Initial Commit

.gitignore

+env/
+tutorial1/
+tutorial2/

README.md

+
+# MDST Tutorials - F21
+
+_Important Dates_
+
+- Live tutorials:
+	- Sunday 9/19, 9/26 - 11-2pm
+- Office hours:
+	- Thursday 9/23 - 6-7pm
+	- Wednesday 9/29 6-7pm
+- Checkpoints due:
+	- Wednesday 9/29 at 11:59pm
+
+See our [calendar](https://www.mdst.club/agenda) for meeting dates and location!
+
+If you have questions and can't make it to office hours, send an email to Nishka at <nishkam@umich.edu>. 
+
+---
+**Tutorial 1**
+
+1. Complete the steps in checkpoint 1 to set up your file system, git repo, etc.
+> Update your git regularly as you work on the checkpoints!
+
+**Tutorial 2**
+
+3. Complete the exercises in `checkpoint2.ipynb`
+> Make sure the file you submit contains all the outputs and graphs (i.e. run all cells before you save)
+---
+
+**Submitting**
+
+Make sure your git repo has the following setup _and nothing else_:
+
+- README.md
+- .gitignore [optional]
+- checkpoint1/
+	- hello.txt
+- checkpoint2/
+	- checkpoint2.ipynb
+

checkpoint1/hello.txt

+Pratik Nadipelli
+Freshman
+College of Engineering/ Computer Science
+My favorite tv show is Fresh Prince.
\ No newline at end of file

checkpoint2/checkpoint2.ipynb

+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h1> Checkpoint:</h1>\n",
+    "\n",
+    "**Looking to see completetion and effort in completing the checkpoint. It's okay if it's not correct**\n",
+    "\n",
+    "Based off this dataset with school financial, enrollment, and achievement data, we are interested in what information is a useful indicator of student performance at the state level.\n",
+    "\n",
+    "This question is a bit too big for a checkpoint, however. Instead, we want you to look at smaller questions related to our overall goal. Here's the overview:\n",
+    "\n",
+    "1. Choose a specific test to focus on\n",
+    ">Math/Reading for 4/8 grade\n",
+    "* Pick or create features to use\n",
+    ">Will all the features be useful in predicting test score? Are some more important than others? Should you standardize, bin, or scale the data?\n",
+    "* Explore the data as it relates to that test\n",
+    ">Create 2 well-labeled visualizations (graphs), each with a caption describing the graph and what it tells us about the data\n",
+    "* Create training and testing data\n",
+    ">Do you want to train on all the data? Only data from the last 10 years? Only Michigan data?\n",
+    "* Train a ML model to predict outcome \n",
+    ">Pick if you want to do a regression or classification task. For both cases, defined _exactly_ what you want to predict, and pick any model in sklearn to use (see sklearn <a href=\"https://scikit-learn.org/stable/modules/linear_model.html\">regressors</a> and <a href=\"https://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html\">classifiers</a>).\n",
+    "* Summarize your findings\n",
+    ">Write a 1 paragraph summary of what you did and make a recommendation about if and how student performance can be predicted\n",
+    "\n",
+    "** Include comments throughout your code! Every cleanup and preprocessing task should be documented.\n",
+    "\n",
+    "\n",
+    "Of course, if you're finding this assignment interesting (and we really hope you do!), you are welcome to do more than the requirements! For example, you may want to see if expenditure affects 4th graders more than 8th graders. Maybe you want to look into the extended version of this dataset and see how factors like sex and race are involved. You can include all your work in this notebook when you turn it in -- just always make sure you explain what you did and interpret your results. Good luck!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h2> Data Cleanup </h2>\n",
+    "\n",
+    "Import numpy, pandas, matplotlib, and seaborn\n",
+    "\n",
+    "(Feel free to import other libraries!)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Load in the \"states_edu.csv\" dataset and take a look at the head of the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You should always familiarize yourself with what each column in the dataframe represents. \\ Read about the states_edu dataset here: https://www.kaggle.com/noriuk/us-education-datasets-unification-project"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Use this space to rename columns, deal with missing data, etc. _(optional)_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h2>Exploratory Data Analysis (EDA) </h2>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Chosen Predictor for Test: **<Math/Reading for 4/8 grade>**   (Ex. Math for 8th grade)\n",
+    "\n",
+    "**(hit `Enter` to edit)**\n",
+    "\n",
+    "Predictor Score in the questions refers to the predictor variable you chose here."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "How many different years of data are in our dataset? Use a pandas function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's compare Michigan to Ohio. Which state has the higher average predictor score across all years?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Find the average for your pedictor score across all states in 2019"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Find the maximum predictor score for every state. Hint: there's a function that allows you to do this easily"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h2> Feature Selection </h2>\n",
+    "\n",
+    "After exploring the data, you now have to choose features that you would use to predict the performance of the students on a chosen test (your chosen predictor). By the way, you can also create your own features. For example, perhaps you figured that maybe a state's expenditure per student may affect their overall academic performance so you create a expenditure_per_student feature.\n",
+    "\n",
+    "Use this space to modify or create features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Final feature list: **<LIST FEATURES HERE\\>**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Feature selection justification: **<BRIEFLY DESCRIBE WHY YOU PICKED THESE FEATURES\\>**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h2>Visualization</h2>\n",
+    "\n",
+    "Use any graph you wish to see the relationship of your chosen predictor with any features you chose\n",
+    "\n",
+    "**Visualization 1**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**<CAPTION FOR VIZ 1>**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Visualization 2**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**<CAPTION FOR VIZ 2>**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h2> Data Creation </h2>\n",
+    "\n",
+    "_Use this space to create train/test data_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = ??\n",
+    "y = ??"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(\n",
+    "     X, y, test_size=??, random_state=0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h2> Prediction </h2>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "ML Models Resource: https://medium.com/@vijaya.beeravalli/comparison-of-machine-learning-classification-models-for-credit-card-default-data-c3cf805c9a5a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Chosen ML task: **<REGRESSION/CLASSIFICATION>**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import your sklearn class here\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create your model here\n",
+    "model = "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y_pred = model.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# FOR CLASSIFICATION ONLY:\n",
+    "from sklearn.metrics import plot_confusion_matrix\n",
+    "\n",
+    "plot_confusion_matrix(model, X_test, y_test,\n",
+    "                         cmap=plt.cm.Blues)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# FOR REGRESSION ONLY: (pick a single column to visualize results)\n",
+    "\n",
+    "# Results from this graph _should not_ be used as a part of your results -- it is just here to help with intuition. \n",
+    "# Instead, look at the error values and individual intercepts.\n",
+    "\n",
+    "\n",
+    "col_name = ??\n",
+    "col_index = X_train.columns.get_loc(col_name)\n",
+    "\n",
+    "f = plt.figure(figsize=(12,6))\n",
+    "plt.scatter(X_train[col_name], y_train, color = \"red\")\n",
+    "plt.scatter(X_train[col_name], model.predict(X_train), color = \"green\")\n",
+    "plt.scatter(X_test[col_name], model.predict(X_test), color = \"blue\")\n",
+    "\n",
+    "new_x = np.linspace(X_train[col_name].min(),X_train[col_name].max(),200)\n",
+    "intercept = model.predict([X_train.sort_values(col_name).iloc[0]]) - X_train[col_name].min()*model.coef_[col_index]\n",
+    "plt.plot(new_x, intercept+new_x*model.coef_[col_index])\n",
+    "\n",
+    "plt.legend(['controlled model','true training','predicted training','predicted testing'])\n",
+    "plt.xlabel(col_name)\n",
+    "plt.ylabel(??)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h2> Summary </h2>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**<WRITE A PARAGRAPH SUMMARIZING YOUR WORK AND FINDINGS\\>**"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

data/cereal.csv

+name,mfr,type,calories,protein,fat,sodium,fiber,carbo,sugars,potass,vitamins,shelf,weight,cups,rating
+100% Bran,N,C,70,4,1,130,10,5,6,280,25,3,1,0.33,68.402973
+100% Natural Bran,Q,C,120,3,5,15,2,8,8,135,0,3,1,1,33.983679
+All-Bran,K,C,70,4,1,260,9,7,5,320,25,3,1,0.33,59.425505
+All-Bran with Extra Fiber,K,C,50,4,0,140,14,8,0,330,25,3,1,0.5,93.704912
+Almond Delight,R,C,110,2,2,200,1,14,8,-1,25,3,1,0.75,34.384843
+Apple Cinnamon Cheerios,G,C,110,2,2,180,1.5,10.5,10,70,25,1,1,0.75,29.509541
+Apple Jacks,K,C,110,2,0,125,1,11,14,30,25,2,1,1,33.174094
+Basic 4,G,C,130,3,2,210,2,18,8,100,25,3,1.33,0.75,37.038562
+Bran Chex,R,C,90,2,1,200,4,15,6,125,25,1,1,0.67,49.120253
+Bran Flakes,P,C,90,3,0,210,5,13,5,190,25,3,1,0.67,53.313813
+Cap'n'Crunch,Q,C,120,1,2,220,0,12,12,35,25,2,1,0.75,18.042851
+Cheerios,G,C,110,6,2,290,2,17,1,105,25,1,1,1.25,50.764999
+Cinnamon Toast Crunch,G,C,120,1,3,210,0,13,9,45,25,2,1,0.75,19.823573
+Clusters,G,C,110,3,2,140,2,13,7,105,25,3,1,0.5,40.400208
+Cocoa Puffs,G,C,110,1,1,180,0,12,13,55,25,2,1,1,22.736446
+Corn Chex,R,C,110,2,0,280,0,22,3,25,25,1,1,1,41.445019
+Corn Flakes,K,C,100,2,0,290,1,21,2,35,25,1,1,1,45.863324
+Corn Pops,K,C,110,1,0,90,1,13,12,20,25,2,1,1,35.782791
+Count Chocula,G,C,110,1,1,180,0,12,13,65,25,2,1,1,22.396513
+Cracklin' Oat Bran,K,C,110,3,3,140,4,10,7,160,25,3,1,0.5,40.448772
+Cream of Wheat (Quick),N,H,100,3,0,80,1,21,0,-1,0,2,1,1,64.533816
+Crispix,K,C,110,2,0,220,1,21,3,30,25,3,1,1,46.895644
+Crispy Wheat & Raisins,G,C,100,2,1,140,2,11,10,120,25,3,1,0.75,36.176196
+Double Chex,R,C,100,2,0,190,1,18,5,80,25,3,1,0.75,44.330856
+Froot Loops,K,C,110,2,1,125,1,11,13,30,25,2,1,1,32.207582
+Frosted Flakes,K,C,110,1,0,200,1,14,11,25,25,1,1,0.75,31.435973
+Frosted Mini-Wheats,K,C,100,3,0,0,3,14,7,100,25,2,1,0.8,58.345141
+Fruit & Fibre Dates; Walnuts; and Oats,P,C,120,3,2,160,5,12,10,200,25,3,1.25,0.67,40.917047
+Fruitful Bran,K,C,120,3,0,240,5,14,12,190,25,3,1.33,0.67,41.015492
+Fruity Pebbles,P,C,110,1,1,135,0,13,12,25,25,2,1,0.75,28.025765
+Golden Crisp,P,C,100,2,0,45,0,11,15,40,25,1,1,0.88,35.252444
+Golden Grahams,G,C,110,1,1,280,0,15,9,45,25,2,1,0.75,23.804043
+Grape Nuts Flakes,P,C,100,3,1,140,3,15,5,85,25,3,1,0.88,52.076897
+Grape-Nuts,P,C,110,3,0,170,3,17,3,90,25,3,1,0.25,53.371007
+Great Grains Pecan,P,C,120,3,3,75,3,13,4,100,25,3,1,0.33,45.811716
+Honey Graham Ohs,Q,C,120,1,2,220,1,12,11,45,25,2,1,1,21.871292
+Honey Nut Cheerios,G,C,110,3,1,250,1.5,11.5,10,90,25,1,1,0.75,31.072217
+Honey-comb,P,C,110,1,0,180,0,14,11,35,25,1,1,1.33,28.742414
+Just Right Crunchy  Nuggets,K,C,110,2,1,170,1,17,6,60,100,3,1,1,36.523683
+Just Right Fruit & Nut,K,C,140,3,1,170,2,20,9,95,100,3,1.3,0.75,36.471512
+Kix,G,C,110,2,1,260,0,21,3,40,25,2,1,1.5,39.241114
+Life,Q,C,100,4,2,150,2,12,6,95,25,2,1,0.67,45.328074
+Lucky Charms,G,C,110,2,1,180,0,12,12,55,25,2,1,1,26.734515
+Maypo,A,H,100,4,1,0,0,16,3,95,25,2,1,1,54.850917
+Muesli Raisins; Dates; & Almonds,R,C,150,4,3,95,3,16,11,170,25,3,1,1,37.136863
+Muesli Raisins; Peaches; & Pecans,R,C,150,4,3,150,3,16,11,170,25,3,1,1,34.139765
+Mueslix Crispy Blend,K,C,160,3,2,150,3,17,13,160,25,3,1.5,0.67,30.313351
+Multi-Grain Cheerios,G,C,100,2,1,220,2,15,6,90,25,1,1,1,40.105965
+Nut&Honey Crunch,K,C,120,2,1,190,0,15,9,40,25,2,1,0.67,29.924285
+Nutri-Grain Almond-Raisin,K,C,140,3,2,220,3,21,7,130,25,3,1.33,0.67,40.692320
+Nutri-grain Wheat,K,C,90,3,0,170,3,18,2,90,25,3,1,1,59.642837
+Oatmeal Raisin Crisp,G,C,130,3,2,170,1.5,13.5,10,120,25,3,1.25,0.5,30.450843
+Post Nat. Raisin Bran,P,C,120,3,1,200,6,11,14,260,25,3,1.33,0.67,37.840594
+Product 19,K,C,100,3,0,320,1,20,3,45,100,3,1,1,41.503540
+Puffed Rice,Q,C,50,1,0,0,0,13,0,15,0,3,0.5,1,60.756112
+Puffed Wheat,Q,C,50,2,0,0,1,10,0,50,0,3,0.5,1,63.005645
+Quaker Oat Squares,Q,C,100,4,1,135,2,14,6,110,25,3,1,0.5,49.511874
+Quaker Oatmeal,Q,H,100,5,2,0,2.7,-1,-1,110,0,1,1,0.67,50.828392
+Raisin Bran,K,C,120,3,1,210,5,14,12,240,25,2,1.33,0.75,39.259197
+Raisin Nut Bran,G,C,100,3,2,140,2.5,10.5,8,140,25,3,1,0.5,39.703400
+Raisin Squares,K,C,90,2,0,0,2,15,6,110,25,3,1,0.5,55.333142
+Rice Chex,R,C,110,1,0,240,0,23,2,30,25,1,1,1.13,41.998933
+Rice Krispies,K,C,110,2,0,290,0,22,3,35,25,1,1,1,40.560159
+Shredded Wheat,N,C,80,2,0,0,3,16,0,95,0,1,0.83,1,68.235885
+Shredded Wheat 'n'Bran,N,C,90,3,0,0,4,19,0,140,0,1,1,0.67,74.472949
+Shredded Wheat spoon size,N,C,90,3,0,0,3,20,0,120,0,1,1,0.67,72.801787
+Smacks,K,C,110,2,1,70,1,9,15,40,25,2,1,0.75,31.230054
+Special K,K,C,110,6,0,230,1,16,3,55,25,1,1,1,53.131324
+Strawberry Fruit Wheats,N,C,90,2,0,15,3,15,5,90,25,2,1,1,59.363993
+Total Corn Flakes,G,C,110,2,1,200,0,21,3,35,100,3,1,1,38.839746
+Total Raisin Bran,G,C,140,3,1,190,4,15,14,230,100,3,1.5,1,28.592785
+Total Whole Grain,G,C,100,3,1,200,3,16,3,110,100,3,1,1,46.658844
+Triples,G,C,110,2,1,250,0,21,3,60,25,3,1,0.75,39.106174
+Trix,G,C,110,1,1,140,0,13,12,25,25,2,1,1,27.753301
+Wheat Chex,R,C,100,3,1,230,3,17,3,115,25,1,1,0.67,49.787445
+Wheaties,G,C,100,3,1,200,3,17,3,110,25,1,1,1,51.592193
+Wheaties Honey Gold,G,C,110,2,1,200,1,16,8,60,25,1,1,0.75,36.187559

