket Type1,3247.7724 +FDW55,12.6,Regular,0,Fruits and Vegetables,248.8092,OUT035,2004,Small,Tier 2,Supermarket Type1,6723.2484 +FDI10,,Regular,0.07802465,Snack Foods,171.4422,OUT027,1985,Medium,Tier 3,Supermarket Type3,3448.844 +NCS53,,Low Fat,0.157190017,Health and Hygiene,156.8604,OUT019,1985,Small,Tier 1,Grocery Store,316.9208 +FDZ35,,Regular,0.022170592,Breads,105.199,OUT027,1985,Medium,Tier 3,Supermarket Type3,3199.169 +FDF10,15.5,reg,0.156797787,Snack Foods,148.6418,OUT013,1987,High,Tier 3,Supermarket Type1,3972.8286 +FDO38,17.25,Low Fat,0.07325106,Canned,76.4986,OUT017,2007,,Tier 2,Supermarket Type1,778.986 +FDY45,17.5,Low Fat,0.026289984,Snack Foods,253.7356,OUT017,2007,,Tier 2,Supermarket Type1,3815.034 +FDC40,16,Regular,0.065328932,Dairy,78.4986,OUT018,2009,Medium,Tier 3,Supermarket Type2,1791.6678 +NCO54,19.5,Low Fat,0.014296484,Household,53.7614,OUT049,1999,Medium,Tier 1,Supermarket Type1,1436.7964 +FDQ14,9.27,Low Fat,0.062038986,Dairy,148.005,OUT018,2009,Medium,Tier 3,Supermarket Type2,1797.66 +FDM10,18.25,Low Fat,0.075908374,Snack Foods,213.4218,OUT013,1987,High,Tier 3,Supermarket Type1,3846.9924 +DRK23,8.395,Low Fat,0.072383777,Hard Drinks,251.504,OUT017,2007,,Tier 2,Supermarket Type1,7084.112 +NCR17,9.8,Low Fat,0.024363026,Health and Hygiene,114.0492,OUT013,1987,High,Tier 3,Supermarket Type1,2085.2856 +FDG31,,Low Fat,0.066351687,Meat,65.0826,OUT019,1985,Small,Tier 1,Grocery Store,193.7478 +FDH02,7.27,Regular,0.020823289,Canned,92.4488,OUT045,2002,,Tier 2,Supermarket Type1,996.0368 +DRH37,17.6,Low Fat,0.041851756,Soft Drinks,162.7526,OUT017,2007,,Tier 2,Supermarket Type1,3124.5994 +DRC36,13,Regular,0.045239326,Soft Drinks,174.1054,OUT017,2007,,Tier 2,Supermarket Type1,4377.635 +FDB56,8.75,Regular,0.074778547,Fruits and Vegetables,186.3556,OUT045,2002,,Tier 2,Supermarket Type1,3567.3564 +NCK54,12.15,Low Fat,0.029583249,Household,114.715,OUT045,2002,,Tier 2,Supermarket Type1,1048.635 +NCQ17,10.3,Low Fat,0,Health and Hygiene,154.663,OUT013,1987,High,Tier 3,Supermarket Type1,2816.334 +FDM13,6.425,Low Fat,0.063432676,Breakfast,132.8626,OUT018,2009,Medium,Tier 3,Supermarket Type2,524.6504 +FDT44,16.6,Low Fat,0.103406065,Fruits and Vegetables,116.4466,OUT018,2009,Medium,Tier 3,Supermarket Type2,1178.466 +FDO28,,Low Fat,0.126585095,Frozen Foods,122.4098,OUT019,1985,Small,Tier 1,Grocery Store,120.5098 +NCK07,10.65,Low Fat,0.04896208,Others,165.8526,OUT017,2007,,Tier 2,Supermarket Type1,3946.8624 +NCP05,19.6,Low Fat,0.025286583,Health and Hygiene,151.8024,OUT046,1997,Small,Tier 1,Supermarket Type1,1366.2216 +FDX11,16,Regular,0.106752081,Baking Goods,181.4634,OUT046,1997,Small,Tier 1,Supermarket Type1,1090.5804 +FDS52,8.89,Low Fat,0.005485618,Frozen Foods,99.3016,OUT045,2002,,Tier 2,Supermarket Type1,607.2096 +FDB14,20.25,Regular,0.102932246,Canned,93.212,OUT045,2002,,Tier 2,Supermarket Type1,1304.968 +NCY06,,LF,0.060888514,Household,130.1968,OUT027,1985,Medium,Tier 3,Supermarket Type3,1565.9616 +FDS45,5.175,Regular,0.029662795,Snack Foods,105.2622,OUT017,2007,,Tier 2,Supermarket Type1,2328.9684 +DRF23,4.61,Low Fat,0,Hard Drinks,173.8396,OUT046,1997,Small,Tier 1,Supermarket Type1,1221.0772 +FDD33,,Low Fat,0,Fruits and Vegetables,231.9642,OUT027,1985,Medium,Tier 3,Supermarket Type3,6970.926 +NCA53,11.395,Low Fat,0.009918699,Health and Hygiene,49.4034,OUT018,2009,Medium,Tier 3,Supermarket Type2,777.6544 +FDC46,17.7,Low Fat,0.116520447,Snack Foods,186.0266,OUT035,2004,Small,Tier 2,Supermarket Type1,2950.8256 +NCW41,18,Low Fat,0.015447454,Health and Hygiene,159.2604,OUT035,2004,Small,Tier 2,Supermarket Type1,3961.51 +FDZ39,19.7,Regular,0.018098194,Meat,104.599,OUT018,2009,Medium,Tier 3,Supermarket Type2,309.597 +FDE51,5.925,Regular,0.097012989,Dairy,42.9086,OUT017,2007,,Tier 2,Supermarket Type1,758.3462 +FDG32,,low fat,0.17514326,Fruits and Vegetables,222.3772,OUT027,1985,Medium,Tier 3,Supermarket Type3,9562.2196 +NCK07,10.65,Low Fat,0.048785427,Others,163.9526,OUT045,2002,,Tier 2,Supermarket Type1,1644.526 +NCQ41,14.8,Low Fat,0.019476708,Health and Hygiene,193.0794,OUT035,2004,Small,Tier 2,Supermarket Type1,3901.588 +FDL36,15.1,Low Fat,0.076229769,Baking Goods,90.483,OUT045,2002,,Tier 2,Supermarket Type1,1617.894 +FDQ26,13.5,Regular,0,Dairy,57.8562,OUT049,1999,Medium,Tier 1,Supermarket Type1,711.0744 +FDR02,16.7,LF,0.022190488,Dairy,113.1886,OUT017,2007,,Tier 2,Supermarket Type1,3335.658 +FDV59,13.35,LF,0,Breads,217.6166,OUT018,2009,Medium,Tier 3,Supermarket Type2,3265.749 +FDZ33,10.195,Low Fat,0,Snack Foods,147.2076,OUT010,1998,,Tier 3,Grocery Store,739.038 +NCT41,15.7,Low Fat,0.05610384,Health and Hygiene,153.5024,OUT045,2002,,Tier 2,Supermarket Type1,2580.6408 +FDB17,13.15,Low Fat,0.061381589,Frozen Foods,179.9976,OUT010,1998,,Tier 3,Grocery Store,181.0976 +FDN44,13.15,Low Fat,0.022795611,Fruits and Vegetables,160.192,OUT046,1997,Small,Tier 1,Supermarket Type1,1597.92 +FDE45,12.1,Low Fat,0.040323731,Fruits and Vegetables,180.0002,OUT013,1987,High,Tier 3,Supermarket Type1,4656.6052 +FDG47,12.8,Low Fat,0.070012633,Starchy Foods,262.8252,OUT017,2007,,Tier 2,Supermarket Type1,2885.5772 +NCP02,,Low Fat,0.044591774,Household,59.6562,OUT027,1985,Medium,Tier 3,Supermarket Type3,2192.4794 +FDW02,4.805,Regular,0.037699423,Dairy,125.5704,OUT046,1997,Small,Tier 1,Supermarket Type1,3880.2824 +NCM53,18.75,Low Fat,0.052040915,Health and Hygiene,105.728,OUT046,1997,Small,Tier 1,Supermarket Type1,2024.032 +FDD47,7.6,Regular,0.142292265,Starchy Foods,171.3448,OUT013,1987,High,Tier 3,Supermarket Type1,3238.4512 +FDE28,9.5,Regular,0.132521929,Frozen Foods,228.6668,OUT035,2004,Small,Tier 2,Supermarket Type1,4146.6024 +FDV12,16.7,Regular,0.061122656,Baking Goods,100.0384,OUT018,2009,Medium,Tier 3,Supermarket Type2,2463.46 +FDE36,5.26,Regular,0.041942549,Baking Goods,165.4868,OUT018,2009,Medium,Tier 3,Supermarket Type2,2293.0152 +FDU45,15.6,Regular,0.035506142,Snack Foods,112.4518,OUT046,1997,Small,Tier 1,Supermarket Type1,3301.7022 +FDP28,13.65,Regular,0.080573371,Frozen Foods,260.1936,OUT013,1987,High,Tier 3,Supermarket Type1,3914.904 +FDH33,12.85,Low Fat,0.121972274,Snack Foods,43.1428,OUT045,2002,,Tier 2,Supermarket Type1,703.0848 +FDO44,12.6,Low Fat,0.087436672,Fruits and Vegetables,109.9228,OUT035,2004,Small,Tier 2,Supermarket Type1,663.1368 +FDR07,,Low Fat,0.136119549,Fruits and Vegetables,94.1094,OUT019,1985,Small,Tier 1,Grocery Store,190.4188 +FDJ45,17.75,Low Fat,0.073396761,Seafood,35.1216,OUT035,2004,Small,Tier 2,Supermarket Type1,830.9184 +FDS59,14.8,Regular,0.073468631,Breads,110.857,OUT010,1998,,Tier 3,Grocery Store,329.571 +FDU34,18.25,Low Fat,0.075132353,Snack Foods,125.9046,OUT013,1987,High,Tier 3,Supermarket Type1,2365.5874 +NCL06,14.65,Low Fat,0.120624771,Household,261.7594,OUT010,1998,,Tier 3,Grocery Store,523.3188 +FDR37,16.5,Regular,0.110888167,Breakfast,181.6292,OUT010,1998,,Tier 3,Grocery Store,1094.5752 +NCM53,18.75,Low Fat,0.052252908,Health and Hygiene,105.728,OUT018,2009,Medium,Tier 3,Supermarket Type2,1704.448 +DRG25,10.5,Low Fat,0.019046089,Soft Drinks,188.424,OUT035,2004,Small,Tier 2,Supermarket Type1,2237.088 +DRE25,15.35,Low Fat,0.073397129,Soft Drinks,91.912,OUT049,1999,Medium,Tier 1,Supermarket Type1,2609.936 +FDZ45,14.1,Low Fat,0.067011609,Snack Foods,197.1084,OUT045,2002,,Tier 2,Supermarket Type1,2182.4924 +NCV53,8.27,Low Fat,0.031490111,Health and Hygiene,239.088,OUT010,1998,,Tier 3,Grocery Store,719.064 +FDR55,12.15,Regular,0.132621594,Fruits and Vegetables,190.1872,OUT018,2009,Medium,Tier 3,Supermarket Type2,3781.744 +FDS47,,LF,0,Breads,87.6856,OUT027,1985,Medium,Tier 3,Supermarket Type3,1845.5976 +DRG27,8.895,Low Fat,0.105110692,Dairy,41.1138,OUT046,1997,Small,Tier 1,Supermarket Type1,690.4346 +FDA02,14,Regular,0.02976887,Dairy,145.4786,OUT049,1999,Medium,Tier 1,Supermarket Type1,1300.3074 +FDF45,18.2,reg,0.012229464,Fruits and Vegetables,56.8904,OUT045,2002,,Tier 2,Supermarket Type1,1406.1696 +FDZ58,17.85,Low Fat,0.052176861,Snack Foods,122.8072,OUT046,1997,Small,Tier 1,Supermarket Type1,857.5504 +NCH30,17.1,Low Fat,0.06725846,Household,115.186,OUT049,1999,Medium,Tier 1,Supermarket Type1,2490.092 +FDN03,9.8,Regular,0.025257508,Meat,248.5408,OUT010,1998,,Tier 3,Grocery Store,751.0224 +FDH12,9.6,Low Fat,0.085085743,Baking Goods,105.128,OUT049,1999,Medium,Tier 1,Supermarket Type1,1065.28 +NCH54,13.5,Low Fat,0.12163321,Household,161.692,OUT010,1998,,Tier 3,Grocery Store,159.792 +DRH01,17.5,Low Fat,0.098102581,Soft Drinks,172.9738,OUT045,2002,,Tier 2,Supermarket Type1,4344.345 +FDX01,,Low Fat,0.024047319,Canned,115.515,OUT027,1985,Medium,Tier 3,Supermarket Type3,1980.755 +FDD34,7.945,Low Fat,0.01596609,Snack Foods,163.521,OUT017,2007,,Tier 2,Supermarket Type1,1794.331 +FDC53,,Low Fat,0.008792907,Frozen Foods,96.7384,OUT027,1985,Medium,Tier 3,Supermarket Type3,2956.152 +FDO28,5.765,Low Fat,0.072238195,Frozen Foods,120.0098,OUT013,1987,High,Tier 3,Supermarket Type1,1687.1372 +DRJ51,14.1,Low Fat,0.08849163,Dairy,231.1668,OUT017,2007,,Tier 2,Supermarket Type1,7602.1044 +FDD14,20.7,Low Fat,0.170500183,Canned,184.1266,OUT018,2009,Medium,Tier 3,Supermarket Type2,1659.8394 +FDW35,10.6,LF,0.011134397,Breads,42.8454,OUT018,2009,Medium,Tier 3,Supermarket Type2,167.7816 +NCH18,9.3,Low Fat,0.044730667,Household,245.1802,OUT049,1999,Medium,Tier 1,Supermarket Type1,2456.802 +FDK20,12.6,Regular,0.04179272,Fruits and Vegetables,122.0072,OUT017,2007,,Tier 2,Supermarket Type1,1347.5792 +FDY47,8.6,Regular,0.054484461,Breads,130.131,OUT046,1997,Small,Tier 1,Supermarket Type1,1557.972 +FDG32,19.85,Low Fat,0.175849067,Fruits and Vegetables,222.0772,OUT013,1987,High,Tier 3,Supermarket Type1,2001.3948 +FDC20,10.65,Low Fat,0.024069113,Fruits and Vegetables,56.2272,OUT018,2009,Medium,Tier 3,Supermarket Type2,559.272 +NCS29,9,Low Fat,0.06953231,Health and Hygiene,266.5884,OUT035,2004,Small,Tier 2,Supermarket Type1,6624.71 +FDG53,10,Low Fat,0.045848263,Frozen Foods,138.518,OUT035,2004,Small,Tier 2,Supermarket Type1,2237.088 +FDV26,20.25,Regular,0.076160451,Dairy,196.2794,OUT046,1997,Small,Tier 1,Supermarket Type1,2731.1116 +FDE40,15.6,Regular,0.099704558,Dairy,63.1194,OUT017,2007,,Tier 2,Supermarket Type1,1300.3074 +FDM02,12.5,Regular,0.073735058,Canned,87.1198,OUT046,1997,Small,Tier 1,Supermarket Type1,1657.1762 +FDU11,4.785,Low Fat,0.0931174,Breads,118.6098,OUT017,2007,,Tier 2,Supermarket Type1,361.5294 +FDB51,6.92,Low Fat,0.038446805,Dairy,63.5852,OUT035,2004,Small,Tier 2,Supermarket Type1,751.0224 +FDQ03,15,Regular,0.078172471,Meat,238.8248,OUT045,2002,,Tier 2,Supermarket Type1,3555.372 +DRK35,8.365,Low Fat,0.071992202,Hard Drinks,38.3506,OUT045,2002,,Tier 2,Supermarket Type1,986.7156 +FDZ32,7.785,Regular,0.038210084,Fruits and Vegetables,103.8964,OUT045,2002,,Tier 2,Supermarket Type1,946.7676 +FDU38,10.8,Low Fat,0.0824812,Dairy,191.6504,OUT013,1987,High,Tier 3,Supermarket Type1,2492.7552 +DRM11,6.57,Low Fat,0.066069578,Hard Drinks,261.0278,OUT046,1997,Small,Tier 1,Supermarket Type1,4165.2448 +FDS36,8.38,Regular,0.046848322,Baking Goods,110.557,OUT013,1987,High,Tier 3,Supermarket Type1,3844.995 +FDO52,11.6,Regular,0.077164595,Frozen Foods,172.5106,OUT046,1997,Small,Tier 1,Supermarket Type1,2566.659 +FDA04,11.3,Regular,0.066833743,Frozen Foods,257.2962,OUT049,1999,Medium,Tier 1,Supermarket Type1,2330.9658 +NCE31,7.67,Low Fat,0.185596553,Household,35.7216,OUT018,2009,Medium,Tier 3,Supermarket Type2,69.2432 +FDC33,8.96,Regular,0.068925304,Fruits and Vegetables,196.9768,OUT035,2004,Small,Tier 2,Supermarket Type1,2759.0752 +FDS33,6.67,Regular,0.12367891,Snack Foods,88.9514,OUT045,2002,,Tier 2,Supermarket Type1,885.514 +NCJ05,18.7,Low Fat,0.046348967,Health and Hygiene,153.6682,OUT017,2007,,Tier 2,Supermarket Type1,1677.1502 +FDN51,17.85,reg,0.021065311,Meat,261.5936,OUT017,2007,,Tier 2,Supermarket Type1,6002.8528 +FDZ10,,Low Fat,0.077849833,Snack Foods,127.202,OUT019,1985,Small,Tier 1,Grocery Store,506.008 +NCQ30,7.725,Low Fat,0.029236727,Household,123.8414,OUT017,2007,,Tier 2,Supermarket Type1,1340.2554 +FDL09,19.6,Regular,0.127929521,Snack Foods,167.4816,OUT013,1987,High,Tier 3,Supermarket Type1,3691.1952 +FDU03,18.7,Regular,0.091560606,Meat,182.3292,OUT035,2004,Small,Tier 2,Supermarket Type1,3831.0132 +FDQ32,,Regular,0.081605462,Fruits and Vegetables,122.3388,OUT019,1985,Small,Tier 1,Grocery Store,371.5164 +FDI38,13.35,Regular,0.014626901,Canned,207.7638,OUT046,1997,Small,Tier 1,Supermarket Type1,3520.0846 +FDE36,5.26,Regular,0.041837331,Baking Goods,161.8868,OUT049,1999,Medium,Tier 1,Supermarket Type1,5077.3908 +FDY02,8.945,Regular,0.088002959,Dairy,261.391,OUT018,2009,Medium,Tier 3,Supermarket Type2,1840.937 +NCA17,20.6,Low Fat,0.04551031,Health and Hygiene,149.6392,OUT045,2002,,Tier 2,Supermarket Type1,894.8352 +DRJ25,14.6,Low Fat,0.150801606,Soft Drinks,48.7692,OUT049,1999,Medium,Tier 1,Supermarket Type1,1231.73 +FDI26,5.94,Low Fat,0.03495749,Canned,177.1344,OUT045,2002,,Tier 2,Supermarket Type1,2854.9504 +FDT50,6.75,Regular,0.108458498,Dairy,96.9752,OUT045,2002,,Tier 2,Supermarket Type1,958.752 +FDR02,16.7,LF,0.022155562,Dairy,109.5886,OUT018,2009,Medium,Tier 3,Supermarket Type2,1000.6974 +NCY05,13.5,LF,0.055301055,Health and Hygiene,34.6874,OUT017,2007,,Tier 2,Supermarket Type1,317.5866 +FDI50,8.42,Regular,0.030816999,Canned,230.8352,OUT013,1987,High,Tier 3,Supermarket Type1,3435.528 +FDW56,7.68,LF,0.0711891,Fruits and Vegetables,193.3162,OUT018,2009,Medium,Tier 3,Supermarket Type2,5772.486 +FDS32,17.75,Regular,0.029821648,Fruits and Vegetables,139.9838,OUT017,2007,,Tier 2,Supermarket Type1,1123.8704 +FDT48,4.92,Low Fat,0.046142232,Baking Goods,199.1084,OUT018,2009,Medium,Tier 3,Supermarket Type2,4761.8016 +FDU57,8.27,Regular,0.089735804,Snack Foods,148.7708,OUT045,2002,,Tier 2,Supermarket Type1,2708.4744 +FDL51,20.7,Regular,0.04745185,Dairy,214.6876,OUT013,1987,High,Tier 3,Supermarket Type1,3001.4264 +FDO52,11.6,Regular,0.077150004,Frozen Foods,170.2106,OUT035,2004,Small,Tier 2,Supermarket Type1,1882.2166 +FDS57,,Low Fat,0.181114059,Snack Foods,141.647,OUT019,1985,Small,Tier 1,Grocery Store,429.441 +FDR22,19.35,Regular,0.018562604,Snack Foods,110.5544,OUT046,1997,Small,Tier 1,Supermarket Type1,1565.9616 +FDB57,20.25,Regular,0.018789455,Fruits and Vegetables,222.0772,OUT013,1987,High,Tier 3,Supermarket Type1,3113.2808 +FDA04,11.3,Regular,0.066674465,Frozen Foods,259.1962,OUT013,1987,High,Tier 3,Supermarket Type1,5179.924 +FDM09,11.15,Regular,0.143831787,Snack Foods,169.979,OUT010,1998,,Tier 3,Grocery Store,169.779 +NCQ38,,LF,0.023402893,Others,108.228,OUT019,1985,Small,Tier 1,Grocery Store,213.056 +FDP52,18.7,Regular,0.070979698,Frozen Foods,229.501,OUT018,2009,Medium,Tier 3,Supermarket Type2,1607.907 +DRK11,,Low Fat,0.018847114,Hard Drinks,148.0392,OUT019,1985,Small,Tier 1,Grocery Store,447.4176 +FDN40,5.88,Low Fat,0.086945823,Frozen Foods,152.9998,OUT017,2007,,Tier 2,Supermarket Type1,3691.1952 +FDV58,20.85,Low Fat,0.121438886,Snack Foods,196.1452,OUT049,1999,Medium,Tier 1,Supermarket Type1,1565.9616 +DRA59,8.27,Regular,0,Soft Drinks,183.2924,OUT017,2007,,Tier 2,Supermarket Type1,2406.2012 +FDE23,17.6,Regular,0.053288857,Starchy Foods,47.306,OUT045,2002,,Tier 2,Supermarket Type1,605.878 +FDI08,18.2,reg,0.066431507,Fruits and Vegetables,250.1092,OUT045,2002,,Tier 2,Supermarket Type1,4233.1564 +FDE09,,Low Fat,0.037824735,Fruits and Vegetables,109.7228,OUT019,1985,Small,Tier 1,Grocery Store,331.5684 +FDG09,20.6,Regular,0.047936284,Fruits and Vegetables,185.7556,OUT046,1997,Small,Tier 1,Supermarket Type1,3942.8676 +FDS57,15.5,Low Fat,0.103356186,Snack Foods,142.847,OUT013,1987,High,Tier 3,Supermarket Type1,1574.617 +FDW15,15.35,Regular,0.055067732,Meat,146.5734,OUT013,1987,High,Tier 3,Supermarket Type1,2375.5744 +FDH56,9.8,Regular,0.063916425,Fruits and Vegetables,117.1492,OUT049,1999,Medium,Tier 1,Supermarket Type1,2780.3808 +FDM36,11.65,Regular,0.059063036,Baking Goods,172.0422,OUT017,2007,,Tier 2,Supermarket Type1,1379.5376 +NCQ38,16.35,Low Fat,0.013442036,Others,104.528,OUT017,2007,,Tier 2,Supermarket Type1,1065.28 +DRE48,,Low Fat,0.01724183,Soft Drinks,197.0768,OUT027,1985,Medium,Tier 3,Supermarket Type3,8868.456 +FDP33,18.7,LF,0.089777214,Snack Foods,256.4672,OUT017,2007,,Tier 2,Supermarket Type1,5369.0112 +FDI33,16.5,Low Fat,0.028418817,Snack Foods,92.8146,OUT046,1997,Small,Tier 1,Supermarket Type1,2097.9358 +FDO16,5.48,Low Fat,0.015108194,Frozen Foods,83.725,OUT046,1997,Small,Tier 1,Supermarket Type1,1165.15 +FDW34,9.6,Low Fat,0.035780385,Snack Foods,241.317,OUT017,2007,,Tier 2,Supermarket Type1,3645.255 +FDM22,,Regular,0.073462632,Snack Foods,52.364,OUT019,1985,Small,Tier 1,Grocery Store,53.264 +NCO07,9.06,Low Fat,0.009816092,Others,211.856,OUT018,2009,Medium,Tier 3,Supermarket Type2,3621.952 +FDC44,15.6,Low Fat,0.172946916,Fruits and Vegetables,114.1518,OUT045,2002,,Tier 2,Supermarket Type1,1821.6288 +DRB48,16.75,Regular,0.024892129,Soft Drinks,37.8822,OUT049,1999,Medium,Tier 1,Supermarket Type1,589.233 +NCV29,11.8,LF,0.022824491,Health and Hygiene,177.0686,OUT013,1987,High,Tier 3,Supermarket Type1,3022.0662 +FDE28,9.5,Regular,0,Frozen Foods,231.3668,OUT013,1987,High,Tier 3,Supermarket Type1,5759.17 +FDP49,9,Regular,0.069229076,Breakfast,55.9614,OUT045,2002,,Tier 2,Supermarket Type1,386.8298 +FDX59,10.195,Low Fat,0.051766042,Breads,34.5558,OUT045,2002,,Tier 2,Supermarket Type1,441.4254 +FDN60,15.1,Low Fat,0.095140088,Baking Goods,159.9604,OUT035,2004,Small,Tier 2,Supermarket Type1,2852.2872 +DRC36,13,reg,0.044976367,Soft Drinks,176.2054,OUT035,2004,Small,Tier 2,Supermarket Type1,1225.7378 +FDE02,,Low Fat,0.212293753,Canned,92.2778,OUT019,1985,Small,Tier 1,Grocery Store,469.389 +NCU29,,Low Fat,0.025354072,Health and Hygiene,144.476,OUT027,1985,Medium,Tier 3,Supermarket Type3,3661.9 +NCQ17,10.3,Low Fat,0.195721125,Health and Hygiene,156.463,OUT010,1998,,Tier 3,Grocery Store,312.926 +DRD12,6.96,LF,0.077508015,Soft Drinks,92.3146,OUT018,2009,Medium,Tier 3,Supermarket Type2,1094.5752 +FDV45,16.75,Low Fat,0.045009952,Snack Foods,186.8556,OUT013,1987,High,Tier 3,Supermarket Type1,2440.8228 +FDZ02,,Regular,0.037962696,Dairy,97.5726,OUT027,1985,Medium,Tier 3,Supermarket Type3,978.726 +FDW26,,Regular,0.187443314,Dairy,220.4772,OUT019,1985,Small,Tier 1,Grocery Store,444.7544 +FDN40,5.88,Low Fat,0.086384841,Frozen Foods,153.2998,OUT013,1987,High,Tier 3,Supermarket Type1,2153.1972 +FDR19,,Regular,0.158947217,Fruits and Vegetables,145.5102,OUT027,1985,Medium,Tier 3,Supermarket Type3,5978.2182 +FDD50,18.85,Low Fat,0.141615436,Canned,169.0132,OUT035,2004,Small,Tier 2,Supermarket Type1,1860.2452 +NCD18,16,Low Fat,0,Household,228.8668,OUT046,1997,Small,Tier 1,Supermarket Type1,1612.5676 +FDA34,11.5,Low Fat,0.01484819,Starchy Foods,172.108,OUT013,1987,High,Tier 3,Supermarket Type1,2077.296 +FDR33,7.31,Low Fat,0.026843265,Snack Foods,109.757,OUT045,2002,,Tier 2,Supermarket Type1,1208.427 +FDD39,16.7,Low Fat,0.070154899,Dairy,218.185,OUT046,1997,Small,Tier 1,Supermarket Type1,5193.24 +FDR13,9.895,Regular,0.028765486,Canned,115.3492,OUT049,1999,Medium,Tier 1,Supermarket Type1,1274.3412 +FDA39,,LF,0.012656359,Meat,37.8822,OUT027,1985,Medium,Tier 3,Supermarket Type3,1021.3372 +FDN01,8.895,Low Fat,0,Breakfast,178.437,OUT046,1997,Small,Tier 1,Supermarket Type1,1235.059 +FDU04,7.93,Low Fat,0.005547386,Frozen Foods,121.5414,OUT035,2004,Small,Tier 2,Supermarket Type1,1340.2554 +FDV10,7.645,Regular,0,Snack Foods,41.7112,OUT045,2002,,Tier 2,Supermarket Type1,852.224 +NCB30,14.6,Low Fat,0.02575512,Household,199.6084,OUT045,2002,,Tier 2,Supermarket Type1,3769.7596 +FDB38,,Regular,0.027214272,Canned,159.692,OUT027,1985,Medium,Tier 3,Supermarket Type3,3515.424 +FDB22,8.02,Low Fat,0.111666665,Snack Foods,155.2998,OUT045,2002,,Tier 2,Supermarket Type1,1230.3984 +NCS30,5.945,Low Fat,0.093026207,Household,128.7652,OUT046,1997,Small,Tier 1,Supermarket Type1,516.6608 +FDK14,6.98,Low Fat,0.041189152,Canned,82.8934,OUT045,2002,,Tier 2,Supermarket Type1,818.934 +DRJ35,10.1,Low Fat,0.046584552,Hard Drinks,61.2878,OUT046,1997,Small,Tier 1,Supermarket Type1,1272.3438 +FDX19,19.1,Low Fat,0.097280981,Fruits and Vegetables,232.6958,OUT017,2007,,Tier 2,Supermarket Type1,5375.0034 +FDX60,14.35,Low Fat,0.080922439,Baking Goods,80.096,OUT018,2009,Medium,Tier 3,Supermarket Type2,1278.336 +FDS01,11.6,Low Fat,0.017780986,Canned,177.3686,OUT045,2002,,Tier 2,Supermarket Type1,1777.686 +NCT41,15.7,Low Fat,0.055979703,Health and Hygiene,151.9024,OUT035,2004,Small,Tier 2,Supermarket Type1,1062.6168 +DRE27,11.85,Low Fat,0.132645493,Dairy,96.9726,OUT035,2004,Small,Tier 2,Supermarket Type1,1174.4712 +FDY45,17.5,Low Fat,0.026182758,Snack Foods,253.6356,OUT049,1999,Medium,Tier 1,Supermarket Type1,5086.712 +FDB56,,Regular,0,Fruits and Vegetables,188.2556,OUT027,1985,Medium,Tier 3,Supermarket Type3,4693.89 +FDS36,8.38,Regular,0.04688734,Baking Goods,107.957,OUT046,1997,Small,Tier 1,Supermarket Type1,2966.139 +FDF59,12.5,Low Fat,0.071354774,Starchy Foods,125.702,OUT049,1999,Medium,Tier 1,Supermarket Type1,2530.04 +FDD11,12.85,LF,0,Starchy Foods,254.704,OUT035,2004,Small,Tier 2,Supermarket Type1,2530.04 +FDY40,15.5,Regular,0.086320509,Frozen Foods,48.1692,OUT017,2007,,Tier 2,Supermarket Type1,985.384 +FDA13,,Low Fat,0.137539574,Canned,38.8506,OUT019,1985,Small,Tier 1,Grocery Store,37.9506 +NCX42,,Low Fat,0.010467749,Household,162.9526,OUT019,1985,Small,Tier 1,Grocery Store,822.263 +FDJ46,11.1,Low Fat,0.044814962,Snack Foods,174.4054,OUT035,2004,Small,Tier 2,Supermarket Type1,4027.4242 +FDH05,14.35,Regular,0.090913642,Frozen Foods,231.2984,OUT046,1997,Small,Tier 1,Supermarket Type1,3243.7776 +NCP50,17.35,Low Fat,0.020559846,Others,78.7618,OUT046,1997,Small,Tier 1,Supermarket Type1,1288.9888 +FDF28,,Regular,0.037681359,Frozen Foods,125.1046,OUT027,1985,Medium,Tier 3,Supermarket Type3,3859.6426 +FDN60,15.1,Low Fat,0.095545715,Baking Goods,157.3604,OUT018,2009,Medium,Tier 3,Supermarket Type2,4436.8912 +FDD29,12.15,Low Fat,0.018395194,Frozen Foods,251.6698,OUT013,1987,High,Tier 3,Supermarket Type1,6088.0752 +FDG58,10.695,Regular,0.087272074,Snack Foods,153.7972,OUT017,2007,,Tier 2,Supermarket Type1,2025.3636 +FDV15,,Low Fat,0.145464606,Meat,105.7648,OUT027,1985,Medium,Tier 3,Supermarket Type3,2596.62 +FDV04,7.825,Regular,0.149890395,Frozen Foods,159.0288,OUT013,1987,High,Tier 3,Supermarket Type1,1257.0304 +DRJ23,18.35,Low Fat,0.041634206,Hard Drinks,188.1872,OUT013,1987,High,Tier 3,Supermarket Type1,3781.744 +FDA11,,low fat,0.043029436,Baking Goods,94.7436,OUT027,1985,Medium,Tier 3,Supermarket Type3,1701.7848 +FDX16,17.85,Low Fat,0.06594351,Frozen Foods,149.105,OUT045,2002,,Tier 2,Supermarket Type1,4643.955 +NCA41,16.75,Low Fat,0.032637373,Health and Hygiene,191.6162,OUT049,1999,Medium,Tier 1,Supermarket Type1,3463.4916 +FDP36,10.395,Regular,0.091096531,Baking Goods,52.3008,OUT013,1987,High,Tier 3,Supermarket Type1,2226.4352 +FDK16,9.065,Low Fat,0.115307979,Frozen Foods,97.0094,OUT035,2004,Small,Tier 2,Supermarket Type1,856.8846 +FDD34,7.945,Low Fat,0.015873285,Snack Foods,161.321,OUT035,2004,Small,Tier 2,Supermarket Type1,2773.057 +FDI56,7.325,Low Fat,0.156307983,Fruits and Vegetables,92.2146,OUT010,1998,,Tier 3,Grocery Store,91.2146 +NCO18,13.15,Low Fat,0.024790707,Household,177.5686,OUT017,2007,,Tier 2,Supermarket Type1,3910.9092 +FDB46,10.5,Regular,0.093746136,Snack Foods,211.9244,OUT035,2004,Small,Tier 2,Supermarket Type1,4869.6612 +FDN38,6.615,Regular,0.092158377,Canned,251.1408,OUT045,2002,,Tier 2,Supermarket Type1,3254.4304 +FDW47,15,Low Fat,0.046469277,Breads,123.8414,OUT045,2002,,Tier 2,Supermarket Type1,1340.2554 +FDQ08,,Regular,0.033144603,Fruits and Vegetables,62.7536,OUT019,1985,Small,Tier 1,Grocery Store,61.2536 +FDR44,6.11,Regular,0.102901425,Fruits and Vegetables,128.4968,OUT035,2004,Small,Tier 2,Supermarket Type1,1435.4648 +DRH23,14.65,Low Fat,0.170663661,Hard Drinks,56.4614,OUT045,2002,,Tier 2,Supermarket Type1,1436.7964 +FDX01,10.1,Low Fat,0.024213342,Canned,116.715,OUT045,2002,,Tier 2,Supermarket Type1,1281.665 +FDB05,,Low Fat,0.08279545,Frozen Foods,245.8776,OUT027,1985,Medium,Tier 3,Supermarket Type3,4705.8744 +FDR08,18.7,Low Fat,0.037622954,Fruits and Vegetables,110.7886,OUT046,1997,Small,Tier 1,Supermarket Type1,1334.2632 +FDZ36,6.035,Regular,0.066155883,Baking Goods,184.424,OUT017,2007,,Tier 2,Supermarket Type1,4660.6 +FDI05,8.35,Regular,0.126869718,Frozen Foods,74.4354,OUT046,1997,Small,Tier 1,Supermarket Type1,1128.531 +FDF24,15.5,Regular,0.025409912,Baking Goods,83.2934,OUT049,1999,Medium,Tier 1,Supermarket Type1,1883.5482 +FDZ48,17.75,Low Fat,0.076389281,Baking Goods,111.1544,OUT017,2007,,Tier 2,Supermarket Type1,1118.544 +DRL37,,Low Fat,0.053113721,Soft Drinks,44.377,OUT027,1985,Medium,Tier 3,Supermarket Type3,1211.756 +FDM10,18.25,Low Fat,0.07595723,Snack Foods,214.1218,OUT035,2004,Small,Tier 2,Supermarket Type1,1282.3308 +FDP11,,Low Fat,0.120986139,Breads,216.1166,OUT019,1985,Small,Tier 1,Grocery Store,435.4332 +FDQ04,6.4,Low Fat,0.084885375,Frozen Foods,39.2796,OUT049,1999,Medium,Tier 1,Supermarket Type1,701.7532 +FDR49,8.71,Low Fat,0.139795569,Canned,47.2376,OUT018,2009,Medium,Tier 3,Supermarket Type2,910.8144 +FDD35,,Low Fat,0.02573918,Starchy Foods,120.744,OUT027,1985,Medium,Tier 3,Supermarket Type3,3954.852 +FDH41,,LF,0.143591586,Frozen Foods,213.5534,OUT019,1985,Small,Tier 1,Grocery Store,430.1068 +FDO34,17.7,Low Fat,0.029999653,Snack Foods,169.7816,OUT045,2002,,Tier 2,Supermarket Type1,2013.3792 +FDL45,15.6,Low Fat,0.037901015,Snack Foods,124.1704,OUT017,2007,,Tier 2,Supermarket Type1,1877.556 +NCC19,6.57,Low Fat,0.096799953,Household,192.382,OUT013,1987,High,Tier 3,Supermarket Type1,4247.804 +FDY10,,Low Fat,0.048830264,Snack Foods,113.1176,OUT027,1985,Medium,Tier 3,Supermarket Type3,2404.8696 +NCV29,11.8,Low Fat,0.022879017,Health and Hygiene,176.0686,OUT049,1999,Medium,Tier 1,Supermarket Type1,533.3058 +FDC22,6.89,Regular,0.136314863,Snack Foods,195.082,OUT013,1987,High,Tier 3,Supermarket Type1,2703.148 +NCP42,8.51,Low Fat,0.016143389,Household,194.2478,OUT045,2002,,Tier 2,Supermarket Type1,2324.9736 +NCX17,21.25,Low Fat,0.114246019,Health and Hygiene,231.23,OUT017,2007,,Tier 2,Supermarket Type1,3029.39 +NCO26,7.235,Low Fat,0.076975118,Household,116.6492,OUT049,1999,Medium,Tier 1,Supermarket Type1,2664.5316 +FDU45,,Regular,0.06216667,Snack Foods,112.3518,OUT019,1985,Small,Tier 1,Grocery Store,683.1108 +FDR34,17,Regular,0.01599013,Snack Foods,228.8352,OUT049,1999,Medium,Tier 1,Supermarket Type1,4351.6688 +FDV35,19.5,Low Fat,0.128728258,Breads,155.3314,OUT018,2009,Medium,Tier 3,Supermarket Type2,3412.8908 +FDS55,,Low Fat,0.080771137,Fruits and Vegetables,146.4734,OUT027,1985,Medium,Tier 3,Supermarket Type3,4157.2552 +FDS28,8.18,Regular,0.082568705,Frozen Foods,56.1588,OUT045,2002,,Tier 2,Supermarket Type1,458.0704 +FDK15,10.8,Low Fat,0.098395216,Meat,100.8042,OUT035,2004,Small,Tier 2,Supermarket Type1,1488.063 +NCP17,19.35,Low Fat,0.027714371,Health and Hygiene,65.6168,OUT046,1997,Small,Tier 1,Supermarket Type1,830.9184 +NCE42,21.1,low fat,0,Household,233.2958,OUT018,2009,Medium,Tier 3,Supermarket Type2,2103.2622 +FDA14,16.1,Low Fat,0.06528457,Dairy,145.076,OUT049,1999,Medium,Tier 1,Supermarket Type1,1904.188 +FDF57,,Regular,0.102999154,Fruits and Vegetables,169.9448,OUT019,1985,Small,Tier 1,Grocery Store,170.4448 +NCV54,,Low Fat,0.057969482,Household,119.3124,OUT019,1985,Small,Tier 1,Grocery Store,474.0496 +FDR10,17.6,Low Fat,0.016804724,Snack Foods,163.4552,OUT010,1998,,Tier 3,Grocery Store,649.8208 +FDT58,9,Low Fat,0.086440911,Snack Foods,167.0816,OUT017,2007,,Tier 2,Supermarket Type1,1342.2528 +FDC34,,Regular,0.302478871,Snack Foods,155.4972,OUT019,1985,Small,Tier 1,Grocery Store,311.5944 +FDU44,12.15,Regular,0.058663727,Fruits and Vegetables,164.1552,OUT018,2009,Medium,Tier 3,Supermarket Type2,3249.104 +FDY08,9.395,Regular,0.286344848,Fruits and Vegetables,139.1838,OUT010,1998,,Tier 3,Grocery Store,280.9676 +FDK20,,Regular,0.072762086,Fruits and Vegetables,120.9072,OUT019,1985,Small,Tier 1,Grocery Store,122.5072 +FDV50,14.3,Low Fat,0.123264522,Dairy,123.273,OUT017,2007,,Tier 2,Supermarket Type1,1108.557 +FDO25,6.3,Low Fat,0.127647181,Canned,207.927,OUT049,1999,Medium,Tier 1,Supermarket Type1,2097.27 +FDR14,,Low Fat,0.173206192,Dairy,53.3298,OUT027,1985,Medium,Tier 3,Supermarket Type3,1078.596 +FDP27,8.155,Low Fat,0.119937231,Meat,189.153,OUT018,2009,Medium,Tier 3,Supermarket Type2,2087.283 +FDB27,7.575,Low Fat,0.055379648,Dairy,198.1768,OUT035,2004,Small,Tier 2,Supermarket Type1,5321.0736 +FDW26,11.8,Regular,0.107223632,Dairy,223.5772,OUT049,1999,Medium,Tier 1,Supermarket Type1,2668.5264 +NCQ50,18.75,Low Fat,0,Household,213.3218,OUT035,2004,Small,Tier 2,Supermarket Type1,3419.5488 +NCL55,12.15,Low Fat,0.06464846,Others,253.404,OUT035,2004,Small,Tier 2,Supermarket Type1,4807.076 +FDG28,9.285,Regular,0.049280292,Frozen Foods,245.6144,OUT046,1997,Small,Tier 1,Supermarket Type1,3920.2304 +FDO31,,Regular,0.028842332,Fruits and Vegetables,81.496,OUT027,1985,Medium,Tier 3,Supermarket Type3,1997.4 +FDP27,,Low Fat,0.118872194,Meat,188.353,OUT027,1985,Medium,Tier 3,Supermarket Type3,5313.084 +FDR01,5.405,Regular,0.053924587,Canned,198.2742,OUT017,2007,,Tier 2,Supermarket Type1,4379.6324 +FDI08,18.2,Regular,0.066297055,Fruits and Vegetables,247.1092,OUT046,1997,Small,Tier 1,Supermarket Type1,2241.0828 +DRE03,19.6,Low Fat,0.024264569,Dairy,46.5718,OUT049,1999,Medium,Tier 1,Supermarket Type1,1607.2412 +FDV26,20.25,Regular,0.076470697,Dairy,196.1794,OUT018,2009,Medium,Tier 3,Supermarket Type2,2731.1116 +DRM49,6.11,Regular,0.151827552,Soft Drinks,43.0086,OUT013,1987,High,Tier 3,Supermarket Type1,490.6946 +FDI15,13.8,Low Fat,0.141325834,Dairy,265.0884,OUT035,2004,Small,Tier 2,Supermarket Type1,8479.6288 +FDM15,11.8,Regular,0.057538034,Meat,149.8366,OUT045,2002,,Tier 2,Supermarket Type1,1662.5026 +FDH47,13.5,Regular,0.128791854,Starchy Foods,95.4068,OUT035,2004,Small,Tier 2,Supermarket Type1,1944.136 +NCT54,8.695,Low Fat,0.119436131,Household,94.7094,OUT013,1987,High,Tier 3,Supermarket Type1,1047.3034 +DRN11,7.85,Low Fat,0.163310805,Hard Drinks,143.5444,OUT045,2002,,Tier 2,Supermarket Type1,3628.61 +FDU10,10.1,Regular,0.045878153,Snack Foods,38.5848,OUT018,2009,Medium,Tier 3,Supermarket Type2,484.7024 +FDU50,5.75,Regular,0.075322658,Dairy,116.3176,OUT045,2002,,Tier 2,Supermarket Type1,2519.3872 +FDS26,20.35,Low Fat,0.149753132,Dairy,259.7594,OUT010,1998,,Tier 3,Grocery Store,784.9782 +FDC14,14.5,Regular,0,Canned,41.0454,OUT018,2009,Medium,Tier 3,Supermarket Type2,545.2902 +FDB17,,Low Fat,0.036494521,Frozen Foods,179.0976,OUT027,1985,Medium,Tier 3,Supermarket Type3,5976.2208 +DRD25,6.135,Low Fat,0.132183029,Soft Drinks,115.086,OUT010,1998,,Tier 3,Grocery Store,452.744 +DRI39,,Low Fat,0.096592065,Dairy,54.893,OUT027,1985,Medium,Tier 3,Supermarket Type3,3112.615 +NCQ06,13,Low Fat,0.04188955,Household,255.9014,OUT049,1999,Medium,Tier 1,Supermarket Type1,3315.0182 +FDX11,16,Regular,0.106663245,Baking Goods,179.7634,OUT013,1987,High,Tier 3,Supermarket Type1,4180.5582 +NCT29,,Low Fat,0.112249603,Health and Hygiene,123.3414,OUT019,1985,Small,Tier 1,Grocery Store,243.6828 +FDS07,12.35,Low Fat,0.100322104,Fruits and Vegetables,113.7518,OUT017,2007,,Tier 2,Supermarket Type1,2049.3324 +NCQ05,11.395,LF,0.021602001,Health and Hygiene,149.1708,OUT035,2004,Small,Tier 2,Supermarket Type1,2708.4744 +FDC35,7.435,Low Fat,0.123338082,Starchy Foods,206.1638,OUT018,2009,Medium,Tier 3,Supermarket Type2,1656.5104 +FDU47,12.8,Regular,0.114085368,Breads,141.3838,OUT045,2002,,Tier 2,Supermarket Type1,2388.2246 +FDE22,9.695,Low Fat,0.049498821,Snack Foods,158.792,OUT010,1998,,Tier 3,Grocery Store,319.584 +FDA03,18.5,Regular,0.045425939,Dairy,144.9102,OUT013,1987,High,Tier 3,Supermarket Type1,1895.5326 +FDY26,20.6,Regular,0.051068365,Dairy,213.0244,OUT010,1998,,Tier 3,Grocery Store,423.4488 +FDZ26,11.6,Regular,0.144241314,Dairy,239.4222,OUT049,1999,Medium,Tier 1,Supermarket Type1,3346.3108 +FDQ24,15.7,Low Fat,0.073605395,Baking Goods,249.6724,OUT013,1987,High,Tier 3,Supermarket Type1,6543.4824 +FDT14,10.695,Regular,0.12770295,Dairy,120.444,OUT035,2004,Small,Tier 2,Supermarket Type1,2516.724 +FDX04,19.6,Regular,0.041655865,Frozen Foods,48.5376,OUT045,2002,,Tier 2,Supermarket Type1,335.5632 +FDC48,9.195,Low Fat,0.015859294,Baking Goods,84.5592,OUT046,1997,Small,Tier 1,Supermarket Type1,2559.3352 +FDC56,7.72,Low Fat,0.121497742,Fruits and Vegetables,119.744,OUT035,2004,Small,Tier 2,Supermarket Type1,3355.632 +FDU19,8.77,Regular,0.046844194,Fruits and Vegetables,174.2422,OUT049,1999,Medium,Tier 1,Supermarket Type1,1379.5376 +FDT55,13.6,Regular,0,Fruits and Vegetables,156.4946,OUT049,1999,Medium,Tier 1,Supermarket Type1,2998.0974 +FDA45,21.25,Low Fat,0.155250377,Snack Foods,175.737,OUT013,1987,High,Tier 3,Supermarket Type1,2117.244 +FDR51,9.035,Regular,0.174450933,Meat,151.0708,OUT017,2007,,Tier 2,Supermarket Type1,2708.4744 +FDF56,16.7,reg,0.199955274,Fruits and Vegetables,182.3976,OUT010,1998,,Tier 3,Grocery Store,724.3904 +FDK45,11.65,Low Fat,0.033830011,Seafood,111.686,OUT013,1987,High,Tier 3,Supermarket Type1,1584.604 +DRN37,9.6,Low Fat,0.096217262,Soft Drinks,168.5158,OUT013,1987,High,Tier 3,Supermarket Type1,3342.316 +NCN26,10.85,LF,0.028674471,Household,115.1808,OUT035,2004,Small,Tier 2,Supermarket Type1,3866.9664 +FDA19,7.52,Low Fat,0.055213208,Fruits and Vegetables,129.5994,OUT049,1999,Medium,Tier 1,Supermarket Type1,642.497 +NCR06,12.5,Low Fat,0.00676387,Household,40.8112,OUT035,2004,Small,Tier 2,Supermarket Type1,553.9456 +FDJ48,11.3,Low Fat,0.094460314,Baking Goods,245.3118,OUT010,1998,,Tier 3,Grocery Store,247.0118 +NCA05,20.75,Low Fat,0.025130632,Health and Hygiene,150.0734,OUT046,1997,Small,Tier 1,Supermarket Type1,2524.0478 +FDP04,15.35,Low Fat,0.013812772,Frozen Foods,64.7168,OUT046,1997,Small,Tier 1,Supermarket Type1,1022.6688 +FDA47,10.5,Regular,0.116673795,Baking Goods,161.721,OUT046,1997,Small,Tier 1,Supermarket Type1,3588.662 +FDI09,20.75,Regular,0,Seafood,239.988,OUT045,2002,,Tier 2,Supermarket Type1,2636.568 +FDU24,,Regular,0.245407386,Baking Goods,92.812,OUT019,1985,Small,Tier 1,Grocery Store,93.212 +FDI36,12.5,Regular,0.062597392,Baking Goods,196.9426,OUT018,2009,Medium,Tier 3,Supermarket Type2,5339.0502 +FDC11,20.5,Low Fat,0.141674844,Starchy Foods,90.7172,OUT013,1987,High,Tier 3,Supermarket Type1,1605.9096 +FDY38,13.6,Regular,0.119361718,Dairy,231.63,OUT049,1999,Medium,Tier 1,Supermarket Type1,2563.33 +FDF56,,Regular,0.118883724,Fruits and Vegetables,180.3976,OUT027,1985,Medium,Tier 3,Supermarket Type3,7425.0016 +FDB44,,Low Fat,0.016876708,Fruits and Vegetables,210.0586,OUT027,1985,Medium,Tier 3,Supermarket Type3,6964.9338 +FDI15,13.8,Low Fat,0.141352562,Dairy,264.1884,OUT046,1997,Small,Tier 1,Supermarket Type1,3179.8608 +FDY59,8.195,Low Fat,0.031397503,Baking Goods,91.3462,OUT035,2004,Small,Tier 2,Supermarket Type1,1388.193 +FDX34,6.195,Low Fat,0.072278769,Snack Foods,120.6098,OUT018,2009,Medium,Tier 3,Supermarket Type2,1807.647 +FDC52,,Regular,0.014497036,Dairy,150.8708,OUT019,1985,Small,Tier 1,Grocery Store,150.4708 +NCW29,14,Low Fat,0.028838938,Health and Hygiene,129.331,OUT013,1987,High,Tier 3,Supermarket Type1,259.662 +FDS40,,Low Fat,0.013951504,Frozen Foods,36.719,OUT027,1985,Medium,Tier 3,Supermarket Type3,622.523 +FDI40,11.5,Regular,0.126114605,Frozen Foods,99.3358,OUT018,2009,Medium,Tier 3,Supermarket Type2,804.2864 +FDN48,13.35,Low Fat,0.064938448,Baking Goods,90.0804,OUT035,2004,Small,Tier 2,Supermarket Type1,1561.9668 +FDN46,7.21,Regular,0.144511119,Snack Foods,100.5332,OUT013,1987,High,Tier 3,Supermarket Type1,2460.7968 +FDB41,19,Regular,0.097294728,Frozen Foods,47.7718,OUT035,2004,Small,Tier 2,Supermarket Type1,1039.9796 +FDT55,13.6,Regular,0.043646901,Fruits and Vegetables,155.7946,OUT035,2004,Small,Tier 2,Supermarket Type1,3471.4812 +FDI22,,Low Fat,0.095746519,Snack Foods,208.6612,OUT027,1985,Medium,Tier 3,Supermarket Type3,7317.142 +FDY16,18.35,Regular,0.092413792,Frozen Foods,183.6266,OUT045,2002,,Tier 2,Supermarket Type1,1844.266 +FDN33,6.305,Regular,0.123307177,Snack Foods,93.5436,OUT049,1999,Medium,Tier 1,Supermarket Type1,283.6308 +FDT57,15.2,Low Fat,0.019031184,Snack Foods,235.5248,OUT035,2004,Small,Tier 2,Supermarket Type1,4740.496 +FDZ31,,Regular,0.112668963,Fruits and Vegetables,191.0504,OUT027,1985,Medium,Tier 3,Supermarket Type3,5752.512 +DRM48,15.2,Low Fat,0.113072194,Soft Drinks,35.8848,OUT049,1999,Medium,Tier 1,Supermarket Type1,596.5568 +NCL19,15.35,Low Fat,0.015708023,Others,143.447,OUT045,2002,,Tier 2,Supermarket Type1,2576.646 +FDG50,7.405,Low Fat,0.015259084,Canned,91.0146,OUT013,1987,High,Tier 3,Supermarket Type1,729.7168 +DRH25,18.7,Low Fat,0.014622625,Soft Drinks,52.0324,OUT045,2002,,Tier 2,Supermarket Type1,1090.5804 +FDB37,,Regular,0.022829734,Baking Goods,241.0538,OUT027,1985,Medium,Tier 3,Supermarket Type3,4566.7222 +FDW59,13.15,Low Fat,0.020833091,Breads,86.5566,OUT017,2007,,Tier 2,Supermarket Type1,1860.2452 +NCR30,20.6,Low Fat,0.071103348,Household,75.4696,OUT049,1999,Medium,Tier 1,Supermarket Type1,1416.8224 +FDY22,16.5,Regular,0.159720671,Snack Foods,144.5128,OUT046,1997,Small,Tier 1,Supermarket Type1,3595.32 +FDB45,,Low Fat,0.037345714,Fruits and Vegetables,106.5306,OUT019,1985,Small,Tier 1,Grocery Store,104.5306 +FDC08,,Regular,0.102949031,Fruits and Vegetables,225.272,OUT027,1985,Medium,Tier 3,Supermarket Type3,4753.812 +NCK53,11.6,Low Fat,0.062903297,Health and Hygiene,100.4042,OUT010,1998,,Tier 3,Grocery Store,595.2252 +FDM27,12.35,Regular,0.158715731,Meat,157.2946,OUT049,1999,Medium,Tier 1,Supermarket Type1,1577.946 +FDG17,6.865,Regular,0.03598621,Frozen Foods,244.1486,OUT018,2009,Medium,Tier 3,Supermarket Type2,2687.8346 +NCT17,10.8,Low Fat,0.042102658,Health and Hygiene,189.7214,OUT017,2007,,Tier 2,Supermarket Type1,1695.7926 +FDZ14,7.71,Regular,0.047857877,Dairy,119.7756,OUT017,2007,,Tier 2,Supermarket Type1,3029.39 +FDJ28,12.3,Low Fat,0.036590807,Frozen Foods,193.3162,OUT010,1998,,Tier 3,Grocery Store,192.4162 +FDV21,11.5,LF,0.171779865,Snack Foods,126.0704,OUT018,2009,Medium,Tier 3,Supermarket Type2,1627.2152 +DRD24,13.85,Low Fat,0.051544658,Soft Drinks,142.5154,OUT010,1998,,Tier 3,Grocery Store,141.8154 +DRF25,9,Low Fat,0.03898577,Soft Drinks,34.619,OUT049,1999,Medium,Tier 1,Supermarket Type1,732.38 +FDN22,18.85,Regular,0.138868769,Snack Foods,251.8724,OUT018,2009,Medium,Tier 3,Supermarket Type2,3271.7412 +FDV04,7.825,Regular,0.251094747,Frozen Foods,156.6288,OUT010,1998,,Tier 3,Grocery Store,628.5152 +FDL34,16,Low Fat,0.041112694,Snack Foods,139.9496,OUT018,2009,Medium,Tier 3,Supermarket Type2,3105.2912 +FDX58,13.15,Low Fat,0.043755405,Snack Foods,182.895,OUT035,2004,Small,Tier 2,Supermarket Type1,3112.615 +FDG12,6.635,Regular,0.006351876,Baking Goods,120.3098,OUT018,2009,Medium,Tier 3,Supermarket Type2,1446.1176 +NCL53,7.5,Low Fat,0.036308404,Health and Hygiene,175.4028,OUT045,2002,,Tier 2,Supermarket Type1,2833.6448 +FDV47,17.1,Low Fat,0.054428368,Breads,84.9566,OUT018,2009,Medium,Tier 3,Supermarket Type2,1014.6792 +FDA43,,Low Fat,0.064362554,Fruits and Vegetables,193.7794,OUT027,1985,Medium,Tier 3,Supermarket Type3,4876.985 +NCM17,7.93,Low Fat,0.071538243,Health and Hygiene,44.5086,OUT017,2007,,Tier 2,Supermarket Type1,1249.0408 +NCQ02,12.6,Low Fat,0.007468056,Household,186.9556,OUT049,1999,Medium,Tier 1,Supermarket Type1,3379.6008 +FDN12,15.6,Low Fat,0.081562686,Baking Goods,112.7544,OUT017,2007,,Tier 2,Supermarket Type1,1118.544 +NCX06,,LF,0.02746599,Household,181.5976,OUT019,1985,Small,Tier 1,Grocery Store,543.2928 +FDE24,14.85,Low Fat,0.093652168,Baking Goods,141.5812,OUT045,2002,,Tier 2,Supermarket Type1,427.4436 +FDQ58,7.315,Low Fat,0.015364173,Snack Foods,154.334,OUT018,2009,Medium,Tier 3,Supermarket Type2,4287.752 +FDH31,12,Regular,0.020442889,Meat,98.0042,OUT049,1999,Medium,Tier 1,Supermarket Type1,1587.2672 +NCH55,16.35,Low Fat,0.034813556,Household,128.402,OUT018,2009,Medium,Tier 3,Supermarket Type2,1265.02 +NCC54,17.75,Low Fat,0.097862839,Health and Hygiene,239.3196,OUT049,1999,Medium,Tier 1,Supermarket Type1,3615.294 +NCT06,,Low Fat,0.067824456,Household,167.7842,OUT019,1985,Small,Tier 1,Grocery Store,165.7842 +FDH56,,Regular,0.11173569,Fruits and Vegetables,115.9492,OUT019,1985,Small,Tier 1,Grocery Store,115.8492 +FDY46,18.6,Low Fat,0.048160824,Snack Foods,188.9898,OUT017,2007,,Tier 2,Supermarket Type1,3554.7062 +NCM19,12.65,Low Fat,0.047197936,Others,114.1202,OUT013,1987,High,Tier 3,Supermarket Type1,3488.1262 +FDB04,,Regular,0.06292013,Dairy,88.9856,OUT027,1985,Medium,Tier 3,Supermarket Type3,3515.424 +FDB09,16.25,Low Fat,0.057385239,Fruits and Vegetables,126.2046,OUT035,2004,Small,Tier 2,Supermarket Type1,1369.5506 +FDK51,,Low Fat,0.005209791,Dairy,265.2884,OUT027,1985,Medium,Tier 3,Supermarket Type3,3179.8608 +FDB33,,Low Fat,0.025527994,Fruits and Vegetables,157.5262,OUT019,1985,Small,Tier 1,Grocery Store,477.3786 +FDU51,20.2,Regular,0.096495426,Meat,175.6028,OUT035,2004,Small,Tier 2,Supermarket Type1,3364.9532 +NCE30,,Low Fat,0.173574402,Household,214.0902,OUT019,1985,Small,Tier 1,Grocery Store,1061.951 +DRI13,15.35,Low Fat,0.020409765,Soft Drinks,218.3508,OUT018,2009,Medium,Tier 3,Supermarket Type2,2387.5588 +FDV32,7.785,LF,0.088888291,Fruits and Vegetables,64.751,OUT045,2002,,Tier 2,Supermarket Type1,1201.769 +DRH51,17.6,Low Fat,0.097367722,Dairy,89.3856,OUT049,1999,Medium,Tier 1,Supermarket Type1,878.856 +NCW18,15.1,Low Fat,0.059275452,Household,238.9248,OUT013,1987,High,Tier 3,Supermarket Type1,6636.6944 +FDI12,9.395,Regular,0.100555034,Baking Goods,88.8856,OUT049,1999,Medium,Tier 1,Supermarket Type1,439.428 +FDQ14,9.27,LF,0.061775607,Dairy,150.105,OUT035,2004,Small,Tier 2,Supermarket Type1,2696.49 +FDQ55,,Regular,0.012974937,Fruits and Vegetables,115.9834,OUT027,1985,Medium,Tier 3,Supermarket Type3,2994.7684 +FDG26,18.85,Low Fat,0.042614361,Canned,255.333,OUT013,1987,High,Tier 3,Supermarket Type1,1794.331 +NCW29,,Low Fat,0.050535312,Health and Hygiene,130.031,OUT019,1985,Small,Tier 1,Grocery Store,129.831 +FDK27,11,Low Fat,0.008944844,Meat,122.3756,OUT035,2004,Small,Tier 2,Supermarket Type1,2059.9852 +DRL49,13.15,Low Fat,0.056418354,Soft Drinks,142.4812,OUT035,2004,Small,Tier 2,Supermarket Type1,2422.1804 +FDK26,5.46,Regular,0.032227432,Canned,186.824,OUT049,1999,Medium,Tier 1,Supermarket Type1,1864.24 +FDT14,,Regular,0.127108578,Dairy,120.744,OUT027,1985,Medium,Tier 3,Supermarket Type3,2756.412 +FDW19,12.35,Regular,0.064441812,Fruits and Vegetables,110.957,OUT010,1998,,Tier 3,Grocery Store,219.714 +FDF22,6.865,Low Fat,0.057152139,Snack Foods,211.8218,OUT017,2007,,Tier 2,Supermarket Type1,4915.6014 +NCQ43,17.75,Low Fat,0.11147467,Others,108.0912,OUT049,1999,Medium,Tier 1,Supermarket Type1,1637.868 +NCA42,,Low Fat,0.028410335,Household,158.0604,OUT027,1985,Medium,Tier 3,Supermarket Type3,4595.3516 +FDG08,,Regular,0.289522833,Fruits and Vegetables,172.0764,OUT019,1985,Small,Tier 1,Grocery Store,171.7764 +NCP17,19.35,Low Fat,0,Health and Hygiene,65.3168,OUT010,1998,,Tier 3,Grocery Store,191.7504 +FDS19,13.8,Regular,0.064207277,Fruits and Vegetables,76.0012,OUT046,1997,Small,Tier 1,Supermarket Type1,1214.4192 +DRQ35,9.3,Low Fat,0.042463728,Hard Drinks,121.9388,OUT018,2009,Medium,Tier 3,Supermarket Type2,1114.5492 +FDR25,17,Regular,0.139521931,Canned,266.8884,OUT046,1997,Small,Tier 1,Supermarket Type1,5034.7796 +NCB43,20.2,Low Fat,0,Household,187.1898,OUT013,1987,High,Tier 3,Supermarket Type1,2993.4368 +FDQ28,14,Regular,0.060768862,Frozen Foods,154.8656,OUT017,2007,,Tier 2,Supermarket Type1,1390.1904 +FDK24,9.195,Low Fat,0.101294945,Baking Goods,46.2744,OUT046,1997,Small,Tier 1,Supermarket Type1,1086.5856 +NCN06,8.39,Low Fat,0.120474481,Household,165.5868,OUT035,2004,Small,Tier 2,Supermarket Type1,1965.4416 +FDS08,5.735,Low Fat,0.05695045,Fruits and Vegetables,177.937,OUT035,2004,Small,Tier 2,Supermarket Type1,1587.933 +FDP27,8.155,LF,0.119351235,Meat,190.153,OUT013,1987,High,Tier 3,Supermarket Type1,4933.578 +FDE11,17.7,Regular,0.226122963,Starchy Foods,185.7924,OUT010,1998,,Tier 3,Grocery Store,370.1848 +NCX30,16.7,Low Fat,0.026620627,Household,249.2776,OUT046,1997,Small,Tier 1,Supermarket Type1,4210.5192 +DRI51,17.25,Low Fat,0.042480566,Dairy,173.4764,OUT017,2007,,Tier 2,Supermarket Type1,2404.8696 +FDH31,,Regular,0,Meat,98.2042,OUT019,1985,Small,Tier 1,Grocery Store,198.4084 +FDR19,13.5,Regular,0.159720671,Fruits and Vegetables,147.6102,OUT046,1997,Small,Tier 1,Supermarket Type1,4082.6856 +FDJ04,18,Low Fat,0.124348482,Frozen Foods,118.3124,OUT013,1987,High,Tier 3,Supermarket Type1,948.0992 +FDP01,20.75,Regular,0.063684145,Breakfast,151.7682,OUT017,2007,,Tier 2,Supermarket Type1,1372.2138 +FDY35,17.6,Regular,0.016092971,Breads,45.8402,OUT018,2009,Medium,Tier 3,Supermarket Type2,1102.5648 +DRC36,13,Regular,0,Soft Drinks,173.6054,OUT013,1987,High,Tier 3,Supermarket Type1,1751.054 +FDZ55,6.055,Low Fat,0.025552424,Fruits and Vegetables,158.492,OUT017,2007,,Tier 2,Supermarket Type1,3994.8 +FDD11,12.85,Low Fat,0.030591255,Starchy Foods,251.404,OUT013,1987,High,Tier 3,Supermarket Type1,2277.036 +NCJ29,10.6,Low Fat,0.035336287,Health and Hygiene,87.0224,OUT018,2009,Medium,Tier 3,Supermarket Type2,1193.1136 +FDI52,18.7,Low Fat,0.104658344,Frozen Foods,121.2072,OUT035,2004,Small,Tier 2,Supermarket Type1,1470.0864 +NCF06,6.235,Low Fat,0.020198354,Household,257.9962,OUT046,1997,Small,Tier 1,Supermarket Type1,517.9924 +FDG16,15.25,Low Fat,0.089816808,Frozen Foods,217.3192,OUT046,1997,Small,Tier 1,Supermarket Type1,5608.6992 +FDX07,19.2,Regular,0.022954444,Fruits and Vegetables,184.495,OUT049,1999,Medium,Tier 1,Supermarket Type1,4028.09 +FDR14,11.65,Low Fat,0.174049032,Dairy,52.9298,OUT046,1997,Small,Tier 1,Supermarket Type1,647.1576 +FDV36,18.7,Low Fat,0.044024163,Baking Goods,125.902,OUT010,1998,,Tier 3,Grocery Store,126.502 +NCP14,8.275,Low Fat,0.110739031,Household,103.3306,OUT018,2009,Medium,Tier 3,Supermarket Type2,2404.2038 +FDJ12,8.895,Regular,0.039008625,Baking Goods,209.0296,OUT013,1987,High,Tier 3,Supermarket Type1,2285.0256 +FDL46,20.35,Low Fat,0.054277132,Snack Foods,117.3466,OUT018,2009,Medium,Tier 3,Supermarket Type2,824.9262 +FDL21,15.85,Regular,0.007160908,Snack Foods,39.348,OUT045,2002,,Tier 2,Supermarket Type1,719.064 +NCA30,19,Low Fat,0.129226104,Household,190.5872,OUT013,1987,High,Tier 3,Supermarket Type1,1890.872 +NCN26,10.85,Low Fat,0,Household,119.0808,OUT013,1987,High,Tier 3,Supermarket Type1,2343.616 +FDJ10,5.095,Regular,0.129479176,Snack Foods,139.7838,OUT035,2004,Small,Tier 2,Supermarket Type1,1264.3542 +NCE18,10,Low Fat,0.021512619,Household,247.775,OUT018,2009,Medium,Tier 3,Supermarket Type2,3745.125 +FDW21,5.34,Regular,0.005958918,Snack Foods,101.6358,OUT013,1987,High,Tier 3,Supermarket Type1,1709.1086 +FDA55,17.2,Regular,0.056941603,Fruits and Vegetables,222.5088,OUT013,1987,High,Tier 3,Supermarket Type1,5369.0112 +NCX30,,Low Fat,0.026491715,Household,247.2776,OUT027,1985,Medium,Tier 3,Supermarket Type3,6191.94 +FDA20,,Low Fat,0.066298469,Fruits and Vegetables,186.824,OUT027,1985,Medium,Tier 3,Supermarket Type3,6338.416 +FDT20,10.5,Low Fat,0.041360997,Fruits and Vegetables,39.5164,OUT013,1987,High,Tier 3,Supermarket Type1,926.7936 +FDR11,10.5,Regular,0.142759833,Breads,159.3578,OUT049,1999,Medium,Tier 1,Supermarket Type1,3048.6982 +FDU26,16.7,Regular,0.042792568,Dairy,118.6782,OUT018,2009,Medium,Tier 3,Supermarket Type2,1549.3166 +NCY54,8.43,Low Fat,0.177694846,Household,171.1422,OUT046,1997,Small,Tier 1,Supermarket Type1,2586.633 +FDP26,7.785,Low Fat,0.139552827,Dairy,105.6306,OUT046,1997,Small,Tier 1,Supermarket Type1,418.1224 +FDK58,11.35,Regular,0.045052492,Snack Foods,102.6016,OUT049,1999,Medium,Tier 1,Supermarket Type1,3137.2496 +NCK53,11.6,Low Fat,0.037581243,Health and Hygiene,98.9042,OUT046,1997,Small,Tier 1,Supermarket Type1,1488.063 +FDY52,6.365,Low Fat,0.007342171,Frozen Foods,59.9536,OUT013,1987,High,Tier 3,Supermarket Type1,980.0576 +NCU30,5.11,Low Fat,0.034945416,Household,161.121,OUT045,2002,,Tier 2,Supermarket Type1,2609.936 +NCA18,10.1,Low Fat,0.056030907,Household,115.1492,OUT013,1987,High,Tier 3,Supermarket Type1,1737.738 +FDX40,12.85,Low Fat,0.099553084,Frozen Foods,40.0164,OUT017,2007,,Tier 2,Supermarket Type1,1312.9576 +FDX13,7.725,Low Fat,0.047782959,Canned,249.1092,OUT046,1997,Small,Tier 1,Supermarket Type1,2490.092 +FDK36,,Low Fat,0.007180374,Baking Goods,47.4034,OUT027,1985,Medium,Tier 3,Supermarket Type3,631.8442 +NCP55,,low fat,0.019592289,Others,56.9614,OUT019,1985,Small,Tier 1,Grocery Store,221.0456 +FDO56,,Regular,0.078758649,Fruits and Vegetables,116.3808,OUT019,1985,Small,Tier 1,Grocery Store,234.3616 +NCT06,17.1,Low Fat,0,Household,167.0842,OUT018,2009,Medium,Tier 3,Supermarket Type2,1326.2736 +FDX45,,Low Fat,0.18358896,Snack Foods,154.663,OUT019,1985,Small,Tier 1,Grocery Store,312.926 +NCJ06,20.1,Low Fat,0.034623782,Household,118.9782,OUT013,1987,High,Tier 3,Supermarket Type1,1549.3166 +NCA41,16.75,Low Fat,0.032586709,Health and Hygiene,191.9162,OUT046,1997,Small,Tier 1,Supermarket Type1,4040.7402 +NCB42,,Low Fat,0.008519718,Health and Hygiene,116.9492,OUT027,1985,Medium,Tier 3,Supermarket Type3,2780.3808 +FDE29,8.905,Low Fat,0.143010016,Frozen Foods,61.6878,OUT013,1987,High,Tier 3,Supermarket Type1,1029.9926 +FDU24,6.78,Regular,0,Baking Goods,94.012,OUT013,1987,High,Tier 3,Supermarket Type1,1211.756 +FDM58,16.85,Regular,0.079624087,Snack Foods,111.6544,OUT013,1987,High,Tier 3,Supermarket Type1,2125.2336 +FDE44,14.65,Low Fat,0.17138805,Fruits and Vegetables,50.7692,OUT046,1997,Small,Tier 1,Supermarket Type1,1034.6532 +DRH39,20.7,Low Fat,0,Dairy,78.467,OUT046,1997,Small,Tier 1,Supermarket Type1,1607.907 +FDU33,,Regular,0.235859408,Snack Foods,46.1402,OUT019,1985,Small,Tier 1,Grocery Store,45.9402 +FDW08,12.1,Low Fat,0.148612263,Fruits and Vegetables,104.528,OUT049,1999,Medium,Tier 1,Supermarket Type1,1384.864 +NCT30,9.1,Low Fat,0.134393836,Household,48.0718,OUT010,1998,,Tier 3,Grocery Store,47.2718 +NCI54,15.2,Low Fat,0.033599041,Household,107.7912,OUT046,1997,Small,Tier 1,Supermarket Type1,1091.912 +FDS16,15.15,Regular,0.066311153,Frozen Foods,145.776,OUT045,2002,,Tier 2,Supermarket Type1,3954.852 +DRK39,,Low Fat,0.049623924,Dairy,83.225,OUT027,1985,Medium,Tier 3,Supermarket Type3,1498.05 +FDP24,20.6,Low Fat,0.13893181,Baking Goods,119.5756,OUT010,1998,,Tier 3,Grocery Store,121.1756 +NCG18,15.3,Low Fat,0,Household,103.5332,OUT035,2004,Small,Tier 2,Supermarket Type1,3383.5956 +DRI59,,Low Fat,0.040636926,Hard Drinks,224.6088,OUT027,1985,Medium,Tier 3,Supermarket Type3,4474.176 +NCO06,19.25,Low Fat,0.107940533,Household,35.5558,OUT013,1987,High,Tier 3,Supermarket Type1,305.6022 +FDR15,9.3,Regular,0.03362713,Meat,156.1314,OUT017,2007,,Tier 2,Supermarket Type1,620.5256 +FDE29,,Low Fat,0.142436015,Frozen Foods,62.3878,OUT027,1985,Medium,Tier 3,Supermarket Type3,1514.695 +FDN49,17.25,Regular,0.125200788,Breakfast,41.648,OUT035,2004,Small,Tier 2,Supermarket Type1,679.116 +FDQ21,21.25,low fat,0.019407069,Snack Foods,119.3756,OUT013,1987,High,Tier 3,Supermarket Type1,3271.7412 +FDE17,20.1,Regular,0.054445198,Frozen Foods,151.7366,OUT035,2004,Small,Tier 2,Supermarket Type1,4836.3712 +NCI42,18.75,Low Fat,0.01040777,Household,209.4954,OUT018,2009,Medium,Tier 3,Supermarket Type2,2500.7448 +FDZ21,17.6,Regular,0.039443715,Snack Foods,95.841,OUT017,2007,,Tier 2,Supermarket Type1,1641.197 +FDX48,17.75,Regular,0.038042233,Baking Goods,154.2656,OUT018,2009,Medium,Tier 3,Supermarket Type2,3398.2432 +FDH26,19.25,Regular,0.034770109,Canned,141.9496,OUT045,2002,,Tier 2,Supermarket Type1,988.0472 +FDD50,18.85,Low Fat,0.141862435,Canned,171.0132,OUT049,1999,Medium,Tier 1,Supermarket Type1,4396.9432 +FDL40,17.7,Low Fat,0.019438042,Frozen Foods,95.541,OUT010,1998,,Tier 3,Grocery Store,96.541 +NCO02,,Low Fat,0.073012871,Others,67.5142,OUT027,1985,Medium,Tier 3,Supermarket Type3,2306.997 +FDF05,17.5,Low Fat,0.026848529,Frozen Foods,264.891,OUT013,1987,High,Tier 3,Supermarket Type1,4996.829 +DRG25,10.5,Low Fat,0.019033838,Soft Drinks,185.624,OUT013,1987,High,Tier 3,Supermarket Type1,6897.688 +NCA41,16.75,Low Fat,0.032771033,Health and Hygiene,192.3162,OUT017,2007,,Tier 2,Supermarket Type1,2308.9944 +FDZ40,8.935,Low Fat,0.04026424,Frozen Foods,52.6298,OUT045,2002,,Tier 2,Supermarket Type1,808.947 +FDT15,,Regular,0.074729835,Meat,183.795,OUT019,1985,Small,Tier 1,Grocery Store,549.285 +FDP46,15.35,Low Fat,0.074601506,Snack Foods,90.983,OUT035,2004,Small,Tier 2,Supermarket Type1,1348.245 +DRG01,,Low Fat,0.078576075,Soft Drinks,78.467,OUT019,1985,Small,Tier 1,Grocery Store,229.701 +FDR23,15.85,Low Fat,0.081719458,Breads,178.037,OUT013,1987,High,Tier 3,Supermarket Type1,2646.555 +FDF09,6.215,Low Fat,0.012173543,Fruits and Vegetables,36.4848,OUT045,2002,,Tier 2,Supermarket Type1,447.4176 +FDK09,,Low Fat,0.091318935,Snack Foods,230.7352,OUT027,1985,Medium,Tier 3,Supermarket Type3,8474.3024 +DRJ11,9.5,Low Fat,0.085075063,Hard Drinks,189.0872,OUT035,2004,Small,Tier 2,Supermarket Type1,3970.8312 +FDI32,17.7,Low Fat,0.174644552,Fruits and Vegetables,113.2834,OUT049,1999,Medium,Tier 1,Supermarket Type1,1727.751 +NCG42,19.2,Low Fat,0.041395775,Household,129.731,OUT018,2009,Medium,Tier 3,Supermarket Type2,1298.31 +FDA51,8.05,Regular,0.164679597,Dairy,112.1518,OUT046,1997,Small,Tier 1,Supermarket Type1,1252.3698 +FDG57,14.7,Low Fat,0.121012632,Fruits and Vegetables,49.4034,OUT010,1998,,Tier 3,Grocery Store,194.4136 +FDG34,11.5,Regular,0.037563325,Snack Foods,109.5254,OUT035,2004,Small,Tier 2,Supermarket Type1,1627.881 +NCI43,19.85,Low Fat,0.026115595,Household,49.0376,OUT017,2007,,Tier 2,Supermarket Type1,143.8128 +NCY53,20,Low Fat,0.05848134,Health and Hygiene,113.3544,OUT046,1997,Small,Tier 1,Supermarket Type1,2572.6512 +FDC33,8.96,Regular,0.068880971,Fruits and Vegetables,195.3768,OUT013,1987,High,Tier 3,Supermarket Type1,2759.0752 +NCK29,5.615,Low Fat,0.125964559,Health and Hygiene,124.773,OUT049,1999,Medium,Tier 1,Supermarket Type1,2956.152 +FDS50,17,Low Fat,0.055746931,Dairy,220.0114,OUT017,2007,,Tier 2,Supermarket Type1,2217.114 +NCJ30,5.82,Low Fat,0.080804019,Household,171.479,OUT045,2002,,Tier 2,Supermarket Type1,4074.696 +FDQ07,,Regular,0.086983591,Fruits and Vegetables,219.8456,OUT027,1985,Medium,Tier 3,Supermarket Type3,1547.3192 +FDI20,19.1,Low Fat,0.064547828,Fruits and Vegetables,212.8586,OUT010,1998,,Tier 3,Grocery Store,422.1172 +NCM06,,Low Fat,0.075361182,Household,155.6656,OUT027,1985,Medium,Tier 3,Supermarket Type3,3243.7776 +FDL15,,Low Fat,0.081651443,Meat,152.5682,OUT019,1985,Small,Tier 1,Grocery Store,152.4682 +NCL29,9.695,Low Fat,0.190711254,Health and Hygiene,159.1604,OUT010,1998,,Tier 3,Grocery Store,633.8416 +FDB32,20.6,Low Fat,0.023585598,Fruits and Vegetables,94.7778,OUT017,2007,,Tier 2,Supermarket Type1,1314.2892 +FDJ16,9.195,Low Fat,0.115064263,Frozen Foods,58.6246,OUT049,1999,Medium,Tier 1,Supermarket Type1,868.869 +FDJ32,10.695,Low Fat,0.057909547,Fruits and Vegetables,60.4536,OUT045,2002,,Tier 2,Supermarket Type1,183.7608 +FDO12,15.75,Low Fat,0.054920146,Baking Goods,195.8452,OUT035,2004,Small,Tier 2,Supermarket Type1,4893.63 +NCB18,19.6,Low Fat,0.041291169,Household,86.9514,OUT046,1997,Small,Tier 1,Supermarket Type1,1416.8224 +FDO37,,Low Fat,0.021273161,Breakfast,229.1326,OUT027,1985,Medium,Tier 3,Supermarket Type3,7393.0432 +FDV13,17.35,Regular,0.02758789,Canned,86.1856,OUT013,1987,High,Tier 3,Supermarket Type1,703.0848 +FDF52,9.3,Low Fat,0.11178154,Frozen Foods,182.3292,OUT010,1998,,Tier 3,Grocery Store,182.4292 +FDY11,6.71,Regular,0.02960641,Baking Goods,65.4142,OUT049,1999,Medium,Tier 1,Supermarket Type1,1516.0266 +FDL20,17.1,Low Fat,0.129140919,Fruits and Vegetables,109.4886,OUT017,2007,,Tier 2,Supermarket Type1,1667.829 +FDS45,5.175,Regular,0.029555773,Snack Foods,105.9622,OUT045,2002,,Tier 2,Supermarket Type1,1693.7952 +DRJ13,12.65,Low Fat,0.063146492,Soft Drinks,159.6578,OUT018,2009,Medium,Tier 3,Supermarket Type2,962.7468 +FDR37,16.5,Regular,0.066352552,Breakfast,181.2292,OUT049,1999,Medium,Tier 1,Supermarket Type1,4195.8716 +FDS23,,Low Fat,0.246678647,Breads,129.7994,OUT019,1985,Small,Tier 1,Grocery Store,385.4982 +FDX13,7.725,Low Fat,0.047977607,Canned,249.5092,OUT018,2009,Medium,Tier 3,Supermarket Type2,2241.0828 +FDT49,7,Low Fat,0.151712642,Canned,104.828,OUT045,2002,,Tier 2,Supermarket Type1,1278.336 +FDY13,12.1,LF,0.030174246,Canned,76.667,OUT049,1999,Medium,Tier 1,Supermarket Type1,1531.34 +FDD47,7.6,Regular,0.238366442,Starchy Foods,171.8448,OUT010,1998,,Tier 3,Grocery Store,852.224 +FDF20,12.85,Low Fat,0.055603753,Fruits and Vegetables,195.6768,OUT010,1998,,Tier 3,Grocery Store,394.1536 +FDS32,17.75,Regular,0.029648306,Fruits and Vegetables,142.4838,OUT035,2004,Small,Tier 2,Supermarket Type1,1264.3542 +FDJ44,,Regular,0.105812357,Fruits and Vegetables,175.0396,OUT027,1985,Medium,Tier 3,Supermarket Type3,4012.1108 +NCY30,20.25,Low Fat,0.02593166,Household,182.5976,OUT013,1987,High,Tier 3,Supermarket Type1,3078.6592 +FDK33,,Low Fat,0.019671473,Snack Foods,214.756,OUT019,1985,Small,Tier 1,Grocery Store,213.056 +FDO31,6.76,Regular,0.028982682,Fruits and Vegetables,79.596,OUT046,1997,Small,Tier 1,Supermarket Type1,1438.128 +FDG10,,Regular,0.019153299,Snack Foods,57.6588,OUT019,1985,Small,Tier 1,Grocery Store,400.8116 +DRI49,14.15,Low Fat,0.184254826,Soft Drinks,82.4276,OUT018,2009,Medium,Tier 3,Supermarket Type2,1218.414 +NCA05,20.75,Low Fat,0.025169703,Health and Hygiene,150.4734,OUT049,1999,Medium,Tier 1,Supermarket Type1,1187.7872 +FDZ13,7.84,Regular,0.153494979,Canned,48.935,OUT046,1997,Small,Tier 1,Supermarket Type1,798.96 +DRI25,19.6,LF,0.034093203,Soft Drinks,56.6614,OUT017,2007,,Tier 2,Supermarket Type1,1492.0578 +NCA29,10.5,LF,0.045655118,Household,169.8106,OUT010,1998,,Tier 3,Grocery Store,171.1106 +FDX43,5.655,LF,0.142732848,Fruits and Vegetables,167.95,OUT010,1998,,Tier 3,Grocery Store,166.45 +FDZ08,12.5,Regular,0.110163385,Fruits and Vegetables,83.6592,OUT049,1999,Medium,Tier 1,Supermarket Type1,1320.9472 +FDC58,10.195,Low Fat,0.041934387,Snack Foods,44.6428,OUT035,2004,Small,Tier 2,Supermarket Type1,615.1992 +NCD54,,Low Fat,0.028868467,Household,146.3786,OUT027,1985,Medium,Tier 3,Supermarket Type3,5056.751 +FDM24,6.135,Regular,0.079312367,Baking Goods,151.7366,OUT035,2004,Small,Tier 2,Supermarket Type1,3325.0052 +FDS12,9.1,Low Fat,0.174085625,Baking Goods,124.6362,OUT035,2004,Small,Tier 2,Supermarket Type1,2390.8878 +NCN55,14.6,Low Fat,0.059732844,Others,241.2538,OUT018,2009,Medium,Tier 3,Supermarket Type2,5287.7836 +NCP06,20.7,Low Fat,0.039245805,Household,151.4366,OUT046,1997,Small,Tier 1,Supermarket Type1,1511.366 +FDB41,19,Regular,0.097510482,Frozen Foods,48.1718,OUT045,2002,,Tier 2,Supermarket Type1,709.077 +FDJ16,9.195,Low Fat,0.114885647,Frozen Foods,59.6246,OUT046,1997,Small,Tier 1,Supermarket Type1,1100.5674 +NCB18,,Low Fat,0.072295507,Household,89.7514,OUT019,1985,Small,Tier 1,Grocery Store,88.5514 +FDH38,6.425,Low Fat,0.010436256,Canned,115.5808,OUT035,2004,Small,Tier 2,Supermarket Type1,3749.7856 +FDE59,12.15,LF,0.104257037,Starchy Foods,34.0532,OUT010,1998,,Tier 3,Grocery Store,179.766 +NCF30,17,Low Fat,0.126440335,Household,125.2362,OUT049,1999,Medium,Tier 1,Supermarket Type1,1384.1982 +FDE35,,Regular,0,Starchy Foods,59.8904,OUT027,1985,Medium,Tier 3,Supermarket Type3,1757.712 +FDP49,,Regular,0.120965853,Breakfast,55.8614,OUT019,1985,Small,Tier 1,Grocery Store,110.5228 +NCQ05,,Low Fat,0,Health and Hygiene,152.0708,OUT027,1985,Medium,Tier 3,Supermarket Type3,2106.5912 +FDP49,9,Regular,0.069031467,Breakfast,55.0614,OUT013,1987,High,Tier 3,Supermarket Type1,442.0912 +FDT12,6.215,Regular,0.049823839,Baking Goods,226.6062,OUT018,2009,Medium,Tier 3,Supermarket Type2,677.1186 +NCM06,7.475,Low Fat,0.126752975,Household,154.2656,OUT010,1998,,Tier 3,Grocery Store,308.9312 +FDV23,11,LF,0.1062679,Breads,123.2046,OUT018,2009,Medium,Tier 3,Supermarket Type2,3237.1196 +FDA44,19.7,Low Fat,0.053305463,Fruits and Vegetables,58.193,OUT049,1999,Medium,Tier 1,Supermarket Type1,848.895 +DRD27,18.75,Low Fat,0.023820082,Dairy,97.6042,OUT013,1987,High,Tier 3,Supermarket Type1,1488.063 +NCK53,11.6,Low Fat,0.037549969,Health and Hygiene,101.2042,OUT013,1987,High,Tier 3,Supermarket Type1,2281.6966 +NCF19,13,Low Fat,0.03525175,Household,48.0034,OUT018,2009,Medium,Tier 3,Supermarket Type2,923.4646 +NCY18,7.285,Low Fat,0.031200065,Household,174.7054,OUT049,1999,Medium,Tier 1,Supermarket Type1,6303.7944 +FDN56,,Regular,0.106538757,Fruits and Vegetables,145.4786,OUT027,1985,Medium,Tier 3,Supermarket Type3,5779.144 +NCI55,18.6,Low Fat,0.012673238,Household,121.5414,OUT049,1999,Medium,Tier 1,Supermarket Type1,4020.7662 +FDB28,6.615,Low Fat,0.093307668,Dairy,195.9426,OUT013,1987,High,Tier 3,Supermarket Type1,2570.6538 +NCA18,10.1,Low Fat,0.056191301,Household,115.7492,OUT045,2002,,Tier 2,Supermarket Type1,579.246 +FDC46,17.7,Low Fat,0.116542484,Snack Foods,182.6266,OUT046,1997,Small,Tier 1,Supermarket Type1,3504.1054 +NCZ42,10.5,Low Fat,0.011285795,Household,235.8248,OUT035,2004,Small,Tier 2,Supermarket Type1,4266.4464 +DRA59,,Regular,0.127308434,Soft Drinks,186.6924,OUT027,1985,Medium,Tier 3,Supermarket Type3,7033.5112 +DRB25,12.3,Low Fat,0.069742672,Soft Drinks,106.2938,OUT018,2009,Medium,Tier 3,Supermarket Type2,1715.1008 +FDE24,,Low Fat,0.093010026,Baking Goods,143.0812,OUT027,1985,Medium,Tier 3,Supermarket Type3,3704.5112 +FDA57,18.85,Low Fat,0.03961061,Snack Foods,41.648,OUT013,1987,High,Tier 3,Supermarket Type1,759.012 +FDZ46,7.485,Low Fat,0.069514712,Snack Foods,108.7228,OUT017,2007,,Tier 2,Supermarket Type1,1326.2736 +FDX39,14.3,Regular,0.083147702,Meat,210.1586,OUT010,1998,,Tier 3,Grocery Store,422.1172 +FDW35,10.6,Low Fat,0.011106465,Breads,42.7454,OUT049,1999,Medium,Tier 1,Supermarket Type1,419.454 +FDZ55,,Low Fat,0.02528566,Fruits and Vegetables,158.792,OUT027,1985,Medium,Tier 3,Supermarket Type3,4474.176 +FDI04,13.65,Regular,0.072851756,Frozen Foods,197.1426,OUT013,1987,High,Tier 3,Supermarket Type1,3954.852 +FDU46,,Regular,0.011072421,Snack Foods,85.354,OUT027,1985,Medium,Tier 3,Supermarket Type3,2077.296 +FDE14,13.65,Regular,0.031494041,Canned,98.87,OUT049,1999,Medium,Tier 1,Supermarket Type1,2197.14 +FDX23,6.445,Low Fat,0.029667053,Baking Goods,94.4436,OUT013,1987,High,Tier 3,Supermarket Type1,1134.5232 +NCN18,8.895,Low Fat,0,Household,111.9544,OUT035,2004,Small,Tier 2,Supermarket Type1,1565.9616 +FDR02,16.7,Low Fat,0.022099982,Dairy,110.1886,OUT049,1999,Medium,Tier 1,Supermarket Type1,1334.2632 +FDH04,6.115,Regular,0.011372972,Frozen Foods,89.6488,OUT046,1997,Small,Tier 1,Supermarket Type1,1267.6832 +FDZ51,11.3,Regular,0.091310237,Meat,96.9094,OUT010,1998,,Tier 3,Grocery Store,190.4188 +FDR15,9.3,Regular,0.033437991,Meat,153.2314,OUT046,1997,Small,Tier 1,Supermarket Type1,2326.971 +NCQ30,7.725,Low Fat,0.029117482,Household,123.0414,OUT049,1999,Medium,Tier 1,Supermarket Type1,1583.9382 +FDW45,18,Low Fat,0.039071642,Snack Foods,145.3418,OUT049,1999,Medium,Tier 1,Supermarket Type1,882.8508 +FDQ52,17,Low Fat,0.119362409,Frozen Foods,249.4434,OUT035,2004,Small,Tier 2,Supermarket Type1,5960.2416 +FDM01,,Regular,0.094109236,Breakfast,102.9332,OUT027,1985,Medium,Tier 3,Supermarket Type3,3691.1952 +FDE21,12.8,Low Fat,0.02299122,Fruits and Vegetables,114.9492,OUT045,2002,,Tier 2,Supermarket Type1,1737.738 +FDH28,15.85,Regular,0.110010191,Frozen Foods,38.8506,OUT035,2004,Small,Tier 2,Supermarket Type1,341.5554 +FDQ56,6.59,Low Fat,0.176748258,Fruits and Vegetables,82.7908,OUT010,1998,,Tier 3,Grocery Store,83.8908 +DRM49,6.11,Regular,0,Soft Drinks,43.0086,OUT049,1999,Medium,Tier 1,Supermarket Type1,713.7376 +NCI29,,Low Fat,0.032463574,Health and Hygiene,139.9154,OUT027,1985,Medium,Tier 3,Supermarket Type3,4963.539 +FDW44,9.5,Regular,0.035222503,Fruits and Vegetables,170.1448,OUT045,2002,,Tier 2,Supermarket Type1,1874.8928 +FDR10,17.6,Low Fat,0.010055503,Snack Foods,163.7552,OUT049,1999,Medium,Tier 1,Supermarket Type1,1787.0072 +FDO60,20,Low Fat,0.034363029,Baking Goods,43.5086,OUT035,2004,Small,Tier 2,Supermarket Type1,401.4774 +FDG08,13.15,Regular,0,Fruits and Vegetables,171.9764,OUT017,2007,,Tier 2,Supermarket Type1,2404.8696 +FDP10,19,Low Fat,0.128349909,Snack Foods,106.5622,OUT045,2002,,Tier 2,Supermarket Type1,1482.0708 +FDG45,8.1,Low Fat,0.128760294,Fruits and Vegetables,213.7902,OUT017,2007,,Tier 2,Supermarket Type1,5946.9256 +DRM47,9.3,Low Fat,0.043964058,Hard Drinks,192.3846,OUT018,2009,Medium,Tier 3,Supermarket Type2,4586.0304 +FDO40,,Low Fat,0.032470108,Frozen Foods,148.9392,OUT027,1985,Medium,Tier 3,Supermarket Type3,3728.48 +DRE37,13.5,LF,0.094603404,Soft Drinks,187.0872,OUT018,2009,Medium,Tier 3,Supermarket Type2,3214.4824 +FDX13,7.725,Low Fat,0.047743195,Canned,248.3092,OUT013,1987,High,Tier 3,Supermarket Type1,6474.2392 +FDE21,,Low Fat,0,Fruits and Vegetables,115.3492,OUT027,1985,Medium,Tier 3,Supermarket Type3,3823.0236 +NCU53,5.485,Low Fat,0.071557769,Health and Hygiene,165.7842,OUT010,1998,,Tier 3,Grocery Store,165.7842 +NCH07,13.15,Low Fat,0.155105614,Household,157.2604,OUT010,1998,,Tier 3,Grocery Store,316.9208 +FDJ07,7.26,Low Fat,0.014505108,Meat,118.415,OUT017,2007,,Tier 2,Supermarket Type1,1747.725 +FDB46,10.5,Regular,0.093909644,Snack Foods,213.7244,OUT049,1999,Medium,Tier 1,Supermarket Type1,4022.7636 +DRL01,19.5,Regular,0.077157727,Soft Drinks,232.4958,OUT035,2004,Small,Tier 2,Supermarket Type1,2804.3496 +FDN57,,Low Fat,0.094957079,Snack Foods,143.5154,OUT019,1985,Small,Tier 1,Grocery Store,567.2616 +FDO38,,low fat,0.072486326,Canned,78.9986,OUT027,1985,Medium,Tier 3,Supermarket Type3,2259.0594 +FDA45,21.25,Low Fat,0.155694794,Snack Foods,177.637,OUT045,2002,,Tier 2,Supermarket Type1,2999.429 +FDP27,,Low Fat,0.20914265,Meat,190.953,OUT019,1985,Small,Tier 1,Grocery Store,379.506 +DRG36,14.15,Low Fat,0.095298849,Soft Drinks,171.8106,OUT013,1987,High,Tier 3,Supermarket Type1,3935.5438 +DRL47,19.7,Low Fat,0.038736781,Hard Drinks,127.4362,OUT046,1997,Small,Tier 1,Supermarket Type1,1510.0344 +NCA05,,Low Fat,0.044000492,Health and Hygiene,148.2734,OUT019,1985,Small,Tier 1,Grocery Store,296.9468 +FDL38,13.8,Regular,0.014720848,Canned,89.9172,OUT013,1987,High,Tier 3,Supermarket Type1,1516.6924 +FDC32,18.35,Low Fat,0.099090261,Fruits and Vegetables,94.0462,OUT035,2004,Small,Tier 2,Supermarket Type1,555.2772 +NCI06,11.3,Low Fat,0.047814463,Household,179.266,OUT045,2002,,Tier 2,Supermarket Type1,5033.448 +FDI05,8.35,Regular,0.127066966,Frozen Foods,76.5354,OUT049,1999,Medium,Tier 1,Supermarket Type1,1655.1788 +FDR52,12.65,Regular,0.076474728,Frozen Foods,191.8846,OUT017,2007,,Tier 2,Supermarket Type1,1146.5076 +FDU26,16.7,Regular,0.042860026,Dairy,120.3782,OUT017,2007,,Tier 2,Supermarket Type1,1668.4948 +FDG33,5.365,Regular,0.141033536,Seafood,173.6764,OUT017,2007,,Tier 2,Supermarket Type1,858.882 +FDE38,6.52,Low Fat,0.044607161,Canned,164.2842,OUT046,1997,Small,Tier 1,Supermarket Type1,2818.3314 +FDI35,14,Low Fat,0.041283361,Starchy Foods,182.4634,OUT035,2004,Small,Tier 2,Supermarket Type1,5452.902 +FDN23,6.575,Regular,0.075444922,Breads,146.0444,OUT013,1987,High,Tier 3,Supermarket Type1,2612.5992 +NCP54,15.35,Low Fat,0.035143024,Household,124.373,OUT035,2004,Small,Tier 2,Supermarket Type1,2093.941 +FDO39,6.985,Regular,0.13725257,Meat,183.7608,OUT013,1987,High,Tier 3,Supermarket Type1,2940.1728 +NCT17,10.8,LF,0.041831008,Health and Hygiene,186.6214,OUT013,1987,High,Tier 3,Supermarket Type1,2261.0568 +NCK30,14.85,Low Fat,0.060967038,Household,254.3698,OUT035,2004,Small,Tier 2,Supermarket Type1,4566.0564 +FDM24,,Regular,0.078943221,Baking Goods,152.7366,OUT027,1985,Medium,Tier 3,Supermarket Type3,1813.6392 +FDA35,14.85,Regular,0.053837561,Baking Goods,120.8072,OUT046,1997,Small,Tier 1,Supermarket Type1,4287.752 +NCM07,9.395,Low Fat,0.039928582,Others,83.2908,OUT013,1987,High,Tier 3,Supermarket Type1,1258.362 +FDD09,13.5,low fat,0.021617996,Fruits and Vegetables,179.6976,OUT017,2007,,Tier 2,Supermarket Type1,1810.976 +FDW07,18,Regular,0.143495952,Fruits and Vegetables,88.7514,OUT017,2007,,Tier 2,Supermarket Type1,1062.6168 +FDM27,,Regular,0.157701958,Meat,158.7946,OUT027,1985,Medium,Tier 3,Supermarket Type3,5522.811 +NCY53,20,Low Fat,0.058719568,Health and Hygiene,111.0544,OUT018,2009,Medium,Tier 3,Supermarket Type2,894.8352 +FDA10,20.35,Low Fat,0.142618182,Snack Foods,123.2072,OUT017,2007,,Tier 2,Supermarket Type1,1225.072 +DRB24,8.785,Low Fat,0.020573334,Soft Drinks,156.4656,OUT035,2004,Small,Tier 2,Supermarket Type1,2162.5184 +NCN53,,Low Fat,0.030208465,Health and Hygiene,35.4874,OUT027,1985,Medium,Tier 3,Supermarket Type3,1693.7952 +FDA31,7.1,Low Fat,0.110234793,Fruits and Vegetables,171.708,OUT045,2002,,Tier 2,Supermarket Type1,3115.944 +FDE24,14.85,Low Fat,0.093991286,Baking Goods,140.9812,OUT017,2007,,Tier 2,Supermarket Type1,3277.0676 +FDA04,11.3,reg,0.067001825,Frozen Foods,259.1962,OUT018,2009,Medium,Tier 3,Supermarket Type2,5438.9202 +FDV26,20.25,Regular,0.076314907,Dairy,196.7794,OUT045,2002,,Tier 2,Supermarket Type1,2731.1116 +FDF40,,Regular,0.022403117,Dairy,250.9092,OUT027,1985,Medium,Tier 3,Supermarket Type3,8217.3036 +FDH34,,Low Fat,0.030944666,Snack Foods,186.6582,OUT027,1985,Medium,Tier 3,Supermarket Type3,3715.164 +FDO16,5.48,Low Fat,0.02528802,Frozen Foods,83.325,OUT010,1998,,Tier 3,Grocery Store,416.125 +FDZ43,11,Regular,0.057058545,Fruits and Vegetables,241.7512,OUT046,1997,Small,Tier 1,Supermarket Type1,3635.268 +DRJ51,14.1,Low Fat,0,Dairy,231.9668,OUT049,1999,Medium,Tier 1,Supermarket Type1,1842.9344 +NCL07,,Low Fat,0.05486977,Others,40.548,OUT019,1985,Small,Tier 1,Grocery Store,39.948 +FDU58,6.61,Regular,0.029006239,Snack Foods,186.0898,OUT035,2004,Small,Tier 2,Supermarket Type1,2619.2572 +FDI26,5.94,Low Fat,0.034880143,Canned,177.9344,OUT035,2004,Small,Tier 2,Supermarket Type1,4460.86 +FDG24,7.975,LF,0.014713909,Baking Goods,83.125,OUT017,2007,,Tier 2,Supermarket Type1,2579.975 +NCM19,12.65,Low Fat,0.047237246,Others,112.5202,OUT046,1997,Small,Tier 1,Supermarket Type1,787.6414 +NCO29,11.15,Low Fat,0.032306341,Health and Hygiene,166.3526,OUT049,1999,Medium,Tier 1,Supermarket Type1,986.7156 +NCM05,6.825,Low Fat,0.100171568,Health and Hygiene,262.7226,OUT010,1998,,Tier 3,Grocery Store,264.3226 +NCE07,8.18,Low Fat,0.013130031,Household,142.6154,OUT046,1997,Small,Tier 1,Supermarket Type1,709.077 +FDR10,17.6,LF,0.010096684,Snack Foods,160.4552,OUT017,2007,,Tier 2,Supermarket Type1,2599.2832 +FDO12,15.75,Low Fat,0.055015935,Baking Goods,194.3452,OUT049,1999,Medium,Tier 1,Supermarket Type1,2740.4328 +FDC17,12.15,Low Fat,0.015460726,Frozen Foods,211.8928,OUT046,1997,Small,Tier 1,Supermarket Type1,5890.9984 +FDF34,9.3,Regular,0.02346559,Snack Foods,197.6084,OUT010,1998,,Tier 3,Grocery Store,595.2252 +FDO22,13.5,Regular,0.017932223,Snack Foods,78.796,OUT018,2009,Medium,Tier 3,Supermarket Type2,239.688 +FDT52,9.695,Regular,0.047420609,Frozen Foods,246.0144,OUT035,2004,Small,Tier 2,Supermarket Type1,4165.2448 +FDR24,,Regular,0.062547321,Baking Goods,88.383,OUT027,1985,Medium,Tier 3,Supermarket Type3,2067.309 +FDP08,20.5,Regular,0.112410046,Fruits and Vegetables,192.2478,OUT046,1997,Small,Tier 1,Supermarket Type1,3874.956 +FDF39,14.85,Regular,0.019511288,Dairy,262.591,OUT046,1997,Small,Tier 1,Supermarket Type1,4996.829 +NCQ06,13,Low Fat,0.041789718,Household,256.1014,OUT013,1987,High,Tier 3,Supermarket Type1,2550.014 +FDR04,7.075,Low Fat,0.022548195,Frozen Foods,95.7068,OUT013,1987,High,Tier 3,Supermarket Type1,583.2408 +FDQ32,17.85,Regular,0.046599684,Fruits and Vegetables,125.1388,OUT035,2004,Small,Tier 2,Supermarket Type1,1981.4208 +DRD15,10.6,Low Fat,0.095064731,Dairy,232.4642,OUT010,1998,,Tier 3,Grocery Store,697.0926 +FDB02,9.695,Regular,0.029283081,Canned,175.137,OUT018,2009,Medium,Tier 3,Supermarket Type2,3705.177 +NCS18,12.65,Low Fat,0.042383069,Household,108.0938,OUT018,2009,Medium,Tier 3,Supermarket Type2,1607.907 +NCS30,5.945,Low Fat,0.155706798,Household,127.9652,OUT010,1998,,Tier 3,Grocery Store,645.826 +FDN15,17.5,Low Fat,0.016767995,Meat,141.418,OUT045,2002,,Tier 2,Supermarket Type1,1957.452 +NCL31,7.39,Low Fat,0.120961347,Others,143.847,OUT017,2007,,Tier 2,Supermarket Type1,4866.998 +FDV31,9.8,Low Fat,0.178622919,Fruits and Vegetables,177.937,OUT010,1998,,Tier 3,Grocery Store,176.437 +FDF38,11.8,Regular,0.02633607,Canned,40.6138,OUT013,1987,High,Tier 3,Supermarket Type1,406.138 +DRK59,8.895,low fat,0.126287542,Hard Drinks,235.5616,OUT010,1998,,Tier 3,Grocery Store,468.7232 +DRJ24,11.8,Low Fat,0.11350542,Soft Drinks,186.8924,OUT049,1999,Medium,Tier 1,Supermarket Type1,2961.4784 +FDW51,,Regular,0.094201477,Meat,213.356,OUT027,1985,Medium,Tier 3,Supermarket Type3,6817.792 +FDN49,17.25,Regular,0.125224466,Breakfast,41.248,OUT046,1997,Small,Tier 1,Supermarket Type1,679.116 +FDE20,11.35,Regular,0.005561798,Fruits and Vegetables,168.379,OUT017,2007,,Tier 2,Supermarket Type1,3225.801 +FDV38,19.25,LF,0.101980245,Dairy,54.3956,OUT045,2002,,Tier 2,Supermarket Type1,873.5296 +FDH60,19.7,Regular,0.081193712,Baking Goods,198.411,OUT017,2007,,Tier 2,Supermarket Type1,2553.343 +NCD55,14,Low Fat,0.024369007,Household,40.2454,OUT049,1999,Medium,Tier 1,Supermarket Type1,922.7988 +FDU13,8.355,Low Fat,0.188619537,Canned,146.4418,OUT017,2007,,Tier 2,Supermarket Type1,3089.9778 +FDZ07,15.1,reg,0.094037291,Fruits and Vegetables,62.3194,OUT049,1999,Medium,Tier 1,Supermarket Type1,495.3552 +FDY13,12.1,Low Fat,0.030188505,Canned,77.367,OUT045,2002,,Tier 2,Supermarket Type1,612.536 +FDP56,8.185,low fat,0.046578409,Fruits and Vegetables,48.6692,OUT045,2002,,Tier 2,Supermarket Type1,1182.4608 +DRA59,,Regular,0.223985293,Soft Drinks,186.2924,OUT019,1985,Small,Tier 1,Grocery Store,555.2772 +FDY40,15.5,Regular,0.085763562,Frozen Foods,49.0692,OUT013,1987,High,Tier 3,Supermarket Type1,295.6152 +FDW40,14,Regular,0.105145451,Frozen Foods,144.2812,OUT046,1997,Small,Tier 1,Supermarket Type1,4844.3608 +NCW17,18,Low Fat,0.019382568,Health and Hygiene,129.3994,OUT035,2004,Small,Tier 2,Supermarket Type1,3340.9844 +DRN37,9.6,Low Fat,0,Soft Drinks,166.5158,OUT049,1999,Medium,Tier 1,Supermarket Type1,3509.4318 +FDZ19,,Low Fat,0.093002339,Fruits and Vegetables,177.7712,OUT027,1985,Medium,Tier 3,Supermarket Type3,4921.5936 +FDW34,9.6,Low Fat,0.035549527,Snack Foods,244.117,OUT013,1987,High,Tier 3,Supermarket Type1,5346.374 +FDC28,,Low Fat,0.054720642,Frozen Foods,107.8254,OUT027,1985,Medium,Tier 3,Supermarket Type3,2387.5588 +FDB29,16.7,Regular,0.052708138,Frozen Foods,114.7176,OUT017,2007,,Tier 2,Supermarket Type1,2404.8696 +FDE26,9.3,Low Fat,0.089144149,Canned,144.9786,OUT049,1999,Medium,Tier 1,Supermarket Type1,1011.3502 +FDG45,8.1,Low Fat,0.128011859,Fruits and Vegetables,210.9902,OUT035,2004,Small,Tier 2,Supermarket Type1,6371.706 +NCC18,19.1,Low Fat,0.178272728,Household,172.4422,OUT017,2007,,Tier 2,Supermarket Type1,1551.9798 +NCU54,8.88,Low Fat,0.099024124,Household,208.527,OUT018,2009,Medium,Tier 3,Supermarket Type2,3145.905 +FDF26,6.825,Regular,0.046898544,Canned,153.7998,OUT017,2007,,Tier 2,Supermarket Type1,922.7988 +FDX52,11.5,Regular,0.041994624,Frozen Foods,194.782,OUT035,2004,Small,Tier 2,Supermarket Type1,3475.476 +FDR04,7.075,Low Fat,0.022694623,Frozen Foods,98.8068,OUT017,2007,,Tier 2,Supermarket Type1,2527.3768 +NCP06,20.7,Low Fat,0.039467795,Household,151.7366,OUT017,2007,,Tier 2,Supermarket Type1,604.5464 +FDN25,7.895,Regular,0.061270647,Breakfast,56.7588,OUT049,1999,Medium,Tier 1,Supermarket Type1,343.5528 +NCH42,6.86,Low Fat,0.036686158,Household,229.601,OUT018,2009,Medium,Tier 3,Supermarket Type2,2526.711 +FDO46,9.6,Regular,0.014200671,Snack Foods,187.1872,OUT013,1987,High,Tier 3,Supermarket Type1,3214.4824 +NCG54,12.1,Low Fat,0.079806266,Household,172.1106,OUT046,1997,Small,Tier 1,Supermarket Type1,3422.212 +FDU07,11.1,Low Fat,0.059797172,Fruits and Vegetables,151.8366,OUT013,1987,High,Tier 3,Supermarket Type1,1057.9562 +DRJ11,9.5,Low Fat,0,Hard Drinks,190.9872,OUT045,2002,,Tier 2,Supermarket Type1,3025.3952 +FDH10,21,Low Fat,0.049381666,Snack Foods,193.0478,OUT049,1999,Medium,Tier 1,Supermarket Type1,1549.9824 +FDN56,5.46,Regular,0.107057186,Fruits and Vegetables,144.9786,OUT046,1997,Small,Tier 1,Supermarket Type1,2022.7004 +FDY56,,Regular,0.109274313,Fruits and Vegetables,225.3062,OUT019,1985,Small,Tier 1,Grocery Store,677.1186 +NCQ53,17.6,Low Fat,0.018889593,Health and Hygiene,236.259,OUT013,1987,High,Tier 3,Supermarket Type1,4727.18 +NCN54,20.35,Low Fat,0.021369722,Household,75.8328,OUT045,2002,,Tier 2,Supermarket Type1,154.4656 +NCC43,7.39,Low Fat,0.092927148,Household,249.5066,OUT049,1999,Medium,Tier 1,Supermarket Type1,4267.1122 +FDB35,,Regular,0.113139486,Starchy Foods,92.9804,OUT019,1985,Small,Tier 1,Grocery Store,183.7608 +FDX33,9.195,Regular,0.117387066,Snack Foods,160.2578,OUT013,1987,High,Tier 3,Supermarket Type1,4492.8184 +NCT06,17.1,Low Fat,0.038730229,Household,166.2842,OUT035,2004,Small,Tier 2,Supermarket Type1,4807.7418 +FDM50,13,Regular,0.030211742,Canned,59.322,OUT018,2009,Medium,Tier 3,Supermarket Type2,539.298 +FDC37,15.5,Low Fat,0.032924463,Baking Goods,107.2938,OUT049,1999,Medium,Tier 1,Supermarket Type1,2143.876 +NCT54,8.695,Low Fat,0.120022543,Household,94.8094,OUT018,2009,Medium,Tier 3,Supermarket Type2,1428.141 +FDG34,,Regular,0.037388493,Snack Foods,107.8254,OUT027,1985,Medium,Tier 3,Supermarket Type3,1410.8302 +NCW54,7.5,low fat,0.096413261,Household,55.3588,OUT046,1997,Small,Tier 1,Supermarket Type1,1030.6584 +FDZ46,7.485,Low Fat,0.069405301,Snack Foods,112.1228,OUT018,2009,Medium,Tier 3,Supermarket Type2,1105.228 +NCK19,9.8,Low Fat,0.090649107,Others,194.3478,OUT045,2002,,Tier 2,Supermarket Type1,4649.9472 +NCQ05,11.395,Low Fat,0.021649904,Health and Hygiene,150.8708,OUT045,2002,,Tier 2,Supermarket Type1,4363.6532 +NCE54,20.7,Low Fat,0.02689477,Household,76.7354,OUT035,2004,Small,Tier 2,Supermarket Type1,2482.7682 +FDH17,16.2,Regular,0.016679232,Frozen Foods,96.3726,OUT049,1999,Medium,Tier 1,Supermarket Type1,2740.4328 +FDB23,,Regular,0.00978492,Starchy Foods,225.9062,OUT019,1985,Small,Tier 1,Grocery Store,451.4124 +DRL49,13.15,Low Fat,0.056429024,Soft Drinks,144.2812,OUT046,1997,Small,Tier 1,Supermarket Type1,1282.3308 +FDT03,21.25,Low Fat,0.009998763,Meat,182.3608,OUT046,1997,Small,Tier 1,Supermarket Type1,551.2824 +FDW59,13.15,Low Fat,0.020757926,Breads,84.3566,OUT045,2002,,Tier 2,Supermarket Type1,761.0094 +NCB18,19.6,LF,0.041374909,Household,89.2514,OUT045,2002,,Tier 2,Supermarket Type1,1416.8224 +FDI22,12.6,Low Fat,0.096756649,Snack