├── recipes
└── aws-lambda-sam
│ ├── sam-ml-predict
│ ├── __init__.py
│ ├── tests
│ │ ├── __init__.py
│ │ └── unit
│ │ │ ├── __init__.py
│ │ │ └── test_handler.py
│ ├── ml_hello_world
│ │ ├── __init__.py
│ │ ├── requirements.txt
│ │ ├── model.joblib
│ │ ├── Dockerfile
│ │ ├── app.py
│ │ ├── mlib.py
│ │ └── htwtmlb.csv
│ ├── payload.json
│ ├── predict-lambda.sh
│ ├── samconfig.toml
│ ├── .aws-sam
│ │ └── build.toml
│ ├── template.yaml
│ ├── events
│ │ └── event.json
│ ├── .gitignore
│ └── README.md
│ └── README.md
├── model.joblib
├── requirements.txt
├── predict.sh
├── run_docker.sh
├── Dockerfile
├── Makefile
├── app.py
├── cli.py
├── .github
└── workflows
│ └── pythonapp.yml
├── utilscli.py
├── test_mlib.py
├── utils
└── resize.sh
├── resize.sh
├── .gitignore
├── mlib.py
├── LICENSE
├── README.md
└── htwtmlb.csv
/recipes/aws-lambda-sam/sam-ml-predict/__init__.py:
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1 |
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/recipes/aws-lambda-sam/sam-ml-predict/tests/__init__.py:
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1 |
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/recipes/aws-lambda-sam/sam-ml-predict/tests/unit/__init__.py:
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1 |
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/recipes/aws-lambda-sam/sam-ml-predict/ml_hello_world/__init__.py:
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1 |
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/recipes/aws-lambda-sam/sam-ml-predict/payload.json:
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1 | {
2 | "Weight": 200
3 | }
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/model.joblib:
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https://raw.githubusercontent.com/noahgift/Python-MLOps-Cookbook/HEAD/model.joblib
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/recipes/aws-lambda-sam/sam-ml-predict/ml_hello_world/requirements.txt:
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1 | requests
2 | scikit-learn==0.24.0
3 | pandas==1.2.3
4 | joblib==1.0.1
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/recipes/aws-lambda-sam/sam-ml-predict/ml_hello_world/model.joblib:
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https://raw.githubusercontent.com/noahgift/Python-MLOps-Cookbook/HEAD/recipes/aws-lambda-sam/sam-ml-predict/ml_hello_world/model.joblib
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/requirements.txt:
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1 | scikit-learn==0.24.0
2 | pandas==1.2.3
3 | pylint==2.7.2
4 | pytest==6.2.2
5 | black==20.8b1
6 | click==7.1.2
7 | Flask==1.1.4
8 | markupsafe==2.0.1
9 | joblib==1.0.1
10 | pytest-cov==2.11.1
11 | requests==2.25.1
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/predict.sh:
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1 | #!/usr/bin/env bash
2 |
3 | PORT=8080
4 | echo "Port: $PORT"
5 |
6 | # POST method predict
7 | curl -d '{
8 | "Weight":200
9 | }'\
10 | -H "Content-Type: application/json" \
11 | -X POST http://localhost:$PORT/predict
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/run_docker.sh:
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1 | #!/usr/bin/env bash
2 |
3 | # Build image
4 | #change tag for new container registery, gcr.io/bob
5 | docker build --tag=noahgift/mlops-cookbook .
6 |
7 | # List docker images
8 | docker image ls
9 |
10 | # Run flask app
11 | docker run -p 127.0.0.1:8080:8080 noahgift/mlops-cookbook
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/recipes/aws-lambda-sam/README.md:
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1 | ## Project Steps
2 |
3 | * Install SAM
4 | * `sam init`
5 | * `sam buid`
6 | * `sam local invoke -e payload.json`
7 | * `sam deploy --guided`
8 |
9 | ### Notes
10 |
11 | If building on Cloud9, probably a good idea to resize using utils/resize.sh.