data/penguins_lter.csv

+studyName,Sample Number,Species,Region,Island,Stage,Individual ID,Clutch Completion,Date Egg,Culmen Length (mm),Culmen Depth (mm),Flipper Length (mm),Body Mass (g),Sex,Delta 15 N (o/oo),Delta 13 C (o/oo),Comments
+PAL0708,1,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N1A1,Yes,11/11/07,39.1,18.7,181,3750,MALE,,,Not enough blood for isotopes.
+PAL0708,2,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N1A2,Yes,11/11/07,39.5,17.4,186,3800,FEMALE,8.94956,-24.69454,
+PAL0708,3,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N2A1,Yes,11/16/07,40.3,18,195,3250,FEMALE,8.36821,-25.33302,
+PAL0708,4,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N2A2,Yes,11/16/07,,,,,,,,Adult not sampled.
+PAL0708,5,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N3A1,Yes,11/16/07,36.7,19.3,193,3450,FEMALE,8.76651,-25.32426,
+PAL0708,6,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N3A2,Yes,11/16/07,39.3,20.6,190,3650,MALE,8.66496,-25.29805,
+PAL0708,7,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N4A1,No,11/15/07,38.9,17.8,181,3625,FEMALE,9.18718,-25.21799,Nest never observed with full clutch.
+PAL0708,8,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N4A2,No,11/15/07,39.2,19.6,195,4675,MALE,9.4606,-24.89958,Nest never observed with full clutch.
+PAL0708,9,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N5A1,Yes,11/9/07,34.1,18.1,193,3475,,,,No blood sample obtained.
+PAL0708,10,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N5A2,Yes,11/9/07,42,20.2,190,4250,,9.13362,-25.09368,No blood sample obtained for sexing.
+PAL0708,11,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N6A1,Yes,11/9/07,37.8,17.1,186,3300,,8.63243,-25.21315,No blood sample obtained for sexing.
+PAL0708,12,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N6A2,Yes,11/9/07,37.8,17.3,180,3700,,,,No blood sample obtained.
+PAL0708,13,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N7A1,Yes,11/15/07,41.1,17.6,182,3200,FEMALE,,,Not enough blood for isotopes.
+PAL0708,14,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N7A2,Yes,11/15/07,38.6,21.2,191,3800,MALE,,,Not enough blood for isotopes.
+PAL0708,15,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N8A1,Yes,11/16/07,34.6,21.1,198,4400,MALE,8.55583,-25.22588,
+PAL0708,16,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N8A2,Yes,11/16/07,36.6,17.8,185,3700,FEMALE,,,Not enough blood for isotopes.
+PAL0708,17,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N9A1,Yes,11/12/07,38.7,19,195,3450,FEMALE,9.18528,-25.06691,
+PAL0708,18,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N9A2,Yes,11/12/07,42.5,20.7,197,4500,MALE,8.67538,-25.13993,
+PAL0708,19,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N10A1,Yes,11/16/07,34.4,18.4,184,3325,FEMALE,8.47827,-25.23319,
+PAL0708,20,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N10A2,Yes,11/16/07,46,21.5,194,4200,MALE,9.11616,-24.77227,
+PAL0708,21,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N11A1,Yes,11/12/07,37.8,18.3,174,3400,FEMALE,8.73762,-25.09383,
+PAL0708,22,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N11A2,Yes,11/12/07,37.7,18.7,180,3600,MALE,8.66271,-25.0639,
+PAL0708,23,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N12A1,Yes,11/12/07,35.9,19.2,189,3800,FEMALE,9.22286,-25.03474,
+PAL0708,24,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N12A2,Yes,11/12/07,38.2,18.1,185,3950,MALE,8.43423,-25.22664,
+PAL0708,25,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A1,Yes,11/10/07,38.8,17.2,180,3800,MALE,9.63954,-25.29856,
+PAL0708,26,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A2,Yes,11/10/07,35.3,18.9,187,3800,FEMALE,9.21292,-24.3613,
+PAL0708,27,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N17A1,Yes,11/12/07,40.6,18.6,183,3550,MALE,8.93997,-25.36288,
+PAL0708,28,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N17A2,Yes,11/12/07,40.5,17.9,187,3200,FEMALE,8.08138,-25.49448,
+PAL0708,29,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A1,No,11/10/07,37.9,18.6,172,3150,FEMALE,8.38404,-25.19837,Nest never observed with full clutch.
+PAL0708,30,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A2,No,11/10/07,40.5,18.9,180,3950,MALE,8.90027,-25.11609,Nest never observed with full clutch.
+PAL0708,31,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N21A1,Yes,11/9/07,39.5,16.7,178,3250,FEMALE,9.69756,-25.11223,
+PAL0708,32,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N21A2,Yes,11/9/07,37.2,18.1,178,3900,MALE,9.72764,-25.0102,
+PAL0708,33,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N22A1,Yes,11/9/07,39.5,17.8,188,3300,FEMALE,9.66523,-25.0602,
+PAL0708,34,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N22A2,Yes,11/9/07,40.9,18.9,184,3900,MALE,8.79665,-25.14591,
+PAL0708,35,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N23A1,Yes,11/16/07,36.4,17,195,3325,FEMALE,9.17847,-25.23061,
+PAL0708,36,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N23A2,Yes,11/16/07,39.2,21.1,196,4150,MALE,9.15308,-25.03469,
+PAL0708,37,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N24A1,Yes,11/16/07,38.8,20,190,3950,MALE,9.18985,-25.12255,
+PAL0708,38,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N24A2,Yes,11/16/07,42.2,18.5,180,3550,FEMALE,8.04787,-25.49523,
+PAL0708,39,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N25A1,No,11/13/07,37.6,19.3,181,3300,FEMALE,9.41131,-25.04169,Nest never observed with full clutch.
+PAL0708,40,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N25A2,No,11/13/07,39.8,19.1,184,4650,MALE,,,Nest never observed with full clutch. Not enough blood for isotopes.
+PAL0708,41,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N26A1,Yes,11/16/07,36.5,18,182,3150,FEMALE,9.68933,-24.4228,
+PAL0708,42,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N26A2,Yes,11/16/07,40.8,18.4,195,3900,MALE,,,Not enough blood for isotopes.
+PAL0708,43,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N27A1,Yes,11/19/07,36,18.5,186,3100,FEMALE,9.50772,-25.03492,
+PAL0708,44,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N27A2,Yes,11/19/07,44.1,19.7,196,4400,MALE,9.2372,-24.52698,
+PAL0708,45,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N28A1,Yes,11/16/07,37,16.9,185,3000,FEMALE,9.36392,-25.01745,
+PAL0708,46,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N28A2,Yes,11/16/07,39.6,18.8,190,4600,MALE,9.49106,-24.10255,
+PAL0708,47,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N29A1,Yes,11/13/07,41.1,19,182,3425,MALE,,,Not enough blood for isotopes.
+PAL0708,48,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N29A2,Yes,11/13/07,37.5,18.9,179,2975,,,,Sexing primers did not amplify. Not enough blood for isotopes.
+PAL0708,49,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N30A1,Yes,11/13/07,36,17.9,190,3450,FEMALE,9.51784,-25.07683,
+PAL0708,50,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N30A2,Yes,11/13/07,42.3,21.2,191,4150,MALE,8.87988,-25.18543,
+PAL0809,51,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N21A1,Yes,11/6/08,39.6,17.7,186,3500,FEMALE,8.46616,-26.12989,
+PAL0809,52,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N21A2,Yes,11/6/08,40.1,18.9,188,4300,MALE,8.51362,-26.55602,
+PAL0809,53,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N22A1,Yes,11/9/08,35,17.9,190,3450,FEMALE,8.19539,-26.17213,
+PAL0809,54,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N22A2,Yes,11/9/08,42,19.5,200,4050,MALE,8.48095,-26.3146,
+PAL0809,55,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N23A1,Yes,11/9/08,34.5,18.1,187,2900,FEMALE,8.41837,-26.54718,
+PAL0809,56,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N23A2,Yes,11/9/08,41.4,18.6,191,3700,MALE,8.35396,-26.27853,
+PAL0809,57,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N24A1,Yes,11/15/08,39,17.5,186,3550,FEMALE,8.57199,-26.07188,
+PAL0809,58,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N24A2,Yes,11/15/08,40.6,18.8,193,3800,MALE,8.56674,-25.98843,
+PAL0809,59,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N25A1,Yes,11/15/08,36.5,16.6,181,2850,FEMALE,9.07878,-25.88156,
+PAL0809,60,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N25A2,Yes,11/15/08,37.6,19.1,194,3750,MALE,9.108,-25.89677,
+PAL0809,61,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N27A1,Yes,11/13/08,35.7,16.9,185,3150,FEMALE,8.96472,-26.40943,
+PAL0809,62,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N27A2,Yes,11/13/08,41.3,21.1,195,4400,MALE,8.74802,-26.37809,
+PAL0809,63,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N28A1,Yes,11/13/08,37.6,17,185,3600,FEMALE,8.58063,-26.21569,
+PAL0809,64,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N28A2,Yes,11/13/08,41.1,18.2,192,4050,MALE,8.62264,-26.60023,
+PAL0809,65,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N29A1,Yes,11/13/08,36.4,17.1,184,2850,FEMALE,8.62623,-26.1165,
+PAL0809,66,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N29A2,Yes,11/13/08,41.6,18,192,3950,MALE,8.85562,-26.09294,
+PAL0809,67,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N30A1,Yes,11/6/08,35.5,16.2,195,3350,FEMALE,8.56192,-25.95541,
+PAL0809,68,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N30A2,Yes,11/6/08,41.1,19.1,188,4100,MALE,8.71078,-25.81012,
+PAL0809,69,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N32A1,No,11/11/08,35.9,16.6,190,3050,FEMALE,8.47781,-26.07821,Nest never observed with full clutch.
+PAL0809,70,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N32A2,No,11/11/08,41.8,19.4,198,4450,MALE,8.86853,-26.06209,Nest never observed with full clutch.
+PAL0809,71,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N34A1,Yes,11/14/08,33.5,19,190,3600,FEMALE,7.88863,-26.63085,
+PAL0809,72,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N34A2,Yes,11/14/08,39.7,18.4,190,3900,MALE,9.29808,-25.23453,
+PAL0809,73,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N35A1,Yes,11/11/08,39.6,17.2,196,3550,FEMALE,8.33524,-26.55351,
+PAL0809,74,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N35A2,Yes,11/11/08,45.8,18.9,197,4150,MALE,8.18658,-26.45978,
+PAL0809,75,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N36A1,Yes,11/8/08,35.5,17.5,190,3700,FEMALE,8.70642,-26.15003,
+PAL0809,76,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N36A2,Yes,11/8/08,42.8,18.5,195,4250,MALE,8.2993,-26.38986,
+PAL0809,77,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N37A1,Yes,11/6/08,40.9,16.8,191,3700,FEMALE,8.47257,-26.02002,
+PAL0809,78,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N37A2,Yes,11/6/08,37.2,19.4,184,3900,MALE,8.3554,-26.44787,
+PAL0809,79,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N38A1,Yes,11/9/08,36.2,16.1,187,3550,FEMALE,7.82381,-26.51382,
+PAL0809,80,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N38A2,Yes,11/9/08,42.1,19.1,195,4000,MALE,9.05736,-25.81513,
+PAL0809,81,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N39A1,Yes,11/2/08,34.6,17.2,189,3200,FEMALE,7.69778,-26.5387,
+PAL0809,82,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N39A2,Yes,11/2/08,42.9,17.6,196,4700,MALE,8.63259,-26.23027,