Foods,208.7612,OUT017,2007,,Tier 2,Supermarket Type1,5226.53 +FDZ50,12.8,Regular,0.079523619,Dairy,181.7608,OUT017,2007,,Tier 2,Supermarket Type1,4961.5416 +FDS14,7.285,Low Fat,0,Dairy,155.1288,OUT017,2007,,Tier 2,Supermarket Type1,1414.1592 +NCN19,13.1,Low Fat,0.012167988,Others,190.253,OUT017,2007,,Tier 2,Supermarket Type1,4174.566 +FDG46,8.63,Regular,0.032976399,Snack Foods,114.6518,OUT045,2002,,Tier 2,Supermarket Type1,2846.295 +FDS04,10.195,Regular,0.147492524,Frozen Foods,141.5838,OUT017,2007,,Tier 2,Supermarket Type1,1685.8056 +FDM58,16.85,Regular,0,Snack Foods,110.0544,OUT049,1999,Medium,Tier 1,Supermarket Type1,2572.6512 +FDB60,9.3,Low Fat,0.028566433,Baking Goods,193.0136,OUT049,1999,Medium,Tier 1,Supermarket Type1,4860.34 +FDH28,15.85,Regular,0.110479217,Frozen Foods,36.7506,OUT018,2009,Medium,Tier 3,Supermarket Type2,531.3084 +NCU53,5.485,Low Fat,0.042838514,Health and Hygiene,163.7842,OUT045,2002,,Tier 2,Supermarket Type1,1657.842 +FDL44,18.25,Low Fat,0.012264903,Fruits and Vegetables,162.8894,OUT013,1987,High,Tier 3,Supermarket Type1,3397.5774 +FDI22,12.6,Low Fat,0.096132367,Snack Foods,208.9612,OUT013,1987,High,Tier 3,Supermarket Type1,4181.224 +DRM37,,LF,0.168780127,Soft Drinks,197.8768,OUT019,1985,Small,Tier 1,Grocery Store,197.0768 +FDX40,12.85,Low Fat,0.099193899,Frozen Foods,38.1164,OUT045,2002,,Tier 2,Supermarket Type1,656.4788 +DRG15,6.13,Low Fat,0.076721393,Dairy,59.4536,OUT035,2004,Small,Tier 2,Supermarket Type1,2021.3688 +FDV19,,Regular,0.06173052,Fruits and Vegetables,159.1578,OUT019,1985,Small,Tier 1,Grocery Store,160.4578 +DRF01,5.655,Low Fat,0.174934513,Soft Drinks,145.0102,OUT013,1987,High,Tier 3,Supermarket Type1,1895.5326 +NCV54,11.1,Low Fat,0,Household,119.1124,OUT046,1997,Small,Tier 1,Supermarket Type1,1303.6364 +FDO21,11.6,Regular,0.009802791,Snack Foods,223.0404,OUT018,2009,Medium,Tier 3,Supermarket Type2,1125.202 +FDA40,16,Regular,0.09942555,Frozen Foods,87.0856,OUT049,1999,Medium,Tier 1,Supermarket Type1,527.3136 +FDE59,12.15,Low Fat,0.062384659,Starchy Foods,34.6532,OUT049,1999,Medium,Tier 1,Supermarket Type1,719.064 +FDX47,6.55,Regular,0.034745307,Breads,158.8288,OUT018,2009,Medium,Tier 3,Supermarket Type2,4399.6064 +FDW34,9.6,Low Fat,0.035579135,Snack Foods,244.417,OUT046,1997,Small,Tier 1,Supermarket Type1,1944.136 +NCM30,19.1,Low Fat,0.067569539,Household,43.0796,OUT018,2009,Medium,Tier 3,Supermarket Type2,619.194 +FDA02,14,Regular,0.029697925,Dairy,143.0786,OUT013,1987,High,Tier 3,Supermarket Type1,3178.5292 +FDV19,14.85,Regular,0.03525037,Fruits and Vegetables,160.9578,OUT035,2004,Small,Tier 2,Supermarket Type1,2246.4092 +FDT48,4.92,LF,0.045916788,Baking Goods,198.8084,OUT013,1987,High,Tier 3,Supermarket Type1,2976.126 +FDD09,13.5,Low Fat,0.021539999,Fruits and Vegetables,182.4976,OUT045,2002,,Tier 2,Supermarket Type1,1629.8784 +FDZ25,15.7,Regular,0.027673055,Canned,169.279,OUT045,2002,,Tier 2,Supermarket Type1,3735.138 +NCE19,8.97,Low Fat,0.092997032,Household,55.2956,OUT035,2004,Small,Tier 2,Supermarket Type1,873.5296 +DRE25,15.35,Low Fat,0.073283193,Soft Drinks,91.812,OUT046,1997,Small,Tier 1,Supermarket Type1,1771.028 +FDC14,,Regular,0.041049322,Canned,41.2454,OUT027,1985,Medium,Tier 3,Supermarket Type3,1342.2528 +FDO15,,Regular,0.008525061,Meat,72.5038,OUT027,1985,Medium,Tier 3,Supermarket Type3,2512.7292 +FDC46,17.7,Low Fat,0.117201696,Snack Foods,184.0266,OUT017,2007,,Tier 2,Supermarket Type1,2397.5458 +NCX42,6.36,Low Fat,0.005977465,Household,163.3526,OUT035,2004,Small,Tier 2,Supermarket Type1,2631.2416 +FDK52,,Low Fat,0,Frozen Foods,225.3062,OUT027,1985,Medium,Tier 3,Supermarket Type3,4288.4178 +FDD04,,Low Fat,0.157528118,Dairy,142.9154,OUT019,1985,Small,Tier 1,Grocery Store,141.8154 +FDF12,8.235,Low Fat,0.082427854,Baking Goods,149.3076,OUT046,1997,Small,Tier 1,Supermarket Type1,2808.3444 +NCL41,12.35,Low Fat,0.041802518,Health and Hygiene,34.8216,OUT049,1999,Medium,Tier 1,Supermarket Type1,311.5944 +NCW41,18,Low Fat,0.015450376,Health and Hygiene,158.9604,OUT046,1997,Small,Tier 1,Supermarket Type1,1584.604 +FDO60,20,Low Fat,0.057527544,Baking Goods,43.1086,OUT010,1998,,Tier 3,Grocery Store,89.2172 +FDZ55,6.055,Low Fat,0.025512207,Fruits and Vegetables,159.692,OUT018,2009,Medium,Tier 3,Supermarket Type2,5592.72 +FDZ59,6.63,reg,0.174110803,Baking Goods,166.85,OUT010,1998,,Tier 3,Grocery Store,499.35 +FDO24,,Low Fat,0.175362333,Baking Goods,158.9604,OUT027,1985,Medium,Tier 3,Supermarket Type3,4436.8912 +FDW14,8.3,Regular,0.038367194,Dairy,87.1198,OUT018,2009,Medium,Tier 3,Supermarket Type2,959.4178 +FDD40,20.25,Regular,0.014781046,Dairy,193.8162,OUT013,1987,High,Tier 3,Supermarket Type1,3463.4916 +FDJ38,8.6,Regular,0.040268044,Canned,191.453,OUT049,1999,Medium,Tier 1,Supermarket Type1,1707.777 +NCO54,19.5,Low Fat,0.014355033,Household,55.4614,OUT017,2007,,Tier 2,Supermarket Type1,552.614 +FDJ10,5.095,Regular,0.129766301,Snack Foods,141.6838,OUT045,2002,,Tier 2,Supermarket Type1,3231.1274 +FDK27,11,Low Fat,0.008997141,Meat,119.9756,OUT017,2007,,Tier 2,Supermarket Type1,1938.8096 +FDR09,18.25,Low Fat,0.07784544,Snack Foods,260.5962,OUT049,1999,Medium,Tier 1,Supermarket Type1,3884.943 +FDO60,20,Low Fat,0,Baking Goods,43.4086,OUT018,2009,Medium,Tier 3,Supermarket Type2,401.4774 +FDX50,,Low Fat,0.074265816,Dairy,109.5228,OUT027,1985,Medium,Tier 3,Supermarket Type3,3757.7752 +FDR44,,Regular,0.102422487,Fruits and Vegetables,131.4968,OUT027,1985,Medium,Tier 3,Supermarket Type3,1565.9616 +FDD17,7.5,Low Fat,0.032811503,Frozen Foods,239.6906,OUT017,2007,,Tier 2,Supermarket Type1,2614.5966 +FDI60,7.22,Regular,0.038477325,Baking Goods,62.951,OUT018,2009,Medium,Tier 3,Supermarket Type2,1138.518 +FDH31,12,Regular,0.020411155,Meat,98.6042,OUT046,1997,Small,Tier 1,Supermarket Type1,1091.2462 +FDL50,12.15,Regular,0.042552418,Canned,123.5046,OUT017,2007,,Tier 2,Supermarket Type1,1743.0644 +FDO21,11.6,Regular,0.009818244,Snack Foods,223.1404,OUT017,2007,,Tier 2,Supermarket Type1,5175.9292 +FDW12,8.315,Regular,0.035572183,Baking Goods,144.4444,OUT046,1997,Small,Tier 1,Supermarket Type1,2902.888 +FDT15,12.15,Regular,0.04274788,Meat,183.695,OUT049,1999,Medium,Tier 1,Supermarket Type1,2929.52 +FDV25,5.905,Low Fat,0.04572322,Canned,222.1456,OUT049,1999,Medium,Tier 1,Supermarket Type1,5747.1856 +DRH13,8.575,Low Fat,0.023934398,Soft Drinks,105.828,OUT045,2002,,Tier 2,Supermarket Type1,958.752 +FDG21,17.35,Regular,0.146527359,Seafood,147.905,OUT049,1999,Medium,Tier 1,Supermarket Type1,2247.075 +NCI55,18.6,Low Fat,0.012651172,Household,123.1414,OUT035,2004,Small,Tier 2,Supermarket Type1,2314.9866 +NCO06,,Low Fat,0.107507291,Household,34.8558,OUT027,1985,Medium,Tier 3,Supermarket Type3,441.4254 +FDR27,15.1,Regular,0.096295326,Meat,133.4942,OUT045,2002,,Tier 2,Supermarket Type1,1457.4362 +FDA22,,Low Fat,0,Starchy Foods,167.5158,OUT027,1985,Medium,Tier 3,Supermarket Type3,4345.0108 +FDS03,7.825,Low Fat,0.079613553,Meat,65.0826,OUT035,2004,Small,Tier 2,Supermarket Type1,1162.4868 +FDZ12,9.17,Low Fat,0.103398309,Baking Goods,143.947,OUT018,2009,Medium,Tier 3,Supermarket Type2,2576.646 +FDJ20,20.7,Regular,0.16767231,Fruits and Vegetables,124.2388,OUT010,1998,,Tier 3,Grocery Store,247.6776 +FDV09,12.1,Low Fat,0.020551458,Snack Foods,146.6734,OUT013,1987,High,Tier 3,Supermarket Type1,2227.101 +FDW09,13.65,Regular,0.025961116,Snack Foods,80.4302,OUT049,1999,Medium,Tier 1,Supermarket Type1,316.9208 +FDS36,8.38,Regular,0.046960237,Baking Goods,111.857,OUT049,1999,Medium,Tier 1,Supermarket Type1,2966.139 +FDY19,19.75,Low Fat,0.041533438,Fruits and Vegetables,119.8466,OUT018,2009,Medium,Tier 3,Supermarket Type2,2239.0854 +DRC49,8.67,Low Fat,0.065436581,Soft Drinks,142.9128,OUT046,1997,Small,Tier 1,Supermarket Type1,2013.3792 +FDN12,15.6,Low Fat,0.08126841,Baking Goods,110.2544,OUT045,2002,,Tier 2,Supermarket Type1,1789.6704 +FDJ03,12.35,Regular,0.072689818,Dairy,48.7692,OUT018,2009,Medium,Tier 3,Supermarket Type2,788.3072 +FDC46,17.7,Low Fat,0.116723677,Snack Foods,182.4266,OUT049,1999,Medium,Tier 1,Supermarket Type1,5163.9448 +FDM02,12.5,Regular,0.074035423,Canned,87.9198,OUT018,2009,Medium,Tier 3,Supermarket Type2,1133.8574 +FDV20,20.2,Regular,0.059751638,Fruits and Vegetables,129.1678,OUT013,1987,High,Tier 3,Supermarket Type1,1017.3424 +NCH07,13.15,Low Fat,0.092854963,Household,158.7604,OUT045,2002,,Tier 2,Supermarket Type1,3010.7476 +FDL28,,Regular,0,Frozen Foods,230.0668,OUT019,1985,Small,Tier 1,Grocery Store,691.1004 +FDJ46,,Low Fat,0.044606379,Snack Foods,174.2054,OUT027,1985,Medium,Tier 3,Supermarket Type3,4377.635 +FDQ34,10.85,Low Fat,0.162107603,Snack Foods,106.3622,OUT013,1987,High,Tier 3,Supermarket Type1,2117.244 +NCD42,,Low Fat,0,Health and Hygiene,37.3506,OUT027,1985,Medium,Tier 3,Supermarket Type3,1024.6662 +FDO34,17.7,Low Fat,0.030060895,Snack Foods,166.4816,OUT018,2009,Medium,Tier 3,Supermarket Type2,2013.3792 +FDX60,14.35,Low Fat,0.081050006,Baking Goods,79.196,OUT017,2007,,Tier 2,Supermarket Type1,1278.336 +FDZ28,20,Regular,0.051783761,Frozen Foods,125.8678,OUT017,2007,,Tier 2,Supermarket Type1,3433.5306 +FDT36,12.3,Low Fat,0,Baking Goods,37.2874,OUT013,1987,High,Tier 3,Supermarket Type1,705.748 +FDL24,10.3,Regular,0.024998007,Baking Goods,174.4422,OUT018,2009,Medium,Tier 3,Supermarket Type2,3448.844 +FDJ58,15.6,Regular,0.105208448,Snack Foods,170.5764,OUT013,1987,High,Tier 3,Supermarket Type1,4466.1864 +FDY12,9.8,Regular,0.14118383,Baking Goods,50.5008,OUT018,2009,Medium,Tier 3,Supermarket Type2,253.004 +FDP58,11.1,Low Fat,0.135692831,Snack Foods,220.0482,OUT018,2009,Medium,Tier 3,Supermarket Type2,2628.5784 +FDC41,,Low Fat,0.116347087,Frozen Foods,76.867,OUT027,1985,Medium,Tier 3,Supermarket Type3,2526.711 +FDY07,11.8,Low Fat,0.12150063,Fruits and Vegetables,46.8402,OUT013,1987,High,Tier 3,Supermarket Type1,413.4618 +FDN08,7.72,Regular,0.088864488,Fruits and Vegetables,119.3466,OUT017,2007,,Tier 2,Supermarket Type1,3064.0116 +FDJ53,,Low Fat,0.070912843,Frozen Foods,121.5098,OUT027,1985,Medium,Tier 3,Supermarket Type3,2410.196 +FDX04,19.6,Regular,0.041571557,Frozen Foods,49.9376,OUT046,1997,Small,Tier 1,Supermarket Type1,623.1888 +FDZ19,6.425,Low Fat,0.093454899,Fruits and Vegetables,175.3712,OUT046,1997,Small,Tier 1,Supermarket Type1,2988.1104 +FDB45,20.85,Low Fat,0.021329793,Fruits and Vegetables,105.5306,OUT046,1997,Small,Tier 1,Supermarket Type1,940.7754 +NCF54,18,Low Fat,0.079299474,Household,170.5422,OUT010,1998,,Tier 3,Grocery Store,344.8844 +FDX21,7.05,Low Fat,0.085138334,Snack Foods,108.6912,OUT045,2002,,Tier 2,Supermarket Type1,1310.2944 +FDA50,16.25,Low Fat,0.087175137,Dairy,98.341,OUT046,1997,Small,Tier 1,Supermarket Type1,1351.574 +DRH39,20.7,Low Fat,0.093214498,Dairy,74.667,OUT017,2007,,Tier 2,Supermarket Type1,2143.876 +FDA38,5.44,Low Fat,0.025458716,Dairy,241.2538,OUT013,1987,High,Tier 3,Supermarket Type1,3124.5994 +NCP30,20.5,Low Fat,0.032741422,Household,40.4822,OUT013,1987,High,Tier 3,Supermarket Type1,589.233 +FDW19,12.35,Regular,0.038560279,Fruits and Vegetables,109.857,OUT049,1999,Medium,Tier 1,Supermarket Type1,1208.427 +FDF41,,Low Fat,0.130544568,Frozen Foods,248.046,OUT027,1985,Medium,Tier 3,Supermarket Type3,7883.072 +DRF23,4.61,Low Fat,0.122629121,Hard Drinks,175.4396,OUT035,2004,Small,Tier 2,Supermarket Type1,2616.594 +NCP14,8.275,Low Fat,0.110913601,Household,106.3306,OUT017,2007,,Tier 2,Supermarket Type1,1254.3672 +FDK44,,Low Fat,0.121635591,Fruits and Vegetables,175.4738,OUT027,1985,Medium,Tier 3,Supermarket Type3,2954.1546 +DRA59,8.27,Regular,0.128449055,Soft Drinks,186.5924,OUT018,2009,Medium,Tier 3,Supermarket Type2,4442.2176 +FDC28,7.905,Low Fat,0.055098434,Frozen Foods,109.2254,OUT045,2002,,Tier 2,Supermarket Type1,976.7286 +NCO53,16.2,Low Fat,0,Health and Hygiene,182.1608,OUT049,1999,Medium,Tier 1,Supermarket Type1,3123.9336 +FDY55,,LF,0,Fruits and Vegetables,258.3988,OUT019,1985,Small,Tier 1,Grocery Store,256.9988 +NCS54,13.6,Low Fat,0.010013429,Household,176.437,OUT045,2002,,Tier 2,Supermarket Type1,4587.362 +NCM07,9.395,Low Fat,0.040187877,Others,85.6908,OUT017,2007,,Tier 2,Supermarket Type1,1593.9252 +FDQ19,7.35,reg,0.024044279,Fruits and Vegetables,241.0512,OUT010,1998,,Tier 3,Grocery Store,242.3512 +FDS40,15.35,Low Fat,0.014007727,Frozen Foods,38.319,OUT013,1987,High,Tier 3,Supermarket Type1,292.952 +FDC14,14.5,Regular,0.041214746,Canned,42.0454,OUT013,1987,High,Tier 3,Supermarket Type1,629.181 +FDR12,12.6,Regular,0.031663212,Baking Goods,173.2764,OUT018,2009,Medium,Tier 3,Supermarket Type2,1030.6584 +FDM60,10.8,Regular,0,Baking Goods,39.3138,OUT013,1987,High,Tier 3,Supermarket Type1,1015.345 +FDG26,18.85,Low Fat,0.042716162,Canned,257.833,OUT049,1999,Medium,Tier 1,Supermarket Type1,3332.329 +NCL55,12.15,Low Fat,0.06479182,Others,254.004,OUT045,2002,,Tier 2,Supermarket Type1,2277.036 +FDO21,11.6,Regular,0.009761175,Snack Foods,226.9404,OUT035,2004,Small,Tier 2,Supermarket Type1,1800.3232 +NCG18,15.3,Low Fat,0.02295878,Household,101.6332,OUT013,1987,High,Tier 3,Supermarket Type1,1845.5976 +FDA27,20.35,Regular,0.030927632,Dairy,256.8672,OUT046,1997,Small,Tier 1,Supermarket Type1,3579.3408 +DRG03,14.5,Low Fat,0.103752817,Dairy,155.1998,OUT010,1998,,Tier 3,Grocery Store,307.5996 +FDC22,6.89,Regular,0.136428395,Snack Foods,193.982,OUT046,1997,Small,Tier 1,Supermarket Type1,1737.738 +FDC21,14.6,Regular,0.071904258,Fruits and Vegetables,106.8254,OUT010,1998,,Tier 3,Grocery Store,108.5254 +FDN50,16.85,reg,0.026627857,Canned,93.712,OUT018,2009,Medium,Tier 3,Supermarket Type2,745.696 +DRF27,8.93,Low Fat,0.028393624,Dairy,153.434,OUT013,1987,High,Tier 3,Supermarket Type1,1378.206 +FDW57,8.31,Regular,0.116331694,Snack Foods,176.9028,OUT017,2007,,Tier 2,Supermarket Type1,3010.7476 +FDM34,19,Low Fat,0.112893408,Snack Foods,131.0626,OUT010,1998,,Tier 3,Grocery Store,524.6504 +FDZ39,,Regular,0.017937483,Meat,103.499,OUT027,1985,Medium,Tier 3,Supermarket Type3,1547.985 +FDU28,,Regular,0.164438907,Frozen Foods,188.4214,OUT019,1985,Small,Tier 1,Grocery Store,376.8428 +FDQ27,5.19,Regular,0.044252621,Meat,102.599,OUT046,1997,Small,Tier 1,Supermarket Type1,1651.184 +FDQ52,17,Low Fat,0.120060274,Frozen Foods,246.5434,OUT017,2007,,Tier 2,Supermarket Type1,4470.1812 +FDT51,11.65,Regular,0.010909704,Meat,110.8544,OUT013,1987,High,Tier 3,Supermarket Type1,1677.816 +NCI30,20.25,Low Fat,0.059055045,Household,247.346,OUT045,2002,,Tier 2,Supermarket Type1,1970.768 +NCX29,10,Low Fat,0.149223055,Health and Hygiene,145.8102,OUT010,1998,,Tier 3,Grocery Store,874.8612 +FDX38,,Regular,0.084404264,Dairy,49.5376,OUT019,1985,Small,Tier 1,Grocery Store,143.8128 +FDO08,11.1,Regular,0.054079556,Fruits and Vegetables,165.9526,OUT017,2007,,Tier 2,Supermarket Type1,2631.2416 +FDM15,11.8,reg,0.057655493,Meat,152.6366,OUT018,2009,Medium,Tier 3,Supermarket Type2,1662.5026 +FDW22,9.695,Regular,0.030413777,Snack Foods,221.3114,OUT018,2009,Medium,Tier 3,Supermarket Type2,2217.114 +FDT08,13.65,Low Fat,0.049496899,Fruits and Vegetables,151.505,OUT017,2007,,Tier 2,Supermarket Type1,2846.295 +FDS32,17.75,Regular,0.029653914,Fruits and Vegetables,140.5838,OUT046,1997,Small,Tier 1,Supermarket Type1,2669.1922 +NCI06,11.3,Low Fat,0.047912071,Household,179.866,OUT018,2009,Medium,Tier 3,Supermarket Type2,1258.362 +FDR21,,Low Fat,0.066611321,Snack Foods,178.237,OUT027,1985,Medium,Tier 3,Supermarket Type3,3705.177 +FDD05,19.35,Low Fat,0.016611475,Frozen Foods,122.0098,OUT046,1997,Small,Tier 1,Supermarket Type1,2651.2156 +FDZ02,6.905,Regular,0.03822479,Dairy,99.8726,OUT045,2002,,Tier 2,Supermarket Type1,587.2356 +FDH47,13.5,Regular,0.129016487,Starchy Foods,98.4068,OUT049,1999,Medium,Tier 1,Supermarket Type1,1846.9292 +FDM58,16.85,Regular,0.080141165,Snack Foods,111.4544,OUT017,2007,,Tier 2,Supermarket Type1,2013.3792 +FDG09,20.6,Regular,0.0480335,Fruits and Vegetables,188.2556,OUT045,2002,,Tier 2,Supermarket Type1,3755.112 +FDO27,6.175,Regular,0.179355893,Meat,94.1752,OUT049,1999,Medium,Tier 1,Supermarket Type1,575.2512 +FDI41,18.5,Regular,0.062510529,Frozen Foods,146.8418,OUT018,2009,Medium,Tier 3,Supermarket Type2,2059.9852 +FDK34,13.35,Low Fat,0.038519399,Snack Foods,236.8564,OUT035,2004,Small,Tier 2,Supermarket Type1,5005.4844 +NCX54,,Low Fat,0.047827139,Household,105.3622,OUT027,1985,Medium,Tier 3,Supermarket Type3,3387.5904 +FDL14,8.115,Regular,0.032208865,Canned,154.9972,OUT049,1999,Medium,Tier 1,Supermarket Type1,3739.1328 +FDA13,15.85,Low Fat,0.078874948,Canned,37.4506,OUT018,2009,Medium,Tier 3,Supermarket Type2,303.6048 +FDS11,,Regular,0.097275777,Breads,223.9088,OUT019,1985,Small,Tier 1,Grocery Store,223.7088 +FDT43,16.35,Low Fat,0.020664178,Fruits and Vegetables,50.8324,OUT017,2007,,Tier 2,Supermarket Type1,1298.31 +FDR07,21.35,Low Fat,0.078060605,Fruits and Vegetables,96.0094,OUT018,2009,Medium,Tier 3,Supermarket Type2,380.8376 +FDF41,12.15,Low Fat,0.131714183,Frozen Foods,245.846,OUT018,2009,Medium,Tier 3,Supermarket Type2,4434.228 +DRM23,16.6,Low Fat,0.135944247,Hard Drinks,172.0422,OUT049,1999,Medium,Tier 1,Supermarket Type1,2586.633 +FDO52,11.6,Regular,0.077478931,Frozen Foods,170.3106,OUT018,2009,Medium,Tier 3,Supermarket Type2,4277.765 +FDD10,20.6,Regular,0.046114018,Snack Foods,178.2344,OUT045,2002,,Tier 2,Supermarket Type1,1070.6064 +FDN38,,Regular,0.161030847,Canned,251.2408,OUT019,1985,Small,Tier 1,Grocery Store,1001.3632 +FDE17,20.1,Regular,0.054455495,Frozen Foods,149.5366,OUT046,1997,Small,Tier 1,Supermarket Type1,2871.5954 +FDZ03,13.65,Regular,0,Dairy,186.024,OUT018,2009,Medium,Tier 3,Supermarket Type2,4287.752 +FDD03,13.3,Low Fat,0.080257683,Dairy,232.63,OUT017,2007,,Tier 2,Supermarket Type1,1864.24 +NCW18,,Low Fat,0.059037538,Household,237.7248,OUT027,1985,Medium,Tier 3,Supermarket Type3,2607.2728 +DRG36,,LF,0.094916347,Soft Drinks,172.3106,OUT027,1985,Medium,Tier 3,Supermarket Type3,4277.765 +FDT43,16.35,Low Fat,0.034393057,Fruits and Vegetables,50.8324,OUT010,1998,,Tier 3,Grocery Store,155.7972 +NCU17,5.32,Low Fat,0.093261677,Health and Hygiene,100.9674,OUT018,2009,Medium,Tier 3,Supermarket Type2,1222.4088 +FDH50,15,Regular,0.16143544,Canned,185.1266,OUT046,1997,Small,Tier 1,Supermarket Type1,2766.399 +FDU57,8.27,Regular,0.089479661,Snack Foods,148.6708,OUT013,1987,High,Tier 3,Supermarket Type1,2106.5912 +FDA56,,Low Fat,0.008722342,Fruits and Vegetables,123.5414,OUT027,1985,Medium,Tier 3,Supermarket Type3,4508.1318 +FDZ15,13.1,Low Fat,0.020988798,Dairy,117.7782,OUT017,2007,,Tier 2,Supermarket Type1,1191.782 +FDY51,12.5,Low Fat,0.081260969,Meat,221.7798,OUT049,1999,Medium,Tier 1,Supermarket Type1,3085.3172 +DRF03,19.1,Low Fat,0.045308131,Dairy,42.5138,OUT046,1997,Small,Tier 1,Supermarket Type1,649.8208 +NCV06,11.3,Low Fat,0.06705851,Household,194.0478,OUT017,2007,,Tier 2,Supermarket Type1,3293.7126 +FDA21,13.65,Low Fat,0.035930784,Snack Foods,184.4924,OUT013,1987,High,Tier 3,Supermarket Type1,9069.5276 +NCQ53,,low fat,0.018813776,Health and Hygiene,235.259,OUT027,1985,Medium,Tier 3,Supermarket Type3,5672.616 +NCO29,,Low Fat,0.032099989,Health and Hygiene,164.1526,OUT027,1985,Medium,Tier 3,Supermarket Type3,2960.1468 +FDT26,18.85,Regular,0.06823032,Dairy,121.044,OUT018,2009,Medium,Tier 3,Supermarket Type2,1557.972 +FDI21,5.59,Regular,0.056592115,Snack Foods,65.0168,OUT035,2004,Small,Tier 2,Supermarket Type1,447.4176 +NCI55,18.6,Low Fat,0.012643035,Household,119.8414,OUT013,1987,High,Tier 3,Supermarket Type1,365.5242 +FDZ04,9.31,Low Fat,0.063529046,Frozen Foods,63.751,OUT010,1998,,Tier 3,Grocery Store,126.502 +FDL27,6.17,Low Fat,0.010630949,Meat,65.9826,OUT046,1997,Small,Tier 1,Supermarket Type1,1162.4868 +FDS45,5.175,Regular,0.029490377,Snack Foods,107.6622,OUT035,2004,Small,Tier 2,Supermarket Type1,2858.2794 +NCG43,,Low Fat,0.129983688,Household,93.0462,OUT019,1985,Small,Tier 1,Grocery Store,185.0924 +FDU28,19.2,Regular,0.094300933,Frozen Foods,187.5214,OUT018,2009,Medium,Tier 3,Supermarket Type2,1695.7926 +FDO20,12.85,Regular,0.152001201,Fruits and Vegetables,252.3382,OUT013,1987,High,Tier 3,Supermarket Type1,6056.1168 +NCG55,16.25,Low Fat,0.039113587,Household,116.0176,OUT013,1987,High,Tier 3,Supermarket Type1,1488.7288 +NCM42,6.13,Low Fat,0.02848169,Household,110.4912,OUT017,2007,,Tier 2,Supermarket Type1,1310.2944 +NCG07,12.3,Low Fat,0.05271592,Household,189.653,OUT018,2009,Medium,Tier 3,Supermarket Type2,569.259 +NCQ29,,Low Fat,0.182493512,Health and Hygiene,258.8278,OUT019,1985,Small,Tier 1,Grocery Store,1041.3112 +NCV05,10.1,Low Fat,0.050562853,Health and Hygiene,153.3656,OUT010,1998,,Tier 3,Grocery Store,463.3968 +NCO02,11.15,Low Fat,0.07366703,Others,66.2142,OUT018,2009,Medium,Tier 3,Supermarket Type2,131.8284 +FDH19,19.35,Low Fat,0.03322326,Meat,172.0738,OUT018,2009,Medium,Tier 3,Supermarket Type2,3301.7022 +DRG13,17.25,Low Fat,0.037396492,Soft Drinks,165.6526,OUT017,2007,,Tier 2,Supermarket Type1,1808.9786 +FDI57,19.85,Low Fat,0.054015429,Seafood,196.3768,OUT035,2004,Small,Tier 2,Supermarket Type1,4138.6128 +FDX51,9.5,Regular,0.02210346,Meat,194.7452,OUT045,2002,,Tier 2,Supermarket Type1,1370.2164 +FDW33,9.395,Low Fat,0.099274694,Snack Foods,104.528,OUT049,1999,Medium,Tier 1,Supermarket Type1,852.224 +DRE12,4.59,Low Fat,0.070721656,Soft Drinks,113.286,OUT013,1987,High,Tier 3,Supermarket Type1,1471.418 +FDY31,5.98,Low Fat,0.043554614,Fruits and Vegetables,148.2418,OUT035,2004,Small,Tier 2,Supermarket Type1,2354.2688 +FDR31,6.46,Regular,0.04923932,Fruits and Vegetables,144.4102,OUT049,1999,Medium,Tier 1,Supermarket Type1,4374.306 +FDS55,7.02,Low Fat,0.08114883,Fruits and Vegetables,146.8734,OUT035,2004,Small,Tier 2,Supermarket Type1,3563.3616 +DRL60,8.52,Low Fat,0.027054244,Soft Drinks,151.5682,OUT035,2004,Small,Tier 2,Supermarket Type1,3506.7686 +FDW55,12.6,Regular,0.036773101,Fruits and Vegetables,250.3092,OUT010,1998,,Tier 3,Grocery Store,249.0092 +FDT11,5.94,Regular,0.049163321,Breads,186.4556,OUT010,1998,,Tier 3,Grocery Store,563.2668 +FDO50,16.25,Low Fat,0.078168739,Canned,91.3804,OUT046,1997,Small,Tier 1,Supermarket Type1,1653.8472 +FDD28,10.695,Low Fat,0.05337973,Frozen Foods,56.7904,OUT049,1999,Medium,Tier 1,Supermarket Type1,1113.2176 +FDN28,5.88,Regular,0.030418998,Frozen Foods,103.099,OUT017,2007,,Tier 2,Supermarket Type1,1341.587 +FDS35,9.3,LF,0.111673587,Breads,65.7826,OUT018,2009,Medium,Tier 3,Supermarket Type2,968.739 +FDB38,19.5,Regular,0.027341529,Canned,158.292,OUT035,2004,Small,Tier 2,Supermarket Type1,3994.8 +FDT07,5.82,Regular,0.077634044,Fruits and Vegetables,256.433,OUT018,2009,Medium,Tier 3,Supermarket Type2,3844.995 +FDC53,8.68,Low Fat,0.008835694,Frozen Foods,96.5384,OUT046,1997,Small,Tier 1,Supermarket Type1,1182.4608 +NCT41,15.7,Low Fat,0.055990291,Health and Hygiene,153.2024,OUT046,1997,Small,Tier 1,Supermarket Type1,3795.06 +FDR40,,Regular,0.00799548,Frozen Foods,78.5618,OUT027,1985,Medium,Tier 3,Supermarket Type3,2255.7304 +FDH32,12.8,Low Fat,0.076369874,Fruits and Vegetables,97.241,OUT018,2009,Medium,Tier 3,Supermarket Type2,1448.115 +FDN60,15.1,Low Fat,0.095351065,Baking Goods,158.6604,OUT045,2002,,Tier 2,Supermarket Type1,2535.3664 +FDR33,7.31,Low Fat,0.026783871,Snack Foods,108.157,OUT035,2004,Small,Tier 2,Supermarket Type1,1098.57 +FDB59,,Low Fat,0.01520491,Snack Foods,197.2084,OUT027,1985,Medium,Tier 3,Supermarket Type3,4166.5764 +FDS07,12.35,Low Fat,0.099757833,Fruits and Vegetables,113.9518,OUT046,1997,Small,Tier 1,Supermarket Type1,910.8144 +FDD02,16.6,LF,0,Canned,117.3124,OUT013,1987,High,Tier 3,Supermarket Type1,2014.7108 +FDH05,14.35,Regular,0.090896452,Frozen Foods,231.2984,OUT035,2004,Small,Tier 2,Supermarket Type1,6024.1584 +FDR04,7.075,Low Fat,0.022602061,Frozen Foods,98.1068,OUT049,1999,Medium,Tier 1,Supermarket Type1,1458.102 +DRJ47,18.25,Low Fat,0.044250304,Hard Drinks,174.708,OUT046,1997,Small,Tier 1,Supermarket Type1,2423.512 +FDW50,13.1,Low Fat,0.075885921,Dairy,165.1158,OUT018,2009,Medium,Tier 3,Supermarket Type2,1504.0422 +NCJ17,7.68,Low Fat,0.153177941,Health and Hygiene,85.2224,OUT018,2009,Medium,Tier 3,Supermarket Type2,1278.336 +FDH60,19.7,Regular,0,Baking Goods,197.911,OUT045,2002,,Tier 2,Supermarket Type1,1767.699 +DRL60,8.52,Low Fat,0.027114238,Soft Drinks,151.9682,OUT045,2002,,Tier 2,Supermarket Type1,1677.1502 +FDS32,17.75,Regular,0.049634572,Fruits and Vegetables,140.2838,OUT010,1998,,Tier 3,Grocery Store,280.9676 +FDM58,,reg,0,Snack Foods,112.2544,OUT027,1985,Medium,Tier 3,Supermarket Type3,3914.904 +FDK10,5.785,Regular,0.040587146,Snack Foods,180.366,OUT017,2007,,Tier 2,Supermarket Type1,1258.362 +NCS30,5.945,LF,0.093008616,Household,127.8652,OUT035,2004,Small,Tier 2,Supermarket Type1,2195.8084 +FDY15,18.25,Regular,0.17179432,Dairy,154.663,OUT017,2007,,Tier 2,Supermarket Type1,2659.871 +FDC53,8.68,Low Fat,0.008828341,Frozen Foods,99.9384,OUT013,1987,High,Tier 3,Supermarket Type1,689.7688 +FDK45,11.65,LF,0.033858187,Seafood,113.386,OUT046,1997,Small,Tier 1,Supermarket Type1,2603.278 +FDH26,19.25,reg,0.034841089,Canned,141.1496,OUT018,2009,Medium,Tier 3,Supermarket Type2,282.2992 +NCW06,16.2,Low Fat,0.08425957,Household,192.3162,OUT010,1998,,Tier 3,Grocery Store,769.6648 +FDV37,13,Regular,0.083444376,Canned,195.8426,OUT013,1987,High,Tier 3,Supermarket Type1,4152.5946 +FDB52,17.75,low fat,0.030497325,Dairy,256.9672,OUT045,2002,,Tier 2,Supermarket Type1,1534.0032 +FDF41,12.15,Low Fat,0.131179812,Frozen Foods,245.246,OUT046,1997,Small,Tier 1,Supermarket Type1,3202.498 +FDA39,6.32,Low Fat,0.012737719,Meat,38.5822,OUT049,1999,Medium,Tier 1,Supermarket Type1,353.5398 +FDE56,17.25,Regular,0.159165324,Fruits and Vegetables,63.4194,OUT035,2004,Small,Tier 2,Supermarket Type1,1547.985 +FDC56,7.72,Low Fat,0.122015744,Fruits and Vegetables,121.744,OUT018,2009,Medium,Tier 3,Supermarket Type2,2277.036 +FDT26,18.85,Regular,0.068091318,Dairy,120.644,OUT045,2002,,Tier 2,Supermarket Type1,3475.476 +FDR21,19.7,Low Fat,0.067314073,Snack Foods,175.137,OUT017,2007,,Tier 2,Supermarket Type1,2822.992 +FDC14,14.5,Regular,0.041249072,Canned,40.5454,OUT046,1997,Small,Tier 1,Supermarket Type1,1216.4166 +FDI32,17.7,Low Fat,0.174340475,Fruits and Vegetables,116.6834,OUT035,2004,Small,Tier 2,Supermarket Type1,3570.6854 +FDI02,15.7,Regular,0.11454343,Canned,113.7202,OUT035,2004,Small,Tier 2,Supermarket Type1,3263.0858 +FDE22,9.695,Low Fat,0.029693277,Snack Foods,159.792,OUT018,2009,Medium,Tier 3,Supermarket Type2,2716.464 +FDW26,11.8,Regular,0.107057186,Dairy,224.1772,OUT046,1997,Small,Tier 1,Supermarket Type1,3558.0352 +FDA36,,Low Fat,0.009921107,Baking Goods,183.6924,OUT019,1985,Small,Tier 1,Grocery Store,555.2772 +NCS06,,Low Fat,0.031583053,Household,260.991,OUT027,1985,Medium,Tier 3,Supermarket Type3,7100.757 +NCX05,15.2,Low Fat,0.097043739,Health and Hygiene,116.8492,OUT035,2004,Small,Tier 2,Supermarket Type1,2664.5316 +FDU19,8.77,reg,0.046762633,Fruits and Vegetables,170.8422,OUT035,2004,Small,Tier 2,Supermarket Type1,1724.422 +FDA49,19.7,Low Fat,0.064909488,Canned,88.5198,OUT035,2004,Small,Tier 2,Supermarket Type1,1308.297 +NCZ42,10.5,LF,0.011305479,Household,235.5248,OUT049,1999,Medium,Tier 1,Supermarket Type1,4740.496 +FDX32,15.1,Regular,0,Fruits and Vegetables,146.2786,OUT010,1998,,Tier 3,Grocery Store,433.4358 +FDR01,5.405,Regular,0.053576661,Canned,200.5742,OUT013,1987,High,Tier 3,Supermarket Type1,2388.8904 +FDQ15,20.35,Regular,0.150947728,Meat,81.0276,OUT013,1987,High,Tier 3,Supermarket Type1,1868.2348 +FDQ14,,low fat,0.10818157,Dairy,149.605,OUT019,1985,Small,Tier 1,Grocery Store,449.415 +FDS56,5.785,Regular,0.038749536,Fruits and Vegetables,262.0252,OUT035,2004,Small,Tier 2,Supermarket Type1,4459.5284 +DRJ24,11.8,Low Fat,0.113790879,Soft Drinks,185.3924,OUT018,2009,Medium,Tier 3,Supermarket Type2,370.1848 +FDG52,,Low Fat,0.065313024,Frozen Foods,47.1402,OUT027,1985,Medium,Tier 3,Supermarket Type3,1516.0266 +FDF59,12.5,Low Fat,0,Starchy Foods,127.102,OUT017,2007,,Tier 2,Supermarket Type1,253.004 +DRM49,6.11,Regular,0.152813518,Soft Drinks,45.6086,OUT017,2007,,Tier 2,Supermarket Type1,1025.9978 +NCP02,7.105,Low Fat,0.044771473,Household,58.2562,OUT013,1987,High,Tier 3,Supermarket Type1,592.562 +FDW13,8.5,Low Fat,0.098083231,Canned,50.3324,OUT045,2002,,Tier 2,Supermarket Type1,675.1212 +FDV12,16.7,Regular,0.06121901,Baking Goods,100.0384,OUT017,2007,,Tier 2,Supermarket Type1,1970.768 +FDH14,17.1,Regular,0.047073322,Canned,138.6838,OUT017,2007,,Tier 2,Supermarket Type1,2950.1598 +FDQ20,8.325,Low Fat,0.029953314,Fruits and Vegetables,39.5138,OUT017,2007,,Tier 2,Supermarket Type1,568.5932 +FDT45,15.85,Low Fat,0,Snack Foods,55.1956,OUT013,1987,High,Tier 3,Supermarket Type1,1255.6988 +NCM26,,Low Fat,0.040520754,Others,153.934,OUT019,1985,Small,Tier 1,Grocery Store,153.134 +FDJ22,,Low Fat,0.052554508,Snack Foods,190.3504,OUT027,1985,Medium,Tier 3,Supermarket Type3,1917.504 +FDD29,12.15,Low Fat,0.018514652,Frozen Foods,252.7698,OUT017,2007,,Tier 2,Supermarket Type1,5834.4054 +FDA13,15.85,Low Fat,0.07871426,Canned,37.2506,OUT045,2002,,Tier 2,Supermarket Type1,493.3578 +FDV47,17.1,Low Fat,0.054197299,Breads,83.5566,OUT035,2004,Small,Tier 2,Supermarket Type1,1860.2452 +FDS57,15.5,Low Fat,0.103442268,Snack Foods,144.847,OUT046,1997,Small,Tier 1,Supermarket Type1,2433.499 +DRG36,14.15,LF,0.095360186,Soft Drinks,172.3106,OUT035,2004,Small,Tier 2,Supermarket Type1,3251.1014 +FDK38,,low fat,0.053031857,Canned,149.1734,OUT027,1985,Medium,Tier 3,Supermarket Type3,4454.202 +DRJ49,6.865,Low Fat,0.013990601,Soft Drinks,127.6652,OUT035,2004,Small,Tier 2,Supermarket Type1,2841.6344 +FDR37,16.5,Regular,0.066237024,Breakfast,183.1292,OUT035,2004,Small,Tier 2,Supermarket Type1,6385.022 +NCS53,14.5,Low Fat,0.089761211,Health and Hygiene,159.4604,OUT035,2004,Small,Tier 2,Supermarket Type1,2376.906 +FDR22,19.35,Regular,0.01863822,Snack Foods,110.2544,OUT018,2009,Medium,Tier 3,Supermarket Type2,1677.816 +NCP42,8.51,Low Fat,0.016176344,Household,192.1478,OUT018,2009,Medium,Tier 3,Supermarket Type2,1937.478 +FDK38,6.65,Low Fat,0.089196394,Canned,147.0734,OUT010,1998,,Tier 3,Grocery Store,296.9468 +NCC43,7.39,Low Fat,0.092782895,Household,252.6066,OUT046,1997,Small,Tier 1,Supermarket Type1,2259.0594 +FDH57,10.895,Low Fat,0.0358031,Fruits and Vegetables,130.3284,OUT049,1999,Medium,Tier 1,Supermarket Type1,2504.7396 +FDQ25,8.63,Regular,0.028271345,Canned,170.5422,OUT035,2004,Small,Tier 2,Supermarket Type1,2069.3064 +FDA11,7.75,Low Fat,0.043238822,Baking Goods,92.5436,OUT046,1997,Small,Tier 1,Supermarket Type1,1701.7848 +FDG31,12.15,Low Fat,0.037955309,Meat,62.8826,OUT049,1999,Medium,Tier 1,Supermarket Type1,710.4086 +FDW28,18.25,Low Fat,0.089186083,Frozen Foods,194.3452,OUT018,2009,Medium,Tier 3,Supermarket Type2,4502.1396 +FDV14,19.85,Low Fat,0.044566659,Dairy,88.5856,OUT049,1999,Medium,Tier 1,Supermarket Type1,703.0848 +FDB60,9.3,Low Fat,0.028638276,Baking Goods,195.8136,OUT018,2009,Medium,Tier 3,Supermarket Type2,2138.5496 +FDU43,,Regular,0.057762301,Fruits and Vegetables,237.3564,OUT027,1985,Medium,Tier 3,Supermarket Type3,2145.2076 +DRH11,5.98,LF,0.075711199,Hard Drinks,55.6614,OUT045,2002,,Tier 2,Supermarket Type1,331.5684 +FDC48,,Low Fat,0.027767577,Baking Goods,82.1592,OUT019,1985,Small,Tier 1,Grocery Store,412.796 +DRK39,7.02,Low Fat,0.049865399,Dairy,82.925,OUT046,1997,Small,Tier 1,Supermarket Type1,1165.15 +FDB20,7.72,Low Fat,0.052061483,Fruits and Vegetables,76.7986,OUT049,1999,Medium,Tier 1,Supermarket Type1,1324.2762 +FDE51,5.925,Regular,0.096387053,Dairy,45.6086,OUT013,1987,High,Tier 3,Supermarket Type1,356.8688 +FDX36,9.695,Regular,0.128176489,Baking Goods,224.8404,OUT013,1987,High,Tier 3,Supermarket Type1,3600.6464 +NCT29,12.6,Low Fat,0.064110725,Health and Hygiene,122.3414,OUT046,1997,Small,Tier 1,Supermarket Type1,243.6828 +FDU45,15.6,Regular,0.035561344,Snack Foods,112.1518,OUT049,1999,Medium,Tier 1,Supermarket Type1,1821.6288 +FDF56,16.7,Regular,0.119647957,Fruits and Vegetables,180.9976,OUT049,1999,Medium,Tier 1,Supermarket Type1,4165.2448 +FDW07,18,Regular,0.238831875,Fruits and Vegetables,88.2514,OUT010,1998,,Tier 3,Grocery Store,88.5514 +FDR52,,Regular,0.075676339,Frozen Foods,190.4846,OUT027,1985,Medium,Tier 3,Supermarket Type3,8789.8916 +FDB45,20.85,LF,0.021416681,Fruits and Vegetables,104.6306,OUT018,2009,Medium,Tier 3,Supermarket Type2,1149.8366 +NCT42,,Low Fat,0.024766802,Household,151.0392,OUT027,1985,Medium,Tier 3,Supermarket Type3,3281.0624 +FDP52,18.7,reg,0.070691729,Frozen Foods,230.201,OUT046,1997,Small,Tier 1,Supermarket Type1,5742.525 +FDI50,,Regular,0.030693309,Canned,228.0352,OUT027,1985,Medium,Tier 3,Supermarket Type3,10306.584 +FDU48,18.85,Low Fat,0.055671582,Baking Goods,133.3284,OUT017,2007,,Tier 2,Supermarket Type1,263.6568 +FDS43,11.65,Low Fat,0.040507228,Fruits and Vegetables,186.924,OUT035,2004,Small,Tier 2,Supermarket Type1,2237.088 +NCM41,16.5,Low Fat,0.035626319,Health and Hygiene,93.112,OUT013,1987,High,Tier 3,Supermarket Type1,932.12 +FDP37,15.6,Low Fat,0.143688905,Breakfast,128.1994,OUT018,2009,Medium,Tier 3,Supermarket Type2,2184.4898 +FDJ44,12.3,Regular,0.106542886,Fruits and Vegetables,173.2396,OUT045,2002,,Tier 2,Supermarket Type1,3139.9128 +FDY38,,Regular,0.208662546,Dairy,231.83,OUT019,1985,Small,Tier 1,Grocery Store,466.06 +FDC20,10.65,Low Fat,0.024107056,Fruits and Vegetables,56.6272,OUT017,2007,,Tier 2,Supermarket Type1,447.4176 +FDF02,16.2,Low Fat,0.104058452,Canned,102.499,OUT017,2007,,Tier 2,Supermarket Type1,2063.98 +FDX38,10.5,Regular,0.048403392,Dairy,48.2376,OUT018,2009,Medium,Tier 3,Supermarket Type2,527.3136 +FDN50,,Regular,0.026391403,Canned,92.812,OUT027,1985,Medium,Tier 3,Supermarket Type3,2609.936 +FDA07,7.55,Regular,0.031007381,Fruits and Vegetables,123.4072,OUT045,2002,,Tier 2,Supermarket Type1,2082.6224 +FDT49,,Low Fat,0.150672399,Canned,104.728,OUT027,1985,Medium,Tier 3,Supermarket Type3,2450.144 +FDA09,13.35,Regular,0.149598628,Snack Foods,179.466,OUT049,1999,Medium,Tier 1,Supermarket Type1,3775.086 +FDV43,16,Low Fat,0.077290355,Fruits and Vegetables,44.5086,OUT017,2007,,Tier 2,Supermarket Type1,713.7376 +FDK58,,Regular,0.078758649,Snack Foods,103.0016,OUT019,1985,Small,Tier 1,Grocery Store,202.4032 +FDL22,16.85,Low Fat,0.036359891,Snack Foods,90.7488,OUT013,1987,High,Tier 3,Supermarket Type1,2263.72 +FDP56,8.185,Low Fat,0.046747071,Fruits and Vegetables,49.9692,OUT017,2007,,Tier 2,Supermarket Type1,837.5764 +DRL47,19.7,Low Fat,0,Hard Drinks,125.9362,OUT049,1999,Medium,Tier 1,Supermarket Type1,1635.8706 +NCT17,10.8,Low Fat,0.041865848,Health and Hygiene,189.7214,OUT046,1997,Small,Tier 1,Supermarket Type1,5841.0634 +FDR12,12.6,Regular,0.031713126,Baking Goods,172.5764,OUT017,2007,,Tier 2,Supermarket Type1,1030.6584 +FDD39,16.7,Low Fat,0.07044068,Dairy,216.885,OUT018,2009,Medium,Tier 3,Supermarket Type2,6275.165 +FDG04,13.1,Low Fat,0.006087409,Frozen Foods,185.0898,OUT018,2009,Medium,Tier 3,Supermarket Type2,1870.898 +FDV19,14.85,Regular,0.035456465,Fruits and Vegetables,162.2578,OUT017,2007,,Tier 2,Supermarket Type1,3690.5294 +FDS55,,Low Fat,0.142107998,Fruits and Vegetables,150.3734,OUT019,1985,Small,Tier 1,Grocery Store,296.9468 +FDM50,13,Regular,0.030064132,Canned,58.022,OUT013,1987,High,Tier 3,Supermarket Type1,898.83 +DRF13,12.1,Low Fat,0.029781363,Soft Drinks,146.9444,OUT046,1997,Small,Tier 1,Supermarket Type1,1596.5884 +FDJ48,11.3,Low Fat,0.056387854,Baking Goods,245.4118,OUT013,1987,High,Tier 3,Supermarket Type1,6669.3186 +FDM20,10,Low Fat,0.038653608,Fruits and Vegetables,245.4144,OUT013,1987,High,Tier 3,Supermarket Type1,7105.4176 +FDP24,20.6,Low Fat,0.083172413,Baking Goods,121.0756,OUT045,2002,,Tier 2,Supermarket Type1,1696.4584 +FDC16,11.5,Regular,0.020565921,Dairy,86.054,OUT035,2004,Small,Tier 2,Supermarket Type1,1384.864 +NCB42,11.8,LF,0.008609602,Health and Hygiene,114.8492,OUT017,2007,,Tier 2,Supermarket Type1,1390.1904 +FDN01,8.895,Low Fat,0.121180705,Breakfast,177.037,OUT010,1998,,Tier 3,Grocery Store,176.437 +FDT34,9.3,Low Fat,0.174703862,Snack Foods,104.0964,OUT045,2002,,Tier 2,Supermarket Type1,1788.3388 +FDA52,,Regular,0.127800388,Frozen Foods,177.037,OUT027,1985,Medium,Tier 3,Supermarket Type3,4587.362 +NCC18,19.1,Low Fat,0.296713665,Household,171.8422,OUT010,1998,,Tier 3,Grocery Store,1034.6532 +NCR41,17.85,Low Fat,0.018125948,Health and Hygiene,94.9094,OUT017,2007,,Tier 2,Supermarket Type1,761.6752 +FDX23,6.445,Low Fat,0.029859711,Baking Goods,94.1436,OUT017,2007,,Tier 2,Supermarket Type1,1418.154 +FDP39,12.65,Low Fat,0.116203156,Meat,53.5324,OUT010,1998,,Tier 3,Grocery Store,415.4592 +NCH07,13.15,Low Fat,0.09264951,Household,157.8604,OUT035,2004,Small,Tier 2,Supermarket Type1,3803.0496 +FDW47,,Low Fat,0.081197035,Breads,121.7414,OUT019,1985,Small,Tier 1,Grocery Store,365.5242 +DRD13,15,Low Fat,0.049070183,Soft Drinks,61.9168,OUT035,2004,Small,Tier 2,Supermarket Type1,767.0016 +FDR48,11.65,Low Fat,0.131394793,Baking Goods,151.9024,OUT013,1987,High,Tier 3,Supermarket Type1,1669.8264 +FDE17,20.1,Regular,0,Frozen Foods,152.2366,OUT010,1998,,Tier 3,Grocery Store,151.1366 +FDP60,17.35,Low Fat,0,Baking Goods,102.9016,OUT046,1997,Small,Tier 1,Supermarket Type1,1922.8304 +FDD57,18.1,Low Fat,0.022526293,Fruits and Vegetables,95.0094,OUT017,2007,,Tier 2,Supermarket Type1,1713.7692 +FDW13,8.5,low fat,0.163838951,Canned,51.3324,OUT010,1998,,Tier 3,Grocery Store,311.5944 +FDN24,14.1,Low Fat,0.11349714,Baking Goods,56.1956,OUT045,2002,,Tier 2,Supermarket Type1,1364.89 +FDJ34,11.8,Regular,0.094185483,Snack Foods,126.2704,OUT017,2007,,Tier 2,Supermarket Type1,2002.7264 +FDD46,6.035,low fat,0.14113846,Snack Foods,155.0998,OUT013,1987,High,Tier 3,Supermarket Type1,3691.1952 +FDF46,,Low Fat,0.164006137,Snack Foods,113.2834,OUT019,1985,Small,Tier 1,Grocery Store,575.917 +NCE43,12.5,Low Fat,0.17314115,Household,168.4448,OUT010,1998,,Tier 3,Grocery Store,170.4448 +FDN27,20.85,Low Fat,0.039555016,Meat,116.8808,OUT035,2004,Small,Tier 2,Supermarket Type1,820.2656 +FDW52,14,Regular,0.037580877,Frozen Foods,162.6526,OUT049,1999,Medium,Tier 1,Supermarket Type1,4275.7676 +DRH03,17.25,Low Fat,0.035064318,Dairy,92.412,OUT046,1997,Small,Tier 1,Supermarket Type1,1304.968 +NCM29,11.5,Low Fat,0.017678008,Health and Hygiene,129.2626,OUT045,2002,,Tier 2,Supermarket Type1,1705.1138 +FDR58,6.675,Low Fat,0.041986639,Snack Foods,93.2462,OUT049,1999,Medium,Tier 1,Supermarket Type1,1480.7392 +FDY50,5.8,Low Fat,0.130955811,Dairy,90.3172,OUT046,1997,Small,Tier 1,Supermarket Type1,1338.258 +FDE16,8.895,Low Fat,0.026492726,Frozen Foods,208.4954,OUT017,2007,,Tier 2,Supermarket Type1,6251.862 +NCE31,7.67,Low Fat,0.185130961,Household,32.9216,OUT049,1999,Medium,Tier 1,Supermarket Type1,588.5672 +FDE53,10.895,Low Fat,0.026934673,Frozen Foods,106.128,OUT045,2002,,Tier 2,Supermarket Type1,319.584 +DRK11,8.21,Low Fat,0,Hard Drinks,148.2392,OUT045,2002,,Tier 2,Supermarket Type1,1491.392 +DRH13,8.575,Low Fat,0.023866079,Soft Drinks,107.128,OUT013,1987,High,Tier 3,Supermarket Type1,958.752 +FDA11,7.75,Low Fat,0.043414959,Baking Goods,93.1436,OUT018,2009,Medium,Tier 3,Supermarket Type2,1418.154 +DRL35,,Low Fat,0.030554947,Hard Drinks,41.877,OUT027,1985,Medium,Tier 3,Supermarket Type3,1125.202 +DRF36,,Low Fat,0.023463124,Soft Drinks,190.6846,OUT027,1985,Medium,Tier 3,Supermarket Type3,9554.23 +FDI07,12.35,Regular,0.033951827,Meat,197.2426,OUT017,2007,,Tier 2,Supermarket Type1,2966.139 +FDI32,17.7,Low Fat,0.174228338,Fruits and Vegetables,117.1834,OUT013,1987,High,Tier 