+PAL0809,83,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N40A1,Yes,11/7/08,36.7,18.8,187,3800,FEMALE,7.88494,-26.24837,
+PAL0809,84,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N40A2,Yes,11/7/08,35.1,19.4,193,4200,MALE,8.90002,-26.46254,
+PAL0809,85,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N41A1,Yes,11/17/08,37.3,17.8,191,3350,FEMALE,8.32718,-26.38396,
+PAL0809,86,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N41A2,Yes,11/17/08,41.3,20.3,194,3550,MALE,9.14863,-26.09635,
+PAL0809,87,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N42A1,Yes,11/8/08,36.3,19.5,190,3800,MALE,8.57087,-26.22227,
+PAL0809,88,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N42A2,Yes,11/8/08,36.9,18.6,189,3500,FEMALE,8.59147,-26.08165,
+PAL0809,89,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N44A1,Yes,11/8/08,38.3,19.2,189,3950,MALE,9.07826,-26.12417,
+PAL0809,90,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N44A2,Yes,11/8/08,38.9,18.8,190,3600,FEMALE,8.36936,-26.11199,
+PAL0809,91,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N45A1,Yes,11/14/08,35.7,18,202,3550,FEMALE,8.46531,-26.05621,
+PAL0809,92,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N45A2,Yes,11/14/08,41.1,18.1,205,4300,MALE,8.77018,-25.83352,
+PAL0809,93,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N46A1,Yes,11/5/08,34,17.1,185,3400,FEMALE,8.01485,-26.69543,
+PAL0809,94,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N46A2,Yes,11/5/08,39.6,18.1,186,4450,MALE,8.49915,-26.42406,
+PAL0809,95,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N48A1,Yes,11/17/08,36.2,17.3,187,3300,FEMALE,8.90723,-26.30037,
+PAL0809,96,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N48A2,Yes,11/17/08,40.8,18.9,208,4300,MALE,8.48204,-26.57941,
+PAL0809,97,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N49A1,Yes,11/8/08,38.1,18.6,190,3700,FEMALE,8.10277,-26.50086,
+PAL0809,98,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N49A2,Yes,11/8/08,40.3,18.5,196,4350,MALE,8.39459,-26.01152,
+PAL0809,99,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N50A1,Yes,11/10/08,33.1,16.1,178,2900,FEMALE,9.04218,-26.15775,
+PAL0809,100,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N50A2,Yes,11/10/08,43.2,18.5,192,4100,MALE,8.97025,-26.03679,
+PAL0910,101,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N47A1,Yes,11/9/09,35,17.9,192,3725,FEMALE,8.84451,-26.28055,
+PAL0910,102,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N47A2,Yes,11/9/09,41,20,203,4725,MALE,9.01079,-26.38085,
+PAL0910,103,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N49A1,Yes,11/15/09,37.7,16,183,3075,FEMALE,9.2151,-26.2253,
+PAL0910,104,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N49A2,Yes,11/15/09,37.8,20,190,4250,MALE,9.51929,-25.69199,
+PAL0910,105,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N51A1,Yes,11/15/09,37.9,18.6,193,2925,FEMALE,9.02642,-25.86482,
+PAL0910,106,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N51A2,Yes,11/15/09,39.7,18.9,184,3550,MALE,8.85699,-25.80208,
+PAL0910,107,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N53A1,Yes,11/15/09,38.6,17.2,199,3750,FEMALE,8.77322,-26.48973,
+PAL0910,108,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N53A2,Yes,11/15/09,38.2,20,190,3900,MALE,9.59245,-25.70711,
+PAL0910,109,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N55A1,Yes,11/20/09,38.1,17,181,3175,FEMALE,9.79532,-25.27385,
+PAL0910,110,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N55A2,Yes,11/20/09,43.2,19,197,4775,MALE,9.31735,-25.45171,
+PAL0910,111,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N58A1,Yes,11/12/09,38.1,16.5,198,3825,FEMALE,8.43951,-26.57563,
+PAL0910,112,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N58A2,Yes,11/12/09,45.6,20.3,191,4600,MALE,8.65466,-26.32909,
+PAL0910,113,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N60A1,Yes,11/15/09,39.7,17.7,193,3200,FEMALE,9.02657,-26.06203,
+PAL0910,114,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N60A2,Yes,11/15/09,42.2,19.5,197,4275,MALE,8.80186,-26.41218,
+PAL0910,115,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N61A1,Yes,11/17/09,39.6,20.7,191,3900,FEMALE,8.80967,-26.78958,
+PAL0910,116,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N61A2,Yes,11/17/09,42.7,18.3,196,4075,MALE,8.91434,-26.42018,
+PAL0910,117,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N63A1,Yes,11/18/09,38.6,17,188,2900,FEMALE,9.18021,-25.77264,
+PAL0910,118,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N63A2,Yes,11/18/09,37.3,20.5,199,3775,MALE,9.49645,-26.36678,
+PAL0910,119,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N64A1,Yes,11/22/09,35.7,17,189,3350,FEMALE,8.96436,-23.90309,
+PAL0910,120,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N64A2,Yes,11/22/09,41.1,18.6,189,3325,MALE,9.32277,-26.09989,
+PAL0910,121,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N66A1,No,11/17/09,36.2,17.2,187,3150,FEMALE,9.04296,-26.19444,Nest never observed with full clutch.
+PAL0910,122,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N66A2,No,11/17/09,37.7,19.8,198,3500,MALE,9.11066,-26.42563,Nest never observed with full clutch.
+PAL0910,123,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N67A1,Yes,11/16/09,40.2,17,176,3450,FEMALE,9.30722,-25.61039,
+PAL0910,124,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N67A2,Yes,11/16/09,41.4,18.5,202,3875,MALE,9.59462,-25.42621,
+PAL0910,125,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N69A1,Yes,11/18/09,35.2,15.9,186,3050,FEMALE,8.81668,-25.95399,
+PAL0910,126,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N69A2,Yes,11/18/09,40.6,19,199,4000,MALE,9.22537,-25.60826,
+PAL0910,127,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N71A1,Yes,11/21/09,38.8,17.6,191,3275,FEMALE,8.88098,-25.89741,
+PAL0910,128,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N71A2,Yes,11/21/09,41.5,18.3,195,4300,MALE,8.52566,-26.0245,
+PAL0910,129,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N72A1,Yes,11/18/09,39,17.1,191,3050,FEMALE,9.19031,-25.73722,
+PAL0910,130,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N72A2,Yes,11/18/09,44.1,18,210,4000,MALE,9.10702,-26.01363,
+PAL0910,131,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N73A1,No,11/23/09,38.5,17.9,190,3325,FEMALE,8.9846,-25.57956,Nest never observed with full clutch.
+PAL0910,132,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N73A2,No,11/23/09,43.1,19.2,197,3500,MALE,8.86495,-26.1396,Nest never observed with full clutch.
+PAL0910,133,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N76A1,Yes,11/10/09,36.8,18.5,193,3500,FEMALE,8.98705,-25.57647,
+PAL0910,134,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N76A2,Yes,11/10/09,37.5,18.5,199,4475,MALE,8.56708,-26.49288,
+PAL0910,135,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N77A1,Yes,11/13/09,38.1,17.6,187,3425,FEMALE,8.717,-25.77951,
+PAL0910,136,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N77A2,Yes,11/13/09,41.1,17.5,190,3900,MALE,8.94365,-26.06943,
+PAL0910,137,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N78A1,Yes,11/16/09,35.6,17.5,191,3175,FEMALE,8.75984,-25.97696,
+PAL0910,138,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N78A2,Yes,11/16/09,40.2,20.1,200,3975,MALE,8.95998,-26.32601,
+PAL0910,139,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N79A1,No,11/16/09,37,16.5,185,3400,FEMALE,8.61651,-26.07021,Nest never observed with full clutch.
+PAL0910,140,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N79A2,No,11/16/09,39.7,17.9,193,4250,MALE,9.25769,-25.88798,Nest never observed with full clutch.
+PAL0910,141,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N80A1,Yes,11/14/09,40.2,17.1,193,3400,FEMALE,9.2881,-25.54976,
+PAL0910,142,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N80A2,Yes,11/14/09,40.6,17.2,187,3475,MALE,9.23408,-26.01549,
+PAL0910,143,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N81A1,Yes,11/16/09,32.1,15.5,188,3050,FEMALE,8.79787,-26.61075,
+PAL0910,144,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N81A2,Yes,11/16/09,40.7,17,190,3725,MALE,9.05674,-25.79529,
+PAL0910,145,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N82A1,Yes,11/16/09,37.3,16.8,192,3000,FEMALE,9.06829,-25.85203,
+PAL0910,146,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N82A2,Yes,11/16/09,39,18.7,185,3650,MALE,9.22033,-26.03442,
+PAL0910,147,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N83A1,Yes,11/13/09,39.2,18.6,190,4250,MALE,9.11006,-25.79549,
+PAL0910,148,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N83A2,Yes,11/13/09,36.6,18.4,184,3475,FEMALE,8.68744,-25.8306,
+PAL0910,149,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N84A1,Yes,11/17/09,36,17.8,195,3450,FEMALE,8.94332,-25.79189,
+PAL0910,150,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N84A2,Yes,11/17/09,37.8,18.1,193,3750,MALE,8.97533,-26.03495,
+PAL0910,151,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N85A1,Yes,11/17/09,36,17.1,187,3700,FEMALE,8.93465,-26.07081,
+PAL0910,152,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N85A2,Yes,11/17/09,41.5,18.5,201,4000,MALE,8.8964,-26.06967,
+PAL0708,1,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N61A1,No,11/19/07,46.5,17.9,192,3500,FEMALE,9.03935,-24.30229,
+PAL0708,2,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N61A2,No,11/19/07,50,19.5,196,3900,MALE,8.92069,-24.23592,
+PAL0708,3,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N62A1,Yes,11/26/07,51.3,19.2,193,3650,MALE,9.29078,-24.7557,
+PAL0708,4,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N62A2,Yes,11/26/07,45.4,18.7,188,3525,FEMALE,8.64701,-24.62717,
+PAL0708,5,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N64A1,Yes,11/21/07,52.7,19.8,197,3725,MALE,9.00642,-24.61867,
+PAL0708,6,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N64A2,Yes,11/21/07,45.2,17.8,198,3950,FEMALE,8.88942,-24.49433,
+PAL0708,7,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N66A1,Yes,11/28/07,46.1,18.2,178,3250,FEMALE,8.85664,-24.55644,
+PAL0708,8,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N66A2,Yes,11/28/07,51.3,18.2,197,3750,MALE,8.63701,-24.84059,
+PAL0708,9,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N67A1,Yes,11/21/07,46,18.9,195,4150,FEMALE,8.47173,-24.29229,
+PAL0708,10,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N67A2,Yes,11/21/07,51.3,19.9,198,3700,MALE,8.79581,-24.36088,
+PAL0708,11,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N68A1,Yes,11/28/07,46.6,17.8,193,3800,FEMALE,8.95063,-24.59897,
+PAL0708,12,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N68A2,Yes,11/28/07,51.7,20.3,194,3775,MALE,8.68747,-24.38751,
+PAL0708,13,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N69A1,Yes,11/26/07,47,17.3,185,3700,FEMALE,8.72037,-24.80526,
+PAL0708,14,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N69A2,Yes,11/26/07,52,18.1,201,4050,MALE,9.0233,-24.38933,
+PAL0708,15,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N70A1,Yes,11/22/07,45.9,17.1,190,3575,FEMALE,9.12277,-24.90024,
+PAL0708,16,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N70A2,Yes,11/22/07,50.5,19.6,201,4050,MALE,9.8059,-24.7294,
+PAL0708,17,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N71A1,No,11/30/07,50.3,20,197,3300,MALE,10.02019,-24.54704,
+PAL0708,18,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N71A2,No,11/30/07,58,17.8,181,3700,FEMALE,9.14382,-24.57994,
+PAL0708,19,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N72A1,Yes,11/30/07,46.4,18.6,190,3450,FEMALE,9.32105,-24.64162,
+PAL0708,20,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N72A2,Yes,11/30/07,49.2,18.2,195,4400,MALE,9.27158,-24.64335,
+PAL0708,21,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N73A1,Yes,12/3/07,42.4,17.3,181,3600,FEMALE,9.35138,-24.6879,
+PAL0708,22,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N73A2,Yes,12/3/07,48.5,17.5,191,3400,MALE,9.42666,-24.26375,
+PAL0708,23,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N85A1,No,11/28/07,43.2,16.6,187,2900,FEMALE,9.35416,-25.01185,
+PAL0708,24,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N85A2,No,11/28/07,50.6,19.4,193,3800,MALE,9.28153,-24.97134,
+PAL0708,25,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N89A1,No,11/28/07,46.7,17.9,195,3300,FEMALE,9.74144,-24.59467,
+PAL0708,26,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N89A2,No,11/28/07,52,19,197,4150,MALE,9.36799,-24.47142,
+PAL0809,27,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N61A1,No,11/25/08,50.5,18.4,200,3400,FEMALE,8.9399,-23.89017,
+PAL0809,28,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N61A2,No,11/25/08,49.5,19,200,3800,MALE,9.63074,-24.34684,
+PAL0809,29,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N62A1,Yes,11/14/08,46.4,17.8,191,3700,FEMALE,9.37369,-24.52896,
+PAL0809,30,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N62A2,Yes,11/14/08,52.8,20,205,4550,MALE,9.25177,-24.69638,
+PAL0809,31,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N63A1,Yes,11/24/08,40.9,16.6,187,3200,FEMALE,9.08458,-24.54903,
+PAL0809,32,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N63A2,Yes,11/24/08,54.2,20.8,201,4300,MALE,9.49283,-24.59996,
+PAL0809,33,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N65A1,Yes,11/24/08,42.5,16.7,187,3350,FEMALE,9.36668,-24.45195,
+PAL0809,34,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N65A2,Yes,11/24/08,51,18.8,203,4100,MALE,9.23196,-24.17282,
+PAL0809,35,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N67A1,Yes,11/25/08,49.7,18.6,195,3600,MALE,9.75486,-24.31198,
+PAL0809,36,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N67A2,Yes,11/25/08,47.5,16.8,199,3900,FEMALE,9.07825,-25.1455,
+PAL0809,37,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N69A1,Yes,11/14/08,47.6,18.3,195,3850,FEMALE,8.83502,-24.65859,
+PAL0809,38,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N69A2,Yes,11/14/08,52,20.7,210,4800,MALE,9.43146,-24.6844,
+PAL0809,39,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N72A1,No,11/24/08,46.9,16.6,192,2700,FEMALE,9.80589,-24.73735,
+PAL0809,40,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N72A2,No,11/24/08,53.5,19.9,205,4500,MALE,10.02544,-24.90816,
+PAL0809,41,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N74A1,Yes,11/24/08,49,19.5,210,3950,MALE,9.53262,-24.66867,
+PAL0809,42,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N74A2,Yes,11/24/08,46.2,17.5,187,3650,FEMALE,9.61734,-24.66188,
+PAL0809,43,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N75A1,Yes,11/14/08,50.9,19.1,196,3550,MALE,10.02372,-24.86594,
+PAL0809,44,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N75A2,Yes,11/14/08,45.5,17,196,3500,FEMALE,9.36493,-24.66259,
+PAL0910,45,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N86A1,Yes,11/17/09,50.9,17.9,196,3675,FEMALE,9.43684,-24.16566,
+PAL0910,46,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N86A2,Yes,11/17/09,50.8,18.5,201,4450,MALE,9.45827,-24.35575,
+PAL0910,47,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N87A1,Yes,11/27/09,50.1,17.9,190,3400,FEMALE,9.46819,-24.45721,
+PAL0910,48,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N87A2,Yes,11/27/09,49,19.6,212,4300,MALE,9.34089,-24.45189,
+PAL0910,49,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N88A1,Yes,11/23/09,51.5,18.7,187,3250,MALE,9.6895,-24.43062,
+PAL0910,50,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N88A2,Yes,11/23/09,49.8,17.3,198,3675,FEMALE,9.32169,-24.41562,
+PAL0910,51,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N90A1,Yes,11/21/09,48.1,16.4,199,3325,FEMALE,9.46929,-24.48403,
+PAL0910,52,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N90A2,Yes,11/21/09,51.4,19,201,3950,MALE,9.43782,-24.36202,
+PAL0910,53,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N92A1,Yes,11/23/09,45.7,17.3,193,3600,FEMALE,9.415,-24.805,
+PAL0910,54,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N92A2,Yes,11/23/09,50.7,19.7,203,4050,MALE,9.93727,-24.59066,
+PAL0910,55,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N93A1,Yes,11/27/09,42.5,17.3,187,3350,FEMALE,9.56534,-24.60882,
+PAL0910,56,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N93A2,Yes,11/27/09,52.2,18.8,197,3450,MALE,9.77528,-24.56481,
+PAL0910,57,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N94A1,Yes,11/21/09,45.2,16.6,191,3250,FEMALE,9.62357,-24.78984,
+PAL0910,58,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N94A2,Yes,11/21/09,49.3,19.9,203,4050,MALE,9.88809,-24.59513,
+PAL0910,59,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N95A1,Yes,11/21/09,50.2,18.8,202,3800,MALE,9.74492,-24.404,
+PAL0910,60,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N95A2,Yes,11/21/09,45.6,19.4,194,3525,FEMALE,9.46985,-24.65786,
+PAL0910,61,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N96A1,Yes,11/27/09,51.9,19.5,206,3950,MALE,,-23.78767,
+PAL0910,62,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N96A2,Yes,11/27/09,46.8,16.5,189,3650,FEMALE,9.65061,-24.48153,
+PAL0910,63,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N98A1,Yes,11/19/09,45.7,17,195,3650,FEMALE,9.26715,-24.31912,
+PAL0910,64,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N98A2,Yes,11/19/09,55.8,19.8,207,4000,MALE,9.70465,-24.53494,
+PAL0910,65,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N99A1,No,11/21/09,43.5,18.1,202,3400,FEMALE,9.37608,-24.40753,
+PAL0910,66,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N99A2,No,11/21/09,49.6,18.2,193,3775,MALE,9.4618,-24.70615,
+PAL0910,67,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N100A1,Yes,11/21/09,50.8,19,210,4100,MALE,9.98044,-24.68741,
+PAL0910,68,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N100A2,Yes,11/21/09,50.2,18.7,198,3775,FEMALE,9.39305,-24.25255,
+PAL0708,1,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N31A1,Yes,11/27/07,46.1,13.2,211,4500,FEMALE,7.993,-25.5139,
+PAL0708,2,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N31A2,Yes,11/27/07,50,16.3,230,5700,MALE,8.14756,-25.39369,
+PAL0708,3,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N32A1,Yes,11/27/07,48.7,14.1,210,4450,FEMALE,8.14705,-25.46172,
+PAL0708,4,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N32A2,Yes,11/27/07,50,15.2,218,5700,MALE,8.2554,-25.40075,
+PAL0708,5,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N33A1,Yes,11/18/07,47.6,14.5,215,5400,MALE,8.2345,-25.54456,
+PAL0708,6,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N33A2,Yes,11/18/07,46.5,13.5,210,4550,FEMALE,7.9953,-25.32829,
+PAL0708,7,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N34A1,Yes,11/27/07,45.4,14.6,211,4800,FEMALE,8.24515,-25.46782,
+PAL0708,8,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N34A2,Yes,11/27/07,46.7,15.3,219,5200,MALE,8.22673,-25.4276,
+PAL0708,9,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N35A1,Yes,11/27/07,43.3,13.4,209,4400,FEMALE,8.13643,-25.32176,
+PAL0708,10,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N35A2,Yes,11/27/07,46.8,15.4,215,5150,MALE,8.1631,-25.38017,
+PAL0708,11,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N36A1,No,11/27/07,40.9,13.7,214,4650,FEMALE,8.19579,-25.3933,
+PAL0708,12,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N36A2,No,11/27/07,49,16.1,216,5550,MALE,8.10417,-25.50562,
+PAL0708,13,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N37A1,Yes,11/29/07,45.5,13.7,214,4650,FEMALE,7.77672,-25.4168,
+PAL0708,14,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N37A2,Yes,11/29/07,48.4,14.6,213,5850,MALE,7.8208,-25.48025,
+PAL0708,15,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N38A1,Yes,12/3/07,45.8,14.6,210,4200,FEMALE,7.79958,-25.62618,
+PAL0708,16,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N38A2,Yes,12/3/07,49.3,15.7,217,5850,MALE,8.07137,-25.52473,
+PAL0708,17,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N39A1,Yes,11/27/07,42,13.5,210,4150,FEMALE,7.63884,-25.52627,
+PAL0708,18,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N39A2,Yes,11/27/07,49.2,15.2,221,6300,MALE,8.27376,-25.00169,
+PAL0708,19,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N40A1,Yes,11/27/07,46.2,14.5,209,4800,FEMALE,7.84057,-25.37899,
+PAL0708,20,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N40A2,Yes,11/27/07,48.7,15.1,222,5350,MALE,7.96491,-25.39587,
+PAL0708,21,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N41A1,Yes,11/27/07,50.2,14.3,218,5700,MALE,7.8962,-25.37746,
+PAL0708,22,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N41A2,Yes,11/27/07,45.1,14.5,215,5000,FEMALE,7.6322,-25.46569,
+PAL0708,23,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N42A1,Yes,11/27/07,46.5,14.5,213,4400,FEMALE,7.90436,-25.3947,
+PAL0708,24,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N42A2,Yes,11/27/07,46.3,15.8,215,5050,MALE,7.90971,-25.38157,
+PAL0708,25,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N44A1,Yes,11/29/07,42.9,13.1,215,5000,FEMALE,7.68528,-25.39181,
+PAL0708,26,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N44A2,Yes,11/29/07,46.1,15.1,215,5100,MALE,7.83733,-25.42826,
+PAL0708,27,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N46A1,Yes,11/29/07,44.5,14.3,216,4100,,7.96621,-25.69327,
+PAL0708,28,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N46A2,Yes,11/29/07,47.8,15,215,5650,MALE,7.92358,-25.48383,
+PAL0708,29,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N47A1,Yes,11/29/07,48.2,14.3,210,4600,FEMALE,7.6887,-25.50811,
+PAL0708,30,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N47A2,Yes,11/29/07,50,15.3,220,5550,MALE,8.30515,-25.19017,
+PAL0708,31,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N50A1,Yes,11/29/07,47.3,15.3,222,5250,MALE,,,
+PAL0708,32,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N50A2,Yes,11/29/07,42.8,14.2,209,4700,FEMALE,7.63452,-25.46327,
+PAL0708,33,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N56A1,Yes,12/3/07,45.1,14.5,207,5050,FEMALE,7.97408,-25.53768,
+PAL0708,34,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N56A2,Yes,12/3/07,59.6,17,230,6050,MALE,7.76843,-25.6821,
+PAL0809,35,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N2A1,Yes,11/13/08,49.1,14.8,220,5150,FEMALE,7.89744,-26.63405,
+PAL0809,36,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N2A2,Yes,11/13/08,48.4,16.3,220,5400,MALE,8.03659,-26.86127,