3,Supermarket Type1,691.1004 +DRL60,8.52,Low Fat,0.027169589,Soft Drinks,151.0682,OUT018,2009,Medium,Tier 3,Supermarket Type2,1829.6184 +NCY17,18.2,Low Fat,0.1630653,Health and Hygiene,43.3086,OUT035,2004,Small,Tier 2,Supermarket Type1,758.3462 +DRH36,,Low Fat,0.058444176,Soft Drinks,73.0696,OUT019,1985,Small,Tier 1,Grocery Store,223.7088 +FDX02,16,Low Fat,0.057049301,Dairy,225.9404,OUT035,2004,Small,Tier 2,Supermarket Type1,1350.2424 +FDG46,8.63,Regular,0.032960823,Snack Foods,115.0518,OUT049,1999,Medium,Tier 1,Supermarket Type1,1366.2216 +FDM60,10.8,Regular,0,Baking Goods,40.7138,OUT017,2007,,Tier 2,Supermarket Type1,406.138 +FDJ22,18.75,Low Fat,0.053025371,Snack Foods,192.5504,OUT018,2009,Medium,Tier 3,Supermarket Type2,2109.2544 +FDU59,5.78,Low Fat,0.096306016,Breads,161.9552,OUT013,1987,High,Tier 3,Supermarket Type1,2111.9176 +FDL38,13.8,Regular,0.014762987,Canned,90.7172,OUT045,2002,,Tier 2,Supermarket Type1,1338.258 +FDZ23,17.75,Regular,0.067446626,Baking Goods,184.724,OUT013,1987,High,Tier 3,Supermarket Type1,1677.816 +FDX52,11.5,Regular,0.042173667,Frozen Foods,194.682,OUT018,2009,Medium,Tier 3,Supermarket Type2,2316.984 +NCB42,11.8,LF,0.008578539,Health and Hygiene,117.6492,OUT045,2002,,Tier 2,Supermarket Type1,1158.492 +NCU18,15.1,Low Fat,0.056155909,Household,140.5496,OUT017,2007,,Tier 2,Supermarket Type1,2681.8424 +FDI32,,Low Fat,0.305305397,Fruits and Vegetables,116.6834,OUT019,1985,Small,Tier 1,Grocery Store,460.7336 +DRZ11,8.85,Regular,0.112571187,Soft Drinks,122.0388,OUT013,1987,High,Tier 3,Supermarket Type1,1609.9044 +NCL54,12.6,Low Fat,0.083221904,Household,174.5054,OUT017,2007,,Tier 2,Supermarket Type1,2626.581 +FDS19,13.8,Regular,0.064195136,Fruits and Vegetables,75.8012,OUT035,2004,Small,Tier 2,Supermarket Type1,1138.518 +DRB13,6.115,Regular,0.007055292,Soft Drinks,188.653,OUT049,1999,Medium,Tier 1,Supermarket Type1,3605.307 +DRI51,17.25,Low Fat,0.070703828,Dairy,170.3764,OUT010,1998,,Tier 3,Grocery Store,343.5528 +FDS57,,Low Fat,0.102941345,Snack Foods,142.047,OUT027,1985,Medium,Tier 3,Supermarket Type3,2719.793 +FDT39,6.26,Regular,0.009887927,Meat,150.7366,OUT045,2002,,Tier 2,Supermarket Type1,2418.1856 +FDH48,13.5,Low Fat,0.101231721,Baking Goods,86.254,OUT010,1998,,Tier 3,Grocery Store,173.108 +NCB18,19.6,Low Fat,0.069112952,Household,90.1514,OUT010,1998,,Tier 3,Grocery Store,442.757 +FDR25,,Regular,0.138846289,Canned,263.7884,OUT027,1985,Medium,Tier 3,Supermarket Type3,1324.942 +FDV21,11.5,Low Fat,0.171050595,Snack Foods,126.3704,OUT035,2004,Small,Tier 2,Supermarket Type1,3880.2824 +DRH23,14.65,Low Fat,0,Hard Drinks,54.9614,OUT049,1999,Medium,Tier 1,Supermarket Type1,552.614 +FDS52,8.89,Low Fat,0.005496816,Frozen Foods,102.8016,OUT018,2009,Medium,Tier 3,Supermarket Type2,1012.016 +NCC31,8.02,LF,0.033259081,Household,154.2972,OUT010,1998,,Tier 3,Grocery Store,1090.5804 +FDU03,18.7,Regular,0.092095924,Meat,183.3292,OUT017,2007,,Tier 2,Supermarket Type1,2006.7212 +FDG50,7.405,Low Fat,0.015295536,Canned,89.7146,OUT049,1999,Medium,Tier 1,Supermarket Type1,547.2876 +FDY31,5.98,Low Fat,0.043526599,Fruits and Vegetables,148.4418,OUT013,1987,High,Tier 3,Supermarket Type1,2354.2688 +FDX39,,Regular,0.049435598,Meat,209.7586,OUT027,1985,Medium,Tier 3,Supermarket Type3,5487.5236 +FDE46,,Low Fat,0.027610698,Snack Foods,149.5366,OUT019,1985,Small,Tier 1,Grocery Store,604.5464 +NCN29,15.2,Low Fat,0.012141036,Health and Hygiene,48.7034,OUT045,2002,,Tier 2,Supermarket Type1,680.4476 +DRF13,12.1,Low Fat,0.029949818,Soft Drinks,146.3444,OUT017,2007,,Tier 2,Supermarket Type1,3773.7544 +FDT46,,Low Fat,0.053939315,Snack Foods,52.1008,OUT019,1985,Small,Tier 1,Grocery Store,50.6008 +FDS58,9.285,Regular,0,Snack Foods,161.5578,OUT046,1997,Small,Tier 1,Supermarket Type1,4653.2762 +FDX52,,Regular,0.073541072,Frozen Foods,192.282,OUT019,1985,Small,Tier 1,Grocery Store,386.164 +FDP27,8.155,Low Fat,0.199935881,Meat,188.453,OUT010,1998,,Tier 3,Grocery Store,379.506 +FDX44,9.3,Low Fat,0.043033346,Fruits and Vegetables,89.4172,OUT049,1999,Medium,Tier 1,Supermarket Type1,1159.8236 +DRO35,13.85,Low Fat,0.034570357,Hard Drinks,117.4492,OUT046,1997,Small,Tier 1,Supermarket Type1,3243.7776 +FDC59,16.7,Regular,0.054739692,Starchy Foods,65.7168,OUT045,2002,,Tier 2,Supermarket Type1,1086.5856 +FDB12,11.15,Regular,0.105471384,Baking Goods,105.8648,OUT049,1999,Medium,Tier 1,Supermarket Type1,1973.4312 +FDU26,16.7,Regular,0.042610897,Dairy,117.2782,OUT035,2004,Small,Tier 2,Supermarket Type1,715.0692 +NCF30,17,Low Fat,0.126758324,Household,124.5362,OUT018,2009,Medium,Tier 3,Supermarket Type2,1132.5258 +FDX20,7.365,Low Fat,0.042524835,Fruits and Vegetables,228.372,OUT013,1987,High,Tier 3,Supermarket Type1,4527.44 +FDN02,16.5,Low Fat,0.073813788,Canned,207.2638,OUT035,2004,Small,Tier 2,Supermarket Type1,5383.6588 +DRC27,13.8,Low Fat,0.097251621,Dairy,245.7802,OUT010,1998,,Tier 3,Grocery Store,245.6802 +FDZ38,,Low Fat,0.014008751,Dairy,171.3422,OUT019,1985,Small,Tier 1,Grocery Store,862.211 +DRH25,18.7,Low Fat,0.02442574,Soft Drinks,52.9324,OUT010,1998,,Tier 3,Grocery Store,51.9324 +FDK21,7.905,Low Fat,0.010012319,Snack Foods,250.4408,OUT046,1997,Small,Tier 1,Supermarket Type1,3004.0896 +FDT01,13.65,Regular,0.184454044,Canned,211.4902,OUT049,1999,Medium,Tier 1,Supermarket Type1,4035.4138 +FDZ09,17.6,Low Fat,0.105042025,Snack Foods,163.8868,OUT049,1999,Medium,Tier 1,Supermarket Type1,3111.9492 +DRL37,15.5,Low Fat,0.053589594,Soft Drinks,44.177,OUT018,2009,Medium,Tier 3,Supermarket Type2,173.108 +FDN49,17.25,Regular,0.125734578,Breakfast,41.748,OUT018,2009,Medium,Tier 3,Supermarket Type2,199.74 +FDC22,6.89,Regular,0.136705075,Snack Foods,194.882,OUT045,2002,,Tier 2,Supermarket Type1,4440.886 +FDT33,7.81,Regular,0.03412912,Snack Foods,165.1158,OUT018,2009,Medium,Tier 3,Supermarket Type2,1838.2738 +NCB43,20.2,Low Fat,0.100319317,Household,188.6898,OUT018,2009,Medium,Tier 3,Supermarket Type2,3367.6164 +DRI25,,Low Fat,0.033737273,Soft Drinks,56.6614,OUT027,1985,Medium,Tier 3,Supermarket Type3,607.8754 +FDD21,10.3,Regular,0.030569229,Fruits and Vegetables,113.1176,OUT046,1997,Small,Tier 1,Supermarket Type1,4695.2216 +FDS23,4.635,Low Fat,0.14086247,Breads,126.4994,OUT035,2004,Small,Tier 2,Supermarket Type1,1670.4922 +FDS13,6.465,Low Fat,0.208397715,Canned,265.2884,OUT010,1998,,Tier 3,Grocery Store,264.9884 +DRI03,,Low Fat,0.039751236,Dairy,176.9028,OUT019,1985,Small,Tier 1,Grocery Store,708.4112 +FDU58,6.61,Regular,0,Snack Foods,186.4898,OUT045,2002,,Tier 2,Supermarket Type1,2993.4368 +FDL09,,Regular,0.127416049,Snack Foods,167.4816,OUT027,1985,Medium,Tier 3,Supermarket Type3,1006.6896 +FDS12,9.1,Low Fat,0.291438755,Baking Goods,126.8362,OUT010,1998,,Tier 3,Grocery Store,125.8362 +FDP03,5.15,Regular,0.06112617,Meat,122.5388,OUT013,1987,High,Tier 3,Supermarket Type1,371.5164 +FDI21,,Regular,0.056328717,Snack Foods,63.9168,OUT027,1985,Medium,Tier 3,Supermarket Type3,1597.92 +FDW45,18,Low Fat,0.03901099,Snack Foods,147.7418,OUT046,1997,Small,Tier 1,Supermarket Type1,4119.9704 +NCA18,10.1,Low Fat,0.093862362,Household,115.9492,OUT010,1998,,Tier 3,Grocery Store,231.6984 +FDN32,,Low Fat,0.015485016,Fruits and Vegetables,185.6266,OUT027,1985,Medium,Tier 3,Supermarket Type3,4979.5182 +FDR15,,Regular,0.033276066,Meat,153.8314,OUT027,1985,Medium,Tier 3,Supermarket Type3,3723.1536 +DRK11,8.21,Low Fat,0.010781158,Hard Drinks,149.9392,OUT049,1999,Medium,Tier 1,Supermarket Type1,1938.8096 +DRG49,7.81,Low Fat,0.067730081,Soft Drinks,242.6486,OUT018,2009,Medium,Tier 3,Supermarket Type2,2199.1374 +FDD29,12.15,Low Fat,0.018410515,Frozen Foods,252.1698,OUT046,1997,Small,Tier 1,Supermarket Type1,2283.0282 +FDE33,19.35,Regular,0.083079826,Fruits and Vegetables,80.3644,OUT010,1998,,Tier 3,Grocery Store,157.1288 +FDJ58,15.6,Regular,0.176244038,Snack Foods,173.6764,OUT010,1998,,Tier 3,Grocery Store,515.3292 +FDM46,7.365,Low Fat,0.160216552,Snack Foods,93.512,OUT049,1999,Medium,Tier 1,Supermarket Type1,1677.816 +FDD23,9.5,Regular,0.048676324,Starchy Foods,187.7898,OUT035,2004,Small,Tier 2,Supermarket Type1,2057.9878 +DRM35,,Low Fat,0.070103425,Hard Drinks,179.4344,OUT027,1985,Medium,Tier 3,Supermarket Type3,5888.3352 +DRC25,5.73,Low Fat,0.045556681,Soft Drinks,85.3882,OUT018,2009,Medium,Tier 3,Supermarket Type2,1288.323 +FDL36,15.1,Low Fat,0.076193763,Baking Goods,89.783,OUT049,1999,Medium,Tier 1,Supermarket Type1,2247.075 +FDD41,6.765,Regular,0.087187488,Frozen Foods,105.5306,OUT013,1987,High,Tier 3,Supermarket Type1,1567.959 +FDV19,14.85,Regular,0.035311852,Fruits and Vegetables,160.9578,OUT049,1999,Medium,Tier 1,Supermarket Type1,4813.734 +FDR44,6.11,Regular,0.103080901,Fruits and Vegetables,131.2968,OUT049,1999,Medium,Tier 1,Supermarket Type1,1957.452 +FDX50,20.1,Low Fat,0.075049323,Dairy,110.4228,OUT017,2007,,Tier 2,Supermarket Type1,1105.228 +DRC25,5.73,Low Fat,0.045463871,Soft Drinks,85.2882,OUT045,2002,,Tier 2,Supermarket Type1,2061.3168 +FDA15,,Low Fat,0.015944801,Dairy,249.5092,OUT027,1985,Medium,Tier 3,Supermarket Type3,6474.2392 +FDX22,6.785,Regular,0.022974812,Snack Foods,208.7928,OUT046,1997,Small,Tier 1,Supermarket Type1,5890.9984 +FDJ50,8.645,Low Fat,0.021629781,Canned,51.9982,OUT045,2002,,Tier 2,Supermarket Type1,999.3658 +FDT13,,Low Fat,0.032516546,Canned,188.8214,OUT019,1985,Small,Tier 1,Grocery Store,753.6856 +FDN12,15.6,Low Fat,0.081036436,Baking Goods,112.3544,OUT013,1987,High,Tier 3,Supermarket Type1,2572.6512 +FDD58,7.76,LF,0.059472609,Snack Foods,98.77,OUT045,2002,,Tier 2,Supermarket Type1,1298.31 +FDM04,9.195,Regular,0.047081398,Frozen Foods,51.1666,OUT013,1987,High,Tier 3,Supermarket Type1,1179.1318 +FDA23,9.8,Low Fat,0.047260402,Baking Goods,102.8016,OUT049,1999,Medium,Tier 1,Supermarket Type1,1922.8304 +FDW28,18.25,LF,0.148673586,Frozen Foods,197.2452,OUT010,1998,,Tier 3,Grocery Store,195.7452 +FDA45,21.25,Low Fat,0.156012631,Snack Foods,177.337,OUT018,2009,Medium,Tier 3,Supermarket Type2,2822.992 +NCO26,7.235,Low Fat,0.077011493,Household,117.3492,OUT045,2002,,Tier 2,Supermarket Type1,1506.0396 +FDV26,20.25,Regular,0.07614605,Dairy,197.0794,OUT035,2004,Small,Tier 2,Supermarket Type1,4681.9056 +FDC50,,Low Fat,0.135836915,Canned,93.8094,OUT027,1985,Medium,Tier 3,Supermarket Type3,3237.1196 +NCV05,,Low Fat,0.030062224,Health and Hygiene,154.3656,OUT027,1985,Medium,Tier 3,Supermarket Type3,2471.4496 +FDW48,18,Low Fat,0.008575615,Baking Goods,80.2618,OUT018,2009,Medium,Tier 3,Supermarket Type2,644.4944 +FDS55,7.02,Low Fat,0.081096635,Fruits and Vegetables,148.4734,OUT013,1987,High,Tier 3,Supermarket Type1,3563.3616 +FDX32,15.1,Regular,0.100060762,Fruits and Vegetables,144.0786,OUT045,2002,,Tier 2,Supermarket Type1,2600.6148 +FDC53,8.68,Low Fat,0.008834023,Frozen Foods,100.0384,OUT035,2004,Small,Tier 2,Supermarket Type1,2266.3832 +FDG35,21.2,Regular,0.007069662,Starchy Foods,175.7738,OUT018,2009,Medium,Tier 3,Supermarket Type2,1911.5118 +NCC30,16.6,Low Fat,0.046161923,Household,176.6344,OUT010,1998,,Tier 3,Grocery Store,356.8688 +NCZ17,12.15,Low Fat,0.079592733,Health and Hygiene,37.3506,OUT045,2002,,Tier 2,Supermarket Type1,645.1602 +FDZ56,16.25,Low Fat,0.025776994,Fruits and Vegetables,169.9474,OUT049,1999,Medium,Tier 1,Supermarket Type1,2863.6058 +NCS05,11.5,Low Fat,0.020960615,Health and Hygiene,133.2942,OUT013,1987,High,Tier 3,Supermarket Type1,2649.884 +DRC25,,Low Fat,0,Soft Drinks,87.3882,OUT027,1985,Medium,Tier 3,Supermarket Type3,1374.2112 +FDW59,13.15,Low Fat,0.020715913,Breads,83.5566,OUT046,1997,Small,Tier 1,Supermarket Type1,1268.349 +FDB36,5.465,Regular,0.048801674,Baking Goods,132.1626,OUT017,2007,,Tier 2,Supermarket Type1,1573.9512 +FDT37,14.15,Low Fat,0,Canned,253.7014,OUT045,2002,,Tier 2,Supermarket Type1,5865.0322 +FDG47,12.8,Low Fat,0.069605676,Starchy Foods,261.9252,OUT035,2004,Small,Tier 2,Supermarket Type1,4984.1788 +FDM45,8.655,Regular,0.088373591,Snack Foods,119.3756,OUT045,2002,,Tier 2,Supermarket Type1,1454.1072 +FDQ40,,Regular,0.035853059,Frozen Foods,176.8712,OUT027,1985,Medium,Tier 3,Supermarket Type3,3691.1952 +FDF34,9.3,Regular,0.01404119,Snack Foods,199.1084,OUT049,1999,Medium,Tier 1,Supermarket Type1,396.8168 +FDP24,20.6,Low Fat,0.083473583,Baking Goods,120.8756,OUT017,2007,,Tier 2,Supermarket Type1,1211.756 +FDT55,,Regular,0.076434542,Fruits and Vegetables,155.8946,OUT019,1985,Small,Tier 1,Grocery Store,473.3838 +FDH60,19.7,reg,0.08073703,Baking Goods,197.011,OUT046,1997,Small,Tier 1,Supermarket Type1,3338.987 +FDF57,14.5,Regular,0,Fruits and Vegetables,169.6448,OUT035,2004,Small,Tier 2,Supermarket Type1,2045.3376 +NCX29,10,Low Fat,0.089152528,Health and Hygiene,147.7102,OUT046,1997,Small,Tier 1,Supermarket Type1,437.4306 +FDD34,7.945,Low Fat,0.015863075,Snack Foods,161.821,OUT013,1987,High,Tier 3,Supermarket Type1,2446.815 +FDQ15,20.35,Regular,0.151308326,Meat,81.7276,OUT049,1999,Medium,Tier 1,Supermarket Type1,2030.69 +FDL12,15.85,Regular,0.121609722,Baking Goods,60.222,OUT035,2004,Small,Tier 2,Supermarket Type1,539.298 +FDS22,16.85,Regular,0.023135131,Snack Foods,44.8428,OUT013,1987,High,Tier 3,Supermarket Type1,703.0848 +NCM29,11.5,Low Fat,0.017714096,Health and Hygiene,132.9626,OUT018,2009,Medium,Tier 3,Supermarket Type2,1442.7886 +FDO24,11.1,low fat,0,Baking Goods,156.4604,OUT049,1999,Medium,Tier 1,Supermarket Type1,2376.906 +NCJ43,6.635,Low Fat,0.027069402,Household,174.9396,OUT046,1997,Small,Tier 1,Supermarket Type1,1744.396 +FDA37,7.81,Regular,0.055226755,Canned,123.1046,OUT046,1997,Small,Tier 1,Supermarket Type1,871.5322 +NCM07,9.395,Low Fat,0.040124625,Others,85.1908,OUT018,2009,Medium,Tier 3,Supermarket Type2,1342.2528 +FDT49,7,Low Fat,0.151376958,Canned,108.228,OUT035,2004,Small,Tier 2,Supermarket Type1,1171.808 +FDP23,6.71,Low Fat,0.03558013,Breads,217.5166,OUT035,2004,Small,Tier 2,Supermarket Type1,4572.0486 +DRF51,15.75,Low Fat,0.166513779,Dairy,38.0506,OUT018,2009,Medium,Tier 3,Supermarket Type2,265.6542 +NCZ41,19.85,Low Fat,0.06478563,Health and Hygiene,123.7704,OUT017,2007,,Tier 2,Supermarket Type1,2503.408 +DRJ11,9.5,Low Fat,0.085223447,Hard Drinks,189.2872,OUT049,1999,Medium,Tier 1,Supermarket Type1,6050.7904 +FDP37,15.6,Low Fat,0.143915417,Breakfast,127.5994,OUT017,2007,,Tier 2,Supermarket Type1,2441.4886 +FDT60,,Low Fat,0.132275338,Baking Goods,123.8388,OUT019,1985,Small,Tier 1,Grocery Store,123.8388 +FDA09,13.35,Regular,0.149338159,Snack Foods,178.666,OUT035,2004,Small,Tier 2,Supermarket Type1,1797.66 +FDJ46,11.1,Low Fat,0.044823438,Snack Foods,174.2054,OUT046,1997,Small,Tier 1,Supermarket Type1,1926.1594 +FDO48,15,Regular,0.02681843,Baking Goods,219.7456,OUT013,1987,High,Tier 3,Supermarket Type1,3094.6384 +FDS59,14.8,Regular,0.04407225,Breads,109.057,OUT018,2009,Medium,Tier 3,Supermarket Type2,1428.141 +FDH44,19.1,Regular,0.025872153,Fruits and Vegetables,145.7418,OUT046,1997,Small,Tier 1,Supermarket Type1,882.8508 +NCM05,6.825,Low Fat,0.059835659,Health and Hygiene,264.3226,OUT035,2004,Small,Tier 2,Supermarket Type1,4229.1616 +NCU06,,Low Fat,0.13027716,Household,228.001,OUT019,1985,Small,Tier 1,Grocery Store,1148.505 +FDV13,17.35,Regular,0.027653795,Canned,88.0856,OUT049,1999,Medium,Tier 1,Supermarket Type1,1318.284 +FDA23,9.8,Low Fat,0.04714777,Baking Goods,102.4016,OUT013,1987,High,Tier 3,Supermarket Type1,1720.4272 +FDJ60,19.35,Regular,0.062882112,Baking Goods,164.1184,OUT017,2007,,Tier 2,Supermarket Type1,2807.0128 +FDN13,18.6,Low Fat,0.152294691,Breakfast,98.9358,OUT049,1999,Medium,Tier 1,Supermarket Type1,1508.037 +DRF49,7.27,LF,0.071064499,Soft Drinks,114.4518,OUT035,2004,Small,Tier 2,Supermarket Type1,1366.2216 +FDK20,12.6,Regular,0.041726942,Fruits and Vegetables,122.0072,OUT018,2009,Medium,Tier 3,Supermarket Type2,1470.0864 +FDB27,,Low Fat,0.055121892,Dairy,196.7768,OUT027,1985,Medium,Tier 3,Supermarket Type3,5912.304 +NCS18,12.65,Low Fat,0.042211119,Household,108.6938,OUT046,1997,Small,Tier 1,Supermarket Type1,1393.5194 +FDZ49,,Regular,0.132500853,Canned,220.3798,OUT027,1985,Medium,Tier 3,Supermarket Type3,5289.1152 +FDN32,17.5,Low Fat,0.015557426,Fruits and Vegetables,184.7266,OUT035,2004,Small,Tier 2,Supermarket Type1,2213.1192 +FDO37,8.06,Low Fat,0.021409913,Breakfast,229.7326,OUT049,1999,Medium,Tier 1,Supermarket Type1,6930.978 +NCD31,12.1,LF,0.015497337,Household,165.5526,OUT018,2009,Medium,Tier 3,Supermarket Type2,3453.5046 +NCV30,,Low Fat,0.065612808,Household,62.351,OUT027,1985,Medium,Tier 3,Supermarket Type3,2150.534 +FDY49,17.2,Regular,0.012030747,Canned,166.6184,OUT049,1999,Medium,Tier 1,Supermarket Type1,1155.8288 +FDM10,,Low Fat,0.075603699,Snack Foods,215.1218,OUT027,1985,Medium,Tier 3,Supermarket Type3,3205.827 +FDT11,5.94,Regular,0.029372367,Breads,186.7556,OUT046,1997,Small,Tier 1,Supermarket Type1,3942.8676 +FDD39,16.7,low fat,0.070096518,Dairy,217.885,OUT013,1987,High,Tier 3,Supermarket Type1,3894.93 +NCL31,7.39,Low Fat,0.120258245,Others,141.547,OUT035,2004,Small,Tier 2,Supermarket Type1,2290.352 +FDZ47,20.7,Regular,0.079281476,Baking Goods,100.1042,OUT035,2004,Small,Tier 2,Supermarket Type1,892.8378 +NCU18,,Low Fat,0.097768728,Household,142.4496,OUT019,1985,Small,Tier 1,Grocery Store,564.5984 +FDJ58,,Regular,0.104786172,Snack Foods,172.2764,OUT027,1985,Medium,Tier 3,Supermarket Type3,1545.9876 +FDX12,18.2,Regular,0.043626605,Baking Goods,241.4196,OUT010,1998,,Tier 3,Grocery Store,482.0392 +FDV60,20.2,Regular,0.117839328,Baking Goods,195.211,OUT018,2009,Medium,Tier 3,Supermarket Type2,2356.932 +NCB19,,Low Fat,0.089858447,Household,84.5882,OUT027,1985,Medium,Tier 3,Supermarket Type3,2061.3168 +FDH45,,Regular,0.185008985,Fruits and Vegetables,42.3796,OUT019,1985,Small,Tier 1,Grocery Store,123.8388 +FDB03,17.75,Regular,0.156701315,Dairy,240.7538,OUT013,1987,High,Tier 3,Supermarket Type1,4566.7222 +FDI27,8.71,Regular,0,Dairy,43.5744,OUT017,2007,,Tier 2,Supermarket Type1,498.0184 +FDN22,18.85,Regular,0.139087683,Snack Foods,251.7724,OUT017,2007,,Tier 2,Supermarket Type1,3020.0688 +FDQ37,20.75,Low Fat,0.089243789,Breakfast,192.0478,OUT035,2004,Small,Tier 2,Supermarket Type1,4649.9472 +FDM02,12.5,Regular,0.073721115,Canned,85.6198,OUT035,2004,Small,Tier 2,Supermarket Type1,610.5386 +FDW38,5.325,Regular,0.138679995,Dairy,53.7298,OUT046,1997,Small,Tier 1,Supermarket Type1,862.8768 +FDP34,,Low Fat,0.240268248,Snack Foods,156.463,OUT019,1985,Small,Tier 1,Grocery Store,312.926 +FDY55,16.75,Low Fat,0,Fruits and Vegetables,255.3988,OUT046,1997,Small,Tier 1,Supermarket Type1,4625.9784 +FDL34,16,Low Fat,0.040911824,Snack Foods,141.2496,OUT013,1987,High,Tier 3,Supermarket Type1,3387.5904 +FDA09,13.35,Regular,0.149974858,Snack Foods,179.766,OUT018,2009,Medium,Tier 3,Supermarket Type2,5932.278 +FDM51,11.8,Regular,0.026072872,Meat,99.8674,OUT017,2007,,Tier 2,Supermarket Type1,1018.674 +FDI34,10.65,Regular,0.085482761,Snack Foods,231.4668,OUT018,2009,Medium,Tier 3,Supermarket Type2,3225.1352 +NCD31,12.1,LF,0.015521768,Household,165.8526,OUT017,2007,,Tier 2,Supermarket Type1,3124.5994 +FDW33,9.395,Low Fat,0.099101845,Snack Foods,105.828,OUT035,2004,Small,Tier 2,Supermarket Type1,1704.448 +NCP05,19.6,Low Fat,0.025281802,Health and Hygiene,152.0024,OUT035,2004,Small,Tier 2,Supermarket Type1,2884.2456 +FDL56,14.1,Low Fat,0.125675936,Fruits and Vegetables,86.9198,OUT013,1987,High,Tier 3,Supermarket Type1,1133.8574 +FDN01,,Low Fat,0.07204818,Breakfast,177.937,OUT027,1985,Medium,Tier 3,Supermarket Type3,6881.043 +FDA25,16.5,Regular,0.068263916,Canned,104.799,OUT045,2002,,Tier 2,Supermarket Type1,1238.388 +FDF08,14.3,Regular,0.109144085,Fruits and Vegetables,88.2856,OUT010,1998,,Tier 3,Grocery Store,175.7712 +FDH08,7.51,Low Fat,0.017425784,Fruits and Vegetables,227.901,OUT035,2004,Small,Tier 2,Supermarket Type1,459.402 +DRH03,17.25,low fat,0.035118834,Dairy,93.412,OUT049,1999,Medium,Tier 1,Supermarket Type1,932.12 +FDQ31,5.785,Regular,0.054066567,Fruits and Vegetables,87.0856,OUT018,2009,Medium,Tier 3,Supermarket Type2,1406.1696 +FDO10,13.65,Regular,0.012823829,Snack Foods,55.5588,OUT017,2007,,Tier 2,Supermarket Type1,916.1408 +FDT39,6.26,reg,0.009883257,Meat,149.8366,OUT049,1999,Medium,Tier 1,Supermarket Type1,1964.7758 +FDM22,,Regular,0.041754584,Snack Foods,53.464,OUT027,1985,Medium,Tier 3,Supermarket Type3,1597.92 +FDR21,19.7,Low Fat,0.112036236,Snack Foods,174.937,OUT010,1998,,Tier 3,Grocery Store,882.185 +FDQ01,19.7,Regular,0.161610636,Canned,255.2014,OUT017,2007,,Tier 2,Supermarket Type1,3570.0196 +FDZ03,13.65,Regular,0.078909166,Dairy,186.724,OUT049,1999,Medium,Tier 1,Supermarket Type1,4474.176 +NCK05,20.1,Low Fat,0.077769768,Health and Hygiene,63.0536,OUT018,2009,Medium,Tier 3,Supermarket Type2,980.0576 +FDW55,12.6,Regular,0.021951613,Fruits and Vegetables,250.9092,OUT013,1987,High,Tier 3,Supermarket Type1,4731.1748 +FDF47,20.85,Low Fat,0.097770004,Starchy Foods,222.8746,OUT049,1999,Medium,Tier 1,Supermarket Type1,3589.9936 +DRO59,,Low Fat,0.094817105,Hard Drinks,77.9012,OUT019,1985,Small,Tier 1,Grocery Store,75.9012 +NCM55,15.6,Low Fat,0.066726133,Others,185.8924,OUT046,1997,Small,Tier 1,Supermarket Type1,3516.7556 +FDY31,5.98,Low Fat,0.043809261,Fruits and Vegetables,146.8418,OUT017,2007,,Tier 2,Supermarket Type1,1765.7016 +FDJ57,,Regular,0,Seafood,184.3582,OUT019,1985,Small,Tier 1,Grocery Store,185.7582 +FDV51,16.35,Low Fat,0.032671446,Meat,165.4842,OUT018,2009,Medium,Tier 3,Supermarket Type2,1492.0578 +DRG36,14.15,Low Fat,0.095378221,Soft Drinks,170.5106,OUT046,1997,Small,Tier 1,Supermarket Type1,2395.5484 +DRF13,12.1,Low Fat,0,Soft Drinks,145.1444,OUT013,1987,High,Tier 3,Supermarket Type1,3338.3212 +NCJ54,9.895,Low Fat,0.060188932,Household,233.0642,OUT045,2002,,Tier 2,Supermarket Type1,6041.4692 +NCP42,8.51,Low Fat,0.016135764,Household,195.6478,OUT049,1999,Medium,Tier 1,Supermarket Type1,4262.4516 +NCF30,17,LF,0.126220187,Household,126.7362,OUT035,2004,Small,Tier 2,Supermarket Type1,1258.362 +FDY44,,Regular,0.024286378,Fruits and Vegetables,194.711,OUT027,1985,Medium,Tier 3,Supermarket Type3,5892.33 +FDX09,9,Low Fat,0.065350715,Snack Foods,175.437,OUT049,1999,Medium,Tier 1,Supermarket Type1,3175.866 +NCU30,5.11,Low Fat,0.035071955,Household,163.221,OUT017,2007,,Tier 2,Supermarket Type1,2773.057 +FDU49,19.5,Regular,0.030742083,Canned,85.554,OUT049,1999,Medium,Tier 1,Supermarket Type1,1211.756 +FDC48,9.195,Low Fat,0.015949001,Baking Goods,84.1592,OUT017,2007,,Tier 2,Supermarket Type1,1238.388 +FDJ21,16.7,Regular,0.038496166,Snack Foods,147.5102,OUT013,1987,High,Tier 3,Supermarket Type1,5540.7876 +NCX41,19,Low Fat,0.017746826,Health and Hygiene,210.8244,OUT049,1999,Medium,Tier 1,Supermarket Type1,2540.6928 +FDT36,12.3,Low Fat,0.111274591,Baking Goods,35.0874,OUT046,1997,Small,Tier 1,Supermarket Type1,458.7362 +FDK28,,Low Fat,0.065272284,Frozen Foods,256.1646,OUT027,1985,Medium,Tier 3,Supermarket Type3,3349.6398 +DRI49,14.15,Low Fat,0.183472595,Soft Drinks,82.0276,OUT035,2004,Small,Tier 2,Supermarket Type1,1624.552 +NCM54,,Low Fat,0.08918772,Household,128.9678,OUT019,1985,Small,Tier 1,Grocery Store,254.3356 +FDD48,10.395,Low Fat,0.030281543,Baking Goods,116.3176,OUT018,2009,Medium,Tier 3,Supermarket Type2,1259.6936 +NCF30,17,Low Fat,0.211306673,Household,125.1362,OUT010,1998,,Tier 3,Grocery Store,251.6724 +FDX03,15.85,Regular,0.061190964,Meat,47.1744,OUT049,1999,Medium,Tier 1,Supermarket Type1,996.0368 +FDZ33,10.195,Low Fat,0.107307677,Snack Foods,149.8076,OUT013,1987,High,Tier 3,Supermarket Type1,2217.114 +FDB39,,Low Fat,0.067441726,Dairy,57.4272,OUT019,1985,Small,Tier 1,Grocery Store,111.8544 +DRM11,6.57,Low Fat,0.066338717,Hard Drinks,261.4278,OUT018,2009,Medium,Tier 3,Supermarket Type2,4165.2448 +DRE48,8.43,Low Fat,0,Soft Drinks,195.3768,OUT017,2007,,Tier 2,Supermarket Type1,1576.6144 +NCL31,7.39,Low Fat,0.120524922,Others,142.247,OUT045,2002,,Tier 2,Supermarket Type1,2433.499 +FDB11,16,LF,0.061192211,Starchy Foods,224.1404,OUT017,2007,,Tier 2,Supermarket Type1,4725.8484 +FDX14,13.1,Low Fat,0.075056542,Dairy,76.0354,OUT049,1999,Medium,Tier 1,Supermarket Type1,601.8832 +NCM29,,Low Fat,0.017556795,Health and Hygiene,129.9626,OUT027,1985,Medium,Tier 3,Supermarket Type3,3410.2276 +FDH47,13.5,reg,0.129077455,Starchy Foods,95.2068,OUT045,2002,,Tier 2,Supermarket Type1,583.2408 +FDG09,20.6,Regular,0.047896393,Fruits and Vegetables,185.8556,OUT013,1987,High,Tier 3,Supermarket Type1,1689.8004 +FDP25,15.2,Low Fat,0.021240491,Canned,216.9824,OUT049,1999,Medium,Tier 1,Supermarket Type1,4804.4128 +FDY27,,Low Fat,0.031743707,Dairy,179.1344,OUT027,1985,Medium,Tier 3,Supermarket Type3,1605.9096 +DRM59,5.88,Low Fat,0.003612411,Hard Drinks,154.1998,OUT017,2007,,Tier 2,Supermarket Type1,3537.3954 +DRI03,6.03,Low Fat,0.022796178,Dairy,178.1028,OUT018,2009,Medium,Tier 3,Supermarket Type2,1416.8224 +FDY03,,Regular,0.133279499,Meat,112.6202,OUT019,1985,Small,Tier 1,Grocery Store,675.1212 +NCV17,18.85,Low Fat,0.016132592,Health and Hygiene,130.2626,OUT049,1999,Medium,Tier 1,Supermarket Type1,3016.7398 +NCJ17,7.68,Low Fat,0.152429537,Health and Hygiene,85.5224,OUT013,1987,High,Tier 3,Supermarket Type1,1278.336 +NCP54,15.35,Low Fat,0.035348491,Household,124.673,OUT017,2007,,Tier 2,Supermarket Type1,2093.941 +FDZ15,13.1,Low Fat,0.020903193,Dairy,119.2782,OUT049,1999,Medium,Tier 1,Supermarket Type1,3098.6332 +NCR05,10.1,Low Fat,0.054853377,Health and Hygiene,198.6084,OUT018,2009,Medium,Tier 3,Supermarket Type2,2182.4924 +FDX03,,Regular,0.106971167,Meat,44.7744,OUT019,1985,Small,Tier 1,Grocery Store,135.8232 +FDQ12,12.65,Low Fat,0.035482562,Baking Goods,231.401,OUT045,2002,,Tier 2,Supermarket Type1,2526.711 +FDC21,14.6,Regular,0.042923071,Fruits and Vegetables,109.8254,OUT013,1987,High,Tier 3,Supermarket Type1,1627.881 +FDQ40,11.1,Regular,0.036174285,Frozen Foods,176.0712,OUT018,2009,Medium,Tier 3,Supermarket Type2,1581.9408 +FDI07,,Regular,0.033597374,Meat,197.2426,OUT027,1985,Medium,Tier 3,Supermarket Type3,3163.8816 +FDQ25,8.63,Regular,0.028320655,Canned,172.5422,OUT049,1999,Medium,Tier 1,Supermarket Type1,2241.7486 +NCK18,9.6,Low Fat,0,Household,163.9184,OUT035,2004,Small,Tier 2,Supermarket Type1,4293.0784 +DRI25,19.6,Low Fat,0.056744064,Soft Drinks,55.6614,OUT010,1998,,Tier 3,Grocery Store,165.7842 +DRA24,19.35,Regular,0.039990314,Soft Drinks,165.0868,OUT049,1999,Medium,Tier 1,Supermarket Type1,982.7208 +FDA32,14,Low Fat,0.030155224,Fruits and Vegetables,214.7192,OUT045,2002,,Tier 2,Supermarket Type1,3020.0688 +FDE59,12.15,Low Fat,0.062541552,Starchy Foods,34.3532,OUT018,2009,Medium,Tier 3,Supermarket Type2,251.6724 +FDY59,8.195,Low Fat,0.031403441,Baking Goods,93.8462,OUT046,1997,Small,Tier 1,Supermarket Type1,647.8234 +FDQ20,8.325,Low Fat,0.029845243,Fruits and Vegetables,41.6138,OUT045,2002,,Tier 2,Supermarket Type1,284.2966 +FDB21,7.475,Low Fat,0.149125615,Fruits and Vegetables,241.6854,OUT018,2009,Medium,Tier 3,Supermarket Type2,6042.135 +FDB41,,Regular,0.170382726,Frozen Foods,45.2718,OUT019,1985,Small,Tier 1,Grocery Store,47.2718 +DRG11,6.385,Low Fat,0.083768522,Hard Drinks,109.8596,OUT013,1987,High,Tier 3,Supermarket Type1,3235.788 +FDV10,,Regular,0.116793684,Snack Foods,41.0112,OUT019,1985,Small,Tier 1,Grocery Store,42.6112 +FDI41,18.5,Regular,0.062205112,Frozen Foods,148.3418,OUT013,1987,High,Tier 3,Supermarket Type1,1765.7016 +FDN10,11.5,Low Fat,0.0463847,Snack Foods,118.9124,OUT017,2007,,Tier 2,Supermarket Type1,1540.6612 +NCM17,7.93,Low Fat,0.071425647,Health and Hygiene,45.9086,OUT018,2009,Medium,Tier 3,Supermarket Type2,1070.6064 +DRG37,,LF,0.033929133,Soft Drinks,154.3972,OUT019,1985,Small,Tier 1,Grocery Store,311.5944 +FDA21,13.65,Low Fat,0.036033639,Snack Foods,183.7924,OUT045,2002,,Tier 2,Supermarket Type1,2591.2936 +FDM27,12.35,Regular,0.158337479,Meat,157.9946,OUT013,1987,High,Tier 3,Supermarket Type1,3313.6866 +FDA32,14,Low Fat,0.030140981,Fruits and Vegetables,216.0192,OUT049,1999,Medium,Tier 1,Supermarket Type1,2588.6304 +NCZ53,9.6,Low Fat,0.024515221,Health and Hygiene,189.2214,OUT049,1999,Medium,Tier 1,Supermarket Type1,3956.8494 +FDW40,14,Regular,0.105125569,Frozen Foods,143.2812,OUT035,2004,Small,Tier 2,Supermarket Type1,3277.0676 +FDS52,8.89,Low Fat,0.00547348,Frozen Foods,100.5016,OUT035,2004,Small,Tier 2,Supermarket Type1,1315.6208 +FDM58,16.85,Regular,0.133385398,Snack Foods,109.8544,OUT010,1998,,Tier 3,Grocery Store,223.7088 +NCE54,,Low Fat,0.047098175,Household,75.5354,OUT019,1985,Small,Tier 1,Grocery Store,150.4708 +FDS11,7.05,Regular,0.055548003,Breads,225.3088,OUT035,2004,Small,Tier 2,Supermarket Type1,5816.4288 +FDL20,17.1,Low Fat,0.128614205,Fruits and Vegetables,111.6886,OUT049,1999,Medium,Tier 1,Supermarket Type1,1556.6404 +FDX13,,Low Fat,0.047551568,Canned,249.1092,OUT027,1985,Medium,Tier 3,Supermarket Type3,8217.3036 +FDR21,19.7,LF,0.066879757,Snack Foods,174.437,OUT013,1987,High,Tier 3,Supermarket Type1,1587.933 +FDV28,16.1,Regular,0.160379061,Frozen Foods,33.6558,OUT018,2009,Medium,Tier 3,Supermarket Type2,203.7348 +FDZ51,11.3,Regular,0.054861393,Meat,96.9094,OUT017,2007,,Tier 2,Supermarket Type1,952.094 +FDD46,6.035,LF,0.141542481,Snack Foods,153.1998,OUT045,2002,,Tier 2,Supermarket Type1,1537.998 +FDE23,17.6,Regular,0.053397642,Starchy Foods,46.706,OUT018,2009,Medium,Tier 3,Supermarket Type2,699.09 +NCF55,6.675,LF,0.021710275,Household,34.9874,OUT045,2002,,Tier 2,Supermarket Type1,247.0118 +FDU12,15.5,Regular,0.075688032,Baking Goods,262.9568,OUT013,1987,High,Tier 3,Supermarket Type1,1845.5976 +FDZ22,9.395,Low Fat,0.045340279,Snack Foods,85.025,OUT049,1999,Medium,Tier 1,Supermarket Type1,2080.625 +FDI44,16.1,LF,0.100149459,Fruits and Vegetables,78.4328,OUT013,1987,High,Tier 3,Supermarket Type1,1158.492 +FDH50,15,Regular,0.162348584,Canned,185.9266,OUT017,2007,,Tier 2,Supermarket Type1,4610.665 +FDE57,9.6,Low Fat,0.036341539,Fruits and Vegetables,142.9154,OUT049,1999,Medium,Tier 1,Supermarket Type1,3261.7542 +DRJ51,14.1,Low Fat,0.087920675,Dairy,228.5668,OUT013,1987,High,Tier 3,Supermarket Type1,1151.834 +FDX52,11.5,Regular,0.042087749,Frozen Foods,192.682,OUT045,2002,,Tier 2,Supermarket Type1,3861.64 +DRN47,12.1,Low Fat,0.016921927,Hard Drinks,178.366,OUT017,2007,,Tier 2,Supermarket Type1,4314.384 +FDT21,7.42,Low Fat,0.020423549,Snack Foods,249.0092,OUT049,1999,Medium,Tier 1,Supermarket Type1,2988.1104 +FDY21,15.1,Low Fat,0.173833129,Snack Foods,196.511,OUT045,2002,,Tier 2,Supermarket Type1,4713.864 +FDG21,,Regular,0.256152243,Seafood,151.005,OUT019,1985,Small,Tier 1,Grocery Store,149.805 +FDS58,9.285,Regular,0.021002641,Snack Foods,161.1578,OUT035,2004,Small,Tier 2,Supermarket Type1,4011.445 +FDA26,7.855,Regular,0,Dairy,220.1482,OUT018,2009,Medium,Tier 3,Supermarket Type2,4600.0122 +FDY16,,Regular,0.091780142,Frozen Foods,182.5266,OUT027,1985,Medium,Tier 3,Supermarket Type3,6454.931 +FDF20,12.85,Low Fat,0.033220169,Fruits and Vegetables,196.6768,OUT046,1997,Small,Tier 1,Supermarket Type1,2759.0752 +FDI15,13.8,Low Fat,0.141234932,Dairy,263.7884,OUT013,1987,High,Tier 3,Supermarket Type1,5564.7564 +FDC47,15,Low Fat,0.19899855,Snack Foods,226.5694,OUT010,1998,,Tier 3,Grocery Store,913.4776 +FDL08,10.8,Low Fat,0.049709624,Fruits and Vegetables,246.8144,OUT035,2004,Small,Tier 2,Supermarket Type1,2450.144 +FDF08,14.3,Regular,0.065153295,Fruits and Vegetables,88.4856,OUT013,1987,High,Tier 3,Supermarket Type1,1406.1696 +FDN03,9.8,Regular,0.015087112,Meat,250.1408,OUT035,2004,Small,Tier 2,Supermarket Type1,4005.4528 +FDG34,11.5,Regular,0.037782943,Snack Foods,106.6254,OUT017,2007,,Tier 2,Supermarket Type1,325.5762 +FDA56,9.21,Low Fat,0.008782561,Fruits and Vegetables,119.8414,OUT045,2002,,Tier 2,Supermarket Type1,1340.2554 +NCI17,,Low Fat,0.142728113,Health and Hygiene,95.141,OUT027,1985,Medium,Tier 3,Supermarket Type3,2510.066 +NCO17,10,Low Fat,0.073493831,Health and Hygiene,118.344,OUT049,1999,Medium,Tier 1,Supermarket Type1,1797.66 +FDK55,18.5,Low Fat,0.025907416,Meat,87.7172,OUT017,2007,,Tier 2,Supermarket Type1,802.9548 +FDD10,20.6,Regular,0.046280998,Snack Foods,177.4344,OUT017,2007,,Tier 2,Supermarket Type1,1962.7784 +NCH18,9.3,Low Fat,0.044624064,Household,245.4802,OUT013,1987,High,Tier 3,Supermarket Type1,3193.8426 +NCA53,11.395,Low Fat,0.009898492,Health and Hygiene,48.8034,OUT045,2002,,Tier 2,Supermarket Type1,777.6544 +DRJ24,11.8,Low Fat,0.189689886,Soft Drinks,184.3924,OUT010,1998,,Tier 3,Grocery Store,370.1848 +DRN35,8.01,Low Fat,0.070189131,Hard Drinks,37.9532,OUT013,1987,High,Tier 3,Supermarket Type1,826.9236 +FDC47,15,Low Fat,0.119374946,Snack Foods,229.3694,OUT018,2009,Medium,Tier 3,Supermarket Type2,5024.1268 +FDN48,13.35,Low Fat,0.065215312,Baking Goods,93.4804,OUT018,2009,Medium,Tier 3,Supermarket Type2,1102.5648 +FDR27,,Regular,0.095635061,Meat,130.7942,OUT027,1985,Medium,Tier 3,Supermarket Type3,3047.3666 +FDS33,,Regular,0.216107535,Snack Foods,86.8514,OUT019,1985,Small,Tier 1,Grocery Store,354.2056 +DRL11,10.5,Low Fat,0.048009081,Hard Drinks,157.0946,OUT035,2004,Small,Tier 2,Supermarket Type1,2209.1244 +FDQ21,21.25,Low Fat,0.019533098,Snack Foods,120.4756,OUT017,2007,,Tier 2,Supermarket Type1,1938.8096 +FDY37,17,Regular,0.026568875,Canned,142.047,OUT046,1997,Small,Tier 1,Supermarket Type1,3149.234 +FDS35,9.3,Low Fat,0.111127966,Breads,63.1826,OUT013,1987,High,Tier 3,Supermarket Type1,2002.0606 +DRD60,15.7,Low Fat,0.03723211,Soft Drinks,183.1634,OUT046,1997,Small,Tier 1,Supermarket Type1,5634.6654 +DRP47,15.75,Low Fat,0.140603316,Hard Drinks,252.8382,OUT046,1997,Small,Tier 1,Supermarket Type1,6308.455 +NCY41,,low fat,0.075368868,Health and Hygiene,35.2532,OUT027,1985,Medium,Tier 3,Supermarket Type3,970.7364 +FDR59,14.5,Regular,0.063962842,Breads,263.1594,OUT049,1999,Medium,Tier 1,Supermarket Type1,2616.594 +FDM36,,Regular,0.102830104,Baking Goods,172.6422,OUT019,1985,Small,Tier 1,Grocery Store,344.8844 +NCI42,,Low Fat,0.01031535,Household,208.4954,OUT027,1985,Medium,Tier 3,Supermarket Type3,3751.1172 +FDA31,7.1,Low Fat,0.110633958,Fruits and Vegetables,173.808,OUT017,2007,,Tier 2,Supermarket Type1,1211.756 +FDY33,14.5,Regular,0,Snack Foods,159.3262,OUT035,2004,Small,Tier 2,Supermarket Type1,2864.2716 +FDV40,17.35,Low Fat,0.014721579,Frozen Foods,73.1038,OUT045,2002,,Tier 2,Supermarket Type1,886.8456 +NCW17,18,Low Fat,0.019465205,Health and Hygiene,128.6994,OUT018,2009,Medium,Tier 3,Supermarket Type2,2441.4886 +FDN38,6.615,Regular,0.091895319,Canned,248.6408,OUT013,1987,High,Tier 3,Supermarket Type1,3504.7712 +FDQ11,,Regular,0.118535581,Breads,256.3988,OUT019,1985,Small,Tier 1,Grocery Store,256.9988 +FDG34,11.5,Regular,0.037646623,Snack Foods,107.5254,OUT045,2002,,Tier 2,Supermarket Type1,325.5762 +NCN14,19.1,Low Fat,0.092060694,Others,183.7608,OUT049,1999,Medium,Tier 1,Supermarket Type1,4777.7808 +FDY46,,Low Fat,0.04765803,Snack Foods,188.3898,OUT027,1985,Medium,Tier 3,Supermarket Type3,5238.5144 +FDS11,7.05,Regular,0.05587277,Breads,222.1088,OUT017,2007,,Tier 2,Supermarket Type1,4026.7584 +NCA53,,Low Fat,0.017295906,Health and Hygiene,47.1034,OUT019,1985,Small,Tier 1,Grocery Store,145.8102 +NCN30,16.35,Low Fat,0.02844314,Household,98.141,OUT010,1998,,Tier 3,Grocery Store,386.164 +FDW32,18.35,Regular,0.094296835,Fruits and Vegetables,84.3882,OUT046,1997,Small,Tier 1,Supermarket Type1,1116.5466 +NCR42,9.105,Low Fat,0.064410783,Household,33.39,OUT010,1998,,Tier 3,Grocery Store,33.29 +FDU33,7.63,Regular,0.134684292,Snack Foods,47.0402,OUT035,2004,Small,Tier 2,Supermarket Type1,1470.0864 +FDN15,,Low Fat,0.029299175,Meat,140.318,OUT019,1985,Small,Tier 1,Grocery Store,139.818 +FDD51,,low fat,0.210021713,Dairy,44.2744,OUT019,1985,Small,Tier 1,Grocery Store,90.5488 +FDF14,7.55,Low Fat,0.027224917,Canned,152.934,OUT045,2002,,Tier 2,Supermarket Type1,2450.144 +NCN19,,Low Fat,0.021184746,Others,189.553,OUT019,1985,Small,Tier 1,Grocery Store,379.506 +NCO43,5.5,Low Fat,0.047059016,Others,100.1016,OUT013,1987,High,Tier 3,Supermarket Type1,2125.2336 +FDT19,7.59,Regular,0.14526636,Fruits and Vegetables,172.908,OUT049,1999,Medium,Tier 1,Supermarket Type1,6231.888 +DRK12,9.5,Low Fat,0.041851461,Soft Drinks,31.49,OUT013,1987,High,Tier 3,Supermarket Type1,466.06 +DRM49,6.11,Regular,0.152262171,Soft Drinks,44.4086,OUT045,2002,,Tier 2,Supermarket Type1,1159.8236 +FDX43,5.655,Low Fat,0.085757338,Fruits and Vegetables,164.75,OUT017,2007,,Tier 2,Supermarket Type1,1498.05 +FDS14,7.285,Low Fat,0.049954435,Dairy,156.5288,OUT035,2004,Small,Tier 2,Supermarket Type1,2356.932 +NCK07,10.65,Low Fat,0.048762383,Others,165.2526,OUT049,1999,Medium,Tier 1,Supermarket Type1,3946.8624 +FDO19,17.7,Regular,0,Fruits and Vegetables,46.8034,OUT017,2007,,Tier 2,Supermarket Type1,923.4646 +FDH32,12.8,Low Fat,0.075996742,Fruits and Vegetables,97.141,OUT013,1987,High,Tier 3,Supermarket Type1,2799.689 +NCZ41,19.85,Low Fat,0,Health and Hygiene,126.1704,OUT018,2009,Medium,Tier 3,Supermarket Type2,1877.556 +FDL32,15.7,Regular,0.204984538,Fruits and Vegetables,111.0544,OUT010,1998,,Tier 3,Grocery Store,223.7088 +FDC44,15.6,Low Fat,0.173573164,Fruits and Vegetables,114.4518,OUT017,2007,,Tier 2,Supermarket Type1,2390.8878 +FDQ59,9.8,Regular,0.056339618,Breads,84.2908,OUT013,1987,High,Tier 3,Supermarket Type1,755.0172 +NCO54,19.5,Low Fat,0.014262413,Household,57.1614,OUT013,1987,High,Tier 3,Supermarket Type1,331.5684 +DRH36,16.2,Low Fat,0.03338006,Soft Drinks,74.0696,OUT046,1997,Small,Tier 1,Supermarket Type1,1416.8224 +FDY35,17.6,Regular,0.016024651,Breads,44.0402,OUT035,2004,Small,Tier 2,Supermarket Type1,597.2226 +FDA46,13.6,low fat,0.11830085,Snack Foods,196.2136,OUT017,2007,,Tier 2,Supermarket Type1,1944.136 +NCL18,18.85,Low Fat,0.167552202,Household,193.1136,OUT035,2004,Small,Tier 2,Supermarket Type1,2332.9632 +FDL57,15.1,Regular,0.067181098,Snack Foods,258.8304,OUT049,1999,Medium,Tier 1,Supermarket Type1,5424.9384 +NCP50,17.35,Low Fat,0,Others,79.2618,OUT018,2009,Medium,Tier 3,Supermarket Type2,966.7416 +FDZ25,,Regular,0,Canned,169.879,OUT019,1985,Small,Tier 1,Grocery Store,339.558 +FDH24,20.7,Low Fat,0.021431134,Baking Goods,157.0288,OUT046,1997,Small,Tier 1,Supermarket Type1,2199.8032 +FDQ26,13.5,Regular,0.068256316,Dairy,60.9562,OUT017,2007,,Tier 2,Supermarket Type1,533.3058 +NCK17,,Low Fat,0,Health and Hygiene,40.348,OUT019,1985,Small,Tier 1,Grocery Store,79.896 +FDO46,,Regular,0.014143673,Snack Foods,187.3872,OUT027,1985,Medium,Tier 3,Supermarket Type3,2836.308 +FDW50,13.1,Low Fat,0.075563757,Dairy,168.1158,OUT035,2004,Small,Tier 2,Supermarket Type1,2005.3896 +FDD29,12.15,Low Fat,0.018439138,Frozen Foods,254.7698,OUT049,1999,Medium,Tier 1,Supermarket Type1,5073.396 +FDU26,,Regular,0.074620291,Dairy,120.1782,OUT019,1985,Small,Tier 1,Grocery Store,357.5346 +FDX04,,Regular,0.041370245,Frozen Foods,46.2376,OUT027,1985,Medium,Tier 3,Supermarket Type3,814.9392 +FDH31,,Regular,0.020312314,Meat,98.1042,OUT027,1985,Medium,Tier 3,Supermarket Type3,2777.7176 +FDJ45,,Low Fat,0.128532558,Seafood,34.2216,OUT019,1985,Small,Tier 1,Grocery Store,173.108 +FDX55,15.1,Low Fat,0.055195461,Fruits and Vegetables,216.1166,OUT035,2004,Small,Tier 2,Supermarket Type1,5007.4818 +FDR02,16.7,Low Fat,0.022065676,Dairy,110.5886,OUT046,1997,Small,Tier 1,Supermarket Type1,1556.6404 +NCP55,14.65,Low Fat,0.011212719,Others,55.6614,OUT045,2002,,Tier 2,Supermarket Type1,1049.9666 +FDT28,13.3,Low Fat,0.063925726,Frozen Foods,151.8708,OUT017,2007,,Tier 2,Supermarket Type1,1655.1788 +NCJ06,20.1,Low Fat,0.034848629,Household,118.6782,OUT017,2007,,Tier 