+PAL0809,37,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N4A1,Yes,11/2/08,42.6,13.7,213,4950,FEMALE,7.96935,-26.70968,
+PAL0809,38,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N4A2,Yes,11/2/08,44.4,17.3,219,5250,MALE,8.13746,-26.79093,
+PAL0809,39,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N5A1,Yes,11/9/08,44,13.6,208,4350,FEMALE,8.01979,-26.68311,
+PAL0809,40,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N5A2,Yes,11/9/08,48.7,15.7,208,5350,MALE,8.14776,-26.84506,
+PAL0809,41,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N6A1,No,11/4/08,42.7,13.7,208,3950,FEMALE,8.14567,-26.59467,
+PAL0809,42,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N6A2,No,11/4/08,49.6,16,225,5700,MALE,8.38324,-26.84272,
+PAL0809,43,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N7A1,Yes,11/4/08,45.3,13.7,210,4300,FEMALE,8.37615,-26.72791,
+PAL0809,44,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N7A2,Yes,11/4/08,49.6,15,216,4750,MALE,8.26548,-26.7699,
+PAL0809,45,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N8A1,Yes,11/3/08,50.5,15.9,222,5550,MALE,8.46894,-26.60436,
+PAL0809,46,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N8A2,Yes,11/3/08,43.6,13.9,217,4900,FEMALE,8.27141,-26.7765,
+PAL0809,47,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N11A1,No,11/9/08,45.5,13.9,210,4200,FEMALE,8.47829,-26.61788,
+PAL0809,48,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N11A2,No,11/9/08,50.5,15.9,225,5400,MALE,8.65803,-26.57585,
+PAL0809,49,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N12A1,Yes,11/2/08,44.9,13.3,213,5100,FEMALE,8.45167,-26.89644,
+PAL0809,50,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N12A2,Yes,11/2/08,45.2,15.8,215,5300,MALE,8.55868,-26.67799,
+PAL0809,51,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A1,Yes,11/4/08,46.6,14.2,210,4850,FEMALE,8.38289,-26.86352,
+PAL0809,52,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A2,Yes,11/4/08,48.5,14.1,220,5300,MALE,8.39867,-26.79358,
+PAL0809,53,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N14A1,Yes,11/4/08,45.1,14.4,210,4400,FEMALE,8.51951,-27.01854,
+PAL0809,54,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N14A2,Yes,11/4/08,50.1,15,225,5000,MALE,8.50153,-26.61414,
+PAL0809,55,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N15A1,Yes,11/4/08,46.5,14.4,217,4900,FEMALE,8.48789,-26.83006,
+PAL0809,56,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N15A2,Yes,11/4/08,45,15.4,220,5050,MALE,8.63488,-26.75621,
+PAL0809,57,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N16A1,Yes,11/3/08,43.8,13.9,208,4300,FEMALE,8.58319,-26.84415,
+PAL0809,58,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N16A2,Yes,11/3/08,45.5,15,220,5000,MALE,8.63604,-26.7489,
+PAL0809,59,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N17A1,Yes,11/6/08,43.2,14.5,208,4450,FEMALE,8.48367,-26.86485,
+PAL0809,60,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N17A2,Yes,11/6/08,50.4,15.3,224,5550,MALE,8.74647,-26.79846,
+PAL0809,61,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A1,Yes,11/3/08,45.3,13.8,208,4200,FEMALE,8.65015,-26.79053,
+PAL0809,62,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A2,Yes,11/3/08,46.2,14.9,221,5300,MALE,8.60092,-26.84374,
+PAL0809,63,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N19A1,Yes,11/13/08,45.7,13.9,214,4400,FEMALE,8.6287,-26.60484,
+PAL0809,64,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N19A2,Yes,11/13/08,54.3,15.7,231,5650,MALE,8.49662,-26.84166,
+PAL0809,65,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N20A1,Yes,11/4/08,45.8,14.2,219,4700,FEMALE,8.60447,-26.61601,
+PAL0809,66,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N20A2,Yes,11/4/08,49.8,16.8,230,5700,MALE,8.47067,-26.69166,
+PAL0809,67,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N51A1,Yes,11/9/08,46.2,14.4,214,4650,,8.24253,-26.8154,
+PAL0809,68,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N51A2,Yes,11/9/08,49.5,16.2,229,5800,MALE,8.49854,-26.74809,
+PAL0809,69,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N53A1,Yes,11/13/08,43.5,14.2,220,4700,FEMALE,8.64931,-26.68867,
+PAL0809,70,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N53A2,Yes,11/13/08,50.7,15,223,5550,MALE,8.63551,-26.74249,
+PAL0809,71,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N54A1,Yes,11/3/08,47.7,15,216,4750,FEMALE,8.53018,-26.72751,
+PAL0809,72,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N54A2,Yes,11/3/08,46.4,15.6,221,5000,MALE,8.35078,-26.70783,
+PAL0809,73,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N55A1,Yes,11/9/08,48.2,15.6,221,5100,MALE,8.24651,-26.66958,
+PAL0809,74,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N55A2,Yes,11/9/08,46.5,14.8,217,5200,FEMALE,8.58487,-26.5929,
+PAL0809,75,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N56A1,Yes,11/6/08,46.4,15,216,4700,FEMALE,8.47938,-26.9547,
+PAL0809,76,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N56A2,Yes,11/6/08,48.6,16,230,5800,MALE,8.5964,-26.71199,
+PAL0809,77,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N58A1,Yes,11/6/08,47.5,14.2,209,4600,FEMALE,8.39299,-26.78733,
+PAL0809,78,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N58A2,Yes,11/6/08,51.1,16.3,220,6000,MALE,8.40327,-26.76821,
+PAL0809,79,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N60A1,Yes,11/9/08,45.2,13.8,215,4750,FEMALE,8.24694,-26.65359,
+PAL0809,80,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N60A2,Yes,11/9/08,45.2,16.4,223,5950,MALE,8.19749,-26.65931,
+PAL0910,81,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N1A1,Yes,11/18/09,49.1,14.5,212,4625,FEMALE,8.35802,-26.2766,
+PAL0910,82,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N1A2,Yes,11/18/09,52.5,15.6,221,5450,MALE,8.28601,-26.27573,
+PAL0910,83,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N6A1,Yes,11/15/09,47.4,14.6,212,4725,FEMALE,8.19101,-26.24369,
+PAL0910,84,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N6A2,Yes,11/15/09,50,15.9,224,5350,MALE,8.20042,-26.39677,
+PAL0910,85,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N8A1,Yes,11/22/09,44.9,13.8,212,4750,FEMALE,8.11238,-26.20372,
+PAL0910,86,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N8A2,Yes,11/22/09,50.8,17.3,228,5600,MALE,8.27428,-26.30019,
+PAL0910,87,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A1,Yes,11/20/09,43.4,14.4,218,4600,FEMALE,8.23468,-26.18599,
+PAL0910,88,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A2,Yes,11/20/09,51.3,14.2,218,5300,MALE,8.15426,-26.3433,
+PAL0910,89,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N14A1,Yes,11/25/09,47.5,14,212,4875,FEMALE,8.12691,-26.23613,
+PAL0910,90,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N14A2,Yes,11/25/09,52.1,17,230,5550,MALE,8.27595,-26.11657,
+PAL0910,91,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N15A1,Yes,11/25/09,47.5,15,218,4950,FEMALE,8.29671,-26.08547,
+PAL0910,92,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N15A2,Yes,11/25/09,52.2,17.1,228,5400,MALE,8.36701,-25.89834,
+PAL0910,93,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A1,Yes,12/1/09,45.5,14.5,212,4750,FEMALE,8.15566,-26.22848,
+PAL0910,94,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A2,Yes,12/1/09,49.5,16.1,224,5650,MALE,8.83352,-25.69195,
+PAL0910,95,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N19A1,Yes,11/27/09,44.5,14.7,214,4850,FEMALE,8.20106,-26.16524,
+PAL0910,96,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N19A2,Yes,11/27/09,50.8,15.7,226,5200,MALE,8.27102,-26.11244,
+PAL0910,97,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N20A1,Yes,11/18/09,49.4,15.8,216,4925,MALE,8.03624,-26.06594,
+PAL0910,98,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N20A2,Yes,11/18/09,46.9,14.6,222,4875,FEMALE,7.8881,-26.04726,
+PAL0910,99,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N21A1,Yes,11/18/09,48.4,14.4,203,4625,FEMALE,8.16582,-26.13971,
+PAL0910,100,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N21A2,Yes,11/18/09,51.1,16.5,225,5250,MALE,8.2066,-26.36863,
+PAL0910,101,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N22A1,Yes,11/22/09,48.5,15,219,4850,FEMALE,8.10231,-26.18763,
+PAL0910,102,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N22A2,Yes,11/22/09,55.9,17,228,5600,MALE,8.3118,-26.35425,
+PAL0910,103,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N23A1,Yes,11/18/09,47.2,15.5,215,4975,FEMALE,8.30817,-26.21651,
+PAL0910,104,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N23A2,Yes,11/18/09,49.1,15,228,5500,MALE,8.65914,-25.79203,
+PAL0910,105,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N24A1,Yes,12/1/09,47.3,13.8,216,4725,,8.25818,-26.23886,
+PAL0910,106,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N24A2,Yes,12/1/09,46.8,16.1,215,5500,MALE,8.32359,-26.05756,
+PAL0910,107,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N28A1,Yes,11/10/09,41.7,14.7,210,4700,FEMALE,8.12311,-26.44815,
+PAL0910,108,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N28A2,Yes,11/10/09,53.4,15.8,219,5500,MALE,8.41017,-26.33867,
+PAL0910,109,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N29A1,Yes,11/9/09,43.3,14,208,4575,FEMALE,8.4207,-26.38092,
+PAL0910,110,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N29A2,Yes,11/9/09,48.1,15.1,209,5500,MALE,8.45738,-26.22664,
+PAL0910,111,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N32A1,Yes,11/20/09,50.5,15.2,216,5000,FEMALE,8.24691,-26.18466,
+PAL0910,112,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N32A2,Yes,11/20/09,49.8,15.9,229,5950,MALE,8.29226,-26.21019,
+PAL0910,113,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N34A1,Yes,11/27/09,43.5,15.2,213,4650,FEMALE,8.21634,-26.11046,
+PAL0910,114,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N34A2,Yes,11/27/09,51.5,16.3,230,5500,MALE,8.78557,-25.76147,
+PAL0910,115,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N35A1,Yes,11/25/09,46.2,14.1,217,4375,FEMALE,8.30231,-25.96013,
+PAL0910,116,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N35A2,Yes,11/25/09,55.1,16,230,5850,MALE,8.08354,-26.18161,
+PAL0910,117,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N36A1,Yes,12/1/09,44.5,15.7,217,4875,.,8.04111,-26.18444,
+PAL0910,118,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N36A2,Yes,12/1/09,48.8,16.2,222,6000,MALE,8.33825,-25.88547,
+PAL0910,119,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N38A1,No,12/1/09,47.2,13.7,214,4925,FEMALE,7.99184,-26.20538,
+PAL0910,120,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N38A2,No,12/1/09,,,,,,,,
+PAL0910,121,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N39A1,Yes,11/22/09,46.8,14.3,215,4850,FEMALE,8.41151,-26.13832,
+PAL0910,122,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N39A2,Yes,11/22/09,50.4,15.7,222,5750,MALE,8.30166,-26.04117,
+PAL0910,123,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N43A1,Yes,11/22/09,45.2,14.8,212,5200,FEMALE,8.24246,-26.11969,
+PAL0910,124,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N43A2,Yes,11/22/09,49.9,16.1,213,5400,MALE,8.3639,-26.15531,
\ No newline at end of file

data/starbucks.csv

+beverage_category,beverage,beverage_prep,calories,total fat,trans fat,saturated fat,sodium,total carbohydrates,cholesterol,dietary fibre,sugars,protein,vitamin a,vitamin c,calcium,iron,caffeine
+coffee,brewed coffee,Short,3,0.1,0.0,0.0,0,5,0,0,0,0.3,0,0,0,0,175.0
+coffee,brewed coffee,Tall,4,0.1,0.0,0.0,0,10,0,0,0,0.5,0,0,0,0,260.0
+coffee,brewed coffee,Grande,5,0.1,0.0,0.0,0,10,0,0,0,1.0,0,0,0,0,330.0
+coffee,brewed coffee,Venti,5,0.1,0.0,0.0,0,10,0,0,0,1.0,0,0,2,0,410.0
+classic espresso drinks,caff latte,Short Nonfat Milk,70,0.1,0.1,0.0,5,75,10,0,9,6.0,10,0,20,0,75.0
+classic espresso drinks,caff latte,2% Milk,100,3.5,2.0,0.1,15,85,10,0,9,6.0,10,0,20,0,75.0
+classic espresso drinks,caff latte,Soymilk,70,2.5,0.4,0.0,0,65,6,1,4,5.0,6,0,20,8,75.0
+classic espresso drinks,caff latte,Tall Nonfat Milk,100,0.2,0.2,0.0,5,120,15,0,14,10.0,15,0,30,0,75.0
+classic espresso drinks,caff latte,2% Milk,150,6.0,3.0,0.2,25,135,15,0,14,10.0,15,0,30,0,75.0
+classic espresso drinks,caff latte,Soymilk,110,4.5,0.5,0.0,0,105,10,1,6,8.0,10,0,30,15,75.0
+classic espresso drinks,caff latte,Grande Nonfat Milk,130,0.3,0.2,0.0,5,150,19,0,18,13.0,20,0,40,0,150.0
+classic espresso drinks,caff latte,2% Milk,190,7.0,3.5,0.2,30,170,19,0,17,12.0,20,2,40,0,150.0
+classic espresso drinks,caff latte,Soymilk,150,5.0,0.5,0.0,0,130,13,1,8,10.0,15,0,40,15,150.0
+classic espresso drinks,caff latte,Venti Nonfat Milk,170,0.4,0.3,0.0,10,190,25,0,23,16.0,30,0,50,0,150.0
+classic espresso drinks,caff latte,2% Milk,240,9.0,4.5,0.3,35,220,24,0,22,16.0,25,2,50,0,150.0
+classic espresso drinks,caff latte,Soymilk,190,7.0,1.0,0.0,0,170,16,2,11,13.0,20,0,50,25,150.0
+classic espresso drinks,caff mocha (without whipped cream),Short Nonfat Milk,110,1.5,1.0,0.0,5,60,21,1,17,7.0,8,0,15,10,85.0
+classic espresso drinks,caff mocha (without whipped cream),2% Milk,130,4.0,2.0,0.1,10,70,21,1,17,6.0,8,0,15,10,85.0
+classic espresso drinks,caff mocha (without whipped cream),Soymilk,110,3.5,1.0,0.0,0,55,19,2,13,6.0,6,0,15,20,85.0
+classic espresso drinks,caff mocha (without whipped cream),Tall Nonfat Milk,170,2.0,1.0,0.0,5,100,32,1,27,10.0,15,0,25,20,95.0
+classic espresso drinks,caff mocha (without whipped cream),2% Milk,200,6.0,3.5,0.1,20,115,32,1,26,10.0,15,0,25,20,95.0
+classic espresso drinks,caff mocha (without whipped cream),Soymilk,180,5.0,1.5,0.0,0,85,28,2,20,9.0,10,0,25,30,95.0
+classic espresso drinks,caff mocha (without whipped cream),Grande Nonfat Milk,220,2.5,1.5,0.0,5,125,43,2,34,13.0,20,0,35,25,175.0
+classic espresso drinks,caff mocha (without whipped cream),2% Milk,260,8.0,4.5,0.2,25,140,42,2,34,13.0,15,2,35,25,175.0
+classic espresso drinks,caff mocha (without whipped cream),Soymilk,230,7.0,2.0,0.0,0,105,37,3,26,11.0,10,0,35,40,175.0
+classic espresso drinks,caff mocha (without whipped cream),Venti Nonfat Milk,280,3.0,2.0,0.0,10,160,54,2,44,17.0,25,0,45,30,180.0
+classic espresso drinks,caff mocha (without whipped cream),2% Milk,340,11.0,6.0,0.2,30,180,53,2,43,17.0,20,2,45,30,180.0
+classic espresso drinks,caff mocha (without whipped cream),Soymilk,290,9.0,2.5,0.0,0,140,47,4,33,14.0,15,0,45,50,180.0
+classic espresso drinks,vanilla latte (or other flavoured latte),Short Nonfat Milk,100,0.1,0.1,0.0,5,70,19,0,18,6.0,10,0,20,0,75.0
+classic espresso drinks,vanilla latte (or other flavoured latte),2% Milk,130,3.5,1.5,0.1,15,80,18,0,17,6.0,10,0,20,0,75.0
+classic espresso drinks,vanilla latte (or other flavoured latte),Soymilk,110,2.5,0.3,0.0,0,60,16,1,13,5.0,6,0,20,8,75.0
+classic espresso drinks,vanilla latte (or other flavoured latte),Tall Nonfat Milk,150,0.2,0.1,0.0,5,110,28,0,27,9.0,15,0,30,0,75.0
+classic espresso drinks,vanilla latte (or other flavoured latte),2% Milk,200,5.0,2.5,0.2,20,125,28,0,27,9.0,15,0,30,0,75.0
+classic espresso drinks,vanilla latte (or other flavoured latte),Soymilk,160,4.0,0.5,0.0,0,95,23,1,20,7.0,10,0,30,15,75.0
+classic espresso drinks,vanilla latte (or other flavoured latte),Grande Nonfat Milk,200,0.3,0.2,0.0,5,140,37,0,35,12.0,20,0,35,0,150.0
+classic espresso drinks,vanilla latte (or other flavoured latte),2% Milk,250,6.0,3.5,0.2,25,150,37,0,35,12.0,20,2,35,0,150.0
+classic espresso drinks,vanilla latte (or other flavoured latte),Soymilk,210,5.0,0.5,0.0,0,120,31,1,26,9.0,10,0,35,15,150.0
+classic espresso drinks,vanilla latte (or other flavoured latte),Venti Nonfat Milk,250,0.3,0.2,0.0,10,180,47,0,45,15.0,25,0,50,0,150.0
+classic espresso drinks,vanilla latte (or other flavoured latte),2% Milk,320,9.0,4.5,0.3,35,200,46,0,44,15.0,25,2,45,0,150.0
+classic espresso drinks,vanilla latte (or other flavoured latte),Soymilk,270,7.0,1.0,0.0,0,160,39,2,33,12.0,15,0,45,20,150.0
+classic espresso drinks,caff americano,Short,5,0.0,0.0,0.0,0,5,1,0,0,0.4,0,0,0,0,75.0
+classic espresso drinks,caff americano,Tall,10,0.0,0.0,0.0,0,10,2,0,0,1.0,0,0,2,0,150.0
+classic espresso drinks,caff americano,Grande,15,0.0,0.0,0.0,0,15,3,0,0,1.0,0,0,2,0,225.0
+classic espresso drinks,caff americano,Venti,25,0.0,0.0,0.0,0,15,4,0,0,1.0,0,0,2,0,300.0
+classic espresso drinks,cappuccino,Short Nonfat Milk,50,0.1,0.1,0.0,5,60,8,0,7,5.0,8,0,15,0,75.0
+classic espresso drinks,cappuccino,2% Milk,80,3.0,1.5,0.1,10,70,8,0,7,5.0,8,0,15,0,75.0
+classic espresso drinks,cappuccino,Soymilk,50,1.5,0.2,0.0,0,40,4,0,3,3.0,4,0,10,6,75.0
+classic espresso drinks,cappuccino,Tall Nonfat Milk,60,0.1,0.1,0.0,5,70,9,0,8,6.0,10,0,20,0,75.0
+classic espresso drinks,cappuccino,2% Milk,90,3.5,1.5,0.1,15,80,9,0,8,6.0,10,0,20,0,75.0
+classic espresso drinks,cappuccino,Soymilk,70,3.0,0.4,0.0,0,65,7,1,4,5.0,6,0,20,8,75.0
+classic espresso drinks,cappuccino,Grande Nonfat Milk,80,0.2,0.1,0.0,5,90,12,0,10,8.0,15,0,25,0,150.0
+classic espresso drinks,cappuccino,2% Milk,120,4.0,2.0,0.1,15,100,12,0,10,8.0,10,0,25,0,150.0
+classic espresso drinks,cappuccino,Soymilk,100,3.5,0.4,0.0,0,80,9,1,5,7.0,8,0,25,10,150.0
+classic espresso drinks,cappuccino,Venti Nonfat Milk,110,0.2,0.2,0.0,5,120,16,0,14,10.0,20,0,30,0,150.0
+classic espresso drinks,cappuccino,2% Milk,150,6.0,3.0,0.2,25,135,16,0,14,10.0,15,0,30,0,150.0
+classic espresso drinks,cappuccino,Soymilk,120,4.5,0.5,0.0,0,110,11,1,7,9.0,10,0,35,15,150.0
+classic espresso drinks,espresso,Solo,5,0.0,0.0,0.0,0,0,1,0,0,0.4,0,0,0,0,75.0
+classic espresso drinks,espresso,Doppio,10,0.0,0.0,0.0,0,1,2,0,0,1.0,0,0,0,0,150.0
+classic espresso drinks,skinny latte (any flavour),Short Nonfat Milk,60,0.1,0.1,0.0,5,80,9,0,8,6.0,10,0,20,0,75.0
+classic espresso drinks,skinny latte (any flavour),Tall Nonfat Milk,100,0.2,0.1,0.0,5,125,14,0,13,9.0,15,0,30,0,75.0
+classic espresso drinks,skinny latte (any flavour),Grande Nonfat Milk,120,0.3,0.2,0.0,5,160,18,0,16,12.0,20,0,35,0,150.0
+classic espresso drinks,skinny latte (any flavour),Venti Nonfat Milk,160,0.3,0.2,0.0,10,200,24,0,21,15.0,25,0,50,0,150.0
+signature espresso drinks,caramel macchiato,Short Nonfat Milk,100,1.0,0.5,0.0,5,70,17,0,15,6.0,10,0,15,0,75.0
+signature espresso drinks,caramel macchiato,2% Milk,120,4.0,2.0,0.1,15,80,16,0,15,5.0,10,0,15,0,75.0
+signature espresso drinks,caramel macchiato,Soymilk,100,3.0,1.0,0.0,0,60,14,1,11,4.0,6,0,15,8,75.0
+signature espresso drinks,caramel macchiato,Tall Nonfat Milk,140,1.0,0.5,0.0,5,105,25,0,24,8.0,15,0,25,0,75.0
+signature espresso drinks,caramel macchiato,2% Milk,180,5.0,3.0,0.1,20,115,25,0,23,8.0,15,0,25,0,75.0
+signature espresso drinks,caramel macchiato,Soymilk,150,4.5,1.0,0.0,0,90,21,1,17,7.0,10,0,25,10,75.0
+signature espresso drinks,caramel macchiato,Grande Nonfat Milk,190,1.0,1.0,0.0,10,130,35,0,32,11.0,20,0,35,0,150.0
+signature espresso drinks,caramel macchiato,2% Milk,240,7.0,3.5,0.2,25,150,34,0,32,10.0,15,2,30,0,150.0
+signature espresso drinks,caramel macchiato,Soymilk,200,5.0,1.0,0.0,5,115,29,1,24,9.0,10,0,35,15,150.0
+signature espresso drinks,caramel macchiato,Venti Nonfat Milk,240,1.0,1.0,0.0,10,170,43,0,41,13.0,25,0,40,0,150.0
+signature espresso drinks,caramel macchiato,2% Milk,300,8.0,4.5,0.2,35,180,43,0,40,13.0,20,2,40,0,150.0
+signature espresso drinks,caramel macchiato,Soymilk,250,7.0,1.5,0.0,5,140,36,1,31,11.0,15,0,40,20,150.0
+signature espresso drinks,white chocolate mocha (without whipped cream),Short Nonfat Milk,180,3.0,2.0,0.0,5,120,31,0,29,7.0,10,0,25,0,75.0
+signature espresso drinks,white chocolate mocha (without whipped cream),2% Milk,200,6.0,3.5,0.1,15,125,31,0,29,7.0,8,2,25,0,75.0
+signature espresso drinks,white chocolate mocha (without whipped cream),Soymilk,180,5.0,2.5,0.0,0,110,28,1,25,6.0,6,0,25,8,75.0
+signature espresso drinks,white chocolate mocha (without whipped cream),Tall Nonfat Milk,270,4.5,3.5,0.0,5,190,47,0,45,12.0,15,2,35,0,75.0
+signature espresso drinks,white chocolate mocha (without whipped cream),2% Milk,310,9.0,6.0,0.1,20,200,46,0,44,11.0,15,2,35,0,75.0
+signature espresso drinks,white chocolate mocha (without whipped cream),Soymilk,280,8.0,3.5,0.0,0,170,42,1,39,10.0,10,2,35,10,75.0
+signature espresso drinks,white chocolate mocha (without whipped cream),Grande Nonfat Milk,350,6.0,4.5,0.0,10,240,61,0,58,15.0,20,2,45,2,150.0
+signature espresso drinks,white chocolate mocha (without whipped cream),2% Milk,400,11.0,7.0,0.2,25,250,61,0,58,15.0,15,2,45,0,150.0