2,Supermarket Type1,2502.7422 +FDF08,14.3,Regular,0,Fruits and Vegetables,89.8856,OUT018,2009,Medium,Tier 3,Supermarket Type2,1406.1696 +FDT21,7.42,Low Fat,0.02050719,Snack Foods,249.7092,OUT017,2007,,Tier 2,Supermarket Type1,7719.2852 +FDK22,,Low Fat,0.025960174,Snack Foods,214.885,OUT027,1985,Medium,Tier 3,Supermarket Type3,4976.855 +DRJ11,9.5,Low Fat,0.085020342,Hard Drinks,188.7872,OUT013,1987,High,Tier 3,Supermarket Type1,1701.7848 +FDH27,7.075,Low Fat,0.097660814,Dairy,141.8128,OUT010,1998,,Tier 3,Grocery Store,143.8128 +FDU52,,Low Fat,0.111654545,Frozen Foods,157.063,OUT019,1985,Small,Tier 1,Grocery Store,312.926 +FDK50,7.96,Low Fat,0,Canned,160.7894,OUT017,2007,,Tier 2,Supermarket Type1,3235.788 +DRJ01,6.135,Low Fat,0.115265695,Soft Drinks,160.5236,OUT045,2002,,Tier 2,Supermarket Type1,2094.6068 +FDC21,14.6,Regular,0.043133816,Fruits and Vegetables,109.7254,OUT018,2009,Medium,Tier 3,Supermarket Type2,651.1524 +FDX39,14.3,reg,0.049676157,Meat,212.4586,OUT046,1997,Small,Tier 1,Supermarket Type1,3799.0548 +NCY54,,Low Fat,0.176834351,Household,172.1422,OUT027,1985,Medium,Tier 3,Supermarket Type3,5000.8238 +FDD58,,Low Fat,0.103918113,Snack Foods,100.67,OUT019,1985,Small,Tier 1,Grocery Store,399.48 +FDW12,8.315,Regular,0.035644325,Baking Goods,147.1444,OUT045,2002,,Tier 2,Supermarket Type1,870.8664 +DRE01,10.1,Low Fat,0.279783532,Soft Drinks,241.8512,OUT010,1998,,Tier 3,Grocery Store,484.7024 +FDT16,9.895,Regular,0.048738014,Frozen Foods,262.1278,OUT049,1999,Medium,Tier 1,Supermarket Type1,3904.917 +FDC16,11.5,Regular,0.020686161,Dairy,85.054,OUT017,2007,,Tier 2,Supermarket Type1,1731.08 +FDK52,18.25,LF,0.079342006,Frozen Foods,226.0062,OUT049,1999,Medium,Tier 1,Supermarket Type1,1805.6496 +FDS23,4.635,Low Fat,0.140889111,Breads,127.0994,OUT046,1997,Small,Tier 1,Supermarket Type1,1927.491 +FDI41,18.5,Regular,0.062245149,Frozen Foods,145.8418,OUT035,2004,Small,Tier 2,Supermarket Type1,5591.3884 +FDG33,5.365,Regular,0.140811559,Seafood,173.5764,OUT018,2009,Medium,Tier 3,Supermarket Type2,2061.3168 +NCM31,6.095,Low Fat,0.08152738,Others,140.3154,OUT018,2009,Medium,Tier 3,Supermarket Type2,1843.6002 +NCY53,,Low Fat,0.058198141,Health and Hygiene,110.4544,OUT027,1985,Medium,Tier 3,Supermarket Type3,4250.4672 +FDY55,16.75,Low Fat,0.081446638,Fruits and Vegetables,257.0988,OUT049,1999,Medium,Tier 1,Supermarket Type1,6424.97 +FDQ21,21.25,Low Fat,0.019462623,Snack Foods,120.8756,OUT045,2002,,Tier 2,Supermarket Type1,1575.2828 +NCD18,,Low Fat,0.072317217,Household,230.2668,OUT027,1985,Medium,Tier 3,Supermarket Type3,8062.838 +FDV09,12.1,Low Fat,0.020684919,Snack Foods,148.5734,OUT017,2007,,Tier 2,Supermarket Type1,1336.2606 +FDI19,15.1,Low Fat,0.087604871,Meat,242.2512,OUT010,1998,,Tier 3,Grocery Store,484.7024 +FDY47,8.6,Regular,0,Breads,131.531,OUT049,1999,Medium,Tier 1,Supermarket Type1,2466.789 +DRH37,17.6,Low Fat,0.041681059,Soft Drinks,164.2526,OUT049,1999,Medium,Tier 1,Supermarket Type1,1315.6208 +NCL19,15.35,Low Fat,0.015676231,Others,144.047,OUT046,1997,Small,Tier 1,Supermarket Type1,286.294 +DRI11,8.26,Low Fat,0.034397781,Hard Drinks,115.7834,OUT035,2004,Small,Tier 2,Supermarket Type1,2073.3012 +NCC19,6.57,Low Fat,0.096880574,Household,191.482,OUT046,1997,Small,Tier 1,Supermarket Type1,5020.132 +FDS01,11.6,Low Fat,0.017817285,Canned,177.0686,OUT018,2009,Medium,Tier 3,Supermarket Type2,1422.1488 +FDX31,20.35,Regular,0.014909465,Fruits and Vegetables,232.3958,OUT017,2007,,Tier 2,Supermarket Type1,6076.0908 +NCL55,12.15,Low Fat,0,Others,254.904,OUT046,1997,Small,Tier 1,Supermarket Type1,4048.064 +FDW16,17.35,Regular,0.041439718,Frozen Foods,93.7804,OUT013,1987,High,Tier 3,Supermarket Type1,2848.2924 +FDT49,7,Low Fat,0.151405587,Canned,107.728,OUT046,1997,Small,Tier 1,Supermarket Type1,2024.032 +FDW13,8.5,Low Fat,0.097803261,Canned,50.5324,OUT013,1987,High,Tier 3,Supermarket Type1,882.8508 +NCG30,,Low Fat,0.196659953,Household,125.8046,OUT019,1985,Small,Tier 1,Grocery Store,249.0092 +FDC14,14.5,Regular,0.041313203,Canned,42.0454,OUT049,1999,Medium,Tier 1,Supermarket Type1,377.5086 +FDS15,9.195,Regular,0.130657442,Meat,106.4596,OUT010,1998,,Tier 3,Grocery Store,215.7192 +FDS32,17.75,Regular,0.029700018,Fruits and Vegetables,140.3838,OUT049,1999,Medium,Tier 1,Supermarket Type1,1404.838 +FDE09,8.775,Low Fat,0,Fruits and Vegetables,111.3228,OUT049,1999,Medium,Tier 1,Supermarket Type1,1436.7964 +FDM12,16.7,Regular,0.070312473,Baking Goods,189.6214,OUT017,2007,,Tier 2,Supermarket Type1,2826.321 +FDT57,15.2,Low Fat,0.019064377,Snack Foods,238.2248,OUT049,1999,Medium,Tier 1,Supermarket Type1,3555.372 +FDM32,20.5,Low Fat,0.020605032,Fruits and Vegetables,91.083,OUT046,1997,Small,Tier 1,Supermarket Type1,539.298 +NCS38,,Low Fat,0,Household,115.2176,OUT027,1985,Medium,Tier 3,Supermarket Type3,1030.6584 +NCW30,5.21,Low Fat,0.011072173,Household,257.8962,OUT017,2007,,Tier 2,Supermarket Type1,4402.9354 +FDD21,10.3,Regular,0,Fruits and Vegetables,115.7176,OUT017,2007,,Tier 2,Supermarket Type1,1717.764 +FDH35,18.25,Low Fat,0.060342304,Starchy Foods,165.9526,OUT049,1999,Medium,Tier 1,Supermarket Type1,1644.526 +NCX17,21.25,Low Fat,0.113833823,Health and Hygiene,232.83,OUT045,2002,,Tier 2,Supermarket Type1,1398.18 +NCI29,8.6,Low Fat,0.032615377,Health and Hygiene,142.9154,OUT035,2004,Small,Tier 2,Supermarket Type1,992.7078 +FDL24,10.3,Regular,0.024935297,Baking Goods,172.0422,OUT049,1999,Medium,Tier 1,Supermarket Type1,3966.1706 +FDI46,9.5,Low Fat,0.074345268,Snack Foods,251.9724,OUT046,1997,Small,Tier 1,Supermarket Type1,3523.4136 +DRQ35,9.3,Low Fat,0.042283454,Hard Drinks,125.4388,OUT035,2004,Small,Tier 2,Supermarket Type1,3715.164 +FDM04,9.195,Regular,0.047387144,Frozen Foods,50.8666,OUT017,2007,,Tier 2,Supermarket Type1,871.5322 +NCJ17,7.68,Low Fat,0.152865879,Health and Hygiene,84.9224,OUT045,2002,,Tier 2,Supermarket Type1,1619.2256 +NCJ18,,Low Fat,0.163148041,Household,116.6124,OUT027,1985,Medium,Tier 3,Supermarket Type3,3199.8348 +DRF13,12.1,Low Fat,0.02984176,Soft Drinks,144.4444,OUT045,2002,,Tier 2,Supermarket Type1,3628.61 +FDB39,11.6,LF,0.038511676,Dairy,57.7272,OUT035,2004,Small,Tier 2,Supermarket Type1,503.3448 +FDT52,9.695,Regular,0.047622786,Frozen Foods,246.2144,OUT018,2009,Medium,Tier 3,Supermarket Type2,3675.216 +FDT60,12,Low Fat,0.07554831,Baking Goods,121.9388,OUT046,1997,Small,Tier 1,Supermarket Type1,3219.8088 +FDM34,19,Low Fat,0.067447572,Snack Foods,132.9626,OUT046,1997,Small,Tier 1,Supermarket Type1,1967.439 +FDY27,6.38,Low Fat,0.03187163,Dairy,179.5344,OUT013,1987,High,Tier 3,Supermarket Type1,4103.9912 +FDP08,20.5,Regular,0.112638016,Fruits and Vegetables,195.5478,OUT045,2002,,Tier 2,Supermarket Type1,3874.956 +FDP59,,Regular,0.056192276,Breads,103.1648,OUT027,1985,Medium,Tier 3,Supermarket Type3,1973.4312 +FDQ11,5.695,Regular,0.06797671,Breads,257.4988,OUT018,2009,Medium,Tier 3,Supermarket Type2,3083.9856 +FDV01,19.2,Regular,0.142189843,Canned,153.8314,OUT010,1998,,Tier 3,Grocery Store,155.1314 +FDX31,20.35,Regular,0.014813268,Fruits and Vegetables,234.9958,OUT013,1987,High,Tier 3,Supermarket Type1,5842.395 +NCX54,9.195,low fat,0.080442371,Household,107.7622,OUT010,1998,,Tier 3,Grocery Store,105.8622 +DRC12,17.85,Low Fat,0.03781972,Soft Drinks,191.6188,OUT035,2004,Small,Tier 2,Supermarket Type1,2475.4444 +FDU11,,Low Fat,0.092145264,Breads,120.7098,OUT027,1985,Medium,Tier 3,Supermarket Type3,3735.8038 +NCB30,14.6,Low Fat,0.025702994,Household,199.9084,OUT046,1997,Small,Tier 1,Supermarket Type1,2380.9008 +FDS27,10.195,Regular,0.012483408,Meat,195.411,OUT045,2002,,Tier 2,Supermarket Type1,2749.754 +FDX16,17.85,Low Fat,0,Frozen Foods,148.005,OUT018,2009,Medium,Tier 3,Supermarket Type2,898.83 +NCL53,7.5,Low Fat,0.036204764,Health and Hygiene,176.1028,OUT013,1987,High,Tier 3,Supermarket Type1,1948.1308 +NCZ30,6.59,Low Fat,0.026238087,Household,121.6098,OUT045,2002,,Tier 2,Supermarket Type1,2410.196 +FDB15,10.895,Low Fat,0.137584599,Dairy,262.2568,OUT017,2007,,Tier 2,Supermarket Type1,3954.852 +FDY51,,Low Fat,0.080741927,Meat,220.8798,OUT027,1985,Medium,Tier 3,Supermarket Type3,6170.6344 +NCT18,14.6,Low Fat,0.059741172,Household,179.6976,OUT017,2007,,Tier 2,Supermarket Type1,5070.7328 +FDL32,,Regular,0.214423791,Fruits and Vegetables,111.6544,OUT019,1985,Small,Tier 1,Grocery Store,335.5632 +FDK46,9.6,Low Fat,0.051677051,Snack Foods,258.062,OUT018,2009,Medium,Tier 3,Supermarket Type2,2856.282 +FDI22,,Low Fat,0.168455549,Snack Foods,211.0612,OUT019,1985,Small,Tier 1,Grocery Store,418.1224 +FDF21,10.3,Regular,0,Fruits and Vegetables,189.053,OUT045,2002,,Tier 2,Supermarket Type1,5313.084 +FDR34,17,Regular,0.016055615,Snack Foods,228.4352,OUT017,2007,,Tier 2,Supermarket Type1,8245.2672 +FDJ50,8.645,Low Fat,0.021619564,Canned,50.6982,OUT049,1999,Medium,Tier 1,Supermarket Type1,736.3748 +FDC34,16,Regular,0.173027688,Snack Foods,155.2972,OUT049,1999,Medium,Tier 1,Supermarket Type1,3583.3356 +FDW51,6.155,Regular,0.095045476,Meat,213.456,OUT018,2009,Medium,Tier 3,Supermarket Type2,2556.672 +FDR28,13.85,Regular,0.025891588,Frozen Foods,165.121,OUT035,2004,Small,Tier 2,Supermarket Type1,2936.178 +FDV60,,Regular,0.205484395,Baking Goods,198.011,OUT019,1985,Small,Tier 1,Grocery Store,392.822 +FDI45,13.1,Low Fat,0.037793818,Fruits and Vegetables,173.8054,OUT017,2007,,Tier 2,Supermarket Type1,2801.6864 +NCB30,,Low Fat,0.045002624,Household,196.5084,OUT019,1985,Small,Tier 1,Grocery Store,198.4084 +DRO59,11.8,Low Fat,0.054460571,Hard Drinks,77.0012,OUT017,2007,,Tier 2,Supermarket Type1,2277.036 +FDU12,15.5,Regular,0.075736746,Baking Goods,265.5568,OUT035,2004,Small,Tier 2,Supermarket Type1,4482.1656 +NCX18,14.15,Low Fat,0.014719325,Household,196.911,OUT010,1998,,Tier 3,Grocery Store,392.822 +NCH30,,Low Fat,0.066828857,Household,114.186,OUT027,1985,Medium,Tier 3,Supermarket Type3,1924.162 +FDE11,,Regular,0.23653561,Starchy Foods,184.1924,OUT019,1985,Small,Tier 1,Grocery Store,185.0924 +FDE32,20.7,Low Fat,0.04903471,Fruits and Vegetables,39.9506,OUT017,2007,,Tier 2,Supermarket Type1,872.8638 +FDP25,15.2,Low Fat,0.035497039,Canned,216.7824,OUT010,1998,,Tier 3,Grocery Store,436.7648 +NCM29,11.5,Low Fat,0.017638893,Health and Hygiene,132.7626,OUT035,2004,Small,Tier 2,Supermarket Type1,2885.5772 +FDQ21,21.25,Low Fat,0.01945343,Snack Foods,120.8756,OUT049,1999,Medium,Tier 1,Supermarket Type1,1454.1072 +FDN24,14.1,Low Fat,0.11326743,Baking Goods,54.5956,OUT046,1997,Small,Tier 1,Supermarket Type1,1037.3164 +DRY23,9.395,Regular,0.109713464,Soft Drinks,41.3112,OUT017,2007,,Tier 2,Supermarket Type1,255.6672 +FDW04,,Regular,0,Frozen Foods,130.531,OUT027,1985,Medium,Tier 3,Supermarket Type3,5582.733 +FDM01,7.895,Regular,0.094952408,Breakfast,101.1332,OUT018,2009,Medium,Tier 3,Supermarket Type2,1332.9316 +NCW29,14,Low Fat,0.029026218,Health and Hygiene,131.331,OUT017,2007,,Tier 2,Supermarket Type1,3635.268 +FDG33,5.365,Regular,0.140123575,Seafood,172.0764,OUT013,1987,High,Tier 3,Supermarket Type1,2748.4224 +FDV51,16.35,Low Fat,0.03272295,Meat,165.7842,OUT017,2007,,Tier 2,Supermarket Type1,1823.6262 +NCQ18,15.75,Low Fat,0.135836828,Household,100.37,OUT017,2007,,Tier 2,Supermarket Type1,1298.31 +NCL53,7.5,Low Fat,0.036382524,Health and Hygiene,177.9028,OUT018,2009,Medium,Tier 3,Supermarket Type2,1416.8224 +FDQ39,14.8,Low Fat,0,Meat,189.3846,OUT013,1987,High,Tier 3,Supermarket Type1,4777.115 +FDF46,7.07,Low Fat,0.094201018,Snack Foods,115.8834,OUT017,2007,,Tier 2,Supermarket Type1,1036.6506 +NCA06,20.5,Low Fat,0.143506376,Household,34.719,OUT049,1999,Medium,Tier 1,Supermarket Type1,768.999 +FDV26,,Regular,0.133347119,Dairy,193.0794,OUT019,1985,Small,Tier 1,Grocery Store,975.397 +FDJ04,18,Low Fat,0.124428516,Frozen Foods,119.9124,OUT035,2004,Small,Tier 2,Supermarket Type1,948.0992 +FDE28,9.5,Regular,0.221856492,Frozen Foods,231.8668,OUT010,1998,,Tier 3,Grocery Store,230.3668 +NCZ29,15,Low Fat,0.071312064,Health and Hygiene,125.7362,OUT013,1987,High,Tier 3,Supermarket Type1,3020.0688 +FDW43,20.1,Regular,0.022425236,Fruits and Vegetables,226.3036,OUT046,1997,Small,Tier 1,Supermarket Type1,910.8144 +FDZ49,11,Regular,0.133352623,Canned,219.7798,OUT049,1999,Medium,Tier 1,Supermarket Type1,2644.5576 +NCJ05,18.7,Low Fat,0.046079558,Health and Hygiene,151.5682,OUT035,2004,Small,Tier 2,Supermarket Type1,1982.0866 +NCP29,,LF,0,Health and Hygiene,64.2168,OUT027,1985,Medium,Tier 3,Supermarket Type3,1278.336 +FDS16,15.15,Regular,0.066446521,Frozen Foods,147.976,OUT018,2009,Medium,Tier 3,Supermarket Type2,732.38 +FDZ45,14.1,Low Fat,0.066979957,Snack Foods,196.7084,OUT049,1999,Medium,Tier 1,Supermarket Type1,3174.5344 +NCP29,8.42,Low Fat,0.187918654,Health and Hygiene,65.4168,OUT010,1998,,Tier 3,Grocery Store,127.8336 +FDZ58,,Low Fat,0.051924192,Snack Foods,121.0072,OUT027,1985,Medium,Tier 3,Supermarket Type3,2940.1728 +FDV55,,Low Fat,0.054806734,Fruits and Vegetables,145.1444,OUT027,1985,Medium,Tier 3,Supermarket Type3,3918.8988 +NCV53,8.27,Low Fat,0.018813601,Health and Hygiene,237.988,OUT046,1997,Small,Tier 1,Supermarket Type1,7190.64 +FDV47,,Low Fat,0.094910421,Breads,84.5566,OUT019,1985,Small,Tier 1,Grocery Store,253.6698 +FDD45,8.615,Low Fat,0.116722514,Fruits and Vegetables,95.4436,OUT018,2009,Medium,Tier 3,Supermarket Type2,567.2616 +FDP26,,Low Fat,0.244338986,Dairy,105.9306,OUT019,1985,Small,Tier 1,Grocery Store,209.0612 +DRD37,9.8,Low Fat,0.013863257,Soft Drinks,45.106,OUT049,1999,Medium,Tier 1,Supermarket Type1,1398.18 +FDT09,,Regular,0.021471456,Snack Foods,131.0284,OUT019,1985,Small,Tier 1,Grocery Store,131.8284 +FDM03,,Low Fat,0,Meat,109.1938,OUT027,1985,Medium,Tier 3,Supermarket Type3,2036.6822 +FDW09,13.65,Regular,0.026067434,Snack Foods,78.8302,OUT017,2007,,Tier 2,Supermarket Type1,713.0718 +FDX10,6.385,Regular,0.123710526,Snack Foods,37.1874,OUT046,1997,Small,Tier 1,Supermarket Type1,247.0118 +FDZ60,20.5,Low Fat,0.119547387,Baking Goods,108.9596,OUT049,1999,Medium,Tier 1,Supermarket Type1,539.298 +FDM58,16.85,Regular,0.079690403,Snack Foods,113.4544,OUT046,1997,Small,Tier 1,Supermarket Type1,2908.2144 +FDV32,7.785,Low Fat,0.088691614,Fruits and Vegetables,61.851,OUT035,2004,Small,Tier 2,Supermarket Type1,1454.773 +FDU07,,Low Fat,0.104784329,Fruits and Vegetables,150.4366,OUT019,1985,Small,Tier 1,Grocery Store,151.1366 +FDS51,,LF,0.032024659,Meat,62.7194,OUT027,1985,Medium,Tier 3,Supermarket Type3,1857.582 +NCT17,10.8,Low Fat,0.041950753,Health and Hygiene,190.0214,OUT045,2002,,Tier 2,Supermarket Type1,2449.4782 +FDA01,15,Regular,0.091018048,Canned,60.2904,OUT010,1998,,Tier 3,Grocery Store,117.1808 +FDW25,5.175,Low Fat,0.037398953,Canned,84.2224,OUT046,1997,Small,Tier 1,Supermarket Type1,852.224 +FDS01,11.6,Low Fat,0.017845372,Canned,179.0686,OUT017,2007,,Tier 2,Supermarket Type1,5688.5952 +NCV18,6.775,Low Fat,0.105459307,Household,84.625,OUT045,2002,,Tier 2,Supermarket Type1,2496.75 +FDZ04,9.31,Low Fat,0.038032068,Frozen Foods,61.351,OUT045,2002,,Tier 2,Supermarket Type1,822.263 +DRN59,15,Low Fat,0.064504433,Hard Drinks,47.306,OUT017,2007,,Tier 2,Supermarket Type1,652.484 +FDD36,13.3,LF,0.021306635,Baking Goods,119.8124,OUT049,1999,Medium,Tier 1,Supermarket Type1,1896.1984 +FDT56,16,Regular,0.116063284,Fruits and Vegetables,59.1246,OUT018,2009,Medium,Tier 3,Supermarket Type2,753.0198 +FDP09,,low fat,0.059336763,Snack Foods,212.1902,OUT019,1985,Small,Tier 1,Grocery Store,424.7804 +FDA33,6.48,Low Fat,0.034091649,Snack Foods,146.2076,OUT017,2007,,Tier 2,Supermarket Type1,2364.9216 +FDH14,,Regular,0.081955735,Canned,142.0838,OUT019,1985,Small,Tier 1,Grocery Store,280.9676 +NCF18,,Low Fat,0.088551694,Household,191.5504,OUT027,1985,Medium,Tier 3,Supermarket Type3,5944.2624 +FDF59,12.5,Low Fat,0.071230537,Starchy Foods,128.102,OUT035,2004,Small,Tier 2,Supermarket Type1,885.514 +FDC29,8.39,reg,0.024185517,Frozen Foods,115.7176,OUT013,1987,High,Tier 3,Supermarket Type1,1374.2112 +FDD32,17.7,reg,0.041163522,Fruits and Vegetables,80.8276,OUT017,2007,,Tier 2,Supermarket Type1,1868.2348 +FDZ08,12.5,Regular,0,Fruits and Vegetables,80.8592,OUT010,1998,,Tier 3,Grocery Store,82.5592 +FDT21,,Low Fat,0,Snack Foods,248.8092,OUT027,1985,Medium,Tier 3,Supermarket Type3,6474.2392 +FDM33,15.6,Low Fat,0.087719692,Snack Foods,218.5798,OUT046,1997,Small,Tier 1,Supermarket Type1,4407.596 +NCK07,10.65,Low Fat,0.048677482,Others,166.1526,OUT035,2004,Small,Tier 2,Supermarket Type1,2466.789 +NCL41,12.35,Low Fat,0.041907648,Health and Hygiene,36.2216,OUT018,2009,Medium,Tier 3,Supermarket Type2,346.216 +FDZ36,6.035,Regular,0.065783783,Baking Goods,188.224,OUT046,1997,Small,Tier 1,Supermarket Type1,5779.144 +FDW51,6.155,Regular,0.094807042,Meat,213.356,OUT049,1999,Medium,Tier 1,Supermarket Type1,3835.008 +FDS47,16.75,Low Fat,0.128778474,Breads,89.1856,OUT013,1987,High,Tier 3,Supermarket Type1,1581.9408 +FDV02,16.75,Low Fat,0.060668416,Dairy,172.4106,OUT045,2002,,Tier 2,Supermarket Type1,2908.8802 +NCU18,15.1,Low Fat,0.056067524,Household,139.8496,OUT018,2009,Medium,Tier 3,Supermarket Type2,1270.3464 +NCX17,21.25,Low Fat,0.114066204,Health and Hygiene,233.03,OUT018,2009,Medium,Tier 3,Supermarket Type2,5592.72 +FDI12,9.395,Regular,0.10039894,Baking Goods,89.6856,OUT046,1997,Small,Tier 1,Supermarket Type1,878.856 +DRH51,17.6,Low Fat,0.097135675,Dairy,89.3856,OUT013,1987,High,Tier 3,Supermarket Type1,1318.284 +NCP30,,Low Fat,0.032610007,Household,37.4822,OUT027,1985,Medium,Tier 3,Supermarket Type3,942.7728 +FDG08,13.15,Regular,0.165616415,Fruits and Vegetables,172.6764,OUT049,1999,Medium,Tier 1,Supermarket Type1,2061.3168 +FDX35,5.035,Regular,0,Breads,228.2036,OUT046,1997,Small,Tier 1,Supermarket Type1,4781.7756 +FDY26,,Regular,0.030362777,Dairy,210.5244,OUT027,1985,Medium,Tier 3,Supermarket Type3,6775.1808 +NCM43,,Low Fat,0.03409886,Others,162.621,OUT019,1985,Small,Tier 1,Grocery Store,815.605 +NCZ54,,Low Fat,0.145951533,Household,160.9552,OUT019,1985,Small,Tier 1,Grocery Store,162.4552 +FDO16,5.48,Low Fat,0.015138834,Frozen Foods,81.925,OUT045,2002,,Tier 2,Supermarket Type1,3079.325 +FDR22,19.35,Regular,0.031069993,Snack Foods,112.0544,OUT010,1998,,Tier 3,Grocery Store,223.7088 +FDJ16,9.195,Low Fat,0.115535487,Frozen Foods,59.5246,OUT017,2007,,Tier 2,Supermarket Type1,810.9444 +FDT47,5.26,Regular,0.02454694,Breads,95.7068,OUT049,1999,Medium,Tier 1,Supermarket Type1,1166.4816 +FDZ23,,Regular,0.067175915,Baking Goods,187.124,OUT027,1985,Medium,Tier 3,Supermarket Type3,3728.48 +NCB31,6.235,Low Fat,0.118674359,Household,261.691,OUT046,1997,Small,Tier 1,Supermarket Type1,3155.892 +FDM15,11.8,Regular,0.057421582,Meat,149.9366,OUT046,1997,Small,Tier 1,Supermarket Type1,1662.5026 +FDX27,20.7,Regular,0.114022125,Dairy,92.9436,OUT013,1987,High,Tier 3,Supermarket Type1,2174.5028 +NCS54,13.6,LF,0.010033871,Household,177.937,OUT018,2009,Medium,Tier 3,Supermarket Type2,2293.681 +NCJ30,5.82,low fat,0.080765853,Household,169.179,OUT049,1999,Medium,Tier 1,Supermarket Type1,2037.348 +FDD58,7.76,Low Fat,0.05930285,Snack Foods,98.77,OUT013,1987,High,Tier 3,Supermarket Type1,1697.79 +DRJ23,18.35,Low Fat,0.041753387,Hard Drinks,187.6872,OUT045,2002,,Tier 2,Supermarket Type1,2836.308 +FDS14,7.285,Low Fat,0.050065211,Dairy,157.4288,OUT045,2002,,Tier 2,Supermarket Type1,2042.6744 +FDR27,15.1,Regular,0.096020459,Meat,133.7942,OUT013,1987,High,Tier 3,Supermarket Type1,2384.8956 +FDT49,7,Low Fat,0.15202235,Canned,106.628,OUT018,2009,Medium,Tier 3,Supermarket Type2,639.168 +FDX26,,Low Fat,0.087383304,Dairy,180.4292,OUT027,1985,Medium,Tier 3,Supermarket Type3,4013.4424 +NCW53,18.35,Low Fat,0.03066757,Health and Hygiene,193.4162,OUT017,2007,,Tier 2,Supermarket Type1,2116.5782 +FDS19,13.8,Regular,0,Fruits and Vegetables,74.3012,OUT045,2002,,Tier 2,Supermarket Type1,1669.8264 +DRF15,18.35,Low Fat,0.03321399,Dairy,154.934,OUT046,1997,Small,Tier 1,Supermarket Type1,1225.072 +DRH01,,Low Fat,0.097429924,Soft Drinks,172.8738,OUT027,1985,Medium,Tier 3,Supermarket Type3,3649.2498 +FDJ12,8.895,Regular,0.039120291,Baking Goods,206.8296,OUT045,2002,,Tier 2,Supermarket Type1,4154.592 +NCE42,,Low Fat,0.01055095,Household,234.9958,OUT027,1985,Medium,Tier 3,Supermarket Type3,13086.9648 +DRL37,15.5,Low Fat,0.053480419,Soft Drinks,42.377,OUT045,2002,,Tier 2,Supermarket Type1,1211.756 +FDJ36,14.5,Regular,0.128520186,Baking Goods,101.4332,OUT045,2002,,Tier 2,Supermarket Type1,1948.1308 +NCH18,,Low Fat,0.044444956,Household,245.2802,OUT027,1985,Medium,Tier 3,Supermarket Type3,10072.8882 +DRI11,8.26,Low Fat,0.034544435,Hard Drinks,116.0834,OUT018,2009,Medium,Tier 3,Supermarket Type2,1267.0174 +NCO17,10,Low Fat,0.073678663,Health and Hygiene,120.944,OUT018,2009,Medium,Tier 3,Supermarket Type2,2037.348 +FDS49,9,Low Fat,0.079668739,Canned,79.6644,OUT018,2009,Medium,Tier 3,Supermarket Type2,1571.288 +FDX43,5.655,Low Fat,0.085447928,Fruits and Vegetables,165.85,OUT045,2002,,Tier 2,Supermarket Type1,1830.95 +NCS17,18.6,Low Fat,0.080434451,Health and Hygiene,93.4436,OUT013,1987,High,Tier 3,Supermarket Type1,1701.7848 +NCC42,15,Low Fat,0.044978225,Health and Hygiene,140.8838,OUT049,1999,Medium,Tier 1,Supermarket Type1,2247.7408 +NCM26,20.5,Low Fat,0.023190134,Others,153.434,OUT045,2002,,Tier 2,Supermarket Type1,3981.484 +FDU32,8.785,Low Fat,0.025967624,Fruits and Vegetables,119.9414,OUT046,1997,Small,Tier 1,Supermarket Type1,1462.0968 +FDU19,8.77,reg,0.046962004,Fruits and Vegetables,173.8422,OUT018,2009,Medium,Tier 3,Supermarket Type2,3448.844 +NCM53,18.75,Low Fat,0.05233528,Health and Hygiene,108.128,OUT017,2007,,Tier 2,Supermarket Type1,1065.28 +FDG32,19.85,Low Fat,0.17635245,Fruits and Vegetables,220.8772,OUT045,2002,,Tier 2,Supermarket Type1,4225.1668 +FDF04,17.5,LF,0.013692598,Frozen Foods,259.7304,OUT018,2009,Medium,Tier 3,Supermarket Type2,3616.6256 +NCN55,14.6,LF,0,Others,242.3538,OUT035,2004,Small,Tier 2,Supermarket Type1,5287.7836 +FDJ34,11.8,Regular,0.093655728,Snack Foods,127.1704,OUT046,1997,Small,Tier 1,Supermarket Type1,3004.0896 +FDT51,11.65,Regular,0.018275816,Meat,110.8544,OUT010,1998,,Tier 3,Grocery Store,111.8544 +FDT01,13.65,Regular,0.184167712,Canned,213.7902,OUT046,1997,Small,Tier 1,Supermarket Type1,1274.3412 +FDV28,,Regular,0.158954903,Frozen Foods,34.9558,OUT027,1985,Medium,Tier 3,Supermarket Type3,1120.5414 +FDD02,16.6,Low Fat,0.050392993,Canned,118.4124,OUT045,2002,,Tier 2,Supermarket Type1,3199.8348 +FDW48,18,Low Fat,0.008558144,Baking Goods,79.0618,OUT045,2002,,Tier 2,Supermarket Type1,1208.427 +FDF44,7.17,Regular,0.059820884,Fruits and Vegetables,130.3968,OUT049,1999,Medium,Tier 1,Supermarket Type1,3523.4136 +FDY14,10.3,LF,0.070149088,Dairy,264.5226,OUT049,1999,Medium,Tier 1,Supermarket Type1,3436.1938 +FDU59,,Low Fat,0.095919472,Breads,162.6552,OUT027,1985,Medium,Tier 3,Supermarket Type3,5685.932 +FDQ10,,Low Fat,0.058092551,Snack Foods,172.0422,OUT019,1985,Small,Tier 1,Grocery Store,517.3266 +FDV21,11.5,Low Fat,0.286357776,Snack Foods,123.9704,OUT010,1998,,Tier 3,Grocery Store,375.5112 +FDQ36,7.855,Regular,0.161798604,Baking Goods,37.2848,OUT049,1999,Medium,Tier 1,Supermarket Type1,745.696 +FDH12,,Low Fat,0.148742896,Baking Goods,107.128,OUT019,1985,Small,Tier 1,Grocery Store,319.584 +FDV40,17.35,Low Fat,0,Frozen Foods,72.2038,OUT017,2007,,Tier 2,Supermarket Type1,886.8456 +NCF07,9,Low Fat,0.032022535,Household,101.8016,OUT046,1997,Small,Tier 1,Supermarket Type1,1720.4272 +FDA08,,Regular,0.049842613,Fruits and Vegetables,164.2526,OUT027,1985,Medium,Tier 3,Supermarket Type3,3946.8624 +FDP33,,Low Fat,0.156304192,Snack Foods,256.3672,OUT019,1985,Small,Tier 1,Grocery Store,255.6672 +FDS27,10.195,Regular,0.012458143,Meat,196.311,OUT046,1997,Small,Tier 1,Supermarket Type1,589.233 +DRD60,15.7,Low Fat,0.037201127,Soft Drinks,181.7634,OUT013,1987,High,Tier 3,Supermarket Type1,2544.6876 +FDM28,15.7,Low Fat,0.045274134,Frozen Foods,177.966,OUT049,1999,Medium,Tier 1,Supermarket Type1,3415.554 +NCU54,8.88,Low Fat,0.098603729,Household,210.727,OUT035,2004,Small,Tier 2,Supermarket Type1,4194.54 +NCX05,15.2,LF,0.097457483,Health and Hygiene,114.4492,OUT018,2009,Medium,Tier 3,Supermarket Type2,579.246 +FDX59,10.195,Low Fat,0.051661272,Breads,33.3558,OUT046,1997,Small,Tier 1,Supermarket Type1,848.895 +FDE10,6.67,Regular,0,Snack Foods,133.0626,OUT049,1999,Medium,Tier 1,Supermarket Type1,1573.9512 +FDW16,,Regular,0.041273391,Frozen Foods,91.6804,OUT027,1985,Medium,Tier 3,Supermarket Type3,3858.9768 +FDW07,,Regular,0.141997869,Fruits and Vegetables,90.5514,OUT027,1985,Medium,Tier 3,Supermarket Type3,2036.6822 +FDG38,8.975,Regular,0,Canned,84.9224,OUT018,2009,Medium,Tier 3,Supermarket Type2,1278.336 +DRC27,13.8,Low Fat,0.058339153,Dairy,246.2802,OUT018,2009,Medium,Tier 3,Supermarket Type2,1228.401 +FDT43,16.35,Low Fat,0.020544065,Fruits and Vegetables,49.9324,OUT035,2004,Small,Tier 2,Supermarket Type1,259.662 +FDR44,6.11,Regular,0.103503049,Fruits and Vegetables,129.6968,OUT017,2007,,Tier 2,Supermarket Type1,1174.4712 +FDP26,7.785,Low Fat,0.140342195,Dairy,105.6306,OUT017,2007,,Tier 2,Supermarket Type1,627.1836 +NCE55,,Low Fat,0.12929931,Household,178.237,OUT027,1985,Medium,Tier 3,Supermarket Type3,7939.665 +FDU39,18.85,Low Fat,0.036031137,Meat,60.4562,OUT035,2004,Small,Tier 2,Supermarket Type1,1125.8678 +FDK27,,Low Fat,0.008903212,Meat,120.9756,OUT027,1985,Medium,Tier 3,Supermarket Type3,2787.0388 +FDP32,6.65,Low Fat,0.087669485,Fruits and Vegetables,127.2678,OUT046,1997,Small,Tier 1,Supermarket Type1,2416.1882 +NCW54,7.5,Low Fat,0,Household,59.2588,OUT049,1999,Medium,Tier 1,Supermarket Type1,916.1408 +FDA36,5.985,Low Fat,0.005661669,Baking Goods,186.5924,OUT013,1987,High,Tier 3,Supermarket Type1,2591.2936 +FDU24,6.78,Regular,0,Baking Goods,95.012,OUT049,1999,Medium,Tier 1,Supermarket Type1,2050.664 +FDX34,6.195,Low Fat,0.07198553,Snack Foods,122.2098,OUT046,1997,Small,Tier 1,Supermarket Type1,1205.098 +FDU27,18.6,Regular,0.17133418,Meat,48.8376,OUT013,1987,High,Tier 3,Supermarket Type1,287.6256 +FDQ25,8.63,Regular,0.047329385,Canned,174.1422,OUT010,1998,,Tier 3,Grocery Store,517.3266 +FDY01,11.8,Regular,0.170977155,Canned,117.0834,OUT018,2009,Medium,Tier 3,Supermarket Type2,1842.9344 +FDH27,7.075,Low Fat,0.058298384,Dairy,145.8128,OUT013,1987,High,Tier 3,Supermarket Type1,1725.7536 +FDL10,8.395,Low Fat,0.039715591,Snack Foods,100.1042,OUT017,2007,,Tier 2,Supermarket Type1,1289.6546 +FDL15,17.85,Low Fat,0.046824729,Meat,153.6682,OUT018,2009,Medium,Tier 3,Supermarket Type2,1829.6184 +FDT24,12.35,Regular,0.311090379,Baking Goods,79.2328,OUT010,1998,,Tier 3,Grocery Store,154.4656 +NCN55,14.6,Low Fat,0.059611153,Others,238.3538,OUT045,2002,,Tier 2,Supermarket Type1,2163.1842 +FDZ59,,Regular,0.103517853,Baking Goods,164.95,OUT027,1985,Medium,Tier 3,Supermarket Type3,4161.25 +FDM57,11.65,Regular,0.075834825,Snack Foods,82.9908,OUT035,2004,Small,Tier 2,Supermarket Type1,1258.362 +FDD14,20.7,Low Fat,0.170072462,Canned,183.8266,OUT049,1999,Medium,Tier 1,Supermarket Type1,1844.266 +FDU19,8.77,Regular,0,Fruits and Vegetables,173.6422,OUT013,1987,High,Tier 3,Supermarket Type1,517.3266 +DRJ39,20.25,Low Fat,0.036399734,Dairy,219.3482,OUT045,2002,,Tier 2,Supermarket Type1,8323.8316 +FDI04,13.65,Regular,0.072912432,Frozen Foods,198.4426,OUT046,1997,Small,Tier 1,Supermarket Type1,5536.7928 +NCQ54,17.7,Low Fat,0.012567811,Household,168.4474,OUT045,2002,,Tier 2,Supermarket Type1,2358.2636 +FDW12,8.315,Regular,0.035773394,Baking Goods,144.3444,OUT017,2007,,Tier 2,Supermarket Type1,3483.4656 +FDQ32,,Regular,0.046382793,Fruits and Vegetables,122.8388,OUT027,1985,Medium,Tier 3,Supermarket Type3,2972.1312 +DRG49,7.81,Low Fat,0.067836851,Soft Drinks,246.1486,OUT017,2007,,Tier 2,Supermarket Type1,5375.6692 +FDP58,11.1,Low Fat,0,Snack Foods,220.7482,OUT049,1999,Medium,Tier 1,Supermarket Type1,4380.964 +FDD57,18.1,low fat,0.022434418,Fruits and Vegetables,96.2094,OUT049,1999,Medium,Tier 1,Supermarket Type1,952.094 +DRG23,8.88,Low Fat,0.086764795,Hard Drinks,153.8682,OUT035,2004,Small,Tier 2,Supermarket Type1,1829.6184 +NCZ17,12.15,LF,0,Health and Hygiene,39.1506,OUT017,2007,,Tier 2,Supermarket Type1,1480.0734 +DRJ11,9.5,Low Fat,0.085437778,Hard Drinks,188.4872,OUT018,2009,Medium,Tier 3,Supermarket Type2,3592.6568 +FDG16,15.25,Low Fat,0.089998959,Frozen Foods,215.1192,OUT045,2002,,Tier 2,Supermarket Type1,2157.192 +FDZ51,,Regular,0.054288646,Meat,96.6094,OUT027,1985,Medium,Tier 3,Supermarket Type3,2189.8162 +NCN43,12.15,Low Fat,0,Others,123.773,OUT046,1997,Small,Tier 1,Supermarket Type1,3325.671 +NCN30,16.35,LF,0.016993204,Household,95.741,OUT046,1997,Small,Tier 1,Supermarket Type1,965.41 +FDP39,,Low Fat,0.06908877,Meat,52.3324,OUT027,1985,Medium,Tier 3,Supermarket Type3,1298.31 +FDP34,12.85,Low Fat,0.137441201,Snack Foods,157.663,OUT049,1999,Medium,Tier 1,Supermarket Type1,2659.871 +FDM44,12.5,Low Fat,0.051970788,Fruits and Vegetables,103.699,OUT010,1998,,Tier 3,Grocery Store,412.796 +FDC28,7.905,Low Fat,0,Frozen Foods,109.1254,OUT017,2007,,Tier 2,Supermarket Type1,1627.881 +DRC24,17.85,Low Fat,0.02492239,Soft Drinks,153.4998,OUT018,2009,Medium,Tier 3,Supermarket Type2,2922.1962 +FDN46,7.21,Regular,0.144924795,Snack Foods,100.8332,OUT045,2002,,Tier 2,Supermarket Type1,1537.998 +NCN53,5.175,LF,0.030349723,Health and Hygiene,37.0874,OUT035,2004,Small,Tier 2,Supermarket Type1,423.4488 +FDY32,,Low Fat,0.226284381,Fruits and Vegetables,163.221,OUT019,1985,Small,Tier 1,Grocery Store,326.242 +NCW06,16.2,Low Fat,0.050625182,Household,193.1162,OUT017,2007,,Tier 2,Supermarket Type1,2501.4106 +FDY48,14,Low Fat,0.02371512,Baking Goods,103.8332,OUT013,1987,High,Tier 3,Supermarket Type1,1743.0644 +NCP29,8.42,Low Fat,0.112177581,Health and Hygiene,65.9168,OUT013,1987,High,Tier 3,Supermarket Type1,958.752 +FDB60,9.3,low fat,0.04774013,Baking Goods,195.0136,OUT010,1998,,Tier 3,Grocery Store,194.4136 +DRE60,9.395,Low Fat,0.159304333,Soft Drinks,226.172,OUT035,2004,Small,Tier 2,Supermarket Type1,3848.324 +FDN51,17.85,Regular,0.020989308,Meat,260.7936,OUT045,2002,,Tier 2,Supermarket Type1,4697.8848 +DRE15,,Low Fat,0.01769927,Dairy,74.2012,OUT027,1985,Medium,Tier 3,Supermarket Type3,1290.3204 +DRG15,6.13,Low Fat,0,Dairy,60.1536,OUT013,1987,High,Tier 3,Supermarket Type1,1102.5648 +FDX55,,Low Fat,0.096658404,Fruits and Vegetables,216.9166,OUT019,1985,Small,Tier 1,Grocery Store,217.7166 +FDC57,20.1,Regular,0.054816926,Fruits and Vegetables,194.282,OUT018,2009,Medium,Tier 3,Supermarket Type2,1544.656 +FDA25,16.5,Regular,0.068511103,Canned,103.699,OUT017,2007,,Tier 2,Supermarket Type1,1651.184 +NCK29,5.615,Low Fat,0.12574524,Health and Hygiene,122.473,OUT035,2004,Small,Tier 2,Supermarket Type1,1354.903 +FDP48,7.52,Regular,0.044023213,Baking Goods,183.095,OUT046,1997,Small,Tier 1,Supermarket Type1,5492.85 +FDP49,,Regular,0.068754395,Breakfast,54.5614,OUT027,1985,Medium,Tier 3,Supermarket Type3,1713.1034 +FDL38,13.8,Regular,0.024660202,Canned,87.4172,OUT010,1998,,Tier 3,Grocery Store,178.4344 +FDZ21,17.6,Regular,0.039214444,Snack Foods,98.241,OUT035,2004,Small,Tier 2,Supermarket Type1,1930.82 +FDQ44,20.5,Low Fat,0.036344721,Fruits and Vegetables,122.3756,OUT017,2007,,Tier 2,Supermarket Type1,2544.6876 +NCB42,11.8,LF,0.008554052,Health and Hygiene,116.9492,OUT013,1987,High,Tier 3,Supermarket Type1,1969.4364 +FDY15,,Regular,0.170000805,Dairy,155.963,OUT027,1985,Medium,Tier 3,Supermarket Type3,4537.427 +NCW05,20.25,Low Fat,0.148302815,Health and Hygiene,108.3938,OUT049,1999,Medium,Tier 1,Supermarket Type1,2787.0388 +FDR23,15.85,Low Fat,0.081914677,Breads,177.637,OUT049,1999,Medium,Tier 1,Supermarket Type1,3352.303 +FDO34,17.7,Low Fat,0.029914022,Snack Foods,166.2816,OUT013,1987,High,Tier 3,Supermarket Type1,2516.724 +FDZ36,6.035,Regular,0.065771344,Baking Goods,185.324,OUT035,2004,Small,Tier 2,Supermarket Type1,3728.48 +FDX58,,Low Fat,0.043551753,Snack Foods,184.495,OUT027,1985,Medium,Tier 3,Supermarket Type3,7873.085 +NCJ18,12.35,Low Fat,0.163941937,Household,117.0124,OUT046,1997,Small,Tier 1,Supermarket Type1,1540.6612 +FDP22,14.65,Regular,0.099692906,Snack Foods,50.9666,OUT017,2007,,Tier 2,Supermarket Type1,717.7324 +FDH57,10.895,Low Fat,0.059834024,Fruits and Vegetables,133.5284,OUT010,1998,,Tier 3,Grocery Store,263.6568 +DRF51,15.75,Low Fat,0.166174549,Dairy,37.4506,OUT045,2002,,Tier 2,Supermarket Type1,1062.6168 +FDD51,11.15,LF,0.119930029,Dairy,44.2744,OUT035,2004,Small,Tier 2,Supermarket Type1,588.5672 +FDW04,8.985,reg,0.057944376,Frozen Foods,131.531,OUT045,2002,,Tier 2,Supermarket Type1,1428.141 +FDZ21,17.6,Regular,0.065649353,Snack Foods,94.841,OUT010,1998,,Tier 3,Grocery Store,193.082 +NCJ30,,LF,0.080249973,Household,168.679,OUT027,1985,Medium,Tier 3,Supermarket Type3,4923.591 +FDO45,13.15,Regular,0.037952777,Snack Foods,89.5856,OUT046,1997,Small,Tier 1,Supermarket Type1,1494.0552 +FDE41,9.195,Regular,0.064113698,Frozen Foods,86.5566,OUT049,1999,Medium,Tier 1,Supermarket Type1,1183.7924 +DRD13,,Low Fat,0.048841794,Soft Drinks,64.7168,OUT027,1985,Medium,Tier 3,Supermarket Type3,3068.0064 +NCC07,19.6,Low Fat,0.02394662,Household,106.9964,OUT035,2004,Small,Tier 2,Supermarket Type1,1788.3388 +FDE51,,Regular,0.096000183,Dairy,43.7086,OUT027,1985,Medium,Tier 3,Supermarket Type3,1293.6494 +NCG43,20.2,Low Fat,0.074177667,Household,93.2462,OUT013,1987,High,Tier 3,Supermarket Type1,1018.0082 +FDS59,,Regular,0.04368089,Breads,110.157,OUT027,1985,Medium,Tier 3,Supermarket Type3,2306.997 +FDV16,7.75,reg,0.083268523,Frozen Foods,32.9558,OUT018,2009,Medium,Tier 3,Supermarket Type2,101.8674 +FDC03,8.575,Regular,0.071832909,Dairy,194.1794,OUT035,2004,Small,Tier 2,Supermarket Type1,3316.3498 +FDV60,20.2,Regular,0,Baking Goods,197.211,OUT013,1987,High,Tier 3,Supermarket Type1,3535.398 +FDJ60,19.35,Regular,0.062625641,Baking Goods,165.3184,OUT049,1999,Medium,Tier 1,Supermarket Type1,1651.184 +FDX20,7.365,Low Fat,0.042646566,Fruits and Vegetables,225.172,OUT045,2002,,Tier 2,Supermarket Type1,452.744 +FDD17,7.5,Low Fat,0,Frozen Foods,237.7906,OUT035,2004,Small,Tier 2,Supermarket Type1,1188.453 +FDD08,8.3,Low Fat,0.03555434,Fruits and Vegetables,37.4506,OUT017,2007,,Tier 2,Supermarket Type1,796.9626 +FDX45,16.75,Low Fat,0.105068444,Snack Foods,156.663,OUT045,2002,,Tier 2,Supermarket Type1,2816.334 +FDM25,10.695,Regular,0.060912865,Breakfast,173.8712,OUT018,2009,Medium,Tier 3,Supermarket Type2,4570.0512 +NCT42,5.88,Low Fat,0.02488732,Household,147.5392,OUT046,1997,Small,Tier 1,Supermarket Type1,2684.5056 +FDT02,12.6,Low Fat,0.024194731,Dairy,36.1874,OUT046,1997,Small,Tier 1,Supermarket Type1,423.4488 +FDV34,10.695,Regular,0.01141595,Snack Foods,74.0038,OUT013,1987,High,Tier 3,Supermarket Type1,1034.6532 +NCR41,17.85,Low Fat,0.018023997,Health and Hygiene,95.9094,OUT046,1997,Small,Tier 1,Supermarket Type1,2285.0256 +FDT31,19.75,Low Fat,0.012499004,Fruits and Vegetables,188.0872,OUT018,2009,Medium,Tier 3,Supermarket Type2,2458.1336 +FDF33,7.97,Low Fat,0.036045991,Seafood,107.5596,OUT010,1998,,Tier 3,Grocery Store,431.4384 +NCU29,,Low Fat,0.044607722,Health and Hygiene,145.976,OUT019,1985,Small,Tier 1,Grocery Store,585.904 +NCB55,15.7,Low Fat,0.16098885,Household,57.8562,OUT045,2002,,Tier 2,Supermarket Type1,651.8182 +NCU18,15.1,Low Fat,0.055793586,Household,139.7496,OUT013,1987,High,Tier 3,Supermarket Type1,3952.1888 +FDZ59,6.63,Regular,0.104445322,Baking Goods,167.25,OUT018,2009,Medium,Tier 3,Supermarket Type2,1830.95 +NCI29,8.6,Low Fat,0.032687702,Health and Hygiene,140.9154,OUT045,2002,,Tier 2,Supermarket Type1,1134.5232 +FDL03,,Regular,0.026949463,Meat,197.711,OUT027,1985,Medium,Tier 3,Supermarket Type3,4910.275 +NCQ06,13,Low Fat,0.041909345,Household,255.0014,OUT045,2002,,Tier 2,Supermarket Type1,5865.0322 +FDY31,5.98,LF,0.04363058,Fruits and Vegetables,148.2418,OUT049,1999,Medium,Tier 1,Supermarket Type1,1618.5598 +DRI03,6.03,Low Fat,0,Dairy,175.1028,OUT049,1999,Medium,Tier 1,Supermarket Type1,1593.9252 +FDL38,13.8,Regular,0.014793124,Canned,88.5172,OUT018,2009,Medium,Tier 3,Supermarket Type2,2408.8644 +FDR37,,Regular,0.065928735,Breakfast,183.0292,OUT027,1985,Medium,Tier 3,Supermarket Type3,8209.314 +FDT59,,Low Fat,0.01583438,Breads,228.5668,OUT027,1985,Medium,Tier 3,Supermarket Type3,3225.1352 +FDV28,16.1,Regular,0.159728395,Frozen Foods,34.3558,OUT046,1997,Small,Tier 1,Supermarket Type1,271.6464 +NCX53,20.1,Low Fat,0.014925407,Health and Hygiene,143.4154,OUT013,1987,High,Tier 3,Supermarket Type1,3545.385 +FDZ12,9.17,Low Fat,0.102893121,Baking Goods,141.947,OUT013,1987,High,Tier 3,Supermarket Type1,4008.116 +NCT05,10.895,Low Fat,0.020951848,Health and Hygiene,255.3672,OUT046,1997,Small,Tier 1,Supermarket Type1,767.0016 +FDW38,5.325,Regular,0,Dairy,55.8298,OUT035,2004,Small,Tier 2,Supermarket Type1,485.3682 +FDD33,12.85,Low Fat,0.108102606,Fruits and Vegetables,233.3642,OUT013,1987,High,Tier 3,Supermarket Type1,3950.1914 +FDV39,,Low Fat,0,Meat,196.8426,OUT019,1985,Small,Tier 1,Grocery Store,593.2278 +DRE25,15.35,LF,0.073697713,Soft Drinks,91.912,OUT017,2007,,Tier 2,Supermarket Type1,559.272 +FDC59,16.7,reg,0.091437584,Starchy Foods,64.3168,OUT010,1998,,Tier 3,Grocery Store,127.8336 +FDF58,13.3,Low Fat,0.009581155,Snack Foods,64.951,OUT046,1997,Small,Tier 1,Supermarket Type1,1644.526 +NCP50,,Low Fat,0.035997636,Others,78.6618,OUT019,1985,Small,Tier 1,Grocery Store,80.5618 +FDS33,6.67,Regular,0.12332588,Snack Foods,90.2514,OUT013,1987,High,Tier 3,Supermarket Type1,974.0654 +FDP08,20.5,Regular,0.112584813,Fruits and Vegetables,192.0478,OUT049,1999,Medium,Tier 1,Supermarket Type1,1549.9824 +FDF29,15.1,Regular,0.019930418,Frozen Foods,131.531,OUT035,2004,Small,Tier 2,Supermarket Type1,2856.282 +NCF30,17,Low Fat,0.126244059,Household,124.6362,OUT046,1997,Small,Tier 1,Supermarket Type1,3900.9222 +FDI50,8.42,Regular,0.030905215,Canned,227.6352,OUT045,2002,,Tier 2,Supermarket Type1,2748.4224 +FDD56,15.2,Regular,0.104365283,Fruits and Vegetables,177.1054,OUT017,2007,,Tier 2,Supermarket Type1,3151.8972 +NCN41,17,Low Fat,0.087387669,Health and Hygiene,125.073,OUT010,1998,,Tier 3,Grocery Store,369.519 +FDE23,17.6,Regular,0.053481818,Starchy Foods,47.806,OUT017,2007,,Tier 2,Supermarket Type1,1071.938 +FDL26,18,Low Fat,0.073306615,Canned,155.0972,OUT049,1999,Medium,Tier 1,Supermarket Type1,3894.93 +NCB30,14.6,Low Fat,0.043021542,Household,196.9084,OUT010,1998,,Tier 3,Grocery Store,595.2252 +FDY50,5.8,Low Fat,0.13169655,Dairy,89.4172,OUT017,2007,,Tier 2,Supermarket Type1,2498.0816 +NCK19,9.8,Low Fat,0.090834158,Others,192.2478,OUT018,2009,Medium,Tier 3,Supermarket Type2,4068.7038 +NCR38,,Low Fat,0.19875618,Household,250.7724,OUT019,1985,Small,Tier 1,Grocery Store,251.6724 +FDI28,14.3,Low Fat,0.026321701,Frozen Foods,77.6302,OUT046,1997,Small,Tier 1,Supermarket Type1,950.7624 +FDO24,11.1,Low Fat,0.176215665,Baking Goods,158.8604,OUT046,1997,Small,Tier 1,Supermarket Type1,2693.8268 +FDC45,17,Low Fat,0.136008489,Fruits and Vegetables,171.7106,OUT045,2002,,Tier 2,Supermarket Type1,1711.106 +FDU27,18.6,Regular,0.17174348,Meat,48.8376,OUT049,1999,Medium,Tier 1,Supermarket Type1,1294.3152 +FDS09,8.895,Regular,0.08154715,Snack Foods,49.8008,OUT017,2007,,Tier 2,Supermarket Type1,759.012 +DRE13,,low fat,0.027570939,Soft Drinks,86.6198,OUT027,1985,Medium,Tier 3,Supermarket Type3,2529.3742 +FDV15,10.3,Low Fat,0.146767897,Meat,102.3648,OUT018,2009,Medium,Tier 3,Supermarket Type2,1557.972 +FDH26,19.25,Regular,0.03467086,Canned,141.8496,OUT013,1987,High,Tier 