+signature espresso drinks,white chocolate mocha (without whipped cream),Soymilk,370,10.0,5.0,0.0,0,220,56,1,51,13.0,10,2,45,15,150.0
+signature espresso drinks,white chocolate mocha (without whipped cream),Venti Nonfat Milk,450,7.0,6.0,0.0,10,310,78,0,74,19.0,25,2,60,2,150.0
+signature espresso drinks,white chocolate mocha (without whipped cream),2% Milk,510,15.0,9.0,0.2,35,330,77,0,74,19.0,20,4,60,2,150.0
+signature espresso drinks,white chocolate mocha (without whipped cream),Soymilk,460,13.0,6.0,0.0,5,290,70,1,64,16.0,15,2,60,20,150.0
+signature espresso drinks,hot chocolate (without whipped cream),Short Nonfat Milk,130,1.5,1.0,0.0,5,70,26,1,23,7.0,10,0,20,10,10.0
+signature espresso drinks,hot chocolate (without whipped cream),2% Milk,150,4.5,2.5,0.1,15,80,26,1,22,7.0,10,0,20,10,10.0
+signature espresso drinks,hot chocolate (without whipped cream),Soymilk,130,3.5,1.0,0.0,0,60,23,2,18,6.0,6,0,20,20,10.0
+signature espresso drinks,hot chocolate (without whipped cream),Tall Nonfat Milk,190,2.0,1.0,0.0,5,110,37,1,32,11.0,15,0,30,20,20.0
+signature espresso drinks,hot chocolate (without whipped cream),2% Milk,230,7.0,3.5,0.2,20,120,37,1,32,10.0,15,0,30,20,20.0
+signature espresso drinks,hot chocolate (without whipped cream),Soymilk,200,6.0,1.5,0.0,0,95,32,2,25,9.0,10,0,30,30,20.0
+signature espresso drinks,hot chocolate (without whipped cream),Grande Nonfat Milk,240,2.5,1.5,0.0,5,140,48,2,41,14.0,20,0,40,25,25.0
+signature espresso drinks,hot chocolate (without whipped cream),2% Milk,290,9.0,5.0,0.2,25,160,47,2,41,14.0,20,2,40,25,25.0
+signature espresso drinks,hot chocolate (without whipped cream),Soymilk,250,7.0,2.0,0.0,0,125,41,3,32,12.0,15,0,40,40,25.0
+signature espresso drinks,hot chocolate (without whipped cream),Venti Nonfat Milk,320,3.0,2.0,0.0,10,180,63,2,55,18.0,25,0,50,30,30.0
+signature espresso drinks,hot chocolate (without whipped cream),2% Milk,380,11.0,6.0,0.3,35,200,63,2,54,17.0,25,2,50,30,30.0
+signature espresso drinks,hot chocolate (without whipped cream),Soymilk,330,9.0,2.5,0.0,0,160,55,4,44,15.0,15,0,50,50,30.0
+signature espresso drinks,caramel apple spice (without whipped cream),Short,140,0.0,0.0,0.0,0,10,35,0,33,0.0,0,0,0,0,0.0
+signature espresso drinks,caramel apple spice (without whipped cream),Tall,210,0.0,0.0,0.0,0,15,53,0,49,0.0,0,0,0,0,0.0
+signature espresso drinks,caramel apple spice (without whipped cream),Grande,280,0.0,0.0,0.0,0,20,70,0,65,0.0,0,0,0,0,0.0
+signature espresso drinks,caramel apple spice (without whipped cream),Venti,360,0.0,0.0,0.0,0,25,89,0,83,0.0,0,0,0,0,0.0
+tazo tea drinks,tazo tea,Short,0,0.0,0.0,0.0,0,0,0,0,0,0.0,0,0,0,0,89.52054794520548
+tazo tea drinks,tazo tea,Tall,0,0.0,0.0,0.0,0,0,0,0,0,0.0,0,0,0,0,89.52054794520548
+tazo tea drinks,tazo tea,Grande,0,0.0,0.0,0.0,0,0,0,0,0,0.0,0,0,0,0,89.52054794520548
+tazo tea drinks,tazo tea,Venti,0,0.0,0.0,0.0,0,0,0,0,0,0.0,0,0,0,0,89.52054794520548
+tazo tea drinks,tazo chai tea latte,Short Nonfat Milk,100,0.1,0.1,0.0,0,50,22,0,21,4.0,6,0,10,0,50.0
+tazo tea drinks,tazo chai tea latte,2% Milk,120,2.0,1.0,0.1,10,55,22,0,21,4.0,6,0,10,0,50.0
+tazo tea drinks,tazo chai tea latte,Soymilk,110,1.5,0.2,0.0,0,45,20,0,18,3.0,4,0,10,6,50.0
+tazo tea drinks,tazo chai tea latte,Tall Nonfat Milk,160,0.2,0.1,0.0,5,80,34,0,32,6.0,10,0,20,2,70.0
+tazo tea drinks,tazo chai tea latte,2% Milk,190,3.5,1.5,0.1,15,90,34,0,32,6.0,10,0,20,2,70.0
+tazo tea drinks,tazo chai tea latte,Soymilk,160,2.5,0.3,0.0,0,70,31,1,28,5.0,6,0,20,10,70.0
+tazo tea drinks,tazo chai tea latte,Grande Nonfat Milk,210,0.2,0.1,0.0,5,105,45,0,43,8.0,15,0,25,2,95.0
+tazo tea drinks,tazo chai tea latte,2% Milk,240,4.5,2.0,0.1,20,115,45,0,42,8.0,10,0,25,2,95.0
+tazo tea drinks,tazo chai tea latte,Soymilk,220,3.5,0.4,0.0,0,90,41,1,37,6.0,8,0,25,10,95.0
+tazo tea drinks,tazo chai tea latte,Venti Nonfat Milk,260,0.3,0.2,0.0,5,135,57,0,54,10.0,15,0,35,2,120.0
+tazo tea drinks,tazo chai tea latte,2% Milk,310,6.0,3.0,0.2,25,150,56,0,53,10.0,15,2,30,2,120.0
+tazo tea drinks,tazo chai tea latte,Soymilk,280,4.5,0.5,0.0,0,115,51,1,46,8.0,10,0,30,15,120.0
+tazo tea drinks,tazo green tea latte,Short Nonfat Milk,130,0.2,0.1,0.0,5,85,26,0,25,7.0,10,4,20,2,25.0
+tazo tea drinks,tazo green tea latte,2% Milk,170,4.0,2.0,0.1,15,95,26,0,25,7.0,10,6,20,2,25.0
+tazo tea drinks,tazo green tea latte,Soymilk,140,3.0,0.4,0.0,0,70,22,1,20,6.0,8,4,20,10,25.0
+tazo tea drinks,tazo green tea latte,Tall Nonfat Milk,210,0.4,0.2,0.0,5,125,42,1,41,11.0,20,10,35,4,55.0
+tazo tea drinks,tazo green tea latte,2% Milk,260,6.0,3.0,0.2,25,140,41,1,40,10.0,15,10,35,4,55.0
+tazo tea drinks,tazo green tea latte,Soymilk,230,4.5,0.5,0.0,0,110,36,2,33,9.0,10,10,35,15,55.0
+tazo tea drinks,tazo green tea latte,Grande Nonfat Milk,290,0.5,0.2,0.0,10,160,57,1,56,14.0,25,15,45,4,80.0
+tazo tea drinks,tazo green tea latte,2% Milk,350,8.0,4.0,0.2,30,180,57,1,55,14.0,20,15,45,4,80.0
+tazo tea drinks,tazo green tea latte,Soymilk,310,6.0,1.0,0.0,0,140,50,3,46,11.0,15,15,45,25,80.0
+tazo tea drinks,tazo green tea latte,Venti Nonfat Milk,370,0.5,0.3,0.0,10,200,73,2,71,18.0,30,20,60,6,110.0
+tazo tea drinks,tazo green tea latte,2% Milk,450,10.0,5.0,0.3,40,230,72,2,71,17.0,25,20,50,6,110.0
+tazo tea drinks,tazo green tea latte,Soymilk,390,8.0,1.0,0.0,0,180,64,4,58,14.0,20,20,60,30,110.0
+tazo tea drinks,tazo fullleaf tea latte,Short Nonfat Milk,80,0.1,0.1,0.0,0,45,16,0,16,4.0,6,0,10,0.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,2% Milk,90,2.0,1.0,0.1,10,50,15,0,15,3.0,6,0,10,0.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,Soymilk,80,1.5,0.2,0.0,0,40,14,0,13,3.0,4,0,10,6.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,Tall Nonfat Milk,120,0.1,0.1,0.0,5,65,23,0,23,5.0,10,0,20,0.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,2% Milk,140,3.0,1.5,0.1,15,75,23,0,23,5.0,8,0,15,0.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,Soymilk,130,2.5,0.3,0.0,0,60,21,1,19,4.0,6,0,20,8.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,Grande Nonfat Milk,150,0.2,0.1,0.0,5,85,31,0,31,7.0,15,0,25,0.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,2% Milk,190,4.0,2.0,0.1,15,95,31,0,30,7.0,10,0,25,0.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,Soymilk,170,3.5,0.4,0.0,0,80,27,1,25,6.0,8,0,25,10.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,Venti Nonfat Milk,190,0.2,0.1,0.0,5,110,39,0,39,9.0,15,0,30,0.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,2% Milk,230,5.0,2.5,0.2,20,125,38,0,38,9.0,15,0,30,0.00,89.52054794520548
+tazo tea drinks,tazo fullleaf tea latte,Soymilk,210,4.0,0.5,0.0,0,100,34,1,32,7.0,10,0,30,15.00,89.52054794520548
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),Short Nonfat Milk,80,0.1,0.1,0.0,0,45,16,0,16,4.0,6,0,10,0,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),2% Milk,90,2.0,1.0,0.1,10,50,15,0,15,3.0,6,0,10,0,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),Soymilk,80,1.5,0.2,0.0,0,40,14,0,13,3.0,4,0,10,6,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),Tall Nonfat Milk,120,0.1,0.1,0.0,5,65,23,0,23,5.0,10,0,20,0,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),2% Milk,140,3.0,1.5,0.1,15,75,23,0,23,5.0,8,0,15,0,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),Soymilk,130,2.5,0.3,0.0,0,60,21,1,19,4.0,6,0,20,8,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),Grande Nonfat Milk,150,0.2,0.1,0.0,5,85,31,0,31,7.0,15,0,25,0,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),2% Milk,190,4.0,2.0,0.1,15,95,31,0,30,7.0,10,0,25,0,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),Soymilk,170,3.5,0.4,0.0,0,80,27,1,25,6.0,8,0,25,10,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),Venti Nonfat Milk,190,0.2,0.1,0.0,5,110,39,0,39,9.0,15,0,30,0,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),2% Milk,230,5.0,2.5,0.2,20,125,38,0,38,9.0,15,0,30,0,0.0
+tazo tea drinks,tazo fullleaf red tea latte (vanilla rooibos),Soymilk,210,4.0,0.5,0.0,0,100,34,1,32,7.0,10,0,30,15,0.0
+shaken iced beverages,iced brewed coffee (with classic syrup),Tall,60,0.0,0.0,0.0,0,4,15,0,15,0.2,0,0,0,0,120.0
+shaken iced beverages,iced brewed coffee (with classic syrup),Grande,90,0.1,0.0,0.0,0,5,21,0,21,0.3,0,0,0,0,165.0
+shaken iced beverages,iced brewed coffee (with classic syrup),Venti,130,0.1,0.0,0.0,0,5,31,0,31,0.4,0,0,0,0,235.0
+shaken iced beverages,iced brewed coffee (with milk  classic syrup),Tall Nonfat Milk,80,0.1,0.0,0.0,0,25,18,0,18,2.0,2,0,6,0,90.0
+shaken iced beverages,iced brewed coffee (with milk  classic syrup),2% Milk,90,1.0,0.5,0.0,5,25,18,0,18,2.0,2,0,6,0.00,89.52054794520548
+shaken iced beverages,iced brewed coffee (with milk  classic syrup),Soymilk,80,1.0,0.1,0.0,0,20,17,0,17,2.0,2,0,6,0,90.0
+shaken iced beverages,iced brewed coffee (with milk  classic syrup),Grande Nonfat Milk,110,0.1,0.0,0.0,0,30,24,0,24,2.0,4,0,8,2,90.0
+shaken iced beverages,iced brewed coffee (with milk  classic syrup),2% Milk,120,1.5,0.5,0.0,5,35,24,0,24,2.0,4,0,8,0,125.0
+shaken iced beverages,iced brewed coffee (with milk  classic syrup),Soymilk,110,1.0,0.1,0.0,0,30,23,0,22,2.0,2,0,8,0,125.0
+shaken iced beverages,iced brewed coffee (with milk  classic syrup),Venti Nonfat Milk,160,0.1,0.1,0.0,0,50,36,0,36,4.0,6,0,10,4,125.0