3,Supermarket Type1,2399.5432 +FDI22,12.6,Low Fat,0.09619424,Snack Foods,210.8612,OUT035,2004,Small,Tier 2,Supermarket Type1,1254.3672 +FDJ26,15.3,Regular,0.08511049,Canned,215.7218,OUT018,2009,Medium,Tier 3,Supermarket Type2,1923.4962 +FDD26,,Regular,0.1263349,Canned,184.0924,OUT019,1985,Small,Tier 1,Grocery Store,555.2772 +NCI55,,Low Fat,0.012592289,Household,123.3414,OUT027,1985,Medium,Tier 3,Supermarket Type3,4751.8146 +FDA35,,Regular,0.05357685,Baking Goods,122.2072,OUT027,1985,Medium,Tier 3,Supermarket Type3,3552.7088 +FDN21,18.6,Low Fat,0.077168705,Snack Foods,160.6236,OUT018,2009,Medium,Tier 3,Supermarket Type2,1611.236 +NCM43,14.5,Low Fat,0.032597778,Others,163.621,OUT010,1998,,Tier 3,Grocery Store,815.605 +FDD09,13.5,Low Fat,0.021583971,Fruits and Vegetables,179.5976,OUT018,2009,Medium,Tier 3,Supermarket Type2,2173.1712 +FDI24,10.3,Low Fat,0.078903499,Baking Goods,177.637,OUT045,2002,,Tier 2,Supermarket Type1,4234.488 +NCN41,,Low Fat,0.091411749,Health and Hygiene,121.373,OUT019,1985,Small,Tier 1,Grocery Store,369.519 +NCT53,,Low Fat,0.084245356,Health and Hygiene,164.6526,OUT019,1985,Small,Tier 1,Grocery Store,657.8104 +FDQ47,7.155,Regular,0.281509514,Breads,33.8874,OUT010,1998,,Tier 3,Grocery Store,35.2874 +NCD42,16.5,Low Fat,0.012689327,Health and Hygiene,39.7506,OUT018,2009,Medium,Tier 3,Supermarket Type2,227.7036 +FDI21,5.59,Regular,0.094741514,Snack Foods,63.1168,OUT010,1998,,Tier 3,Grocery Store,191.7504 +FDS48,15.15,Low Fat,0.046496777,Baking Goods,149.6708,OUT010,1998,,Tier 3,Grocery Store,300.9416 +FDW50,13.1,Low Fat,0.076005548,Dairy,166.1158,OUT017,2007,,Tier 2,Supermarket Type1,1169.8106 +FDO37,8.06,Low Fat,0,Breakfast,232.7326,OUT018,2009,Medium,Tier 3,Supermarket Type2,3696.5216 +FDS04,10.195,Regular,0,Frozen Foods,139.5838,OUT018,2009,Medium,Tier 3,Supermarket Type2,4495.4816 +FDP38,10.1,Low Fat,0.053732324,Canned,49.8008,OUT010,1998,,Tier 3,Grocery Store,303.6048 +NCF06,6.235,Low Fat,0.033807904,Household,258.9962,OUT010,1998,,Tier 3,Grocery Store,258.9962 +FDR35,12.5,Low Fat,0.020782036,Breads,198.3742,OUT018,2009,Medium,Tier 3,Supermarket Type2,2587.9646 +FDB04,11.35,Regular,0.063173691,Dairy,86.1856,OUT013,1987,High,Tier 3,Supermarket Type1,1494.0552 +FDK16,9.065,Low Fat,0.115563679,Frozen Foods,96.0094,OUT045,2002,,Tier 2,Supermarket Type1,1713.7692 +FDM57,11.65,Regular,0.076278201,Snack Foods,85.1908,OUT017,2007,,Tier 2,Supermarket Type1,671.1264 +FDF45,18.2,Regular,0.012223687,Fruits and Vegetables,57.1904,OUT049,1999,Medium,Tier 1,Supermarket Type1,1640.5312 +FDH04,6.115,Regular,0.011419301,Frozen Foods,91.0488,OUT018,2009,Medium,Tier 3,Supermarket Type2,1629.8784 +FDL25,6.92,Regular,0.131458247,Breakfast,90.5804,OUT018,2009,Medium,Tier 3,Supermarket Type2,183.7608 +FDK40,7.035,LF,0.021883368,Frozen Foods,263.791,OUT049,1999,Medium,Tier 1,Supermarket Type1,4996.829 +FDV46,18.2,Low Fat,0.012607876,Snack Foods,139.818,OUT046,1997,Small,Tier 1,Supermarket Type1,1398.18 +FDU31,10.5,Regular,0.025041738,Fruits and Vegetables,218.7508,OUT045,2002,,Tier 2,Supermarket Type1,3255.762 +NCQ53,17.6,Low Fat,0.018934719,Health and Hygiene,237.759,OUT049,1999,Medium,Tier 1,Supermarket Type1,3545.385 +FDD09,,Low Fat,0.021392306,Fruits and Vegetables,182.0976,OUT027,1985,Medium,Tier 3,Supermarket Type3,6157.3184 +FDY19,19.75,Low Fat,0.041448824,Fruits and Vegetables,116.5466,OUT045,2002,,Tier 2,Supermarket Type1,2828.3184 +FDI33,16.5,Low Fat,0.028395167,Snack Foods,91.7146,OUT013,1987,High,Tier 3,Supermarket Type1,2462.7942 +FDG08,13.15,Regular,0.165221717,Fruits and Vegetables,172.0764,OUT013,1987,High,Tier 3,Supermarket Type1,4466.1864 +FDE39,7.89,Low Fat,0.036127671,Dairy,117.4782,OUT035,2004,Small,Tier 2,Supermarket Type1,2026.0294 +FDH53,20.5,Regular,0.019277945,Frozen Foods,82.8592,OUT018,2009,Medium,Tier 3,Supermarket Type2,1733.7432 +FDB09,16.25,Low Fat,0.057629899,Fruits and Vegetables,123.9046,OUT018,2009,Medium,Tier 3,Supermarket Type2,1120.5414 +FDI22,12.6,Low Fat,0.096212432,Snack Foods,207.2612,OUT046,1997,Small,Tier 1,Supermarket Type1,4390.2852 +FDX24,,LF,0.024387984,Baking Goods,92.4462,OUT019,1985,Small,Tier 1,Grocery Store,185.0924 +FDE09,8.775,Low Fat,0.021647195,Fruits and Vegetables,109.5228,OUT045,2002,,Tier 2,Supermarket Type1,994.7052 +FDJ57,7.42,Regular,0.021573645,Seafood,184.6582,OUT046,1997,Small,Tier 1,Supermarket Type1,5015.4714 +DRC49,8.67,Low Fat,0.065424208,Soft Drinks,145.8128,OUT035,2004,Small,Tier 2,Supermarket Type1,2444.8176 +FDU19,8.77,Regular,0.046866331,Fruits and Vegetables,170.5422,OUT045,2002,,Tier 2,Supermarket Type1,1551.9798 +FDU43,19.35,Regular,0,Fruits and Vegetables,238.6564,OUT013,1987,High,Tier 3,Supermarket Type1,3575.346 +FDA50,16.25,Low Fat,0.087102593,Dairy,96.041,OUT013,1987,High,Tier 3,Supermarket Type1,868.869 +NCM29,11.5,Low Fat,0.01774202,Health and Hygiene,129.6626,OUT017,2007,,Tier 2,Supermarket Type1,1836.2764 +FDQ13,11.1,Low Fat,0.010632752,Canned,82.5908,OUT013,1987,High,Tier 3,Supermarket Type1,1510.0344 +FDB26,,Regular,0.031116081,Canned,55.264,OUT027,1985,Medium,Tier 3,Supermarket Type3,1544.656 +FDI21,5.59,Regular,0.05671761,Snack Foods,62.9168,OUT045,2002,,Tier 2,Supermarket Type1,1406.1696 +FDV25,,Low Fat,0.079931185,Canned,219.7456,OUT019,1985,Small,Tier 1,Grocery Store,884.1824 +FDQ23,6.55,Low Fat,0.024505418,Breads,102.9332,OUT013,1987,High,Tier 3,Supermarket Type1,1845.5976 +FDJ41,6.85,Low Fat,0.03830192,Frozen Foods,261.2594,OUT010,1998,,Tier 3,Grocery Store,1046.6376 +NCO42,21.25,Low Fat,0.024693927,Household,144.1102,OUT049,1999,Medium,Tier 1,Supermarket Type1,1749.7224 +FDQ13,,Low Fat,0.010590075,Canned,84.6908,OUT027,1985,Medium,Tier 3,Supermarket Type3,3691.1952 +FDU47,12.8,Regular,0.190569038,Breads,138.7838,OUT010,1998,,Tier 3,Grocery Store,280.9676 +FDW57,8.31,Regular,0,Snack Foods,177.4028,OUT046,1997,Small,Tier 1,Supermarket Type1,3896.2616 +DRN47,12.1,Low Fat,0.016826748,Hard Drinks,179.166,OUT046,1997,Small,Tier 1,Supermarket Type1,3056.022 +FDW28,,Low Fat,0.088394115,Frozen Foods,194.7452,OUT027,1985,Medium,Tier 3,Supermarket Type3,5872.356 +NCN42,20.25,Low Fat,0,Household,145.6418,OUT013,1987,High,Tier 3,Supermarket Type1,3384.2614 +FDR60,,Low Fat,0.129783577,Baking Goods,78.2328,OUT027,1985,Medium,Tier 3,Supermarket Type3,1004.0264 +FDO09,,Regular,0,Snack Foods,262.891,OUT019,1985,Small,Tier 1,Grocery Store,788.973 +FDX45,16.75,Low Fat,0,Snack Foods,156.163,OUT046,1997,Small,Tier 1,Supermarket Type1,2816.334 +FDH27,7.075,Low Fat,0.058465268,Dairy,145.3128,OUT045,2002,,Tier 2,Supermarket Type1,1869.5664 +FDO08,11.1,Regular,0.053765212,Fruits and Vegetables,163.1526,OUT035,2004,Small,Tier 2,Supermarket Type1,1808.9786 +FDG10,6.63,Regular,0.01098386,Snack Foods,55.4588,OUT018,2009,Medium,Tier 3,Supermarket Type2,343.5528 +FDZ40,8.935,Low Fat,0.040245222,Frozen Foods,54.9298,OUT049,1999,Medium,Tier 1,Supermarket Type1,1348.245 +FDZ27,7.935,Low Fat,0.017253305,Dairy,51.435,OUT017,2007,,Tier 2,Supermarket Type1,499.35 +FDZ46,7.485,Low Fat,0.069231189,Snack Foods,112.1228,OUT049,1999,Medium,Tier 1,Supermarket Type1,1215.7508 +FDI46,9.5,Low Fat,0.074648119,Snack Foods,253.3724,OUT018,2009,Medium,Tier 3,Supermarket Type2,755.0172 +NCW53,18.35,Low Fat,0.030542489,Health and Hygiene,193.1162,OUT049,1999,Medium,Tier 1,Supermarket Type1,2693.8268 +FDY52,6.365,Low Fat,0.007359711,Frozen Foods,60.1536,OUT049,1999,Medium,Tier 1,Supermarket Type1,490.0288 +FDU07,11.1,Low Fat,0.059940022,Fruits and Vegetables,149.1366,OUT049,1999,Medium,Tier 1,Supermarket Type1,4231.8248 +NCQ05,11.395,Low Fat,0,Health and Hygiene,149.2708,OUT017,2007,,Tier 2,Supermarket Type1,2407.5328 +FDT16,9.895,Regular,0.048860587,Frozen Foods,260.2278,OUT018,2009,Medium,Tier 3,Supermarket Type2,4165.2448 +NCJ17,7.68,Low Fat,0.153419412,Health and Hygiene,86.4224,OUT017,2007,,Tier 2,Supermarket Type1,511.3344 +NCY29,13.65,Low Fat,0.077219509,Health and Hygiene,56.493,OUT035,2004,Small,Tier 2,Supermarket Type1,509.337 +NCQ18,15.75,Low Fat,0.13504726,Household,98.57,OUT035,2004,Small,Tier 2,Supermarket Type1,2496.75 +FDS02,10.195,Regular,0.146094132,Dairy,196.1794,OUT049,1999,Medium,Tier 1,Supermarket Type1,2926.191 +NCK31,10.895,Low Fat,0.027157955,Others,50.2666,OUT018,2009,Medium,Tier 3,Supermarket Type2,820.2656 +FDH60,,Regular,0.080346058,Baking Goods,195.711,OUT027,1985,Medium,Tier 3,Supermarket Type3,5499.508 +FDO19,17.7,Regular,0.016596645,Fruits and Vegetables,48.3034,OUT046,1997,Small,Tier 1,Supermarket Type1,777.6544 +DRF37,17.25,low fat,0.084316691,Soft Drinks,263.391,OUT035,2004,Small,Tier 2,Supermarket Type1,6311.784 +FDN21,18.6,Low Fat,0.076791671,Snack Foods,161.0236,OUT013,1987,High,Tier 3,Supermarket Type1,3705.8428 +FDM14,13.8,Low Fat,0.01326146,Canned,108.0254,OUT035,2004,Small,Tier 2,Supermarket Type1,759.6778 +FDO08,11.1,Regular,0,Fruits and Vegetables,165.5526,OUT018,2009,Medium,Tier 3,Supermarket Type2,1973.4312 +FDS27,10.195,Regular,0.012528611,Meat,195.111,OUT017,2007,,Tier 2,Supermarket Type1,3731.809 +DRM59,5.88,Low Fat,0.003597678,Hard Drinks,153.8998,OUT049,1999,Medium,Tier 1,Supermarket Type1,2922.1962 +NCO29,11.15,Low Fat,0.032438645,Health and Hygiene,163.0526,OUT017,2007,,Tier 2,Supermarket Type1,2302.3364 +FDC32,,Low Fat,0.173527068,Fruits and Vegetables,92.0462,OUT019,1985,Small,Tier 1,Grocery Store,277.6386 +DRA12,11.6,Low Fat,0.041112694,Soft Drinks,142.0154,OUT018,2009,Medium,Tier 3,Supermarket Type2,850.8924 +FDI14,,Low Fat,0.089243504,Canned,139.2496,OUT027,1985,Medium,Tier 3,Supermarket Type3,1976.0944 +DRG51,12.1,Low Fat,0.011539622,Dairy,163.5526,OUT046,1997,Small,Tier 1,Supermarket Type1,2302.3364 +FDR33,,Low Fat,0.04690397,Snack Foods,110.657,OUT019,1985,Small,Tier 1,Grocery Store,659.142 +FDS23,4.635,Low Fat,0.141686037,Breads,126.9994,OUT017,2007,,Tier 2,Supermarket Type1,1798.9916 +NCF43,8.51,Low Fat,0.052051256,Household,142.247,OUT045,2002,,Tier 2,Supermarket Type1,2004.058 +DRN37,9.6,low fat,0.09627919,Soft Drinks,167.3158,OUT035,2004,Small,Tier 2,Supermarket Type1,1838.2738 +FDX57,17.25,Regular,0.047533568,Snack Foods,96.9068,OUT017,2007,,Tier 2,Supermarket Type1,1458.102 +NCC42,15,Low Fat,0.04499948,Health and Hygiene,140.4838,OUT045,2002,,Tier 2,Supermarket Type1,1685.8056 +FDS47,16.75,Low Fat,0.12888573,Breads,87.6856,OUT046,1997,Small,Tier 1,Supermarket Type1,1494.0552 +DRK35,8.365,Low Fat,0.120256303,Hard Drinks,39.2506,OUT010,1998,,Tier 3,Grocery Store,75.9012 +DRF37,,Low Fat,0,Soft Drinks,261.291,OUT019,1985,Small,Tier 1,Grocery Store,788.973 +DRI23,18.85,Low Fat,0.137755834,Hard Drinks,161.8578,OUT018,2009,Medium,Tier 3,Supermarket Type2,3530.0716 +FDB28,6.615,Low Fat,0.093913607,Dairy,198.7426,OUT017,2007,,Tier 2,Supermarket Type1,1186.4556 +FDU50,5.75,Regular,0.075287081,Dairy,115.3176,OUT049,1999,Medium,Tier 1,Supermarket Type1,572.588 +FDD22,10,Low Fat,0.100055625,Snack Foods,113.3544,OUT018,2009,Medium,Tier 3,Supermarket Type2,3467.4864 +FDG04,13.1,Low Fat,0.006061565,Frozen Foods,188.9898,OUT035,2004,Small,Tier 2,Supermarket Type1,4303.0654 +FDM08,10.1,Regular,0.053667516,Fruits and Vegetables,223.0088,OUT049,1999,Medium,Tier 1,Supermarket Type1,671.1264 +FDI28,,Low Fat,0.026194237,Frozen Foods,79.0302,OUT027,1985,Medium,Tier 3,Supermarket Type3,1901.5248 +FDM57,11.65,Regular,0.076002991,Snack Foods,83.4908,OUT045,2002,,Tier 2,Supermarket Type1,503.3448 +NCS17,,Low Fat,0.080111611,Health and Hygiene,94.6436,OUT027,1985,Medium,Tier 3,Supermarket Type3,4065.3748 +FDX44,9.3,Low Fat,0.043141572,Fruits and Vegetables,90.4172,OUT018,2009,Medium,Tier 3,Supermarket Type2,1249.0408 +DRE03,19.6,Low Fat,0.024276035,Dairy,45.3718,OUT045,2002,,Tier 2,Supermarket Type1,614.5334 +FDT46,11.35,Low Fat,0.03093263,Snack Foods,51.5008,OUT018,2009,Medium,Tier 3,Supermarket Type2,607.2096 +FDW60,5.44,Regular,0.017096552,Baking Goods,178.137,OUT045,2002,,Tier 2,Supermarket Type1,3175.866 +FDE44,14.65,Low Fat,0.172357491,Fruits and Vegetables,50.8692,OUT017,2007,,Tier 2,Supermarket Type1,788.3072 +FDT24,12.35,Regular,0.185824165,Baking Goods,78.5328,OUT035,2004,Small,Tier 2,Supermarket Type1,695.0952 +FDO20,12.85,Regular,0.152988295,Fruits and Vegetables,253.7382,OUT017,2007,,Tier 2,Supermarket Type1,2271.0438 +FDV47,17.1,Low Fat,0,Breads,85.5566,OUT049,1999,Medium,Tier 1,Supermarket Type1,1860.2452 +FDZ26,11.6,reg,0.143897558,Dairy,240.6222,OUT013,1987,High,Tier 3,Supermarket Type1,2868.2664 +FDK48,7.445,Low Fat,0.037845086,Baking Goods,75.5354,OUT017,2007,,Tier 2,Supermarket Type1,1956.1204 +FDX32,,Regular,0.1748389,Fruits and Vegetables,142.8786,OUT019,1985,Small,Tier 1,Grocery Store,433.4358 +FDE56,,Regular,0.278730642,Fruits and Vegetables,63.2194,OUT019,1985,Small,Tier 1,Grocery Store,247.6776 +DRJ01,6.135,low fat,0.115500999,Soft Drinks,161.1236,OUT018,2009,Medium,Tier 3,Supermarket Type2,644.4944 +FDC53,8.68,Low Fat,0.01478914,Frozen Foods,97.7384,OUT010,1998,,Tier 3,Grocery Store,98.5384 +NCN07,18.5,Low Fat,0.033938279,Others,132.5284,OUT035,2004,Small,Tier 2,Supermarket Type1,1318.284 +FDI28,14.3,Low Fat,0.026299797,Frozen Foods,79.4302,OUT013,1987,High,Tier 3,Supermarket Type1,1743.0644 +NCO55,,Low Fat,0.159394437,Others,105.6938,OUT019,1985,Small,Tier 1,Grocery Store,214.3876 +FDP46,15.35,Low Fat,0,Snack Foods,88.283,OUT046,1997,Small,Tier 1,Supermarket Type1,1797.66 +FDX26,17.7,Low Fat,0,Dairy,182.5292,OUT013,1987,High,Tier 3,Supermarket Type1,2736.438 +FDD56,15.2,Regular,0.10377827,Fruits and Vegetables,175.6054,OUT046,1997,Small,Tier 1,Supermarket Type1,2451.4756 +FDP12,9.8,Regular,0.045522854,Baking Goods,35.0874,OUT017,2007,,Tier 2,Supermarket Type1,352.874 +FDT40,,Low Fat,0.095331433,Frozen Foods,125.5678,OUT027,1985,Medium,Tier 3,Supermarket Type3,2543.356 +FDV57,15.25,Regular,0,Snack Foods,179.766,OUT018,2009,Medium,Tier 3,Supermarket Type2,3056.022 +FDZ09,17.6,Low Fat,0.105472205,Snack Foods,165.6868,OUT017,2007,,Tier 2,Supermarket Type1,3111.9492 +FDA07,7.55,Regular,0.030938774,Fruits and Vegetables,121.0072,OUT035,2004,Small,Tier 2,Supermarket Type1,2082.6224 +FDV36,,Low Fat,0.026174636,Baking Goods,127.102,OUT027,1985,Medium,Tier 3,Supermarket Type3,3415.554 +FDQ01,19.7,Regular,0.160671255,Canned,254.7014,OUT035,2004,Small,Tier 2,Supermarket Type1,3570.0196 +FDW46,13,Regular,0.070243155,Snack Foods,65.7484,OUT013,1987,High,Tier 3,Supermarket Type1,391.4904 +FDW19,,Regular,0.038313981,Fruits and Vegetables,109.957,OUT027,1985,Medium,Tier 3,Supermarket Type3,4504.137 +FDY01,11.8,Regular,0.170548238,Canned,113.8834,OUT049,1999,Medium,Tier 1,Supermarket Type1,1382.2008 +FDG60,20.35,Low Fat,0.060794097,Baking Goods,233.6616,OUT049,1999,Medium,Tier 1,Supermarket Type1,2577.9776 +FDL22,16.85,Low Fat,0.036446751,Snack Foods,90.3488,OUT049,1999,Medium,Tier 1,Supermarket Type1,996.0368 +DRK01,7.63,Low Fat,0.061188147,Soft Drinks,94.0436,OUT045,2002,,Tier 2,Supermarket Type1,1134.5232 +FDO12,15.75,Low Fat,0.054884821,Baking Goods,195.3452,OUT013,1987,High,Tier 3,Supermarket Type1,1761.7068 +FDX12,18.2,Regular,0.026064486,Baking Goods,241.8196,OUT046,1997,Small,Tier 1,Supermarket Type1,4097.3332 +FDR28,13.85,Regular,0.025936747,Frozen Foods,164.921,OUT049,1999,Medium,Tier 1,Supermarket Type1,2609.936 +FDH57,10.895,LF,0.035949725,Fruits and Vegetables,132.9284,OUT017,2007,,Tier 2,Supermarket Type1,3295.71 +FDC04,15.6,Low Fat,0.045168898,Dairy,242.9854,OUT018,2009,Medium,Tier 3,Supermarket Type2,2175.1686 +NCI06,11.3,Low Fat,0.04767798,Household,181.466,OUT013,1987,High,Tier 3,Supermarket Type1,3775.086 +NCY53,20,Low Fat,0.058812134,Health and Hygiene,111.6544,OUT017,2007,,Tier 2,Supermarket Type1,1565.9616 +FDR22,19.35,Regular,0.018667601,Snack Foods,112.9544,OUT017,2007,,Tier 2,Supermarket Type1,2908.2144 +FDM33,15.6,Low Fat,0.087646694,Snack Foods,221.5798,OUT013,1987,High,Tier 3,Supermarket Type1,5509.495 +FDO57,,Low Fat,0.19033746,Snack Foods,159.4578,OUT019,1985,Small,Tier 1,Grocery Store,160.4578 +FDO56,10.195,Regular,0.045165796,Fruits and Vegetables,118.4808,OUT018,2009,Medium,Tier 3,Supermarket Type2,1640.5312 +FDO58,,Low Fat,0.039385518,Snack Foods,164.8526,OUT027,1985,Medium,Tier 3,Supermarket Type3,2631.2416 +FDQ45,9.5,Regular,0.010914988,Snack Foods,183.8608,OUT035,2004,Small,Tier 2,Supermarket Type1,2572.6512 +FDO60,,Low Fat,0.034203092,Baking Goods,43.3086,OUT027,1985,Medium,Tier 3,Supermarket Type3,624.5204 +FDI34,10.65,reg,0.085268317,Snack Foods,229.7668,OUT049,1999,Medium,Tier 1,Supermarket Type1,3916.2356 +FDJ26,,Regular,0.084354713,Canned,215.5218,OUT027,1985,Medium,Tier 3,Supermarket Type3,4915.6014 +FDV08,7.35,Low Fat,0.028571132,Fruits and Vegetables,40.8454,OUT013,1987,High,Tier 3,Supermarket Type1,587.2356 +DRD60,15.7,LF,0.037383778,Soft Drinks,179.7634,OUT018,2009,Medium,Tier 3,Supermarket Type2,1817.634 +FDX20,,Low Fat,0.042354152,Fruits and Vegetables,227.272,OUT027,1985,Medium,Tier 3,Supermarket Type3,7017.532 +FDG59,15.85,Low Fat,0.043410693,Starchy Foods,39.4164,OUT018,2009,Medium,Tier 3,Supermarket Type2,154.4656 +FDN58,13.8,Regular,0.056872392,Snack Foods,231.1984,OUT046,1997,Small,Tier 1,Supermarket Type1,5097.3648 +FDV48,9.195,Regular,0.051573903,Baking Goods,79.8644,OUT013,1987,High,Tier 3,Supermarket Type1,785.644 +FDA15,9.3,LF,0.016113019,Dairy,248.8092,OUT017,2007,,Tier 2,Supermarket Type1,5976.2208 +FDI19,15.1,Low Fat,0.052295514,Meat,242.9512,OUT013,1987,High,Tier 3,Supermarket Type1,4847.024 +FDX19,19.1,Low Fat,0.097127867,Fruits and Vegetables,234.4958,OUT018,2009,Medium,Tier 3,Supermarket Type2,1635.8706 +FDO52,11.6,Regular,0.077284566,Frozen Foods,172.4106,OUT049,1999,Medium,Tier 1,Supermarket Type1,4277.765 +NCO05,7.27,Low Fat,0.046653872,Health and Hygiene,98.6384,OUT045,2002,,Tier 2,Supermarket Type1,1970.768 +NCP17,19.35,Low Fat,0.02775746,Health and Hygiene,62.5168,OUT049,1999,Medium,Tier 1,Supermarket Type1,1534.0032 +FDK56,9.695,Low Fat,0,Fruits and Vegetables,186.7898,OUT010,1998,,Tier 3,Grocery Store,561.2694 +NCG43,20.2,Low Fat,0,Household,94.1462,OUT046,1997,Small,Tier 1,Supermarket Type1,832.9158 +DRM59,,LF,0.003574698,Hard Drinks,154.6998,OUT027,1985,Medium,Tier 3,Supermarket Type3,3229.7958 +FDA47,10.5,Regular,0.11733375,Baking Goods,164.121,OUT017,2007,,Tier 2,Supermarket Type1,2773.057 +FDY20,12.5,Regular,0.081684728,Fruits and Vegetables,92.3488,OUT013,1987,High,Tier 3,Supermarket Type1,1177.1344 +FDZ22,,Low Fat,0.079261744,Snack Foods,81.825,OUT019,1985,Small,Tier 1,Grocery Store,83.225 +FDB52,17.75,Low Fat,0.030410273,Dairy,256.0672,OUT013,1987,High,Tier 3,Supermarket Type1,2045.3376 +NCS29,9,Low Fat,0.069938838,Health and Hygiene,264.8884,OUT017,2007,,Tier 2,Supermarket Type1,2914.8724 +DRC12,17.85,Low Fat,0.037885683,Soft Drinks,190.4188,OUT049,1999,Medium,Tier 1,Supermarket Type1,952.094 +FDP13,,Regular,0.235183205,Canned,41.548,OUT019,1985,Small,Tier 1,Grocery Store,79.896 +DRF23,4.61,Low Fat,0.123151947,Hard Drinks,175.2396,OUT018,2009,Medium,Tier 3,Supermarket Type2,2093.2752 +FDB56,8.75,Regular,0.074565098,Fruits and Vegetables,186.8556,OUT013,1987,High,Tier 3,Supermarket Type1,7322.4684 +FDQ47,7.155,Regular,0.169137707,Breads,35.2874,OUT017,2007,,Tier 2,Supermarket Type1,388.1614 +FDY39,,Regular,0,Meat,182.0608,OUT027,1985,Medium,Tier 3,Supermarket Type3,7717.9536 +FDY36,12.3,Low Fat,0.009429612,Baking Goods,71.338,OUT045,2002,,Tier 2,Supermarket Type1,1098.57 +NCM17,7.93,Low Fat,0.071076672,Health and Hygiene,44.9086,OUT013,1987,High,Tier 3,Supermarket Type1,802.9548 +DRN35,8.01,Low Fat,0.070234306,Hard Drinks,34.9532,OUT035,2004,Small,Tier 2,Supermarket Type1,539.298 +FDK22,9.8,Low Fat,0.043663452,Snack Foods,217.185,OUT010,1998,,Tier 3,Grocery Store,432.77 +FDI07,,Regular,0.059110912,Meat,199.3426,OUT019,1985,Small,Tier 1,Grocery Store,395.4852 +DRK37,5,LF,0,Soft Drinks,190.453,OUT010,1998,,Tier 3,Grocery Store,379.506 +NCP05,19.6,Low Fat,0.042324556,Health and Hygiene,150.9024,OUT010,1998,,Tier 3,Grocery Store,303.6048 +NCD42,16.5,Low Fat,0.012657494,Health and Hygiene,36.3506,OUT049,1999,Medium,Tier 1,Supermarket Type1,872.8638 +FDW11,12.6,low fat,0.048857925,Breads,61.0194,OUT049,1999,Medium,Tier 1,Supermarket Type1,1052.6298 +FDI14,14.1,Low Fat,0.090185027,Canned,140.2496,OUT017,2007,,Tier 2,Supermarket Type1,2681.8424 +NCY42,6.38,Low Fat,0.015186146,Household,144.947,OUT049,1999,Medium,Tier 1,Supermarket Type1,3435.528 +FDV26,20.25,Regular,0,Dairy,194.2794,OUT049,1999,Medium,Tier 1,Supermarket Type1,4291.7468 +FDX15,,Low Fat,0.155541973,Meat,159.7578,OUT027,1985,Medium,Tier 3,Supermarket Type3,641.8312 +NCG07,12.3,Low Fat,0.052502049,Household,190.853,OUT046,1997,Small,Tier 1,Supermarket Type1,4364.319 +FDC44,15.6,Low Fat,0.172596885,Fruits and Vegetables,114.8518,OUT046,1997,Small,Tier 1,Supermarket Type1,2163.1842 +FDC47,15,Low Fat,0.118868155,Snack Foods,229.4694,OUT035,2004,Small,Tier 2,Supermarket Type1,5937.6044 +NCK53,11.6,Low Fat,0.037639672,Health and Hygiene,98.4042,OUT049,1999,Medium,Tier 1,Supermarket Type1,1388.8588 +FDY49,,Regular,0.021031586,Canned,164.7184,OUT019,1985,Small,Tier 1,Grocery Store,495.3552 +NCM07,,Low Fat,0.069968018,Others,83.9908,OUT019,1985,Small,Tier 1,Grocery Store,167.7816 +FDR47,17.85,Low Fat,0.087963415,Breads,193.3794,OUT017,2007,,Tier 2,Supermarket Type1,4291.7468 +FDS59,14.8,Regular,0.043885147,Breads,108.757,OUT035,2004,Small,Tier 2,Supermarket Type1,1867.569 +DRK47,7.905,Low Fat,0.064163983,Hard Drinks,229.9694,OUT049,1999,Medium,Tier 1,Supermarket Type1,4567.388 +FDZ27,,Low Fat,0,Dairy,51.235,OUT019,1985,Small,Tier 1,Grocery Store,49.935 +FDE36,,Regular,0,Baking Goods,165.5868,OUT027,1985,Medium,Tier 3,Supermarket Type3,5404.9644 +FDM51,11.8,Regular,0.02592132,Meat,101.9674,OUT035,2004,Small,Tier 2,Supermarket Type1,1731.7458 +FDY48,14,Low Fat,0.023734872,Baking Goods,103.2332,OUT046,1997,Small,Tier 1,Supermarket Type1,1845.5976 +FDA35,14.85,Regular,0.053921264,Baking Goods,123.0072,OUT049,1999,Medium,Tier 1,Supermarket Type1,1960.1152 +NCL31,7.39,Low Fat,0.120770963,Others,143.447,OUT018,2009,Medium,Tier 3,Supermarket Type2,2290.352 +FDC47,15,Low Fat,0.118791698,Snack Foods,229.9694,OUT013,1987,High,Tier 3,Supermarket Type1,4339.0186 +FDI26,,Low Fat,0.034717799,Canned,179.4344,OUT027,1985,Medium,Tier 3,Supermarket Type3,6066.7696 +FDQ16,19.7,LF,0.041823046,Frozen Foods,108.0912,OUT045,2002,,Tier 2,Supermarket Type1,1965.4416 +FDK15,10.8,Low Fat,0.164724567,Meat,98.4042,OUT010,1998,,Tier 3,Grocery Store,99.2042 +NCO53,,Low Fat,0.174336148,Health and Hygiene,184.0608,OUT027,1985,Medium,Tier 3,Supermarket Type3,6431.628 +FDG12,,Regular,0.006295472,Baking Goods,122.4098,OUT027,1985,Medium,Tier 3,Supermarket Type3,3735.8038 +FDU28,,Regular,0.093463546,Frozen Foods,189.1214,OUT027,1985,Medium,Tier 3,Supermarket Type3,2261.0568 +FDI20,,Low Fat,0.067520165,Fruits and Vegetables,211.3586,OUT019,1985,Small,Tier 1,Grocery Store,422.1172 +DRN37,9.6,Low Fat,0.161182103,Soft Drinks,165.3158,OUT010,1998,,Tier 3,Grocery Store,334.2316 +FDD28,10.695,Low Fat,0.053296868,Frozen Foods,59.6904,OUT046,1997,Small,Tier 1,Supermarket Type1,937.4464 +FDP31,21.1,Regular,0.161474419,Fruits and Vegetables,62.9168,OUT035,2004,Small,Tier 2,Supermarket Type1,1086.5856 +DRD27,,Low Fat,0.041740624,Dairy,98.3042,OUT019,1985,Small,Tier 1,Grocery Store,198.4084 +DRF01,,Low Fat,0.306542848,Soft Drinks,147.3102,OUT019,1985,Small,Tier 1,Grocery Store,291.6204 +DRD25,6.135,LF,0.079293753,Soft Drinks,111.286,OUT018,2009,Medium,Tier 3,Supermarket Type2,2263.72 +FDD53,16.2,Low Fat,0.044472637,Frozen Foods,43.3454,OUT017,2007,,Tier 2,Supermarket Type1,922.7988 +FDQ24,15.7,Low Fat,0.073816097,Baking Goods,253.4724,OUT045,2002,,Tier 2,Supermarket Type1,2013.3792 +FDY49,17.2,Regular,0.012080016,Canned,164.4184,OUT017,2007,,Tier 2,Supermarket Type1,2641.8944 +NCP18,12.15,Low Fat,0.02859825,Household,150.4708,OUT046,1997,Small,Tier 1,Supermarket Type1,2257.062 +FDT07,,Regular,0.076944658,Fruits and Vegetables,257.133,OUT027,1985,Medium,Tier 3,Supermarket Type3,7433.657 +FDG46,8.63,Regular,0.055084019,Snack Foods,114.7518,OUT010,1998,,Tier 3,Grocery Store,455.4072 +FDH50,15,Regular,0.162093059,Canned,182.5266,OUT018,2009,Medium,Tier 3,Supermarket Type2,1290.9862 +FDS40,,Low Fat,0.024546148,Frozen Foods,34.619,OUT019,1985,Small,Tier 1,Grocery Store,36.619 +FDZ60,,Low Fat,0.118783796,Baking Goods,108.5596,OUT027,1985,Medium,Tier 3,Supermarket Type3,1725.7536 +FDG38,8.975,Regular,0.052836076,Canned,86.6224,OUT045,2002,,Tier 2,Supermarket Type1,1619.2256 +FDG31,12.15,Low Fat,0.037889224,Meat,64.7826,OUT035,2004,Small,Tier 2,Supermarket Type1,904.1564 +FDS39,6.895,Low Fat,0.022587621,Meat,143.7812,OUT017,2007,,Tier 2,Supermarket Type1,1994.7368 +FDL22,,Low Fat,0.036213953,Snack Foods,92.5488,OUT027,1985,Medium,Tier 3,Supermarket Type3,2625.9152 +FDQ20,8.325,Low Fat,0.029779207,Fruits and Vegetables,39.3138,OUT035,2004,Small,Tier 2,Supermarket Type1,974.7312 +DRB24,8.785,Low Fat,0.020693619,Soft Drinks,153.1656,OUT017,2007,,Tier 2,Supermarket Type1,1853.5872 +DRI51,,Low Fat,0.042037073,Dairy,172.6764,OUT027,1985,Medium,Tier 3,Supermarket Type3,6183.9504 +FDJ60,19.35,Regular,0.062516602,Baking Goods,163.9184,OUT035,2004,Small,Tier 2,Supermarket Type1,3137.2496 +FDB40,17.5,Regular,0.012620221,Dairy,144.8102,OUT010,1998,,Tier 3,Grocery Store,291.6204 +FDO15,16.75,Regular,0.008615,Meat,72.4038,OUT017,2007,,Tier 2,Supermarket Type1,739.038 +FDI53,8.895,Regular,0.137618927,Frozen Foods,161.5236,OUT035,2004,Small,Tier 2,Supermarket Type1,1772.3596 +FDZ14,7.71,Regular,0.047588696,Dairy,122.4756,OUT046,1997,Small,Tier 1,Supermarket Type1,605.878 +NCD54,,Low Fat,0.050790917,Household,142.7786,OUT019,1985,Small,Tier 1,Grocery Store,144.4786 +FDF28,15.7,Regular,0.037864721,Frozen Foods,124.1046,OUT046,1997,Small,Tier 1,Supermarket Type1,1120.5414 +FDD39,16.7,Low Fat,0.070551723,Dairy,217.685,OUT017,2007,,Tier 2,Supermarket Type1,2163.85 +NCN54,20.35,Low Fat,0.021326471,Household,76.1328,OUT046,1997,Small,Tier 1,Supermarket Type1,772.328 +NCO41,12.5,Low Fat,0.018955479,Health and Hygiene,100.1384,OUT017,2007,,Tier 2,Supermarket Type1,2167.8448 +FDH45,15.1,Regular,0.105666833,Fruits and Vegetables,41.6796,OUT046,1997,Small,Tier 1,Supermarket Type1,495.3552 +NCD55,14,Low Fat,0.040725405,Household,43.4454,OUT010,1998,,Tier 3,Grocery Store,41.9454 +DRK35,8.365,Low Fat,0.072252888,Hard Drinks,39.6506,OUT017,2007,,Tier 2,Supermarket Type1,834.9132 +FDM25,10.695,Regular,0.061008889,Breakfast,177.5712,OUT017,2007,,Tier 2,Supermarket Type1,2636.568 +NCW30,5.21,Low Fat,0.011007815,Household,259.5962,OUT035,2004,Small,Tier 2,Supermarket Type1,2848.9582 +FDU15,13.65,Regular,0,Meat,37.9532,OUT045,2002,,Tier 2,Supermarket Type1,575.2512 +DRN35,8.01,Low Fat,0.070247589,Hard Drinks,37.5532,OUT046,1997,Small,Tier 1,Supermarket Type1,1366.2216 +FDN28,5.88,Regular,0.030294931,Frozen Foods,104.099,OUT049,1999,Medium,Tier 1,Supermarket Type1,412.796 +NCK29,5.615,Low Fat,0.210511558,Health and Hygiene,121.373,OUT010,1998,,Tier 3,Grocery Store,123.173 +FDA49,19.7,LF,0.0650227,Canned,87.0198,OUT049,1999,Medium,Tier 1,Supermarket Type1,697.7584 +FDE40,,Regular,0.173587926,Dairy,60.0194,OUT019,1985,Small,Tier 1,Grocery Store,123.8388 +FDD52,18.25,Regular,0.183579854,Dairy,110.857,OUT049,1999,Medium,Tier 1,Supermarket Type1,1977.426 +FDZ31,15.35,Regular,0.113678422,Fruits and Vegetables,189.7504,OUT018,2009,Medium,Tier 3,Supermarket Type2,2492.7552 +FDA13,,Low Fat,0.078174543,Canned,39.9506,OUT027,1985,Medium,Tier 3,Supermarket Type3,721.0614 +FDU08,10.3,Low Fat,0.027292686,Fruits and Vegetables,101.2042,OUT013,1987,High,Tier 3,Supermarket Type1,396.8168 +FDU15,13.65,Regular,0.026602089,Meat,35.1532,OUT046,1997,Small,Tier 1,Supermarket Type1,790.9704 +FDD45,8.615,Low Fat,0.116226984,Fruits and Vegetables,95.9436,OUT035,2004,Small,Tier 2,Supermarket Type1,2741.7644 +FDY50,5.8,Low Fat,0.131221393,Dairy,87.8172,OUT045,2002,,Tier 2,Supermarket Type1,1070.6064 +FDD08,8.3,Low Fat,0.035409328,Fruits and Vegetables,36.2506,OUT049,1999,Medium,Tier 1,Supermarket Type1,834.9132 +NCE30,16,Low Fat,0,Household,210.4902,OUT045,2002,,Tier 2,Supermarket Type1,3610.6334 +FDB05,5.155,Low Fat,0.083327693,Frozen Foods,247.2776,OUT049,1999,Medium,Tier 1,Supermarket Type1,5944.2624 +FDS09,8.895,Regular,0.08125293,Snack Foods,49.8008,OUT045,2002,,Tier 2,Supermarket Type1,1062.6168 +FDZ07,15.1,Regular,0,Fruits and Vegetables,63.7194,OUT018,2009,Medium,Tier 3,Supermarket Type2,1362.2268 +FDS57,15.5,LF,0.103422709,Snack Foods,144.847,OUT035,2004,Small,Tier 2,Supermarket Type1,1717.764 +FDX28,6.325,Low Fat,0.125688044,Frozen Foods,100.9042,OUT018,2009,Medium,Tier 3,Supermarket Type2,2083.2882 +FDN56,,Regular,0.187443314,Fruits and Vegetables,145.8786,OUT019,1985,Small,Tier 1,Grocery Store,288.9572 +FDX44,9.3,Low Fat,0.04295842,Fruits and Vegetables,89.3172,OUT035,2004,Small,Tier 2,Supermarket Type1,2051.9956 +NCF19,,Low Fat,0.034938717,Household,49.0034,OUT027,1985,Medium,Tier 3,Supermarket Type3,826.2578 +NCA17,20.6,LF,0.045603215,Health and Hygiene,149.2392,OUT018,2009,Medium,Tier 3,Supermarket Type2,4026.7584 +FDY40,15.5,Regular,0.085834992,Frozen Foods,49.6692,OUT046,1997,Small,Tier 1,Supermarket Type1,788.3072 +NCX54,9.195,Low Fat,0.048050783,Household,105.6622,OUT035,2004,Small,Tier 2,Supermarket Type1,1693.7952 +FDK28,5.695,Low Fat,0.065589906,Frozen Foods,258.2646,OUT046,1997,Small,Tier 1,Supermarket Type1,5410.9566 +FDI32,,Low Fat,0.173529036,Fruits and Vegetables,113.2834,OUT027,1985,Medium,Tier 3,Supermarket Type3,4376.9692 +FDT11,5.94,Regular,0.029492018,Breads,188.0556,OUT018,2009,Medium,Tier 3,Supermarket Type2,938.778 +FDO32,6.36,Low Fat,0.121225455,Fruits and Vegetables,45.906,OUT017,2007,,Tier 2,Supermarket Type1,1118.544 +DRJ01,,Low Fat,0.114475357,Soft Drinks,160.9236,OUT027,1985,Medium,Tier 3,Supermarket Type3,2255.7304 +FDW02,4.805,Regular,0,Dairy,123.9704,OUT045,2002,,Tier 2,Supermarket Type1,2253.0672 +NCK30,14.85,Low Fat,0.060927824,Household,254.8698,OUT013,1987,High,Tier 3,Supermarket Type1,4819.7262 +NCM43,14.5,Low Fat,0.019459164,Others,161.621,OUT013,1987,High,Tier 3,Supermarket Type1,2120.573 +FDJ14,10.3,Regular,0.050070476,Canned,77.896,OUT046,1997,Small,Tier 1,Supermarket Type1,1278.336 +FDE59,12.15,Low Fat,0.06227604,Starchy Foods,37.9532,OUT035,2004,Small,Tier 2,Supermarket Type1,1078.596 +FDN10,11.5,Low Fat,0.046217345,Snack Foods,120.3124,OUT045,2002,,Tier 2,Supermarket Type1,474.0496 +NCC18,19.1,Low Fat,0.177270016,Household,174.0422,OUT046,1997,Small,Tier 1,Supermarket Type1,1724.422 +FDN34,,Regular,0.080127283,Snack Foods,168.7132,OUT019,1985,Small,Tier 1,Grocery Store,338.2264 +FDU12,15.5,Regular,0.076059648,Baking Goods,265.1568,OUT018,2009,Medium,Tier 3,Supermarket Type2,2109.2544 +FDR33,7.31,Low Fat,0.026788937,Snack Foods,110.357,OUT046,1997,Small,Tier 1,Supermarket Type1,3185.853 +FDP33,18.7,Low Fat,0.089197963,Snack Foods,257.3672,OUT013,1987,High,Tier 3,Supermarket Type1,2045.3376 +FDT49,7,Low Fat,0.151279591,Canned,107.028,OUT013,1987,High,Tier 3,Supermarket Type1,2876.256 +FDK02,12.5,Low Fat,0.112203445,Canned,121.144,OUT035,2004,Small,Tier 2,Supermarket Type1,1438.128 +NCM07,9.395,Low Fat,0.039961837,Others,84.0908,OUT046,1997,Small,Tier 1,Supermarket Type1,419.454 +FDX38,10.5,Regular,0.048207017,Dairy,45.9376,OUT046,1997,Small,Tier 1,Supermarket Type1,575.2512 +FDS56,5.785,Regular,0.064871045,Fruits and Vegetables,262.1252,OUT010,1998,,Tier 3,Grocery Store,786.9756 +FDU26,16.7,Regular,0.042685217,Dairy,120.7782,OUT049,1999,Medium,Tier 1,Supermarket Type1,1072.6038 +FDR16,5.845,Regular,0.105181277,Frozen Foods,214.4218,OUT049,1999,Medium,Tier 1,Supermarket Type1,5343.045 +FDA58,9.395,Low Fat,0.103751236,Snack Foods,235.8932,OUT046,1997,Small,Tier 1,Supermarket Type1,942.7728 +FDI26,5.94,Low Fat,0.035028853,Canned,179.8344,OUT018,2009,Medium,Tier 3,Supermarket Type2,1249.0408 +FDU36,6.15,Low Fat,0.046262201,Baking Goods,97.8384,OUT035,2004,Small,Tier 2,Supermarket Type1,2069.3064 +FDG60,20.35,Low Fat,0.060688248,Baking Goods,234.2616,OUT035,2004,Small,Tier 2,Supermarket Type1,4687.232 +FDH14,17.1,Regular,0.078347922,Canned,141.8838,OUT010,1998,,Tier 3,Grocery Store,280.9676 +FDQ37,,Low Fat,0.088828418,Breakfast,192.2478,OUT027,1985,Medium,Tier 3,Supermarket Type3,7943.6598 +FDW23,5.765,Low Fat,0.081944045,Baking Goods,36.7164,OUT013,1987,High,Tier 3,Supermarket Type1,849.5608 +FDM03,12.65,Low Fat,0.123726711,Meat,107.7938,OUT017,2007,,Tier 2,Supermarket Type1,2251.0698 +FDB58,10.5,reg,0.013485235,Snack Foods,140.0154,OUT013,1987,High,Tier 3,Supermarket Type1,3119.9388 +FDR09,18.25,Low Fat,0.077659918,Snack Foods,260.2962,OUT013,1987,High,Tier 3,Supermarket Type1,1035.9848 +FDR48,11.65,Low Fat,0,Baking Goods,149.8024,OUT018,2009,Medium,Tier 3,Supermarket Type2,1821.6288 +FDZ52,19.2,Low Fat,0.100074524,Frozen Foods,110.2886,OUT046,1997,Small,Tier 1,Supermarket Type1,778.3202 +DRD60,15.7,Low Fat,0.037289996,Soft Drinks,182.7634,OUT049,1999,Medium,Tier 1,Supermarket Type1,3453.5046 +FDJ14,10.3,Regular,0.050028809,Canned,80.096,OUT013,1987,High,Tier 3,Supermarket Type1,239.688 +NCY29,13.65,low fat,0.077234113,Health and Hygiene,56.893,OUT046,1997,Small,Tier 1,Supermarket Type1,1188.453 +NCP41,16.6,Low Fat,0.016197216,Health and Hygiene,108.8596,OUT013,1987,High,Tier 3,Supermarket Type1,970.7364 +FDK46,9.6,Low Fat,0.051571772,Snack Foods,258.462,OUT045,2002,,Tier 2,Supermarket Type1,4673.916 +FDI48,11.85,Regular,0.055672032,Baking Goods,50.5666,OUT013,1987,High,Tier 3,Supermarket Type1,922.7988 +FDX48,,reg,0.066336811,Baking Goods,154.1656,OUT019,1985,Small,Tier 1,Grocery Store,617.8624 +NCI29,8.6,Low Fat,0.032672263,Health and Hygiene,141.2154,OUT049,1999,Medium,Tier 1,Supermarket Type1,709.077 +FDL51,20.7,Regular,0.047491371,Dairy,213.9876,OUT046,1997,Small,Tier 1,Supermarket Type1,2143.876 +FDU21,11.8,Regular,0.077154417,Snack Foods,35.7558,OUT017,2007,,Tier 2,Supermarket Type1,577.2486 +FDA08,,Regular,0.087692636,Fruits and Vegetables,162.5526,OUT019,1985,Small,Tier 1,Grocery Store,328.9052 +FDK03,12.6,Regular,0.074221559,Dairy,255.9356,OUT018,2009,Medium,Tier 3,Supermarket Type2,4832.3764 +DRH39,20.7,Low Fat,0.092834313,Dairy,77.667,OUT049,1999,Medium,Tier 1,Supermarket Type1,2220.443 +NCR18,15.85,Low Fat,0.020571083,Household,41.6112,OUT018,2009,Medium,Tier 3,Supermarket Type2,255.6672 +NCX42,6.36,Low Fat,0.005978595,Household,163.6526,OUT046,1997,Small,Tier 1,Supermarket Type1,1151.1682 +FDR15,9.3,reg,0.033489979,Meat,156.6314,OUT049,1999,Medium,Tier 1,Supermarket Type1,1241.0512 +FDN60,,Low Fat,0.166609517,Baking Goods,157.6604,OUT019,1985,Small,Tier 1,Grocery Store,316.9208 +FDH24,20.7,Low Fat,0.021552357,Baking Goods,157.0288,OUT017,2007,,Tier 2,Supermarket Type1,2985.4472 +FDY50,,Low Fat,0.130321652,Dairy,88.7172,OUT027,1985,Medium,Tier 3,Supermarket Type3,3301.0364 +FDT26,18.85,Regular,0.068059156,Dairy,120.344,OUT049,1999,Medium,Tier 1,Supermarket Type1,1797.66 +NCC30,16.6,Low Fat,0.027573983,Household,176.6344,OUT035,2004,Small,Tier 2,Supermarket Type1,2676.516 +NCE43,12.5,low fat,0.103442268,Household,170.8448,OUT046,1997,Small,Tier 1,Supermarket Type1,4942.8992 +DRK39,7.02,Low Fat,0,Dairy,83.825,OUT017,2007,,Tier 2,Supermarket Type1,1414.825 +FDL16,12.85,Low Fat,0.168312678,Frozen Foods,45.906,OUT013,1987,High,Tier 3,Supermarket Type1,885.514 +FDQ36,7.855,Regular,0.162205516,Baking Goods,36.2848,OUT018,2009,Medium,Tier 3,Supermarket Type2,1155.8288 +FDS34,19.35,reg,0.076744561,Snack Foods,113.4518,OUT035,2004,Small,Tier 2,Supermarket Type1,1593.9252 +FDN32,17.5,Low Fat,0.015591925,Fruits and Vegetables,184.8266,OUT045,2002,,Tier 2,Supermarket Type1,2766.399 +FDZ23,17.75,Regular,0.067639698,Baking Goods,187.624,OUT045,2002,,Tier 2,Supermarket Type1,1491.392 +DRL49,13.15,Low Fat,0.056516756,Soft Drinks,143.4812,OUT049,1999,Medium,Tier 1,Supermarket Type1,854.8872 +FDG33,5.365,Regular,0.140213762,Seafood,173.7764,OUT035,2004,Small,Tier 2,Supermarket Type1,4637.9628 +FDG04,13.1,Low Fat,0.006075007,Frozen Foods,187.5898,OUT045,2002,,Tier 2,Supermarket Type1,2432.1674 +FDR04,7.075,Low Fat,0.022612742,Frozen Foods,97.0068,OUT045,2002,,Tier 2,Supermarket Type1,1944.136 +FDF52,9.3,LF,0.066770664,Frozen Foods,180.5292,OUT035,2004,Small,Tier 2,Supermarket Type1,2189.1504 +FDT36,12.3,Low Fat,0.186250852,Baking Goods,37.2874,OUT010,1998,,Tier 3,Grocery Store,176.437 +FDH17,16.2,Regular,0.016639482,Frozen Foods,95.8726,OUT013,1987,High,Tier 3,Supermarket Type1,1076.5986 +NCL42,18.85,Low Fat,0.040599963,Household,244.0144,OUT017,2007,,Tier 2,Supermarket Type1,5635.3312 +DRN35,8.01,Low Fat,0.070533748,Hard Drinks,34.2532,OUT018,2009,Medium,Tier 3,Supermarket Type2,467.3916 +FDL21,,Regular,0.01251245,Snack Foods,38.748,OUT019,1985,Small,Tier 1,Grocery Store,79.896 +FDX07,,Regular,0.022807826,Fruits and Vegetables,183.495,OUT027,1985,Medium,Tier 3,Supermarket Type3,4577.375 +FDW16,17.35,Regular,0.041474232,Frozen Foods,93.0804,OUT046,1997,Small,Tier 1,Supermarket Type1,826.9236 +FDS11,,Regular,0.055289464,Breads,222.5088,OUT027,1985,Medium,Tier 3,Supermarket Type3,7158.6816 +NCZ54,14.65,Low Fat,0.083698962,Household,163.4552,OUT018,2009,Medium,Tier 3,Supermarket Type2,2599.2832 +FDH32,12.8,Low Fat,0.076045655,Fruits and Vegetables,96.541,OUT035,2004,Small,Tier 2,Supermarket Type1,3765.099 +NCQ17,,Low Fat,0.116366304,Health and Hygiene,158.363,OUT027,1985,Medium,Tier 3,Supermarket Type3,4068.038 +FDK38,6.65,Low Fat,0.053279839,Canned,147.7734,OUT035,2004,Small,Tier 2,Supermarket Type1,2078.6276 +NCF55,6.675,Low Fat,0.021648305,Household,35.6874,OUT013,1987,High,Tier 3,Supermarket Type1,952.7598 +FDW39,6.69,Regular,0.037060755,Meat,176.837,OUT018,2009,Medium,Tier 3,Supermarket Type2,1411.496 +FDX36,,Regular,0.224607399,Baking Goods,223.1404,OUT019,1985,Small,Tier 1,Grocery Store,450.0808 +FDD47,7.6,reg,0.142699588,Starchy Foods,171.7448,OUT045,2002,,Tier 2,Supermarket Type1,4431.5648 +FDQ46,7.51,Low Fat,0.103726639,Snack Foods,110.6544,OUT013,1987,High,Tier 3,Supermarket Type1,1901.5248 +FDE56,,Regular,0.158424516,Fruits and Vegetables,62.4194,OUT027,1985,Medium,Tier 3,Supermarket Type3,2291.0178 +FDY39,,Regular,0.08234117,Meat,185.7608,OUT019,1985,Small,Tier 1,Grocery Store,1470.0864 +FDG05,11,Regular,0.087847141,Frozen Foods,156.863,OUT046,1997,Small,Tier 1,Supermarket Type1,2972.797 +NCR54,,Low Fat,0.158562708,Household,194.711,OUT019,1985,Small,Tier 1,Grocery Store,196.411 +FDX57,17.25,reg,0.047458754,Snack Foods,95.8068,OUT018,2009,Medium,Tier 3,Supermarket Type2,1263.6884 +FDC17,,Low Fat,0.015385857,Frozen Foods,208.9928,OUT027,1985,Medium,Tier 3,Supermarket Type3,9678.0688 +DRL60,,Low Fat,0.047377447,Soft Drinks,150.6682,OUT019,1985,Small,Tier 1,Grocery Store,457.4046 +FDO32,6.36,Low Fat,0.120443298,Fruits and Vegetables,45.406,OUT013,1987,High,Tier 3,Supermarket Type1,1118.544 +NCO29,11.15,Low Fat,0.032229348,Health and Hygiene,163.2526,OUT013,1987,High,Tier 3,Supermarket Type1,1480.0734 +FDJ36,,Regular,0.127638966,Baking Goods,104.5332,OUT027,1985,Medium,Tier 3,Supermarket Type3,2563.33 +NCF54,18,Low Fat,0.047473135,Household,170.5422,OUT045,2002,,Tier 2,Supermarket Type1,3103.9596 +FDV04,7.825,Regular,0.149986868,Frozen Foods,158.8288,OUT035,2004,Small,Tier 