+shaken iced beverages,iced brewed coffee (with milk  classic syrup),2% Milk,180,2.0,1.0,0.1,10,55,36,0,36,4.0,6,0,10,0,170.0
+shaken iced beverages,iced brewed coffee (with milk  classic syrup),Soymilk,170,1.5,0.2,0.0,0,45,34,0,33,3.0,4,0,10,0,170.0
+shaken iced beverages,shaken iced tazo tea (with classic syrup),Tall,60,0.0,0.0,0.0,0,0,15,0,15,0.0,0,0,0,6,170.0
+shaken iced beverages,shaken iced tazo tea (with classic syrup),Grande,80,0.0,0.0,0.0,0,0,21,0,21,0.0,0,0,0,0,89.52054794520548
+shaken iced beverages,shaken iced tazo tea (with classic syrup),Venti,120,0.0,0.0,0.0,0,0,31,0,31,0.0,0,0,0,0,89.52054794520548
+shaken iced beverages,shaken iced tazo tea lemonade (with classic syrup),Tall,100,0.0,0.0,0.0,0,0,25,0,24,0.1,0,10,0,0,89.52054794520548
+shaken iced beverages,shaken iced tazo tea lemonade (with classic syrup),Grande,130,0.0,0.0,0.0,0,0,33,0,33,0.1,0,15,0,0,89.52054794520548
+shaken iced beverages,shaken iced tazo tea lemonade (with classic syrup),Venti,190,0.0,0.0,0.0,0,0,49,0,49,0.1,0,20,0,0,89.52054794520548
+smoothies,banana chocolate smoothie,Grande Nonfat Milk,280,2.5,1.5,0.0,5,150,53,7,34,20.0,10,15,20,0,89.52054794520548
+smoothies,banana chocolate smoothie,2% Milk,300,5.0,2.5,0.1,15,160,53,7,34,20.0,8,15,20,20,15.0
+smoothies,banana chocolate smoothie,Soymilk,290,4.5,1.5,0.0,5,150,51,7,31,19.0,6,15,20,20,15.0
+smoothies,orange mango banana smoothie,Grande Nonfat Milk,260,1.0,0.3,0.0,5,120,54,6,37,16.0,50,80,10,30,15.0
+smoothies,orange mango banana smoothie,2% Milk,270,1.5,0.5,0.0,5,125,53,6,37,16.0,50,80,10,6,0.0
+smoothies,orange mango banana smoothie,Soymilk,270,1.5,0.4,0.0,5,120,53,6,36,15.0,50,80,10,6,0.0
+smoothies,strawberry banana smoothie,Grande Nonfat Milk,290,1.0,0.3,0.0,5,125,58,7,41,16.0,4,100,10,8,0.0
+smoothies,strawberry banana smoothie,2% Milk,290,2.0,1.0,0.0,5,125,58,7,41,16.0,4,100,10,8,0.0
+smoothies,strawberry banana smoothie,Soymilk,290,2.0,0.4,0.0,5,120,58,8,40,16.0,2,100,10,8,0.0
+frappuccino blended coffee,coffee,Tall Nonfat Milk,160,0.1,0.0,0.0,0,160,36,0,36,3.0,4,0,10,10,0.0
+frappuccino blended coffee,coffee,Whole Milk,180,2.5,1.5,0.1,10,160,36,0,36,3.0,4,0,8,0,70.0
+frappuccino blended coffee,coffee,Soymilk,160,1.5,0.2,0.0,0,150,35,0,34,2.0,4,0,10,0,70.0
+frappuccino blended coffee,coffee,Grande Nonfat Milk,220,0.1,0.1,0.0,0,210,51,0,50,4.0,6,0,10,4,70.0
+frappuccino blended coffee,coffee,Whole Milk,240,3.0,2.0,0.1,10,220,50,0,50,3.0,4,0,10,0,95.0
+frappuccino blended coffee,coffee,Soymilk,220,1.5,0.2,0.0,0,210,49,0,47,3.0,4,0,10,0,95.0
+frappuccino blended coffee,coffee,Venti Nonfat Milk,310,0.1,0.1,0.0,5,300,70,0,69,6.0,10,0,20,6,95.0
+frappuccino blended coffee,coffee,Whole Milk,350,5.0,3.0,0.2,15,300,70,0,69,5.0,8,0,15,2,130.0
+frappuccino blended coffee,coffee,Soymilk,310,2.5,0.3,0.0,0,300,68,1,66,5.0,6,0,20,2,130.0
+frappuccino blended coffee,mocha (without whipped cream),Tall Nonfat Milk,180,0.5,0.4,0.0,0,150,42,1,40,3.0,4,0,10,8,130.0
+frappuccino blended coffee,mocha (without whipped cream),Whole Milk,200,3.0,2.0,0.1,10,160,42,1,40,3.0,4,0,8,6,70.0
+frappuccino blended coffee,mocha (without whipped cream),Soymilk,180,2.0,0.5,0.0,0,150,40,1,38,3.0,4,0,10,10,70.0
+frappuccino blended coffee,mocha (without whipped cream),Grande Nonfat Milk,260,1.0,0.5,0.0,0,220,61,1,58,4.0,6,0,10,8,110.0
+frappuccino blended coffee,mocha (without whipped cream),Whole Milk,290,4.0,2.5,0.1,10,220,61,1,58,4.0,4,0,10,8,110.0
+frappuccino blended coffee,mocha (without whipped cream),Soymilk,260,2.5,0.5,0.0,0,220,59,1,55,4.0,4,0,10,15,110.0
+frappuccino blended coffee,mocha (without whipped cream),Venti Nonfat Milk,340,1.0,0.5,0.0,5,300,80,1,76,7.0,10,0,15,10,140.0
+frappuccino blended coffee,mocha (without whipped cream),Whole Milk,390,6.0,3.5,0.1,15,300,80,1,76,6.0,8,0,15,10,140.0
+frappuccino blended coffee,mocha (without whipped cream),Soymilk,350,3.0,1.0,0.0,0,290,78,2,73,6.0,6,0,20,20,140.0
+frappuccino blended coffee,caramel (without whipped cream),Tall Nonfat Milk,180,0.1,0.0,0.0,0,160,42,0,41,3.0,4,0,10,0,70.0
+frappuccino blended coffee,caramel (without whipped cream),Whole Milk,200,2.5,1.5,0.1,10,160,42,0,41,3.0,4,0,8,0,70.0
+frappuccino blended coffee,caramel (without whipped cream),Soymilk,180,1.5,0.2,0.0,0,150,40,0,39,2.0,4,0,10,4,70.0
+frappuccino blended coffee,caramel (without whipped cream),Grande Nonfat Milk,280,0.1,0.1,0.0,0,220,60,0,59,4.0,6,0,10,0,100.0
+frappuccino blended coffee,caramel (without whipped cream),Whole Milk,280,3.5,2.0,0.1,10,220,60,0,59,3.0,4,0,10,0,100.0
+frappuccino blended coffee,caramel (without whipped cream),Soymilk,260,1.5,0.2,0.0,0,220,58,0,56,3.0,4,0,10,6,100.0
+frappuccino blended coffee,caramel (without whipped cream),Venti Nonfat Milk,330,0.1,0.1,0.0,5,290,78,0,77,5.0,10,0,15,2,130.0
+frappuccino blended coffee,caramel (without whipped cream),Whole Milk,370,5.0,3.0,0.1,15,300,78,0,77,5.0,8,0,15,2,130.0
+frappuccino blended coffee,caramel (without whipped cream),Soymilk,340,2.5,0.3,0.0,0,290,75,1,73,5.0,6,0,20,8,130.0
+frappuccino blended coffee,java chip (without whipped cream),Tall Nonfat Milk,220,3.0,2.0,0.0,0,170,47,1,44,4.0,4,0,10,20,75.0
+frappuccino blended coffee,java chip (without whipped cream),Whole Milk,240,5.0,3.5,0.1,10,170,47,1,44,4.0,4,0,8,20,75.0
+frappuccino blended coffee,java chip (without whipped cream),Soymilk,220,4.0,2.5,0.0,0,170,45,1,42,3.0,4,0,10,20,75.0
+frappuccino blended coffee,java chip (without whipped cream),Grande Nonfat Milk,310,4.0,3.0,0.0,0,250,67,2,62,5.0,6,0,10,25,110.0
+frappuccino blended coffee,java chip (without whipped cream),Whole Milk,340,7.0,5.0,0.1,10,250,67,2,62,5.0,4,0,10,25,110.0
+frappuccino blended coffee,java chip (without whipped cream),Soymilk,310,6.0,3.5,0.0,0,240,65,2,60,4.0,4,0,10,30,110.0
+frappuccino blended coffee,java chip (without whipped cream),Venti Nonfat Milk,420,5.0,4.0,0.0,5,340,90,2,84,7.0,10,0,20,35,145.0
+frappuccino blended coffee,java chip (without whipped cream),Whole Milk,460,10.0,7.0,0.2,15,340,90,2,84,7.0,6,0,15,35,145.0
+frappuccino blended coffee,java chip (without whipped cream),Soymilk,430,8.0,4.5,0.0,0,330,88,3,80,6.0,6,0,20,40,145.0
+frappuccino light blended coffee,coffee,Tall Nonfat Milk,90,0.1,0.0,0.0,0,160,20,0,19,3.0,4,0,10,0,70.0
+frappuccino light blended coffee,coffee,Grande Nonfat Milk,120,0.1,0.1,0.0,0,210,26,0,26,3.0,6,0,10,0,95.0
+frappuccino light blended coffee,coffee,Venti Nonfat Milk,160,0.1,0.1,0.0,5,270,34,0,33,5.0,8,0,15,2,120.0
+frappuccino light blended coffee,mocha,Tall Nonfat Milk,110,0.5,0.4,0.0,0,150,24,1,23,3.0,4,0,8,6,70.0
+frappuccino light blended coffee,mocha,Grande Nonfat Milk,150,1.0,0.5,0.0,0,200,33,1,30,4.0,6,0,10,8,95.0
+frappuccino light blended coffee,mocha,Venti Nonfat Milk,210,1.0,0.5,0.0,5,280,46,1,42,6.0,8,0,15,10,130.0
+frappuccino light blended coffee,caramel,Tall Nonfat Milk,100,0.1,0.0,0.0,0,140,23,0,23,3.0,4,0,8,0,65.0
+frappuccino light blended coffee,caramel,Grande Nonfat Milk,150,0.1,0.1,0.0,0,200,33,0,32,3.0,6,0,10,0,90.0
+frappuccino light blended coffee,caramel,Venti Nonfat Milk,200,0.1,0.1,0.0,5,270,44,0,43,5.0,8,0,15,2,120.0
+frappuccino light blended coffee,java chip,Tall Nonfat Milk,150,3.0,2.0,0.0,0,170,30,1,27,4.0,4,0,10,20,70.0
+frappuccino light blended coffee,java chip,Grande Nonfat Milk,220,4.0,3.0,0.0,0,240,43,2,39,5.0,6,0,10,25,105.0
+frappuccino light blended coffee,java chip,Venti Nonfat Milk,290,5.0,4.0,0.0,5,320,58,2,52,7.0,8,0,15,35,165.0
+frappuccino blended crme,strawberries  crme (without whipped cream),Tall Nonfat Milk,170,0.1,0.1,0.0,0,140,39,0,38,3.0,6,6,10,2,0.0
+frappuccino blended crme,strawberries  crme (without whipped cream),Whole Milk,190,3.0,1.5,0.1,10,140,38,0,37,3.0,4,6,10,2,0.0
+frappuccino blended crme,strawberries  crme (without whipped cream),Soymilk,170,1.5,0.2,0.0,0,135,37,1,35,3.0,4,6,10,6,0.0
+frappuccino blended crme,strawberries  crme (without whipped cream),Grande Nonfat Milk,230,0.2,0.1,0.0,0,190,53,0,52,4.0,8,6,15,4,0.0
+frappuccino blended crme,strawberries  crme (without whipped cream),Whole Milk,260,4.0,2.0,0.1,10,190,53,0,52,4.0,6,6,15,4,0.0
+frappuccino blended crme,strawberries  crme (without whipped cream),Soymilk,240,2.0,0.2,0.0,0,180,51,1,49,3.0,4,6,15,8,0.0
+frappuccino blended crme,strawberries  crme (without whipped cream),Venti Nonfat Milk,310,0.2,0.1,0.0,5,260,70,0,69,6.0,10,8,20,4,0.0
+frappuccino blended crme,strawberries  crme (without whipped cream),Whole Milk,350,6.0,3.0,0.2,15,260,70,0,68,6.0,8,8,20,4,0.0
+frappuccino blended crme,strawberries  crme (without whipped cream),Soymilk,320,3.2,0.4,0.0,0,250,67,1,64,5.0,6,8,20,10,0.0
+frappuccino blended crme,vanilla bean (without whipped cream),Tall Nonfat Milk,170,0.1,0.1,0.0,0,160,39,0,38,4.0,6,0,10,0,0.0
+frappuccino blended crme,vanilla bean (without whipped cream),Whole Milk,200,3.5,2.0,0.1,10,160,39,0,38,3.0,6,0,10,0,0.0
+frappuccino blended crme,vanilla bean (without whipped cream),Soymilk,180,1.5,0.2,0.0,0,160,37,1,35,3.0,4,0,10,6,0.0
+frappuccino blended crme,vanilla bean (without whipped cream),Grande Nonfat Milk,240,0.1,0.1,0.0,5,230,56,0,55,5.0,8,0,15,0,0.0

requirements.txt

+numpy
+pandas
+matplotlib
+notebook
+seaborn
+scikit-learn