2,Supermarket Type1,1414.1592 +NCK30,14.85,Low Fat,0.102065622,Household,254.2698,OUT010,1998,,Tier 3,Grocery Store,1775.6886 +FDX09,,Low Fat,0.114243048,Snack Foods,174.937,OUT019,1985,Small,Tier 1,Grocery Store,176.437 +FDH53,20.5,Regular,0.019183756,Frozen Foods,83.7592,OUT013,1987,High,Tier 3,Supermarket Type1,1403.5064 +FDT22,10.395,Low Fat,0.112324552,Snack Foods,60.622,OUT045,2002,,Tier 2,Supermarket Type1,778.986 +DRF25,,Low Fat,0.068153091,Soft Drinks,36.019,OUT019,1985,Small,Tier 1,Grocery Store,73.238 +FDG56,13.3,Regular,0.071597469,Fruits and Vegetables,60.8536,OUT045,2002,,Tier 2,Supermarket Type1,918.804 +FDG38,,Regular,0.052473797,Canned,83.6224,OUT027,1985,Medium,Tier 3,Supermarket Type3,3494.1184 +FDS34,19.35,Regular,0.076914745,Snack Foods,114.8518,OUT045,2002,,Tier 2,Supermarket Type1,1707.777 +FDP44,16.5,Regular,0.079837509,Fruits and Vegetables,102.1332,OUT049,1999,Medium,Tier 1,Supermarket Type1,1743.0644 +FDW03,5.63,Regular,0.024520854,Meat,102.8306,OUT013,1987,High,Tier 3,Supermarket Type1,1986.0814 +FDU25,12.35,LF,0.02678995,Canned,58.9246,OUT018,2009,Medium,Tier 3,Supermarket Type2,926.7936 +NCR17,9.8,Low Fat,0.024432767,Health and Hygiene,116.4492,OUT045,2002,,Tier 2,Supermarket Type1,2780.3808 +FDY39,5.305,Regular,0.047220268,Meat,181.9608,OUT018,2009,Medium,Tier 3,Supermarket Type2,2388.8904 +FDA03,18.5,Regular,0.045534457,Dairy,146.3102,OUT049,1999,Medium,Tier 1,Supermarket Type1,3645.255 +FDG58,10.695,Regular,0,Snack Foods,156.1972,OUT046,1997,Small,Tier 1,Supermarket Type1,1869.5664 +NCB19,6.525,Low Fat,0.090806457,Household,86.4882,OUT017,2007,,Tier 2,Supermarket Type1,1631.8758 +FDI07,12.35,Regular,0.033813351,Meat,198.1426,OUT049,1999,Medium,Tier 1,Supermarket Type1,3757.1094 +NCS06,7.935,Low Fat,0.031730739,Household,261.091,OUT035,2004,Small,Tier 2,Supermarket Type1,2366.919 +FDX03,15.85,Regular,0.102262138,Meat,47.1744,OUT010,1998,,Tier 3,Grocery Store,90.5488 +NCK29,5.615,LF,0,Health and Hygiene,121.973,OUT046,1997,Small,Tier 1,Supermarket Type1,2463.46 +FDH16,10.5,Low Fat,0.052511611,Frozen Foods,90.783,OUT013,1987,High,Tier 3,Supermarket Type1,1258.362 +FDA55,,Regular,0.056713056,Fruits and Vegetables,223.8088,OUT027,1985,Medium,Tier 3,Supermarket Type3,5592.72 +FDS20,8.85,Low Fat,0.053950661,Fruits and Vegetables,182.7292,OUT049,1999,Medium,Tier 1,Supermarket Type1,4925.5884 +FDS31,13.1,Regular,0.044192372,Fruits and Vegetables,180.3318,OUT046,1997,Small,Tier 1,Supermarket Type1,2345.6134 +FDA23,,Low Fat,0.046958533,Baking Goods,101.3016,OUT027,1985,Medium,Tier 3,Supermarket Type3,2327.6368 +NCU18,15.1,Low Fat,0.055829496,Household,140.2496,OUT035,2004,Small,Tier 2,Supermarket Type1,2681.8424 +FDE11,17.7,Regular,0.13498355,Starchy Foods,184.4924,OUT013,1987,High,Tier 3,Supermarket Type1,3146.5708 +FDE44,14.65,Low Fat,0,Fruits and Vegetables,49.7692,OUT045,2002,,Tier 2,Supermarket Type1,837.5764 +FDV51,16.35,Low Fat,0.032538896,Meat,165.7842,OUT046,1997,Small,Tier 1,Supermarket Type1,2652.5472 +FDK51,19.85,Low Fat,0.005264755,Dairy,264.5884,OUT017,2007,,Tier 2,Supermarket Type1,5829.7448 +FDR36,6.715,Regular,0.121832956,Baking Goods,43.5454,OUT045,2002,,Tier 2,Supermarket Type1,838.908 +FDU40,20.85,Low Fat,0.037403973,Frozen Foods,192.5478,OUT046,1997,Small,Tier 1,Supermarket Type1,2906.217 +FDU37,,Regular,0.10400212,Canned,79.796,OUT027,1985,Medium,Tier 3,Supermarket Type3,4074.696 +FDV47,17.1,low fat,0.054162439,Breads,85.3566,OUT013,1987,High,Tier 3,Supermarket Type1,1775.6886 +FDF04,,Low Fat,0.023876708,Frozen Foods,258.6304,OUT019,1985,Small,Tier 1,Grocery Store,516.6608 +FDX16,17.85,Low Fat,0.065797601,Frozen Foods,147.805,OUT035,2004,Small,Tier 2,Supermarket Type1,1947.465 +NCL05,19.6,Low Fat,0.047857804,Health and Hygiene,45.077,OUT013,1987,High,Tier 3,Supermarket Type1,605.878 +NCL30,,Low Fat,0.048703432,Household,125.9336,OUT027,1985,Medium,Tier 3,Supermarket Type3,7158.6816 +NCR06,12.5,Low Fat,0.006765149,Household,41.7112,OUT046,1997,Small,Tier 1,Supermarket Type1,383.5008 +FDX03,15.85,Regular,0.06121988,Meat,45.6744,OUT045,2002,,Tier 2,Supermarket Type1,633.8416 +FDR32,6.78,Regular,0,Fruits and Vegetables,227.4694,OUT046,1997,Small,Tier 1,Supermarket Type1,3197.1716 +FDX04,19.6,Regular,0.041563696,Frozen Foods,47.6376,OUT035,2004,Small,Tier 2,Supermarket Type1,335.5632 +DRH01,17.5,Low Fat,0.098457814,Soft Drinks,171.7738,OUT017,2007,,Tier 2,Supermarket Type1,2432.8332 +FDO57,20.75,Low Fat,0.108930629,Snack Foods,160.9578,OUT045,2002,,Tier 2,Supermarket Type1,1444.1202 +FDD11,,Low Fat,0.03046847,Starchy Foods,254.704,OUT027,1985,Medium,Tier 3,Supermarket Type3,3036.048 +DRM47,9.3,Low Fat,0.073288275,Hard Drinks,189.1846,OUT010,1998,,Tier 3,Grocery Store,382.1692 +NCC54,17.75,Low Fat,0.097692448,Health and Hygiene,242.4196,OUT035,2004,Small,Tier 2,Supermarket Type1,5543.4508 +FDC45,17,Low Fat,0.135944247,Fruits and Vegetables,171.5106,OUT049,1999,Medium,Tier 1,Supermarket Type1,1539.9954 +FDW46,,Regular,0.123089128,Snack Foods,63.6484,OUT019,1985,Small,Tier 1,Grocery Store,65.2484 +FDP40,4.555,Regular,0.034328578,Frozen Foods,110.1544,OUT013,1987,High,Tier 3,Supermarket Type1,1230.3984 +FDM08,10.1,Regular,0.089688978,Fruits and Vegetables,225.5088,OUT010,1998,,Tier 3,Grocery Store,1342.2528 +FDV52,20.7,Regular,0.121709653,Frozen Foods,119.7466,OUT049,1999,Medium,Tier 1,Supermarket Type1,2003.3922 +DRB24,8.785,Low Fat,0.020618957,Soft Drinks,153.0656,OUT045,2002,,Tier 2,Supermarket Type1,4170.5712 +NCC54,17.75,LF,0.163548055,Health and Hygiene,239.3196,OUT010,1998,,Tier 3,Grocery Store,723.0588 +FDV38,,Low Fat,0.178192864,Dairy,54.9956,OUT019,1985,Small,Tier 1,Grocery Store,109.1912 +FDB36,5.465,Regular,0.048625599,Baking Goods,129.2626,OUT045,2002,,Tier 2,Supermarket Type1,1311.626 +DRH51,,Low Fat,0.170213676,Dairy,89.5856,OUT019,1985,Small,Tier 1,Grocery Store,175.7712 +FDV45,,Low Fat,0.044829295,Snack Foods,187.4556,OUT027,1985,Medium,Tier 3,Supermarket Type3,7510.224 +NCL29,,Low Fat,0.113387677,Health and Hygiene,156.9604,OUT027,1985,Medium,Tier 3,Supermarket Type3,1584.604 +FDU14,17.75,Low Fat,0.058168807,Dairy,249.575,OUT010,1998,,Tier 3,Grocery Store,499.35 +FDH17,16.2,Regular,0.016650191,Frozen Foods,97.4726,OUT035,2004,Small,Tier 2,Supermarket Type1,1174.4712 +FDQ15,20.35,Regular,0.151044881,Meat,79.2276,OUT035,2004,Small,Tier 2,Supermarket Type1,649.8208 +FDZ44,8.185,Low Fat,0.038948125,Fruits and Vegetables,115.4808,OUT017,2007,,Tier 2,Supermarket Type1,820.2656 +FDM32,20.5,Low Fat,0.020688969,Fruits and Vegetables,88.183,OUT018,2009,Medium,Tier 3,Supermarket Type2,719.064 +NCP29,8.42,Low Fat,0.112249781,Health and Hygiene,64.3168,OUT035,2004,Small,Tier 2,Supermarket Type1,703.0848 +FDG53,10,Low Fat,0.046116319,Frozen Foods,141.818,OUT017,2007,,Tier 2,Supermarket Type1,838.908 +FDT25,7.5,Low Fat,0.050957715,Canned,122.4072,OUT018,2009,Medium,Tier 3,Supermarket Type2,2572.6512 +FDM39,,Low Fat,0.053211728,Dairy,177.6002,OUT027,1985,Medium,Tier 3,Supermarket Type3,8417.7094 +FDW35,10.6,Low Fat,0.011111714,Breads,43.8454,OUT045,2002,,Tier 2,Supermarket Type1,671.1264 +FDD10,20.6,Regular,0.077029195,Snack Foods,177.2344,OUT010,1998,,Tier 3,Grocery Store,892.172 +FDH08,,Low Fat,0.017344679,Fruits and Vegetables,230.801,OUT027,1985,Medium,Tier 3,Supermarket Type3,5283.123 +DRG37,16.2,Low Fat,0.019457372,Soft Drinks,153.9972,OUT018,2009,Medium,Tier 3,Supermarket Type2,1246.3776 +FDU01,20.25,Regular,0.012063121,Canned,183.5924,OUT017,2007,,Tier 2,Supermarket Type1,2406.2012 +NCZ17,12.15,Low Fat,0.079755214,Health and Hygiene,36.6506,OUT018,2009,Medium,Tier 3,Supermarket Type2,493.3578 +FDU34,,LF,0.074830794,Snack Foods,125.9046,OUT027,1985,Medium,Tier 3,Supermarket Type3,4482.1656 +FDB16,8.21,Low Fat,0.044917289,Dairy,88.5198,OUT035,2004,Small,Tier 2,Supermarket Type1,1133.8574 +FDG10,6.63,Regular,0.018310142,Snack Foods,57.7588,OUT010,1998,,Tier 3,Grocery Store,57.2588 +FDH46,6.935,Regular,0.041247932,Snack Foods,101.8332,OUT013,1987,High,Tier 3,Supermarket Type1,2255.7304 +FDC16,,Regular,0.0204702,Dairy,88.254,OUT027,1985,Medium,Tier 3,Supermarket Type3,2510.066 +FDH50,15,Regular,0.161404914,Canned,185.8266,OUT035,2004,Small,Tier 2,Supermarket Type1,1844.266 +NCZ18,7.825,Low Fat,0.186067862,Household,255.4698,OUT046,1997,Small,Tier 1,Supermarket Type1,5073.396 +FDJ32,10.695,LF,0.057792343,Fruits and Vegetables,61.4536,OUT046,1997,Small,Tier 1,Supermarket Type1,428.7752 +DRI23,18.85,Low Fat,0,Hard Drinks,162.0578,OUT035,2004,Small,Tier 2,Supermarket Type1,3209.156 +DRD01,12.1,Regular,0.061270647,Soft Drinks,53.2614,OUT049,1999,Medium,Tier 1,Supermarket Type1,386.8298 +FDY02,8.945,Regular,0.087823675,Dairy,261.091,OUT045,2002,,Tier 2,Supermarket Type1,3418.883 +FDG38,8.975,Regular,0.05281112,Canned,86.6224,OUT049,1999,Medium,Tier 1,Supermarket Type1,1704.448 +NCG30,20.2,Low Fat,0.112495847,Household,124.4046,OUT049,1999,Medium,Tier 1,Supermarket Type1,1120.5414 +FDO31,6.76,Regular,0.029100745,Fruits and Vegetables,80.696,OUT018,2009,Medium,Tier 3,Supermarket Type2,559.272 +NCU42,9,Low Fat,0.019546214,Household,168.1474,OUT045,2002,,Tier 2,Supermarket Type1,4211.185 +NCG30,20.2,Low Fat,0.112549008,Household,123.1046,OUT045,2002,,Tier 2,Supermarket Type1,1120.5414 +NCA30,19,Low Fat,0,Household,189.1872,OUT046,1997,Small,Tier 1,Supermarket Type1,567.2616 +FDF29,15.1,Regular,0.019917598,Frozen Foods,129.431,OUT013,1987,High,Tier 3,Supermarket Type1,3505.437 +FDI14,14.1,Low Fat,0.089817198,Canned,142.7496,OUT049,1999,Medium,Tier 1,Supermarket Type1,3528.74 +FDY57,20.2,Regular,0.121442754,Snack Foods,94.9752,OUT049,1999,Medium,Tier 1,Supermarket Type1,1342.2528 +FDT27,,Regular,0.069250192,Meat,232.9616,OUT027,1985,Medium,Tier 3,Supermarket Type3,3515.424 +FDM46,,Low Fat,0.159193194,Snack Foods,92.712,OUT027,1985,Medium,Tier 3,Supermarket Type3,3635.268 +NCD30,,Low Fat,0,Household,98.1726,OUT027,1985,Medium,Tier 3,Supermarket Type3,978.726 +FDJ15,,Regular,0.023209537,Dairy,183.3608,OUT027,1985,Medium,Tier 3,Supermarket Type3,6064.1064 +NCW05,20.25,Low Fat,0.148372897,Health and Hygiene,108.8938,OUT045,2002,,Tier 2,Supermarket Type1,3644.5892 +FDT13,14.85,Low Fat,0,Canned,187.7214,OUT010,1998,,Tier 3,Grocery Store,188.4214 +NCP06,20.7,Low Fat,0.065689432,Household,149.7366,OUT010,1998,,Tier 3,Grocery Store,151.1366 +FDP03,5.15,Regular,0.061301149,Meat,122.1388,OUT045,2002,,Tier 2,Supermarket Type1,2352.9372 +NCM30,,Low Fat,0.117825569,Household,43.2796,OUT019,1985,Small,Tier 1,Grocery Store,41.2796 +FDK20,12.6,Regular,0.04152307,Fruits and Vegetables,124.3072,OUT013,1987,High,Tier 3,Supermarket Type1,5022.7952 +FDX01,10.1,Low Fat,0.024201905,Canned,114.915,OUT049,1999,Medium,Tier 1,Supermarket Type1,2796.36 +FDV57,15.25,Regular,0.066269294,Snack Foods,179.666,OUT017,2007,,Tier 2,Supermarket Type1,6471.576 +FDY34,10.5,Regular,0.01100413,Snack Foods,167.1842,OUT045,2002,,Tier 2,Supermarket Type1,2984.1156 +FDP37,,Low Fat,0.250560049,Breakfast,126.9994,OUT019,1985,Small,Tier 1,Grocery Store,385.4982 +FDP22,14.65,Regular,0.099113429,Snack Foods,52.8666,OUT035,2004,Small,Tier 2,Supermarket Type1,461.3994 +FDS25,6.885,Regular,0.140008554,Canned,108.7228,OUT046,1997,Small,Tier 1,Supermarket Type1,2542.0244 +NCY18,7.285,Low Fat,0.031278532,Household,176.0054,OUT018,2009,Medium,Tier 3,Supermarket Type2,2626.581 +FDO08,11.1,Regular,0.05373063,Fruits and Vegetables,165.1526,OUT013,1987,High,Tier 3,Supermarket Type1,1480.0734 +NCI43,,Low Fat,0.025842951,Household,48.6376,OUT027,1985,Medium,Tier 3,Supermarket Type3,1677.816 +FDH16,10.5,Low Fat,0.052555346,Frozen Foods,89.683,OUT046,1997,Small,Tier 1,Supermarket Type1,988.713 +NCZ05,,Low Fat,0.10178199,Health and Hygiene,104.699,OUT019,1985,Small,Tier 1,Grocery Store,103.199 +DRE49,20.75,Low Fat,0.021293097,Soft Drinks,151.9024,OUT045,2002,,Tier 2,Supermarket Type1,2732.4432 +FDO09,,Regular,0.124668026,Snack Foods,261.091,OUT027,1985,Medium,Tier 3,Supermarket Type3,5522.811 +FDA08,11.85,Regular,0.050043472,Fruits and Vegetables,164.6526,OUT013,1987,High,Tier 3,Supermarket Type1,2137.8838 +NCD55,14,Low Fat,0.024468806,Household,41.1454,OUT017,2007,,Tier 2,Supermarket Type1,503.3448 +NCR50,20.2,Low Fat,0.01181025,Household,154.634,OUT013,1987,High,Tier 3,Supermarket Type1,4287.752 +NCC06,19,Low Fat,0.027028323,Household,127.0336,OUT049,1999,Medium,Tier 1,Supermarket Type1,3962.8416 +FDC34,16,Regular,0.172615327,Snack Foods,154.5972,OUT013,1987,High,Tier 3,Supermarket Type1,1869.5664 +FDQ49,,Regular,0.06871772,Breakfast,155.563,OUT019,1985,Small,Tier 1,Grocery Store,469.389 +FDS60,20.85,Low Fat,0.032421521,Baking Goods,181.666,OUT013,1987,High,Tier 3,Supermarket Type1,1438.128 +FDP10,19,Low Fat,0.127983545,Snack Foods,107.6622,OUT013,1987,High,Tier 3,Supermarket Type1,1270.3464 +FDW46,13,Regular,0.070288365,Snack Foods,64.3484,OUT035,2004,Small,Tier 2,Supermarket Type1,2218.4456 +FDG53,10,Low Fat,0.076755106,Frozen Foods,141.618,OUT010,1998,,Tier 3,Grocery Store,139.818 +FDP57,17.5,low fat,0.052434201,Snack Foods,103.999,OUT035,2004,Small,Tier 2,Supermarket Type1,1857.582 +NCP43,,Low Fat,0.053413906,Others,181.766,OUT019,1985,Small,Tier 1,Grocery Store,179.766 +FDW49,19.5,Low Fat,0.083019163,Canned,180.2002,OUT017,2007,,Tier 2,Supermarket Type1,5193.9058 +FDA28,16.1,Regular,0.080010553,Frozen Foods,124.2362,OUT010,1998,,Tier 3,Grocery Store,377.5086 +NCS42,8.6,low fat,0.069403341,Household,91.2146,OUT035,2004,Small,Tier 2,Supermarket Type1,2554.0088 +FDP21,,Regular,0.025616191,Snack Foods,188.1872,OUT027,1985,Medium,Tier 3,Supermarket Type3,6239.8776 +DRJ39,20.25,Low Fat,0.036326064,Dairy,220.1482,OUT046,1997,Small,Tier 1,Supermarket Type1,3066.6748 +FDH12,9.6,Low Fat,0.085434195,Baking Goods,105.028,OUT017,2007,,Tier 2,Supermarket Type1,2556.672 +FDQ13,11.1,Low Fat,0.010658153,Canned,83.0908,OUT049,1999,Medium,Tier 1,Supermarket Type1,1593.9252 +NCQ06,13,LF,0.041994899,Household,254.7014,OUT018,2009,Medium,Tier 3,Supermarket Type2,5100.028 +FDL40,,Low Fat,0.011556919,Frozen Foods,94.741,OUT027,1985,Medium,Tier 3,Supermarket Type3,1641.197 +NCE54,20.7,Low Fat,0,Household,74.3354,OUT018,2009,Medium,Tier 3,Supermarket Type2,1880.885 +FDL58,5.78,Regular,0.124110349,Snack Foods,262.3568,OUT010,1998,,Tier 3,Grocery Store,790.9704 +FDW38,5.325,Regular,0.139244918,Dairy,53.0298,OUT018,2009,Medium,Tier 3,Supermarket Type2,377.5086 +FDD17,7.5,Low Fat,0.032599801,Frozen Foods,238.1906,OUT013,1987,High,Tier 3,Supermarket Type1,3327.6684 +FDK25,11.6,Regular,0.157075658,Breakfast,166.6474,OUT049,1999,Medium,Tier 1,Supermarket Type1,4211.185 +FDR22,,Regular,0.018472714,Snack Foods,109.9544,OUT027,1985,Medium,Tier 3,Supermarket Type3,5257.1568 +FDU35,6.44,low fat,0,Breads,99.87,OUT045,2002,,Tier 2,Supermarket Type1,1498.05 +FDR35,12.5,Low Fat,0.020739698,Breads,198.9742,OUT045,2002,,Tier 2,Supermarket Type1,995.371 +NCZ18,7.825,Low Fat,0.186825823,Household,253.5698,OUT018,2009,Medium,Tier 3,Supermarket Type2,3805.047 +FDF22,6.865,Low Fat,0.09512291,Snack Foods,212.3218,OUT010,1998,,Tier 3,Grocery Store,427.4436 +FDD17,7.5,Low Fat,0.03269312,Frozen Foods,238.7906,OUT045,2002,,Tier 2,Supermarket Type1,4040.7402 +DRD37,9.8,Low Fat,0.013841737,Soft Drinks,45.206,OUT046,1997,Small,Tier 1,Supermarket Type1,1211.756 +FDC08,19,Regular,0.103449993,Fruits and Vegetables,225.472,OUT046,1997,Small,Tier 1,Supermarket Type1,3169.208 +FDU57,8.27,reg,0.089554186,Snack Foods,150.8708,OUT046,1997,Small,Tier 1,Supermarket Type1,2407.5328 +FDZ58,17.85,Low Fat,0.052257982,Snack Foods,121.8072,OUT049,1999,Medium,Tier 1,Supermarket Type1,2450.144 +FDY01,11.8,Regular,0.170251293,Canned,116.4834,OUT035,2004,Small,Tier 2,Supermarket Type1,1958.1178 +FDG09,20.6,Regular,0.048131556,Fruits and Vegetables,187.1556,OUT018,2009,Medium,Tier 3,Supermarket Type2,4693.89 +NCE54,20.7,Low Fat,0.026899856,Household,73.9354,OUT046,1997,Small,Tier 1,Supermarket Type1,677.1186 +FDB34,15.25,Low Fat,0.026663778,Snack Foods,87.0198,OUT045,2002,,Tier 2,Supermarket Type1,2442.1544 +FDT24,12.35,Regular,0,Baking Goods,76.2328,OUT046,1997,Small,Tier 1,Supermarket Type1,1544.656 +FDZ08,12.5,Regular,0.109900843,Fruits and Vegetables,83.0592,OUT013,1987,High,Tier 3,Supermarket Type1,743.0328 +NCI54,15.2,Low Fat,0.033651278,Household,108.9912,OUT049,1999,Medium,Tier 1,Supermarket Type1,1965.4416 +FDU34,18.25,Low Fat,0.075311837,Snack Foods,122.6046,OUT049,1999,Medium,Tier 1,Supermarket Type1,2988.1104 +FDP23,6.71,Low Fat,0,Breads,218.9166,OUT013,1987,High,Tier 3,Supermarket Type1,2394.8826 +NCV29,,Low Fat,0.039996021,Health and Hygiene,176.7686,OUT019,1985,Small,Tier 1,Grocery Store,888.843 +FDG10,,Regular,0.010886324,Snack Foods,57.2588,OUT027,1985,Medium,Tier 3,Supermarket Type3,801.6232 +FDZ56,,Low Fat,0.04506213,Fruits and Vegetables,167.5474,OUT019,1985,Small,Tier 1,Grocery Store,1010.6844 +NCL41,12.35,Low Fat,0.041729735,Health and Hygiene,36.3216,OUT035,2004,Small,Tier 2,Supermarket Type1,276.9728 +FDM39,6.42,low fat,0.053426165,Dairy,178.7002,OUT013,1987,High,Tier 3,Supermarket Type1,4477.505 +NCZ54,14.65,Low Fat,0.083488992,Household,161.3552,OUT049,1999,Medium,Tier 1,Supermarket Type1,7148.0288 +FDT59,13.65,Low Fat,0,Breads,229.4668,OUT049,1999,Medium,Tier 1,Supermarket Type1,4837.7028 +FDV20,20.2,Regular,0.060045008,Fruits and Vegetables,128.3678,OUT018,2009,Medium,Tier 3,Supermarket Type2,1398.8458 +NCE43,12.5,Low Fat,0.10402738,Household,172.2448,OUT017,2007,,Tier 2,Supermarket Type1,1874.8928 +FDP15,,Low Fat,0.083536071,Meat,255.433,OUT027,1985,Medium,Tier 3,Supermarket Type3,9227.988 +FDO16,5.48,Low Fat,0.015169739,Frozen Foods,82.225,OUT018,2009,Medium,Tier 3,Supermarket Type2,2247.075 +NCP41,,Low Fat,0.028382853,Health and Hygiene,109.4596,OUT019,1985,Small,Tier 1,Grocery Store,647.1576 +DRD01,12.1,Regular,0.061299601,Soft Drinks,56.2614,OUT045,2002,,Tier 2,Supermarket Type1,552.614 +FDM56,16.7,Low Fat,0.070588621,Fruits and Vegetables,107.9912,OUT017,2007,,Tier 2,Supermarket Type1,1419.4856 +FDS22,16.85,Regular,0.023201357,Snack Foods,45.9428,OUT045,2002,,Tier 2,Supermarket Type1,307.5996 +FDX20,7.365,LF,0.042626422,Fruits and Vegetables,227.072,OUT049,1999,Medium,Tier 1,Supermarket Type1,4074.696 +FDE34,9.195,Low Fat,0.108501676,Snack Foods,183.6634,OUT017,2007,,Tier 2,Supermarket Type1,2362.9242 +FDV50,14.3,Low Fat,0.122571209,Dairy,122.373,OUT046,1997,Small,Tier 1,Supermarket Type1,985.384 +NCU17,5.32,Low Fat,0.093408695,Health and Hygiene,101.2674,OUT017,2007,,Tier 2,Supermarket Type1,2241.0828 +NCP53,,Low Fat,0.032731074,Health and Hygiene,235.6906,OUT027,1985,Medium,Tier 3,Supermarket Type3,5704.5744 +FDW09,13.65,Regular,0.043386131,Snack Foods,80.2302,OUT010,1998,,Tier 3,Grocery Store,79.2302 +FDW55,12.6,Regular,0.021969896,Fruits and Vegetables,248.6092,OUT046,1997,Small,Tier 1,Supermarket Type1,3237.1196 +NCE31,,Low Fat,0.183948465,Household,33.6216,OUT027,1985,Medium,Tier 3,Supermarket Type3,934.7832 +FDO49,10.6,reg,0.033052168,Breakfast,49.7008,OUT046,1997,Small,Tier 1,Supermarket Type1,961.4152 +FDH34,,Low Fat,0.054443762,Snack Foods,184.6582,OUT019,1985,Small,Tier 1,Grocery Store,185.7582 +FDJ38,8.6,Regular,0.040172077,Canned,188.553,OUT013,1987,High,Tier 3,Supermarket Type1,3795.06 +FDG32,19.85,LF,0.175995526,Fruits and Vegetables,224.0772,OUT046,1997,Small,Tier 1,Supermarket Type1,1556.6404 +DRQ35,9.3,Low Fat,0.042530668,Hard Drinks,125.5388,OUT017,2007,,Tier 2,Supermarket Type1,2848.2924 +FDK25,,Regular,0.274592283,Breakfast,167.8474,OUT019,1985,Small,Tier 1,Grocery Store,336.8948 +FDD58,7.76,Low Fat,0.059594017,Snack Foods,99.67,OUT018,2009,Medium,Tier 3,Supermarket Type2,1897.53 +FDB15,10.895,Low Fat,0.136784873,Dairy,265.2568,OUT035,2004,Small,Tier 2,Supermarket Type1,4218.5088 +DRF60,10.8,Low Fat,0,Soft Drinks,238.1564,OUT018,2009,Medium,Tier 3,Supermarket Type2,5243.8408 +FDH04,,Regular,0.019912606,Frozen Foods,91.0488,OUT019,1985,Small,Tier 1,Grocery Store,271.6464 +FDM04,9.195,Regular,0.04719387,Frozen Foods,52.8666,OUT049,1999,Medium,Tier 1,Supermarket Type1,1384.1982 +FDO58,19.6,Low Fat,0.039638705,Snack Foods,166.0526,OUT049,1999,Medium,Tier 1,Supermarket Type1,3124.5994 +FDQ24,15.7,Low Fat,0.074083388,Baking Goods,253.3724,OUT017,2007,,Tier 2,Supermarket Type1,6795.1548 +DRP35,18.85,Low Fat,0.091051579,Hard Drinks,127.4336,OUT045,2002,,Tier 2,Supermarket Type1,894.8352 +DRI47,14.7,Low Fat,0.02090277,Hard Drinks,144.5128,OUT013,1987,High,Tier 3,Supermarket Type1,3307.6944 +FDF35,15,Low Fat,0.153861181,Starchy Foods,108.5938,OUT013,1987,High,Tier 3,Supermarket Type1,1393.5194 +FDP31,21.1,Regular,0.161504957,Fruits and Vegetables,65.0168,OUT046,1997,Small,Tier 1,Supermarket Type1,639.168 +FDQ52,17,Low Fat,0.119871307,Frozen Foods,248.3434,OUT018,2009,Medium,Tier 3,Supermarket Type2,6208.585 +FDM12,16.7,Regular,0.069903773,Baking Goods,188.6214,OUT035,2004,Small,Tier 2,Supermarket Type1,565.2642 +NCS42,8.6,Low Fat,0.069416467,Household,92.5146,OUT046,1997,Small,Tier 1,Supermarket Type1,2006.7212 +FDO31,6.76,Regular,0.02914662,Fruits and Vegetables,79.296,OUT017,2007,,Tier 2,Supermarket Type1,1118.544 +FDU19,8.77,Regular,0.046771477,Fruits and Vegetables,173.9422,OUT046,1997,Small,Tier 1,Supermarket Type1,3103.9596 +NCE19,,Low Fat,0.092564193,Household,53.4956,OUT027,1985,Medium,Tier 3,Supermarket Type3,2129.2284 +FDR16,5.845,Regular,0.104998144,Frozen Foods,213.2218,OUT035,2004,Small,Tier 2,Supermarket Type1,7266.5412 +FDF56,16.7,Regular,0.119704498,Fruits and Vegetables,181.9976,OUT045,2002,,Tier 2,Supermarket Type1,5432.928 +DRJ59,11.65,Low Fat,0.03242518,Hard Drinks,38.8164,OUT010,1998,,Tier 3,Grocery Store,77.2328 +FDH16,,Low Fat,0.052300844,Frozen Foods,88.283,OUT027,1985,Medium,Tier 3,Supermarket Type3,2157.192 +FDI28,14.3,Low Fat,0.026362624,Frozen Foods,78.3302,OUT049,1999,Medium,Tier 1,Supermarket Type1,1267.6832 +FDC58,,Low Fat,0,Snack Foods,45.7428,OUT027,1985,Medium,Tier 3,Supermarket Type3,615.1992 +FDU13,8.355,Low Fat,0.187558629,Canned,148.0418,OUT046,1997,Small,Tier 1,Supermarket Type1,1471.418 +FDX58,13.15,Low Fat,0.04376368,Snack Foods,183.095,OUT046,1997,Small,Tier 1,Supermarket Type1,1830.95 +FDU16,19.25,Regular,0,Frozen Foods,82.5908,OUT045,2002,,Tier 2,Supermarket Type1,922.7988 +FDX35,5.035,Regular,0.080072603,Breads,228.2036,OUT045,2002,,Tier 2,Supermarket Type1,2504.7396 +FDL21,15.85,Regular,0.007146415,Snack Foods,41.048,OUT046,1997,Small,Tier 1,Supermarket Type1,798.96 +DRM37,15.35,Low Fat,0.096317593,Soft Drinks,197.3768,OUT013,1987,High,Tier 3,Supermarket Type1,3350.3056 +FDR35,12.5,Low Fat,0.020729902,Breads,197.2742,OUT049,1999,Medium,Tier 1,Supermarket Type1,3782.4098 +FDW32,18.35,Regular,0.15783357,Fruits and Vegetables,87.5882,OUT010,1998,,Tier 3,Grocery Store,171.7764 +FDY34,,Regular,0.010928678,Snack Foods,167.0842,OUT027,1985,Medium,Tier 3,Supermarket Type3,6465.5838 +FDQ44,20.5,Low Fat,0.036110222,Fruits and Vegetables,120.1756,OUT013,1987,High,Tier 3,Supermarket Type1,2059.9852 +DRD24,13.85,Low Fat,0.030842963,Soft Drinks,143.1154,OUT049,1999,Medium,Tier 1,Supermarket Type1,2552.6772 +DRE12,4.59,Low Fat,0,Soft Drinks,111.186,OUT045,2002,,Tier 2,Supermarket Type1,1245.046 +NCX29,10,Low Fat,0.089078338,Health and Hygiene,147.1102,OUT013,1987,High,Tier 3,Supermarket Type1,2916.204 +FDS07,12.35,Low Fat,0.100164204,Fruits and Vegetables,113.6518,OUT018,2009,Medium,Tier 3,Supermarket Type2,1593.9252 +FDI27,,Regular,0.045763623,Dairy,43.8744,OUT027,1985,Medium,Tier 3,Supermarket Type3,1222.4088 +FDL02,20,Regular,0.10399676,Canned,107.4622,OUT013,1987,High,Tier 3,Supermarket Type1,1587.933 +FDN58,13.8,Regular,0.057104066,Snack Foods,232.6984,OUT018,2009,Medium,Tier 3,Supermarket Type2,1390.1904 +DRK12,9.5,Low Fat,0.041971264,Soft Drinks,33.39,OUT045,2002,,Tier 2,Supermarket Type1,732.38 +FDC60,5.425,Regular,0.114472403,Baking Goods,88.3514,OUT046,1997,Small,Tier 1,Supermarket Type1,2833.6448 +FDV45,16.75,Low Fat,0.045117476,Snack Foods,187.9556,OUT049,1999,Medium,Tier 1,Supermarket Type1,2440.8228 +FDB23,19.2,Regular,0,Starchy Foods,223.8062,OUT045,2002,,Tier 2,Supermarket Type1,5642.655 +NCA29,10.5,Low Fat,0.02727641,Household,171.3106,OUT046,1997,Small,Tier 1,Supermarket Type1,3593.3226 +FDO20,12.85,Regular,0.152747503,Fruits and Vegetables,252.0382,OUT018,2009,Medium,Tier 3,Supermarket Type2,4037.4112 +NCH55,,Low Fat,0.060706749,Household,127.502,OUT019,1985,Small,Tier 1,Grocery Store,379.506 +FDO32,6.36,Low Fat,0.120788077,Fruits and Vegetables,45.706,OUT045,2002,,Tier 2,Supermarket Type1,838.908 +FDS59,,Regular,0.076851759,Breads,111.857,OUT019,1985,Small,Tier 1,Grocery Store,109.857 +FDR59,14.5,Regular,0.063810405,Breads,263.2594,OUT013,1987,High,Tier 3,Supermarket Type1,2878.2534 +FDS55,7.02,Low Fat,0.081328781,Fruits and Vegetables,150.0734,OUT045,2002,,Tier 2,Supermarket Type1,4454.202 +FDT21,7.42,Low Fat,0.020387989,Snack Foods,247.1092,OUT035,2004,Small,Tier 2,Supermarket Type1,4233.1564 +NCR38,17.25,Low Fat,0.113518466,Household,253.5724,OUT046,1997,Small,Tier 1,Supermarket Type1,5033.448 +FDJ22,18.75,Low Fat,0.052917345,Snack Foods,190.6504,OUT045,2002,,Tier 2,Supermarket Type1,1342.2528 +FDB57,20.25,reg,0.018911474,Fruits and Vegetables,220.5772,OUT017,2007,,Tier 2,Supermarket Type1,2446.1492 +FDR52,12.65,Regular,0.075981306,Frozen Foods,192.3846,OUT013,1987,High,Tier 3,Supermarket Type1,1910.846 +NCO41,12.5,Low Fat,0.018848862,Health and Hygiene,96.7384,OUT046,1997,Small,Tier 1,Supermarket Type1,2167.8448 +FDG47,12.8,Low Fat,0.116527666,Starchy Foods,261.4252,OUT010,1998,,Tier 3,Grocery Store,262.3252 +FDB44,6.655,Low Fat,0,Fruits and Vegetables,212.4586,OUT017,2007,,Tier 2,Supermarket Type1,2743.7618 +FDY14,10.3,Low Fat,0.070040195,Dairy,263.0226,OUT046,1997,Small,Tier 1,Supermarket Type1,4229.1616 +NCN55,14.6,Low Fat,0.059827007,Others,239.2538,OUT017,2007,,Tier 2,Supermarket Type1,3605.307 +FDV48,9.195,Regular,0.051827123,Baking Goods,77.4644,OUT018,2009,Medium,Tier 3,Supermarket Type2,1414.1592 +FDA21,13.65,Low Fat,0.03595391,Snack Foods,185.2924,OUT035,2004,Small,Tier 2,Supermarket Type1,3146.5708 +FDZ27,7.935,Low Fat,0.017182935,Dairy,51.235,OUT049,1999,Medium,Tier 1,Supermarket Type1,848.895 +FDW58,20.75,Low Fat,0.007546808,Snack Foods,104.1622,OUT013,1987,High,Tier 3,Supermarket Type1,1693.7952 +FDH45,15.1,Regular,0.105831117,Fruits and Vegetables,41.6796,OUT049,1999,Medium,Tier 1,Supermarket Type1,784.3124 +FDH38,,Low Fat,0.018275994,Canned,115.2808,OUT019,1985,Small,Tier 1,Grocery Store,117.1808 +FDL43,10.1,Low Fat,0.027064381,Meat,76.367,OUT046,1997,Small,Tier 1,Supermarket Type1,765.67 +FDD38,,Regular,0,Canned,100.3674,OUT027,1985,Medium,Tier 3,Supermarket Type3,1833.6132 +FDV02,16.75,Low Fat,0.06063976,Dairy,173.0106,OUT049,1999,Medium,Tier 1,Supermarket Type1,3593.3226 +NCF31,9.13,Low Fat,0.051847425,Household,152.8024,OUT046,1997,Small,Tier 1,Supermarket Type1,1214.4192 +NCN05,8.235,Low Fat,0.014518575,Health and Hygiene,182.195,OUT018,2009,Medium,Tier 3,Supermarket Type2,2380.235 +FDZ16,16.85,Regular,0.159722816,Frozen Foods,194.1478,OUT013,1987,High,Tier 3,Supermarket Type1,5812.434 +NCT18,,Low Fat,0.05911748,Household,181.5976,OUT027,1985,Medium,Tier 3,Supermarket Type3,4165.2448 +NCP50,17.35,Low Fat,0.020555958,Others,79.4618,OUT035,2004,Small,Tier 2,Supermarket Type1,1772.3596 +FDW13,,Low Fat,0.171383506,Canned,50.5324,OUT019,1985,Small,Tier 1,Grocery Store,207.7296 +NCS53,14.5,Low Fat,0.090286009,Health and Hygiene,159.9604,OUT017,2007,,Tier 2,Supermarket Type1,2218.4456 +DRG03,14.5,Low Fat,0.061986574,Dairy,153.0998,OUT046,1997,Small,Tier 1,Supermarket Type1,4921.5936 +DRE60,9.395,Low Fat,0.160235723,Soft Drinks,227.872,OUT017,2007,,Tier 2,Supermarket Type1,1584.604 +FDK21,7.905,Low Fat,0.010032624,Snack Foods,248.3408,OUT045,2002,,Tier 2,Supermarket Type1,751.0224 +FDF52,,Low Fat,0.116928924,Frozen Foods,183.3292,OUT019,1985,Small,Tier 1,Grocery Store,364.8584 +NCN43,,Low Fat,0.011835436,Others,121.373,OUT019,1985,Small,Tier 1,Grocery Store,246.346 +FDW13,8.5,Low Fat,0.097884718,Canned,52.5324,OUT046,1997,Small,Tier 1,Supermarket Type1,1194.4452 +FDW14,8.3,Regular,0.038204311,Dairy,87.7198,OUT035,2004,Small,Tier 2,Supermarket Type1,1831.6158 +FDG24,7.975,Low Fat,0.014631149,Baking Goods,84.525,OUT046,1997,Small,Tier 1,Supermarket Type1,416.125 +FDR19,13.5,Regular,0.160044589,Fruits and Vegetables,145.4102,OUT045,2002,,Tier 2,Supermarket Type1,3499.4448 +NCG06,,Low Fat,0.02930277,Household,256.1646,OUT027,1985,Medium,Tier 3,Supermarket Type3,5926.2858 +FDK10,5.785,Regular,0.040351229,Snack Foods,181.366,OUT035,2004,Small,Tier 2,Supermarket Type1,1977.426 +DRK12,9.5,LF,0.042123243,Soft Drinks,32.09,OUT017,2007,,Tier 2,Supermarket Type1,432.77 +FDY55,16.75,Low Fat,0.081485126,Fruits and Vegetables,258.0988,OUT045,2002,,Tier 2,Supermarket Type1,8994.958 +FDV04,,Regular,0.149288779,Frozen Foods,158.4288,OUT027,1985,Medium,Tier 3,Supermarket Type3,2985.4472 +FDE23,17.6,Regular,0,Starchy Foods,46.006,OUT046,1997,Small,Tier 1,Supermarket Type1,326.242 +FDI08,18.2,Regular,0.066567121,Fruits and Vegetables,250.2092,OUT018,2009,Medium,Tier 3,Supermarket Type2,2988.1104 +DRA12,11.6,Low Fat,0.068535039,Soft Drinks,143.0154,OUT010,1998,,Tier 3,Grocery Store,283.6308 +FDF22,6.865,Low Fat,0.057062186,Snack Foods,212.0218,OUT018,2009,Medium,Tier 3,Supermarket Type2,2350.9398 +FDQ57,7.275,Low Fat,0.027991093,Snack Foods,145.976,OUT049,1999,Medium,Tier 1,Supermarket Type1,3515.424 +FDP07,18.2,Low Fat,0.089901774,Fruits and Vegetables,197.511,OUT046,1997,Small,Tier 1,Supermarket Type1,392.822 +DRE37,13.5,Low Fat,0,Soft Drinks,189.1872,OUT035,2004,Small,Tier 2,Supermarket Type1,1890.872 +DRF25,9,Low Fat,0.038892859,Soft Drinks,36.119,OUT013,1987,High,Tier 3,Supermarket Type1,1098.57 +DRF03,19.1,Low Fat,0.045270426,Dairy,38.8138,OUT013,1987,High,Tier 3,Supermarket Type1,731.0484 +FDN51,17.85,Regular,0.020942867,Meat,260.2936,OUT035,2004,Small,Tier 2,Supermarket Type1,4175.8976 +FDD21,10.3,Regular,0.030693756,Fruits and Vegetables,114.2176,OUT018,2009,Medium,Tier 3,Supermarket Type2,2175.8344 +NCY42,6.38,Low Fat,0.015162573,Household,145.147,OUT046,1997,Small,Tier 1,Supermarket Type1,3006.087 +FDH28,,Regular,0,Frozen Foods,37.0506,OUT027,1985,Medium,Tier 3,Supermarket Type3,986.7156 +NCZ29,15,Low Fat,0.119461188,Health and Hygiene,126.3362,OUT010,1998,,Tier 3,Grocery Store,503.3448 +FDN60,15.1,Low Fat,0.095158081,Baking Goods,159.2604,OUT046,1997,Small,Tier 1,Supermarket Type1,2852.2872 +NCW06,16.2,Low Fat,0.050545502,Household,191.6162,OUT018,2009,Medium,Tier 3,Supermarket Type2,1731.7458 +NCS30,5.945,Low Fat,0.093405156,Household,129.3652,OUT018,2009,Medium,Tier 3,Supermarket Type2,4391.6168 +FDW26,11.8,Regular,0.179191782,Dairy,224.2772,OUT010,1998,,Tier 3,Grocery Store,667.1316 +FDQ01,19.7,Regular,0.160951491,Canned,256.1014,OUT049,1999,Medium,Tier 1,Supermarket Type1,3060.0168 +FDH27,,Low Fat,0.102157958,Dairy,145.0128,OUT019,1985,Small,Tier 1,Grocery Store,143.8128 +NCX41,19,Low Fat,0.017791458,Health and Hygiene,211.9244,OUT018,2009,Medium,Tier 3,Supermarket Type2,2117.244 +FDH58,12.3,Low Fat,0.036997104,Snack Foods,115.9834,OUT049,1999,Medium,Tier 1,Supermarket Type1,2073.3012 +DRB25,12.3,Low Fat,0.116261335,Soft Drinks,107.0938,OUT010,1998,,Tier 3,Grocery Store,214.3876 +FDG45,8.1,Low Fat,0.12829573,Fruits and Vegetables,210.4902,OUT045,2002,,Tier 2,Supermarket Type1,5309.755 +FDP11,15.85,Low Fat,0.069100548,Breads,216.6166,OUT046,1997,Small,Tier 1,Supermarket Type1,4136.6154 +FDV19,14.85,Regular,0.035257037,Fruits and Vegetables,161.2578,OUT046,1997,Small,Tier 1,Supermarket Type1,4171.9028 +FDT32,19,Regular,0.065633934,Fruits and Vegetables,186.5214,OUT046,1997,Small,Tier 1,Supermarket Type1,2261.0568 +NCU53,5.485,low fat,0.042743728,Health and Hygiene,166.2842,OUT035,2004,Small,Tier 2,Supermarket Type1,1989.4104 +NCA30,19,Low Fat,0.129309277,Household,188.8872,OUT035,2004,Small,Tier 2,Supermarket Type1,3592.6568 +FDH20,16.1,Regular,0,Fruits and Vegetables,98.441,OUT017,2007,,Tier 2,Supermarket Type1,868.869 +DRD25,6.135,Low Fat,0,Soft Drinks,114.286,OUT046,1997,Small,Tier 1,Supermarket Type1,2376.906 +FDK25,11.6,Regular,0.156802171,Breakfast,168.0474,OUT035,2004,Small,Tier 2,Supermarket Type1,4379.6324 +FDF02,16.2,Low Fat,0.103634038,Canned,101.399,OUT049,1999,Medium,Tier 1,Supermarket Type1,1031.99 +FDC04,15.6,Low Fat,0.045055587,Dairy,242.3854,OUT049,1999,Medium,Tier 1,Supermarket Type1,2416.854 +FDH21,10.395,Low Fat,0.031199028,Seafood,159.4604,OUT013,1987,High,Tier 3,Supermarket Type1,316.9208 +DRG03,14.5,Low Fat,0.062239081,Dairy,154.2998,OUT018,2009,Medium,Tier 3,Supermarket Type2,1691.7978 +NCY06,15.25,Low Fat,0.06153089,Household,132.2968,OUT017,2007,,Tier 2,Supermarket Type1,1696.4584 +FDM08,10.1,Regular,0.053692878,Fruits and Vegetables,222.9088,OUT045,2002,,Tier 2,Supermarket Type1,5145.3024 +NCD31,12.1,Low Fat,0.01545846,Household,166.0526,OUT049,1999,Medium,Tier 1,Supermarket Type1,3617.9572 +FDU09,,Regular,0.06627464,Snack Foods,54.1956,OUT027,1985,Medium,Tier 3,Supermarket Type3,3002.758 +FDB49,8.3,Regular,0.030274175,Baking Goods,98.5384,OUT018,2009,Medium,Tier 3,Supermarket Type2,1872.2296 +FDQ58,7.315,Low Fat,0.015332872,Snack Foods,154.034,OUT045,2002,,Tier 2,Supermarket Type1,612.536 +FDJ58,15.6,Regular,0.10589167,Snack Foods,172.6764,OUT017,2007,,Tier 2,Supermarket Type1,2920.1988 +NCN30,,LF,0.016910914,Household,96.641,OUT027,1985,Medium,Tier 3,Supermarket Type3,1544.656 +FDA52,16.2,reg,0.128621941,Frozen Foods,175.537,OUT049,1999,Medium,Tier 1,Supermarket Type1,3528.74 +NCN42,,Low Fat,0.014153743,Household,145.6418,OUT027,1985,Medium,Tier 3,Supermarket Type3,3825.6868 +FDF04,17.5,Low Fat,0.013637046,Frozen Foods,258.5304,OUT046,1997,Small,Tier 1,Supermarket Type1,6199.9296 +FDY15,18.25,Regular,0.171523928,Dairy,155.863,OUT018,2009,Medium,Tier 3,Supermarket Type2,2346.945 +FDT03,,Low Fat,0.009950343,Meat,185.5608,OUT027,1985,Medium,Tier 3,Supermarket Type3,3307.6944 +DRL59,,Low Fat,0.037160705,Hard Drinks,54.2298,OUT019,1985,Small,Tier 1,Grocery Store,161.7894 +FDW08,12.1,Low Fat,0.148986013,Fruits and Vegetables,106.528,OUT018,2009,Medium,Tier 3,Supermarket Type2,1171.808 +FDO50,16.25,Low Fat,0.078103689,Canned,91.1804,OUT013,1987,High,Tier 3,Supermarket Type1,1929.4884 +FDP26,7.785,Low Fat,0.140121306,Dairy,102.5306,OUT018,2009,Medium,Tier 3,Supermarket Type2,1358.8978 +FDX01,10.1,Low Fat,0.040446145,Canned,118.115,OUT010,1998,,Tier 3,Grocery Store,116.515 +FDU22,12.35,Low Fat,0.093824276,Snack Foods,119.9124,OUT017,2007,,Tier 2,Supermarket Type1,2014.7108 +FDQ08,15.7,Regular,0.018926773,Fruits and Vegetables,60.2536,OUT035,2004,Small,Tier 2,Supermarket Type1,1163.8184 +NCN54,20.35,Low Fat,0.021322439,Household,79.1328,OUT035,2004,Small,Tier 2,Supermarket Type1,1235.7248 +FDR01,,Regular,0.05336162,Canned,200.1742,OUT027,1985,Medium,Tier 3,Supermarket Type3,6171.3002 +FDB53,,Low Fat,0.138777108,Frozen Foods,147.5392,OUT027,1985,Medium,Tier 3,Supermarket Type3,5219.872 +DRN47,12.1,Low Fat,0.016823566,Hard Drinks,178.566,OUT035,2004,Small,Tier 2,Supermarket Type1,3775.086 +FDR39,20.35,Low Fat,0.083799283,Meat,184.1292,OUT046,1997,Small,Tier 1,Supermarket Type1,2189.1504 +NCL30,18.1,Low Fat,0.048940428,Household,127.5336,OUT046,1997,Small,Tier 1,Supermarket Type1,1789.6704 +FDT02,12.6,LF,0.02429329,Dairy,33.4874,OUT018,2009,Medium,Tier 3,Supermarket Type2,105.8622 +FDT25,7.5,Low Fat,0.050829881,Canned,122.7072,OUT049,1999,Medium,Tier 1,Supermarket Type1,1470.0864 +FDH53,20.5,Regular,0,Frozen Foods,83.2592,OUT017,2007,,Tier 2,Supermarket Type1,1155.8288 +DRB48,16.75,Regular,0.024994069,Soft Drinks,37.4822,OUT017,2007,,Tier 2,Supermarket Type1,549.9508 +FDX16,17.85,Low Fat,0.110152524,Frozen Foods,150.205,OUT010,1998,,Tier 3,Grocery Store,149.805 +FDH48,13.5,Low Fat,0.060603014,Baking Goods,85.554,OUT045,2002,,Tier 2,Supermarket Type1,1731.08 +FDF20,12.85,Low Fat,0.033192524,Fruits and Vegetables,199.0768,OUT013,1987,High,Tier 3,Supermarket Type1,3153.2288 +FDJ03,12.35,Regular,0.121174241,Dairy,47.8692,OUT010,1998,,Tier 3,Grocery Store,49.2692 +DRJ35,10.1,Low Fat,0.046848053,Hard Drinks,60.6878,OUT017,2007,,Tier 2,Supermarket Type1,363.5268 +NCN17,11,Low Fat,0.05489331,Health and Hygiene,101.9358,OUT013,1987,High,Tier 3,Supermarket Type1,1105.8938 +FDN09,14.15,Low Fat,0.034868095,Snack Foods,243.7828,OUT035,2004,Small,Tier 2,Supermarket Type1,6579.4356 +NCR30,20.6,Low Fat,0.070933894,Household,74.8696,OUT013,1987,High,Tier 3,Supermarket Type1,223.7088 +FDW23,5.765,Low Fat,0.0821398,Baking Goods,37.2164,OUT049,1999,Medium,Tier 1,Supermarket Type1,579.246 +DRN35,8.01,Low Fat,0.117580062,Hard Drinks,36.6532,OUT010,1998,,Tier 3,Grocery Store,71.9064 +FDL08,10.8,Low Fat,0.049819857,Fruits and Vegetables,243.2144,OUT045,2002,,Tier 2,Supermarket Type1,1225.072 +DRL35,15.7,Low Fat,0.030877303,Hard Drinks,42.177,OUT017,2007,,Tier 2,Supermarket Type1,735.709 +NCS42,8.6,Low Fat,0.069524391,Household,91.8146,OUT049,1999,Medium,Tier 1,Supermarket Type1,2371.5796 +NCY29,,Low Fat,0.076860103,Health and Hygiene,55.993,OUT027,1985,Medium,Tier 3,Supermarket Type3,1471.418 +FDO32,6.36,Low Fat,0.121034655,Fruits and Vegetables,47.506,OUT018,2009,Medium,Tier 3,Supermarket Type2,1071.938 +NCU17,5.32,Low Fat,0.092865746,Health and Hygiene,100.6674,OUT035,2004,Small,Tier 2,Supermarket Type1,2648.5524 +FDY03,,Regular,0.075753207,Meat,111.1202,OUT027,1985,Medium,Tier 3,Supermarket Type3,3150.5656 +NCI30,,Low Fat,0.103188491,Household,244.346,OUT019,1985,Small,Tier 1,Grocery Store,246.346 +FDI04,,Regular,0.072559351,Frozen Foods,199.3426,OUT027,1985,Medium,Tier 3,Supermarket Type3,3757.1094 +FDC35,7.435,Low Fat,0.122735471,Starchy Foods,205.2638,OUT013,1987,High,Tier 3,Supermarket Type1,3520.0846 +FDN38,6.615,Regular,0.091971856,Canned,251.6408,OUT046,1997,Small,Tier 1,Supermarket Type1,6008.1792 +FDJ48,11.3,LF,0.056434817,Baking Goods,247.8118,OUT046,1997,Small,Tier 1,Supermarket Type1,2964.1416 +FDH57,10.895,Low Fat,0.035740763,Fruits and Vegetables,131.9284,OUT035,2004,Small,Tier 2,Supermarket Type1,659.142 +FDI40,11.5,Regular,0.125602951,Frozen Foods,100.8358,OUT046,1997,Small,Tier 1,Supermarket Type1,2111.2518 +FDF50,,Low Fat,0.116762173,Canned,198.9768,OUT027,1985,Medium,Tier 3,Supermarket Type3,4729.8432 +FDA07,7.55,Regular,0.030918873,Fruits and Vegetables,123.9072,OUT013,1987,High,Tier 3,Supermarket Type1,1102.5648 +FDZ60,20.5,Low Fat,0.119848041,Baking Goods,109.4596,OUT018,2009,Medium,Tier 3,Supermarket Type2,431.4384 +FDW38,5.325,Regular,0.139464425,Dairy,53.2298,OUT017,2007,,Tier 2,Supermarket Type1,1240.3854 +NCF55,6.675,LF,0.021666335,Household,33.3874,OUT046,1997,Small,Tier 1,Supermarket Type1,1235.059 +FDR37,16.5,Regular,0.066249551,Breakfast,183.3292,OUT046,1997,Small,Tier 1,Supermarket Type1,2006.7212 +FDZ33,10.195,Low Fat,0.107564024,Snack Foods,149.0076,OUT049,1999,Medium,Tier 1,Supermarket Type1,1182.4608 +FDV01,19.2,Regular,0.085122855,Canned,155.4314,OUT045,2002,,Tier 2,Supermarket Type1,3568.0222 +FDI02,15.7,Regular,0.115031783,Canned,114.1202,OUT018,2009,Medium,Tier 3,Supermarket Type2,787.6414 +DRH25,18.7,Low Fat,0.014580886,Soft Drinks,50.2324,OUT013,1987,High,Tier 3,Supermarket Type1,623.1888 +NCY29,13.65,Low Fat,0.077548732,Health and Hygiene,55.093,OUT018,2009,Medium,Tier 3,Supermarket Type2,452.744 +FDR04,,Low Fat,0.022457694,Frozen Foods,98.6068,OUT027,1985,Medium,Tier 3,Supermarket Type3,2430.17 +FDR44,6.11,reg,0.103129612,Fruits and Vegetables,129.5968,OUT045,2002,,Tier 2,Supermarket Type1,2348.9424 +FDJ41,6.85,Low Fat,0.023012718,Frozen Foods,262.0594,OUT017,2007,,Tier 2,Supermarket Type1,1569.9564 +FDL43,,Low Fat,0.026933321,Meat,78.467,OUT027,1985,Medium,Tier 3,Supermarket Type3,3292.381 +FDB21,7.475,Low Fat,0.149360698,Fruits and Vegetables,243.4854,OUT017,2007,,Tier 2,Supermarket Type1,1691.7978 +NCU42,9,Low Fat,0.019586115,Household,170.2474,OUT018,2009,Medium,Tier 3,Supermarket Type2,4211.185 +FDY21,15.1,Low Fat,0,Snack Foods,195.211,OUT013,1987,High,Tier 3,Supermarket Type1,3142.576 +FDK58,11.35,Regular,0,Snack Foods,101.5016,OUT046,1997,Small,Tier 1,Supermarket Type1,202.4032 +DRD13,15,Low Fat,0.049155769,Soft Drinks,65.2168,OUT049,1999,Medium,Tier 1,Supermarket Type1,958.752 +FDU35,6.44,Low Fat,0,Breads,98.27,OUT046,1997,Small,Tier 1,Supermarket Type1,2396.88 +FDX23,6.445,Low Fat,0.049697923,Baking Goods,95.0436,OUT010,1998,,Tier 3,Grocery Store,94.5436 +FDQ39,14.8,Low Fat,0.081206491,Meat,189.2846,OUT045,2002,,Tier 2,Supermarket Type1,1719.7614 +FDR31,,Regular,0.048924811,Fruits and Vegetables,147.4102,OUT027,1985,Medium,Tier 3,Supermarket Type3,3207.8244 +FDS28,8.18,Regular,0.082386011,Frozen Foods,56.6588,OUT035,2004,Small,Tier 2,Supermarket Type1,687.1056 +DRN36,15.2,Low Fat,0.050279604,Soft Drinks,94.1752,OUT045,2002,,Tier 2,Supermarket Type1,2109.2544 +FDX60,,LF,0.080203852,Baking Goods,77.996,OUT027,1985,Medium,Tier 3,Supermarket Type3,2716.464 +NCB54,8.76,Low Fat,0.050335829,Health and Hygiene,126.2336,OUT017,2007,,Tier 2,Supermarket Type1,1406.1696 +FDC15,18.1,Low Fat,0.178694026,Dairy,158.9288,OUT018,2009,Medium,Tier 3,Supermarket Type2,1571.288 +NCP17,,Low Fat,0.027580163,Health and Hygiene,62.2168,OUT027,1985,Medium,Tier 3,Supermarket Type3,1661.8368 +FDY39,5.305,Regular,0.04710181,Meat,181.8608,OUT049,1999,Medium,Tier 1,Supermarket Type1,4594.02 +FDH33,12.85,LF,0.121914662,Snack Foods,43.5428,OUT049,1999,Medium,Tier 1,Supermarket Type1,615.1992 +FDG09,,Regular,0.047704151,Fruits and Vegetables,187.2556,OUT027,1985,Medium,Tier 3,Supermarket Type3,4506.1344 +FDO10,,Regular,0.01268995,Snack Foods,56.4588,OUT027,1985,Medium,Tier 3,Supermarket Type3,973.3996 +FDD39,,Low Fat,0.06981517,Dairy,214.385,OUT027,1985,Medium,Tier 3,Supermarket Type3,4327.7 +FDJ09,15,Low Fat,0.058513255,Snack Foods,46.9744,OUT045,2002,,Tier 2,Supermarket Type1,679.116 +DRQ35,9.3,Low Fat,0.042357203,Hard Drinks,123.2388,OUT049,1999,Medium,Tier 1,Supermarket Type1,1857.582 +FDV38,19.25,Low Fat,0.101932076,Dairy,54.5956,OUT049,1999,Medium,Tier 1,Supermarket Type1,764.3384 +FDJ60,19.35,Regular,0.062476391,Baking Goods,164.5184,OUT013,1987,High,Tier 3,Supermarket Type1,1651.184 +FDJ15,11.35,Regular,0.023454399,Dairy,181.9608,OUT017,2007,,Tier 2,Supermarket Type1,1653.8472 +FDR08,18.7,Low Fat,0.037681448,Fruits and Vegetables,111.0886,OUT049,1999,Medium,Tier 1,Supermarket Type1,222.3772 +FDZ55,6.055,Low Fat,0.025408702,Fruits and Vegetables,160.892,OUT046,1997,Small,Tier 1,Supermarket Type1,2396.88 +FDL10,8.395,Low Fat,0.039572298,Snack Foods,100.9042,OUT045,2002,,Tier 2,Supermarket Type1,1686.4714 +FDJ34,,Regular,0.093202196,Snack Foods,125.5704,OUT027,1985,Medium,Tier 3,Supermarket Type3,1001.3632 +FDW60,,Regular,0.016979326,Baking Goods,177.037,OUT027,1985,Medium,Tier 3,Supermarket Type3,3352.303 +FDK08,9.195,Regular,0.122304725,Fruits and Vegetables,99.2016,OUT046,1997,Small,Tier 1,Supermarket Type1,809.6128 +NCE42,21.1,Low Fat,0.010600287,Household,233.9958,OUT035,2004,Small,Tier 2,Supermarket Type1,1869.5664 +FDR39,20.35,Low Fat,0.084273286,Meat,181.7292,OUT017,2007,,Tier 2,Supermarket Type1,4013.4424 +NCN17,11,Low Fat,0.055162827,Health and Hygiene,100.3358,OUT018,2009,Medium,Tier 3,Supermarket Type2,904.8222 +NCR05,10.1,Low Fat,0.054741627,Health and Hygiene,200.2084,OUT045,2002,,Tier 2,Supermarket Type1,3174.5344 +FDV48,,Regular,0.051366901,Baking Goods,77.0644,OUT027,1985,Medium,Tier 3,Supermarket Type3,3221.1404 +DRF27,8.93,Low Fat,0.028533032,Dairy,151.434,OUT018,2009,Medium,Tier 3,Supermarket Type2,1225.072 +NCF07,9,Low Fat,0.032072321,Household,102.2016,OUT049,1999,Medium,Tier 1,Supermarket Type1,1416.8224 +FDF40,20.25,Regular,0.022507877,Dairy,248.1092,OUT035,2004,Small,Tier 2,Supermarket Type1,4731.1748 +FDO28,5.765,Low Fat,0.072410764,Frozen Foods,122.5098,OUT049,1999,Medium,Tier 1,Supermarket Type1,1084.5882 +FDB23,19.2,Regular,0.005611367,Starchy Foods,226.2062,OUT018,2009,Medium,Tier 3,Supermarket Type2,1579.9434 +FDV48,9.195,Regular,0.051697108,Baking Goods,79.2644,OUT049,1999,Medium,Tier 1,Supermarket Type1,864.2084 +FDM45,8.655,Regular,0.08819473,Snack Foods,119.6756,OUT046,1997,Small,Tier 1,Supermarket Type1,2423.512 +FDC16,11.5,Regular,0.020611526,Dairy,84.954,OUT045,2002,,Tier 2,Supermarket Type1,865.54 +DRE25,,Low Fat,0.072928316,Soft Drinks,94.412,OUT027,1985,Medium,Tier 3,Supermarket Type3,1304.968 +FDY35,17.6,Regular,0.0160526,Breads,43.9402,OUT049,1999,Medium,Tier 1,Supermarket Type1,1286.3256 +FDR22,19.35,Regular,0.018600249,Snack Foods,110.2544,OUT045,2002,,Tier 2,Supermarket Type1,2908.2144 +FDZ10,17.85,Low Fat,0.04453262,Snack Foods,127.202,OUT049,1999,Medium,Tier 1,Supermarket Type1,2656.542 +FDY15,,Regular,0.299097859,Dairy,157.863,OUT019,1985,Small,Tier 1,Grocery Store,469.389 +DRA24,19.35,Regular,0.039895009,Soft Drinks,162.4868,OUT013,1987,High,Tier 3,Supermarket Type1,4422.2436 +FDV37,13,Regular,0.083683243,Canned,198.5426,OUT045,2002,,Tier 2,Supermarket Type1,1186.4556 +FDO10,13.65,Regular,0.012749289,Snack Foods,58.8588,OUT035,2004,Small,Tier 2,Supermarket Type1,973.3996 +FDR59,,Regular,0.063554289,Breads,263.6594,OUT027,1985,Medium,Tier 3,Supermarket Type3,3401.5722 +FDR34,17,Regular,0.016030344,Snack Foods,228.0352,OUT018,2009,Medium,Tier 3,Supermarket Type2,2748.4224 +FDG16,15.25,Low Fat,0.090324849,Frozen Foods,214.4192,OUT017,2007,,Tier 2,Supermarket Type1,4961.5416 +FDO03,,Regular,0.03670437,Meat,228.1352,OUT027,1985,Medium,Tier 3,Supermarket Type3,9390.4432 +FDC09,15.5,Regular,0.026342897,Fruits and Vegetables,104.1332,OUT049,1999,Medium,Tier 1,Supermarket Type1,1230.3984 +FDJ52,7.145,Low Fat,0.017783501,Frozen Foods,159.4578,OUT035,2004,Small,Tier 2,Supermarket Type1,3209.156 +FDL33,7.235,Low Fat,0.167316771,Snack Foods,197.5452,OUT010,1998,,Tier 3,Grocery Store,195.7452 +FDJ53,10.5,Low Fat,0.071660976,Frozen Foods,119.7098,OUT017,2007,,Tier 2,Supermarket Type1,2410.196 +FDX08,,Low Fat,0.039576776,Fruits and Vegetables,179.9318,OUT019,1985,Small,Tier 1,Grocery Store,360.8636 +FDK32,16.25,Regular,0.049074897,Fruits and Vegetables,154.2682,OUT045,2002,,Tier 2,Supermarket Type1,3354.3004 +FDM20,10,Low Fat,0.038904624,Fruits and Vegetables,245.4144,OUT017,2007,,Tier 2,Supermarket Type1,6615.3888 +NCJ42,19.75,Low Fat,0.01438222,Household,102.2332,OUT017,2007,,Tier 2,Supermarket Type1,3075.996 +FDI50,8.42,Regular,0.030968306,Canned,227.8352,OUT018,2009,Medium,Tier 3,Supermarket Type2,3435.528 +FDZ15,13.1,Low Fat,0,Dairy,117.8782,OUT035,2004,Small,Tier 2,Supermarket Type1,2741.0986 +NCK18,9.6,Low Fat,0,Household,164.2184,OUT045,2002,,Tier 2,Supermarket Type1,1981.4208 +FDW33,9.395,Low Fat,0.099681254,Snack Foods,106.428,OUT017,2007,,Tier 2,Supermarket Type1,1917.504 +NCT05,10.895,LF,0.021037197,Health and Hygiene,255.9672,OUT018,2009,Medium,Tier 3,Supermarket Type2,4857.6768 +FDZ16,,Regular,0.279886948,Frozen Foods,193.1478,OUT019,1985,Small,Tier 1,Grocery Store,387.4956 +NCV17,18.85,Low Fat,0.016107549,Health and Hygiene,129.7626,OUT046,1997,Small,Tier 1,Supermarket Type1,3016.7398 +FDE34,9.195,Low Fat,0.108330902,Snack Foods,183.6634,OUT018,2009,Medium,Tier 3,Supermarket Type2,2726.451 +FDH44,19.1,Regular,0.025924623,Fruits and Vegetables,148.0418,OUT045,2002,,Tier 2,Supermarket Type1,3825.6868 +NCK06,5.03,Low Fat,0.008664064,Household,119.3756,OUT045,2002,,Tier 2,Supermarket Type1,605.878 +FDS46,17.6,Regular,0.047330801,Snack Foods,120.8782,OUT049,1999,Medium,Tier 1,Supermarket Type1,2621.9204 +NCO42,21.25,Low Fat,0.024756031,Household,146.7102,OUT018,2009,Medium,Tier 3,Supermarket Type2,1603.9122 +FDL13,13.85,Regular,0.056406129,Breakfast,231.43,OUT049,1999,Medium,Tier 1,Supermarket Type1,3029.39 +FDK14,6.98,Low Fat,0.0413383,Canned,83.3934,OUT017,2007,,Tier 2,Supermarket Type1,491.3604 +FDX13,7.725,Low Fat,0.047879864,Canned,250.2092,OUT045,2002,,Tier 2,Supermarket Type1,3984.1472 +DRI47,14.7,Low Fat,0.021005399,Hard Drinks,144.5128,OUT018,2009,Medium,Tier 3,Supermarket Type2,2588.6304 +FDG22,17.6,Regular,0.041615224,Snack Foods,37.219,OUT017,2007,,Tier 2,Supermarket Type1,366.19 +FDA13,15.85,Low Fat,0.07867708,Canned,37.8506,OUT049,1999,Medium,Tier 1,Supermarket Type1,341.5554 +FDE46,18.6,Low Fat,0.015769693,Snack Foods,152.1366,OUT046,1997,Small,Tier 1,Supermarket Type1,1813.6392 +FDX25,16.7,Low Fat,0.102633047,Canned,180.8292,OUT017,2007,,Tier 2,Supermarket Type1,3466.1548 +FDC58,10.195,Low Fat,0.04217956,Snack Foods,44.2428,OUT017,2007,,Tier 2,Supermarket Type1,703.0848 +NCA42,6.965,Low Fat,0.028710065,Household,158.1604,OUT017,2007,,Tier 2,Supermarket Type1,2693.8268 +FDV01,19.2,Regular,0.085082648,Canned,153.5314,OUT049,1999,Medium,Tier 1,Supermarket Type1,2171.8396 +FDU24,6.78,reg,0.140163038,Baking Goods,94.212,OUT046,1997,Small,Tier 1,Supermarket Type1,1025.332 +FDO51,6.785,Regular,0.042153502,Meat,44.0112,OUT018,2009,Medium,Tier 3,Supermarket Type2,340.8896 +NCN14,19.1,Low Fat,0.15385153,Others,185.1608,OUT010,1998,,Tier 3,Grocery Store,551.2824 +FDT37,,Low Fat,0.061753511,Canned,253.3014,OUT019,1985,Small,Tier 1,Grocery Store,510.0028 +FDY09,15.6,Low Fat,0.042179884,Snack Foods,174.7054,OUT010,1998,,Tier 3,Grocery Store,175.1054 +NCG06,16.35,Low Fat,0.029420857,Household,256.9646,OUT013,1987,High,Tier 3,Supermarket Type1,4637.9628 +FDG40,13.65,Low Fat,0.066657791,Frozen Foods,32.6558,OUT010,1998,,Tier 3,Grocery Store,67.9116 +FDQ47,7.155,Regular,0.168154574,Breads,33.7874,OUT035,2004,Small,Tier 2,Supermarket Type1,882.185 +DRH59,10.8,LF,0.097805615,Hard Drinks,73.938,OUT010,1998,,Tier 3,Grocery Store,73.238 +FDH48,13.5,Low Fat,0.06082246,Baking Goods,85.154,OUT017,2007,,Tier 2,Supermarket Type1,605.878 +FDE34,9.195,Low Fat,0.107870997,Snack Foods,181.2634,OUT035,2004,Small,Tier 2,Supermarket Type1,2362.9242 +NCM05,6.825,Low Fat,0.059940022,Health and Hygiene,262.4226,OUT049,1999,Medium,Tier 1,Supermarket Type1,3964.839 +FDU55,16.2,Low Fat,0.035967107,Fruits and Vegetables,260.3278,OUT049,1999,Medium,Tier 1,Supermarket Type1,7549.5062 +FDS60,20.85,Low Fat,0.032442388,Baking Goods,178.366,OUT035,2004,Small,Tier 2,Supermarket Type1,4673.916 +FDZ32,7.785,Regular,0,Fruits and Vegetables,106.4964,OUT013,1987,High,Tier 3,Supermarket Type1,1577.946 +FDP12,9.8,Regular,0.045358609,Baking Goods,36.1874,OUT045,2002,,Tier 2,Supermarket Type1,423.4488 +NCL31,,Low Fat,0.119698523,Others,143.047,OUT027,1985,Medium,Tier 3,Supermarket Type3,3578.675 +FDR32,,Regular,0.150238656,Fruits and Vegetables,229.3694,OUT019,1985,Small,Tier 1,Grocery Store,228.3694 +FDL08,,Low Fat,0.049478259,Fruits and Vegetables,245.4144,OUT027,1985,Medium,Tier 3,Supermarket Type3,3675.216 +FDY34,10.5,Regular,0.010998932,Snack Foods,164.3842,OUT049,1999,Medium,Tier 1,Supermarket Type1,1823.6262 +DRG23,8.88,Low Fat,0,Hard Drinks,154.0682,OUT018,2009,Medium,Tier 3,Supermarket Type2,2896.8958 +FDD04,16,Low Fat,0.08989642,Dairy,143.4154,OUT013,1987,High,Tier 3,Supermarket Type1,1985.4156 +FDX37,16.2,Low Fat,0.063385859,Canned,98.17,OUT017,2007,,Tier 2,Supermarket Type1,2696.49 +FDM09,11.15,Regular,0.086281593,Snack Foods,170.579,OUT018,2009,Medium,Tier 3,Supermarket Type2,1358.232 +FDA52,16.2,Regular,0.128315409,Frozen Foods,178.137,OUT013,1987,High,Tier 3,Supermarket Type1,3881.614 +NCV41,14.35,Low Fat,0.017108186,Health and Hygiene,110.3228,OUT018,2009,Medium,Tier 3,Supermarket Type2,552.614 +FDB20,7.72,LF,0.051970838,Fruits and Vegetables,79.7986,OUT035,2004,Small,Tier 2,Supermarket Type1,2336.958 +FDD28,10.695,Low Fat,0,Frozen Foods,60.5904,OUT017,2007,,Tier 2,Supermarket Type1,410.1328 +FDI38,13.35,Regular,0.024482433,Canned,205.7638,OUT010,1998,,Tier 3,Grocery Store,621.1914 +FDA28,16.1,Regular,0.047792845,Frozen Foods,126.1362,OUT035,2004,Small,Tier 2,Supermarket Type1,3271.7412 +FDB32,,Low Fat,0.023339367,Fruits and Vegetables,94.8778,OUT027,1985,Medium,Tier 3,Supermarket Type3,4036.7454 +NCS54,13.6,Low Fat,0.009991273,Household,175.537,OUT035,2004,Small,Tier 2,Supermarket Type1,3705.177 +NCA17,20.6,Low Fat,0.045675104,Health and Hygiene,150.9392,OUT017,2007,,Tier 2,Supermarket Type1,4026.7584 +FDR14,11.65,Low Fat,0.173904193,Dairy,52.3298,OUT013,1987,High,Tier 3,Supermarket Type1,269.649 +FDS58,9.285,Regular,0.021039273,Snack Foods,160.0578,OUT049,1999,Medium,Tier 1,Supermarket Type1,2567.3248 +FDU08,10.3,Low Fat,0.027426689,Fruits and Vegetables,97.3042,OUT018,2009,Medium,Tier 3,Supermarket Type2,694.4294 +FDI60,7.22,Regular,0.064141866,Baking Goods,61.251,OUT010,1998,,Tier 3,Grocery Store,126.502 +FDU40,20.85,Low Fat,0.037556341,Frozen Foods,195.3478,OUT018,2009,Medium,Tier 3,Supermarket Type2,1937.478 +FDX46,,Regular,0.057835325,Snack Foods,57.5562,OUT027,1985,Medium,Tier 3,Supermarket Type3,2548.0166 +FDG41,8.84,Regular,0.076995176,Frozen Foods,112.0228,OUT017,2007,,Tier 2,Supermarket Type1,1215.7508 +FDD14,,LF,0.297312685,Canned,185.4266,OUT019,1985,Small,Tier 1,Grocery Store,368.8532 +FDX45,,Low Fat,0.104348025,Snack Foods,156.263,OUT027,1985,Medium,Tier 3,Supermarket Type3,4850.353 +NCN30,16.35,Low Fat,0.016989991,Household,98.541,OUT035,2004,Small,Tier 2,Supermarket Type1,772.328 +DRH13,8.575,Low Fat,0.023885957,Soft Drinks,106.628,OUT046,1997,Small,Tier 1,Supermarket Type1,958.752 +NCP30,20.5,Low Fat,0.032954044,Household,39.3822,OUT017,2007,,Tier 2,Supermarket Type1,314.2576 +FDT52,9.695,Regular,0.047429578,Frozen Foods,245.8144,OUT046,1997,Small,Tier 1,Supermarket Type1,3430.2016 +FDS36,8.38,Regular,0.047152554,Baking Goods,110.157,OUT017,2007,,Tier 2,Supermarket Type1,3185.853 +FDB03,17.75,Regular,0.157470693,Dairy,239.1538,OUT018,2009,Medium,Tier 3,Supermarket Type2,4326.3684 +FDO09,13.5,Regular,0.125274674,Snack Foods,262.191,OUT046,1997,Small,Tier 1,Supermarket Type1,2366.919 +FDD28,,Low Fat,0.053038775,Frozen Foods,59.5904,OUT027,1985,Medium,Tier 3,Supermarket Type3,1640.5312 +FDF08,14.3,Regular,0.065339802,Fruits and Vegetables,89.1856,OUT045,2002,,Tier 2,Supermarket Type1,1845.5976 +FDB49,8.3,Regular,0.05046718,Baking Goods,97.6384,OUT010,1998,,Tier 3,Grocery Store,197.0768 +FDB08,6.055,Low Fat,0,Fruits and Vegetables,162.3578,OUT035,2004,Small,Tier 2,Supermarket Type1,1604.578 +NCP06,20.7,Low Fat,0.039306822,Household,150.7366,OUT049,1999,Medium,Tier 1,Supermarket Type1,3325.0052 +FDH28,15.85,Regular,0.110254143,Frozen Foods,37.3506,OUT045,2002,,Tier 2,Supermarket Type1,341.5554 +FDU20,,Regular,0.037569401,Fruits and Vegetables,120.7098,OUT019,1985,Small,Tier 1,Grocery Store,361.5294 +DRB25,12.3,Low Fat,0.069852615,Soft Drinks,107.4938,OUT017,2007,,Tier 2,Supermarket Type1,2358.2636 +NCM30,19.1,Low Fat,0.067676056,Household,40.8796,OUT017,2007,,Tier 2,Supermarket Type1,371.5164 +FDU57,8.27,Regular,0.149895348,Snack Foods,152.0708,OUT010,1998,,Tier 3,Grocery Store,451.4124 +FDF56,,Regular,0.209162936,Fruits and Vegetables,179.1976,OUT019,1985,Small,Tier 1,Grocery Store,543.2928 +NCT30,9.1,Low Fat,0.080277707,Household,47.2718,OUT035,2004,Small,Tier 2,Supermarket Type1,850.8924 +FDX15,17.2,Low Fat,0.156935553,Meat,160.6578,OUT018,2009,Medium,Tier 3,Supermarket Type2,1925.4936 +FDX58,13.15,low fat,0.044011225,Snack Foods,181.295,OUT017,2007,,Tier 2,Supermarket Type1,4028.09 +FDQ08,15.7,Regular,0.031685529,Fruits and Vegetables,63.1536,OUT010,1998,,Tier 3,Grocery Store,122.5072 +DRL23,18.35,Low Fat,0.015291576,Hard Drinks,106.1938,OUT013,1987,High,Tier 3,Supermarket Type1,1607.907 +FDA25,16.5,Regular,0.068112874,Canned,104.599,OUT035,2004,Small,Tier 2,Supermarket Type1,2889.572 +FDV09,12.1,Low Fat,0.020600553,Snack Foods,147.5734,OUT049,1999,Medium,Tier 1,Supermarket Type1,3414.8882 +FDQ46,7.51,Low Fat,0.10423592,Snack Foods,111.7544,OUT018,2009,Medium,Tier 3,Supermarket Type2,2460.7968 +FDH41,,Low Fat,0.081614376,Frozen Foods,214.7534,OUT027,1985,Medium,Tier 3,Supermarket Type3,5806.4418 +FDY20,12.5,Regular,0.082215187,Fruits and Vegetables,91.4488,OUT017,2007,,Tier 2,Supermarket Type1,1086.5856 +FDO37,8.06,Low Fat,0.021372636,Breakfast,231.7326,OUT035,2004,Small,Tier 2,Supermarket Type1,5313.7498 +FDZ55,6.055,Low Fat,0.025460232,Fruits and Vegetables,160.892,OUT045,2002,,Tier 2,Supermarket Type1,1917.504 +FDS32,,Regular,0.029510313,Fruits and Vegetables,141.9838,OUT027,1985,Medium,Tier 3,Supermarket Type3,4354.9978 +FDV50,14.3,Low Fat,0.122761775,Dairy,124.373,OUT049,1999,Medium,Tier 1,Supermarket Type1,2093.941 +NCV30,20.2,Low Fat,0.066065799,Household,61.351,OUT045,2002,,Tier 2,Supermarket Type1,1201.769 +FDP16,18.6,Low Fat,0.039454924,Frozen Foods,244.0802,OUT018,2009,Medium,Tier 3,Supermarket Type2,3193.8426 +FDW39,6.69,Regular,0.036910398,Meat,175.037,OUT046,1997,Small,Tier 1,Supermarket Type1,2117.244 +FDN39,19.35,Regular,0,Meat,169.0816,OUT013,1987,High,Tier 3,Supermarket Type1,3523.4136 +FDV55,17.75,Low Fat,0.055159054,Fruits and Vegetables,145.6444,OUT049,1999,Medium,Tier 1,Supermarket Type1,2467.4548 +FDZ20,16.1,Low Fat,0.034300475,Fruits and Vegetables,253.2356,OUT035,2004,Small,Tier 2,Supermarket Type1,5849.7188 +FDK02,12.5,Low Fat,0.112399145,Canned,120.444,OUT049,1999,Medium,Tier 1,Supermarket Type1,1438.128 +FDK10,5.785,Regular,0.040523265,Snack Foods,177.866,OUT018,2009,Medium,Tier 3,Supermarket Type2,4853.682 +NCQ41,14.8,Low Fat,0.019559746,Health and Hygiene,193.7794,OUT018,2009,Medium,Tier 3,Supermarket Type2,2926.191 +FDA11,7.75,Low Fat,0.043483398,Baking Goods,94.3436,OUT017,2007,,Tier 2,Supermarket Type1,2363.59 +FDN13,18.6,Low Fat,0.152366659,Breakfast,98.5358,OUT045,2002,,Tier 2,Supermarket Type1,1306.9654 +NCA42,6.965,Low Fat,0.047784475,Household,158.8604,OUT010,1998,,Tier 3,Grocery Store,316.9208 +NCX30,16.7,Low Fat,0.026598474,Household,245.8776,OUT013,1987,High,Tier 3,Supermarket Type1,4210.5192 +FDL10,,Low Fat,0.039300964,Snack Foods,99.5042,OUT027,1985,Medium,Tier 3,Supermarket Type3,1884.8798 +FDQ33,13.35,Low Fat,0.091348964,Snack Foods,150.3708,OUT049,1999,Medium,Tier 1,Supermarket Type1,4363.6532 +NCE42,21.1,Low Fat,0.010602292,Household,235.3958,OUT046,1997,Small,Tier 1,Supermarket Type1,3271.7412 +FDH58,12.3,Low Fat,0,Snack Foods,116.4834,OUT018,2009,Medium,Tier 3,Supermarket Type2,1842.9344 +FDF33,7.97,Low Fat,0.021579162,Seafood,105.9596,OUT045,2002,,Tier 2,Supermarket Type1,2049.3324 +DRK49,14.15,Low Fat,0.03593692,Soft Drinks,41.0138,OUT035,2004,Small,Tier 2,Supermarket Type1,771.6622 +NCK19,9.8,Low Fat,0.09046564,Others,193.6478,OUT046,1997,Small,Tier 1,Supermarket Type1,3099.9648 +FDT24,,Regular,0,Baking Goods,75.9328,OUT027,1985,Medium,Tier 3,Supermarket Type3,3012.0792 +FDI57,19.85,Low Fat,0.054245722,Seafood,196.0768,OUT018,2009,Medium,Tier 3,Supermarket Type2,5518.1504 +NCQ06,,Low Fat,0.041621987,Household,253.6014,OUT027,1985,Medium,Tier 3,Supermarket Type3,6630.0364 +FDB16,8.21,Low Fat,0.044888397,Dairy,87.3198,OUT013,1987,High,Tier 3,Supermarket Type1,610.5386 +FDB57,20.25,Regular,0.018805105,Fruits and Vegetables,220.6772,OUT046,1997,Small,Tier 1,Supermarket Type1,2223.772 +DRD13,15,Low Fat,0.049279392,Soft Drinks,65.7168,OUT018,2009,Medium,Tier 3,Supermarket Type2,575.2512 +FDC41,15.6,Low Fat,0.116815953,Frozen Foods,75.567,OUT013,1987,High,Tier 3,Supermarket Type1,1684.474 +FDW59,13.15,Low Fat,0.020698674,Breads,86.3566,OUT013,1987,High,Tier 3,Supermarket Type1,1099.2358 +FDO49,10.6,Regular,0.033103556,Breakfast,48.9008,OUT049,1999,Medium,Tier 1,Supermarket Type1,708.4112 +FDO08,11.1,Regular,0.090008963,Fruits and Vegetables,164.0526,OUT010,1998,,Tier 3,Grocery Store,164.4526 +NCV06,,Low Fat,0.116750407,Household,195.2478,OUT019,1985,Small,Tier 1,Grocery Store,193.7478 +NCY06,15.25,Low Fat,0.061184804,Household,132.0968,OUT046,1997,Small,Tier 1,Supermarket Type1,3914.904 +FDL03,19.25,Regular,0.027190917,Meat,194.811,OUT018,2009,Medium,Tier 3,Supermarket Type2,2160.521 +NCL31,7.39,LF,0.120467994,Others,145.147,OUT049,1999,Medium,Tier 1,Supermarket Type1,5296.439 +FDU46,10.3,Regular,0.011189235,Snack Foods,86.654,OUT017,2007,,Tier 2,Supermarket Type1,2423.512 +FDF04,17.5,Low Fat,0.013714183,Frozen Foods,259.2304,OUT017,2007,,Tier 2,Supermarket Type1,2841.6344 +FDX31,,Regular,0,Fruits and Vegetables,234.7958,OUT019,1985,Small,Tier 1,Grocery Store,467.3916 +FDI24,10.3,Low Fat,0.078728915,Baking Goods,178.437,OUT035,2004,Small,Tier 2,Supermarket Type1,2822.992 +FDY28,,Regular,0.26639671,Frozen Foods,215.6218,OUT019,1985,Small,Tier 1,Grocery Store,641.1654 +DRN11,7.85,Low Fat,0.163902159,Hard Drinks,143.3444,OUT017,2007,,Tier 2,Supermarket Type1,1596.5884 +FDB10,10,Low Fat,0.067312613,Snack Foods,234.359,OUT049,1999,Medium,Tier 1,Supermarket Type1,3072.667 +FDI60,7.22,Regular,0.03832122,Baking Goods,61.851,OUT046,1997,Small,Tier 1,Supermarket Type1,822.263 +FDN15,,Low Fat,0.016653022,Meat,139.518,OUT027,1985,Medium,Tier 3,Supermarket Type3,2936.178 +NCE18,10,Low Fat,0.021421289,Household,248.375,OUT035,2004,Small,Tier 2,Supermarket Type1,7240.575 +NCE43,,LF,0.102941345,Household,171.2448,OUT027,1985,Medium,Tier 3,Supermarket Type3,4602.0096 +NCN53,5.175,Low Fat,0.030479118,Health and Hygiene,33.2874,OUT018,2009,Medium,Tier 3,Supermarket Type2,635.1732 +NCX41,,Low Fat,0.031024168,Health and Hygiene,210.5244,OUT019,1985,Small,Tier 1,Grocery Store,1482.0708 +FDO52,11.6,Regular,0.077100381,Frozen Foods,172.4106,OUT013,1987,High,Tier 3,Supermarket Type1,1539.9954 +FDW45,18,Low Fat,0.038978526,Snack Foods,148.6418,OUT013,1987,High,Tier 3,Supermarket Type1,2795.6942 +FDN45,,Low Fat,0.117530851,Snack Foods,222.7088,OUT027,1985,Medium,Tier 3,Supermarket Type3,4026.7584 +FDD38,16.75,Regular,0.008238064,Canned,101.9674,OUT017,2007,,Tier 2,Supermarket Type1,1528.011 +FDK27,,Low Fat,0.015664229,Meat,122.2756,OUT019,1985,Small,Tier 1,Grocery Store,121.1756 +FDG40,13.65,Low Fat,0.039824346,Frozen Foods,32.8558,OUT046,1997,Small,Tier 1,Supermarket Type1,645.1602 +FDA34,11.5,Low Fat,0.014883661,Starchy Foods,174.508,OUT049,1999,Medium,Tier 1,Supermarket Type1,3635.268 +FDX48,17.75,Regular,0.038102203,Baking Goods,154.0656,OUT017,2007,,Tier 2,Supermarket Type1,1390.1904 +FDY37,,Regular,0.026440214,Canned,143.647,OUT027,1985,Medium,Tier 3,Supermarket Type3,2862.94 +DRE48,8.43,Low Fat,0.017396308,Soft Drinks,196.0768,OUT018,2009,Medium,Tier 3,Supermarket Type2,4138.6128 +FDT58,9,Low Fat,0.086088353,Snack Foods,168.7816,OUT049,1999,Medium,Tier 1,Supermarket Type1,3355.632 +FDA19,7.52,Low Fat,0.092272132,Fruits and Vegetables,128.7994,OUT010,1998,,Tier 3,Grocery Store,128.4994 +FDG52,13.65,Low Fat,0.065618434,Frozen Foods,47.6402,OUT035,2004,Small,Tier 2,Supermarket Type1,459.402 +FDA32,,LF,0.052691046,Fruits and Vegetables,216.3192,OUT019,1985,Small,Tier 1,Grocery Store,215.7192 +NCM19,12.65,Low Fat,0.047333044,Others,113.8202,OUT045,2002,,Tier 2,Supermarket Type1,1800.3232 +NCF42,17.35,Low Fat,0.167722519,Household,176.3712,OUT045,2002,,Tier 2,Supermarket Type1,1054.6272 +FDV23,11,Low Fat,0.105816753,Breads,126.0046,OUT035,2004,Small,Tier 2,Supermarket Type1,871.5322 +DRA59,8.27,Regular,0.214125129,Soft Drinks,183.9924,OUT010,1998,,Tier 3,Grocery Store,185.0924 +FDA01,,Regular,0.054114924,Canned,58.4904,OUT027,1985,Medium,Tier 3,Supermarket Type3,1054.6272 +FDX44,,Low Fat,0.042758477,Fruits and Vegetables,88.4172,OUT027,1985,Medium,Tier 3,Supermarket Type3,2051.9956 +FDW25,5.175,Low Fat,0.037391881,Canned,83.2224,OUT035,2004,Small,Tier 2,Supermarket Type1,1789.6704 +NCM05,,Low Fat,0.104784329,Health and Hygiene,266.0226,OUT019,1985,Small,Tier 1,Grocery Store,528.6452 +NCJ54,9.895,Low Fat,0.060055757,Household,234.2642,OUT035,2004,Small,Tier 2,Supermarket Type1,3717.8272 +NCK07,10.65,Low Fat,0.048885018,Others,166.1526,OUT018,2009,Medium,Tier 3,Supermarket Type2,1973.4312 +NCX05,15.2,Low Fat,0.097611115,Health and Hygiene,116.5492,OUT017,2007,,Tier 2,Supermarket Type1,810.9444 +FDV39,11.3,LF,0.007279889,Meat,199.3426,OUT046,1997,Small,Tier 1,Supermarket Type1,2372.9112 +FDI19,15.1,low fat,0,Meat,244.2512,OUT045,2002,,Tier 2,Supermarket Type1,3635.268 +FDT12,6.215,Regular,0.049621701,Baking Goods,226.1062,OUT046,1997,Small,Tier 1,Supermarket Type1,4739.8302 +FDF12,8.235,Low Fat,0.08235926,Baking Goods,147.6076,OUT013,1987,High,Tier 3,Supermarket Type1,3103.9596 +NCQ54,,Low Fat,0.012481638,Household,168.3474,OUT027,1985,Medium,Tier 3,Supermarket Type3,5221.8694 +FDU10,10.1,Regular,0.045653999,Snack Foods,35.6848,OUT013,1987,High,Tier 3,Supermarket Type1,633.8416 +NCK53,11.6,Low Fat,0.037734334,Health and Hygiene,98.1042,OUT018,2009,Medium,Tier 3,Supermarket Type2,2678.5134 +FDB51,6.92,Low Fat,0.038454076,Dairy,61.5852,OUT046,1997,Small,Tier 1,Supermarket Type1,813.6076 +FDT10,16.7,reg,0.062395455,Snack Foods,57.6562,OUT017,2007,,Tier 2,Supermarket Type1,533.3058 +NCU53,5.485,Low Fat,0.042716235,Health and Hygiene,164.8842,OUT013,1987,High,Tier 3,Supermarket Type1,2155.1946 +FDJ40,13.6,Regular,0.049547993,Frozen Foods,108.6912,OUT013,1987,High,Tier 3,Supermarket Type1,2402.2064 +NCQ05,,Low Fat,0.037829469,Health and Hygiene,151.0708,OUT019,1985,Small,Tier 1,Grocery Store,451.4124 +FDV15,10.3,LF,0.146172453,Meat,103.3648,OUT046,1997,Small,Tier 1,Supermarket Type1,3219.8088 +FDD41,6.765,Regular,0.08739577,Frozen Foods,105.3306,OUT049,1999,Medium,Tier 1,Supermarket Type1,836.2448 +FDT20,10.5,Low Fat,0.041479396,Fruits and Vegetables,36.8164,OUT045,2002,,Tier 2,Supermarket Type1,772.328 +FDM44,12.5,Low Fat,0.031023835,Fruits and Vegetables,104.099,OUT013,1987,High,Tier 3,Supermarket Type1,309.597 +FDG21,17.35,Regular,0,Seafood,150.205,OUT045,2002,,Tier 2,Supermarket Type1,5992.2 +DRZ11,8.85,Regular,0.112893431,Soft Drinks,123.3388,OUT045,2002,,Tier 2,Supermarket Type1,2972.1312 +FDC59,16.7,Regular,0.054851438,Starchy Foods,64.4168,OUT018,2009,Medium,Tier 3,Supermarket Type2,830.9184 +NCD43,8.85,Low Fat,0.016052446,Household,106.7964,OUT045,2002,,Tier 2,Supermarket Type1,1367.5532 +DRL49,13.15,Low Fat,0.094450618,Soft Drinks,141.4812,OUT010,1998,,Tier 3,Grocery Store,284.9624 +NCE07,8.18,Low Fat,0.02197698,Household,140.6154,OUT010,1998,,Tier 3,Grocery Store,425.4462 +FDM02,12.5,Regular,0.074152133,Canned,88.6198,OUT017,2007,,Tier 2,Supermarket Type1,1395.5168 +DRJ49,6.865,Low Fat,0.014072399,Soft Drinks,127.3652,OUT017,2007,,Tier 2,Supermarket Type1,1679.1476 +FDY25,12,Low Fat,0.034112833,Canned,180.1976,OUT018,2009,Medium,Tier 3,Supermarket Type2,3984.1472 +DRH39,,low fat,0,Dairy,75.967,OUT019,1985,Small,Tier 1,Grocery Store,153.134 +FDB09,,Low Fat,0.100493148,Fruits and Vegetables,123.1046,OUT019,1985,Small,Tier 1,Grocery Store,124.5046 +FDM38,5.885,Regular,0.092771309,Canned,54.1982,OUT046,1997,Small,Tier 1,Supermarket Type1,999.3658 +FDY22,16.5,Regular,0.159690469,Snack Foods,142.4128,OUT035,2004,Small,Tier 2,Supermarket Type1,575.2512 +FDP48,7.52,Regular,0.044272226,Baking Goods,181.395,OUT017,2007,,Tier 2,Supermarket Type1,2563.33 +NCT05,10.895,Low Fat,0.020934413,Health and Hygiene,256.5672,OUT013,1987,High,Tier 3,Supermarket Type1,4090.6752 +NCS06,7.935,Low Fat,0,Household,263.691,OUT046,1997,Small,Tier 1,Supermarket Type1,788.973 +FDD47,7.6,Regular,0.142632186,Starchy Foods,172.3448,OUT049,1999,Medium,Tier 1,Supermarket Type1,4431.5648 +FDZ49,11,Regular,0.13341564,Canned,218.7798,OUT045,2002,,Tier 2,Supermarket Type1,2203.798 +FDW59,13.15,Low Fat,0.020711996,Breads,82.7566,OUT035,2004,Small,Tier 2,Supermarket Type1,1691.132 +DRO47,10.195,Low Fat,0.112399145,Hard Drinks,111.686,OUT049,1999,Medium,Tier 1,Supermarket Type1,2263.72 +FDR46,16.85,Low Fat,0.139700397,Snack Foods,147.776,OUT045,2002,,Tier 2,Supermarket Type1,2490.092 +FDY59,8.195,Low Fat,0.031377308,Baking Goods,93.6462,OUT013,1987,High,Tier 3,Supermarket Type1,925.462 +NCU05,11.8,Low Fat,0.058855357,Health and Hygiene,79.1618,OUT045,2002,,Tier 2,Supermarket Type1,2336.2922 +DRJ25,14.6,Low Fat,0.151180862,Soft Drinks,47.5692,OUT018,2009,Medium,Tier 3,Supermarket Type2,443.4228 +FDU28,19.2,Regular,0.09391835,Frozen Foods,189.8214,OUT046,1997,Small,Tier 1,Supermarket Type1,942.107 +FDL50,12.15,Regular,0.042378864,Canned,125.4046,OUT049,1999,Medium,Tier 1,Supermarket Type1,1867.569 +FDA43,10.895,Low Fat,0.064939211,Fruits and Vegetables,194.1794,OUT018,2009,Medium,Tier 3,Supermarket Type2,2340.9528 +FDD08,,Low Fat,0.035183156,Fruits and Vegetables,37.8506,OUT027,1985,Medium,Tier 3,Supermarket Type3,417.4566 +FDJ57,7.42,Regular,0.021661527,Seafood,187.7582,OUT018,2009,Medium,Tier 3,Supermarket Type2,2600.6148 +FDC39,7.405,Low Fat,0.159165324,Dairy,207.1296,OUT035,2004,Small,Tier 2,Supermarket Type1,3739.1328 +FDQ58,7.315,Low Fat,0,Snack Foods,153.734,OUT035,2004,Small,Tier 2,Supermarket Type1,2756.412 +FDA22,7.435,Low Fat,0.084436394,Starchy Foods,168.6158,OUT035,2004,Small,Tier 2,Supermarket Type1,4512.1266 +FDP39,12.65,Low Fat,0.069532901,Meat,51.8324,OUT049,1999,Medium,Tier 1,Supermarket Type1,1090.5804 +FDV44,8.365,Regular,0.039836895,Fruits and Vegetables,191.6188,OUT035,2004,Small,Tier 2,Supermarket Type1,2094.6068 +FDE04,19.75,Regular,0.018019662,Frozen Foods,181.566,OUT035,2004,Small,Tier 2,Supermarket Type1,2876.256 +NCO30,19.5,Low Fat,0.015711807,Household,181.8608,OUT013,1987,High,Tier 3,Supermarket Type1,4042.7376 +FDA44,19.7,Low Fat,0.053330653,Fruits and Vegetables,56.793,OUT045,2002,,Tier 2,Supermarket Type1,848.895 +FDI16,14,Regular,0.227260689,Frozen Foods,54.364,OUT010,1998,,Tier 3,Grocery Store,159.792 +FDM15,11.8,Regular,0.057410724,Meat,149.5366,OUT035,2004,Small,Tier 2,Supermarket Type1,1813.6392 +DRJ13,12.65,Low Fat,0.062878412,Soft Drinks,160.9578,OUT035,2004,Small,Tier 2,Supermarket Type1,4332.3606 +FDT48,,Low Fat,0,Baking Goods,196.5084,OUT027,1985,Medium,Tier 3,Supermarket Type3,793.6336 +FDH33,12.85,Low Fat,0.121725411,Snack Foods,45.1428,OUT046,1997,Small,Tier 1,Supermarket Type1,527.3136 +FDE14,13.65,Regular,0.031439206,Canned,100.07,OUT035,2004,Small,Tier 2,Supermarket Type1,2596.62 +FDE26,9.3,Low Fat,0.088931701,Canned,143.3786,OUT013,1987,High,Tier 3,Supermarket Type1,3034.0506 +FDN08,7.72,Regular,0,Fruits and Vegetables,117.7466,OUT018,2009,Medium,Tier 3,Supermarket Type2,1296.3126 +NCO29,11.15,Low Fat,0.032387589,Health and Hygiene,164.3526,OUT018,2009,Medium,Tier 3,Supermarket Type2,2960.1468 +FDK60,16.5,Regular,0.094010215,Baking Goods,95.2068,OUT049,1999,Medium,Tier 1,Supermarket Type1,777.6544 +FDX40,,Low Fat,0.173324207,Frozen Foods,39.9164,OUT019,1985,Small,Tier 1,Grocery Store,38.6164 +FDX15,17.2,LF,0.156541861,Meat,162.4578,OUT049,1999,Medium,Tier 1,Supermarket Type1,2888.2404 +FDO28,,Low Fat,0.071948252,Frozen Foods,121.6098,OUT027,1985,Medium,Tier 3,Supermarket Type3,482.0392 +NCL05,19.6,Low Fat,0.048092778,Health and Hygiene,44.477,OUT018,2009,Medium,Tier 3,Supermarket Type2,432.77 +FDT04,17.25,Low Fat,0.107258822,Frozen Foods,40.1822,OUT045,2002,,Tier 2,Supermarket Type1,510.6686 +FDS26,20.35,Low Fat,0.089975294,Dairy,261.6594,OUT017,2007,,Tier 2,Supermarket Type1,7588.1226 +FDV50,14.3,Low Fat,0.123070513,Dairy,121.173,OUT018,2009,Medium,Tier 3,Supermarket Type2,2093.941 +FDG02,,Low Fat,0.019716846,Canned,191.9188,OUT019,1985,Small,Tier 1,Grocery Store,571.2564 +FDC28,7.905,Low Fat,0.054986919,Frozen Foods,108.6254,OUT046,1997,Small,Tier 1,Supermarket Type1,1844.9318 +FDK21,7.905,Low Fat,0.010027885,Snack Foods,249.6408,OUT049,1999,Medium,Tier 1,Supermarket Type1,3254.4304 +NCO42,21.25,Low Fat,0.024795057,Household,147.4102,OUT017,2007,,Tier 2,Supermarket Type1,3791.0652 +FDB46,10.5,Regular,0.093954022,Snack Foods,211.8244,OUT045,2002,,Tier 2,Supermarket Type1,3387.5904 +NCH54,,Low Fat,0.127234249,Household,158.392,OUT019,1985,Small,Tier 1,Grocery Store,159.792 +FDL26,18,Low Fat,0.073606829,Canned,156.6972,OUT017,2007,,Tier 2,Supermarket Type1,4206.5244 +NCQ30,7.725,Low Fat,0.029131242,Household,123.8414,OUT045,2002,,Tier 2,Supermarket Type1,487.3656 +FDY50,5.8,Low Fat,0.130931048,Dairy,89.9172,OUT035,2004,Small,Tier 2,Supermarket Type1,1516.6924 +FDX20,,Low Fat,0.074517508,Fruits and Vegetables,227.372,OUT019,1985,Small,Tier 1,Grocery Store,452.744 +FDQ34,10.85,Low Fat,0.162211939,Snack Foods,107.0622,OUT035,2004,Small,Tier 2,Supermarket Type1,741.0354 +FDN39,19.35,Regular,0.065507999,Meat,168.9816,OUT035,2004,Small,Tier 2,Supermarket Type1,2852.2872 +FDB17,13.15,Low Fat,0.036672107,Frozen Foods,182.5976,OUT046,1997,Small,Tier 1,Supermarket Type1,4165.2448 +FDQ31,5.785,Regular,0.053802405,Fruits and Vegetables,85.9856,OUT013,1987,High,Tier 3,Supermarket Type1,1494.0552 +FDG59,,Low Fat,0.043025208,Starchy Foods,37.6164,OUT027,1985,Medium,Tier 3,Supermarket Type3,810.9444 +FDO56,10.195,Regular,0.045073782,Fruits and Vegetables,119.1808,OUT045,2002,,Tier 2,Supermarket Type1,468.7232 +FDX11,16,Regular,0.106968577,Baking Goods,180.5634,OUT045,2002,,Tier 2,Supermarket Type1,2726.451 +FDJ32,10.695,Low Fat,0.057744249,Fruits and Vegetables,61.2536,OUT013,1987,High,Tier 3,Supermarket Type1,673.7896 +FDV31,9.8,LF,0,Fruits and Vegetables,175.237,OUT049,1999,Medium,Tier 1,Supermarket Type1,3881.614 +FDB20,7.72,Low Fat,0.052086085,Fruits and Vegetables,76.8986,OUT045,2002,,Tier 2,Supermarket Type1,467.3916 +FDQ45,,Regular,0.019114349,Snack Foods,182.1608,OUT019,1985,Small,Tier 1,Grocery Store,367.5216 +FDW27,5.86,Regular,0.151087845,Meat,155.1314,OUT049,1999,Medium,Tier 1,Supermarket Type1,1551.314 +NCT53,5.4,Low Fat,0.048388423,Health and Hygiene,163.0526,OUT017,2007,,Tier 2,Supermarket Type1,2302.3364 +NCS41,,Low Fat,0.053185208,Health and Hygiene,182.9608,OUT027,1985,Medium,Tier 3,Supermarket Type3,1653.8472 +DRI47,14.7,Low Fat,0.035016091,Hard Drinks,144.3128,OUT010,1998,,Tier 3,Grocery Store,431.4384 +NCJ42,19.75,Low Fat,0.01433033,Household,104.2332,OUT045,2002,,Tier 2,Supermarket Type1,2153.1972 +NCS17,18.6,Low Fat,0.080626601,Health and Hygiene,92.5436,OUT049,1999,Medium,Tier 1,Supermarket Type1,378.1744 +NCO41,12.5,Low Fat,0.018887088,Health and Hygiene,98.8384,OUT045,2002,,Tier 2,Supermarket Type1,1280.9992 +FDC05,13.1,Regular,0.099343352,Frozen Foods,198.1768,OUT017,2007,,Tier 2,Supermarket Type1,1970.768 +FDX34,6.195,Low Fat,0.071971918,Snack Foods,121.3098,OUT035,2004,Small,Tier 2,Supermarket Type1,4820.392 +FDL10,8.395,Low Fat,0.039553606,Snack Foods,99.1042,OUT049,1999,Medium,Tier 1,Supermarket Type1,2579.3092 +FDQ58,,Low Fat,0,Snack Foods,154.534,OUT019,1985,Small,Tier 1,Grocery Store,459.402 +FDT56,16,Regular,0.115826834,Fruits and Vegetables,56.0246,OUT045,2002,,Tier 2,Supermarket Type1,695.0952 +FDZ28,20,Regular,0.051702257,Frozen Foods,125.8678,OUT018,2009,Medium,Tier 3,Supermarket Type2,763.0068 +DRI11,8.26,Low Fat,0.03447406,Hard Drinks,117.0834,OUT045,2002,,Tier 2,Supermarket Type1,1612.5676 +DRJ49,6.865,Low Fat,0,Soft Drinks,129.9652,OUT013,1987,High,Tier 3,Supermarket Type1,2324.9736 +DRK37,,Low Fat,0.04379158,Soft Drinks,189.053,OUT027,1985,Medium,Tier 3,Supermarket Type3,6261.849 +FDR20,20,Regular,0,Fruits and Vegetables,46.4744,OUT010,1998,,Tier 3,Grocery Store,45.2744 +DRG13,,Low Fat,0.037006076,Soft Drinks,164.7526,OUT027,1985,Medium,Tier 3,Supermarket Type3,4111.315 +NCN14,,Low Fat,0.09147267,Others,184.6608,OUT027,1985,Medium,Tier 3,Supermarket Type3,2756.412 +FDV13,17.35,Regular,0.027723342,Canned,89.6856,OUT018,2009,Medium,Tier 3,Supermarket Type2,2109.2544 +FDU44,,Regular,0.102295904,Fruits and Vegetables,162.3552,OUT019,1985,Small,Tier 1,Grocery Store,487.3656 +FDO03,10.395,Regular,0.037033223,Meat,227.9352,OUT018,2009,Medium,Tier 3,Supermarket Type2,4809.7392 +FDT34,9.3,Low Fat,0.174350275,Snack Foods,104.4964,OUT046,1997,Small,Tier 1,Supermarket Type1,2419.5172 +FDP21,7.42,Regular,0.025886443,Snack Foods,189.1872,OUT017,2007,,Tier 2,Supermarket Type1,4727.18 +NCI54,15.2,Low Fat,0,Household,110.4912,OUT017,2007,,Tier 2,Supermarket Type1,1637.868 +FDE22,9.695,Low Fat,0.029567218,Snack Foods,160.492,OUT035,2004,Small,Tier 2,Supermarket Type1,4314.384 +FDJ57,7.42,Regular,0.021695674,Seafood,185.3582,OUT017,2007,,Tier 2,Supermarket Type1,3715.164 +FDT08,13.65,Low Fat,0.049209192,Fruits and Vegetables,150.005,OUT035,2004,Small,Tier 2,Supermarket Type1,2247.075 +NCP54,15.35,Low Fat,0.035292855,Household,124.573,OUT018,2009,Medium,Tier 3,Supermarket Type2,1601.249 +NCK53,11.6,Low Fat,0.037574137,Health and Hygiene,100.0042,OUT035,2004,Small,Tier 2,Supermarket Type1,2976.126 +NCQ42,20.35,Low Fat,0,Household,125.1678,OUT017,2007,,Tier 2,Supermarket Type1,1907.517 +FDW21,5.34,Regular,0.005997615,Snack Foods,100.4358,OUT017,2007,,Tier 2,Supermarket Type1,1508.037 +NCH43,8.42,Low Fat,0.070712031,Household,216.4192,OUT045,2002,,Tier 2,Supermarket Type1,3020.0688 +FDQ44,20.5,Low Fat,0.036133463,Fruits and Vegetables,120.1756,OUT035,2004,Small,Tier 2,Supermarket Type1,3392.9168 +NCN18,,Low Fat,0.124110734,Household,111.7544,OUT027,1985,Medium,Tier 3,Supermarket Type3,4138.6128 +FDB46,10.5,Regular,0.094145821,Snack Foods,210.8244,OUT018,2009,Medium,Tier 3,Supermarket Type2,2117.244 +DRF37,17.25,Low Fat,0.084676173,Soft Drinks,263.191,OUT018,2009,Medium,Tier 3,Supermarket Type2,3944.865 +FDN28,5.88,Regular,0.030242184,Frozen Foods,101.799,OUT035,2004,Small,Tier 2,Supermarket Type1,515.995 +FDW31,11.35,Regular,0.04324563,Fruits and Vegetables,199.4742,OUT045,2002,,Tier 2,Supermarket Type1,2587.9646 +FDG45,8.1,Low Fat,0.214306131,Fruits and Vegetables,213.9902,OUT010,1998,,Tier 3,Grocery Store,424.7804 +FDN58,13.8,Regular,0.056861638,Snack Foods,231.5984,OUT035,2004,Small,Tier 2,Supermarket Type1,7182.6504 +FDF05,17.5,Low Fat,0.026980351,Frozen Foods,262.591,OUT018,2009,Medium,Tier 3,Supermarket Type2,4207.856 +FDR26,20.7,Low Fat,0.04280113,Dairy,178.3028,OUT013,1987,High,Tier 3,Supermarket Type1,2479.4392 +FDH31,12,Regular,0.020407296,Meat,99.9042,OUT035,2004,Small,Tier 2,Supermarket Type1,595.2252 +FDA01,15,Regular,0.054488534,Canned,57.5904,OUT045,2002,,Tier 2,Supermarket Type1,468.7232 +FDH24,20.7,Low Fat,0.021518435,Baking Goods,157.5288,OUT018,2009,Medium,Tier 3,Supermarket Type2,1571.288 +NCJ19,18.6,Low Fat,0.118661426,Others,58.7588,OUT018,2009,Medium,Tier 3,Supermarket Type2,858.882 +FDF53,20.75,reg,0.083606565,Frozen Foods,178.8318,OUT046,1997,Small,Tier 1,Supermarket Type1,3608.636 +FDF22,6.865,Low Fat,0.056783389,Snack Foods,214.5218,OUT013,1987,High,Tier 3,Supermarket Type1,2778.3834 +FDS36,8.38,Regular,0.046982429,Baking Goods,108.157,OUT045,2002,,Tier 2,Supermarket Type1,549.285 +NCJ29,10.6,Low Fat,0.035186271,Health and Hygiene,85.1224,OUT035,2004,Small,Tier 2,Supermarket Type1,1193.1136 +FDN46,7.21,Regular,0.145220646,Snack Foods,103.1332,OUT018,2009,Medium,Tier 3,Supermarket Type2,1845.5976 +DRG01,14.8,Low Fat,0.04487828,Soft Drinks,75.467,OUT046,1997,Small,Tier 1,Supermarket Type1,765.67