12 | `utils/resize.sh 30`
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/recipes/aws-lambda-sam/sam-ml-predict/predict-lambda.sh:
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1 | #!/usr/bin/env bash
2 |
3 | # POST method predict. Put your lambda function here
4 | curl -d '{
5 | "Weight":200
6 | }'\
7 | -H "Content-Type: application/json" \
8 | -X POST https://agdarbaa12.execute-api.us-east-1.amazonaws.com/Prod/predict
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/recipes/aws-lambda-sam/sam-ml-predict/ml_hello_world/Dockerfile:
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1 | FROM public.ecr.aws/lambda/python:3.8
2 |
3 | COPY model.joblib mlib.py htwtmlb.csv app.py requirements.txt ./
4 |
5 | RUN python3.8 -m pip install -r requirements.txt -t .
6 |
7 | # Command can be overwritten by providing a different command in the template directly.
8 | CMD ["app.lambda_handler"]
9 |
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/Dockerfile:
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1 | FROM python:3.8.8-slim-buster
2 |
3 | # Working Directory
4 | WORKDIR /app
5 |
6 | # Copy source code to working directory
7 | COPY . app.py /app/
8 |
9 | # Install packages from requirements.txt
10 | # hadolint ignore=DL3013
11 | RUN pip install --no-cache-dir --upgrade pip &&\
12 | pip install --no-cache-dir --trusted-host pypi.python.org -r requirements.txt
13 |
14 | EXPOSE 8080
15 |
16 | ENTRYPOINT [ "python" ]
17 |
18 | CMD [ "app.py" ]
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/recipes/aws-lambda-sam/sam-ml-predict/samconfig.toml:
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1 | version = 0.1
2 | [default]
3 | [default.deploy]
4 | [default.deploy.parameters]
5 | stack_name = "sam-ml-hello"
6 | s3_bucket = "aws-sam-cli-managed-default-samclisourcebucket-1odwjh0m3msn1"
7 | s3_prefix = "sam-ml-hello"
8 | region = "us-east-1"
9 | confirm_changeset = true
10 | capabilities = "CAPABILITY_IAM"
11 | image_repositories = ["HelloWorldMLFunction=561744971673.dkr.ecr.us-east-1.amazonaws.com/sam-ml-hello"]
12 |
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/recipes/aws-lambda-sam/sam-ml-predict/.aws-sam/build.toml:
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1 | # This file is auto generated by SAM CLI build command
2 |
3 | [function_build_definitions]
4 | [function_build_definitions.be87f1c3-ceae-4db0-9f27-0a5e061b4c66]
5 | packagetype = "Image"
6 | functions = ["HelloWorldMLFunction"]
7 |
8 | [function_build_definitions.be87f1c3-ceae-4db0-9f27-0a5e061b4c66.metadata]
9 | Dockerfile = "Dockerfile"
10 | DockerContext = "./ml_hello_world"
11 | DockerTag = "python3.8-v1"
12 |
13 | [layer_build_definitions]
14 |
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/Makefile:
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1 | install:
2 | pip install --upgrade pip &&\
3 | pip install -r requirements.txt
4 |
5 | test:
6 | python -m pytest -vv --cov=cli --cov=mlib --cov=utilscli --cov=app test_mlib.py
7 |
8 | format:
9 | black *.py
10 |
11 | lint:
12 | pylint --disable=R,C,W1203,E1101 mlib cli utilscli
13 | #lint Dockerfile
14 | #docker run --rm -i hadolint/hadolint < Dockerfile
15 |
16 | deploy:
17 | #push to ECR for deploy
18 | aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 561744971673.dkr.ecr.us-east-1.amazonaws.com
19 | docker build -t mlops .
20 | docker tag mlops:latest 561744971673.dkr.ecr.us-east-1.amazonaws.com/mlops:latest
21 | docker push 561744971673.dkr.ecr.us-east-1.amazonaws.com/mlops:latest
22 |
23 | all: install lint test format deploy
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/app.py:
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1 | from flask import Flask, request, jsonify
2 | from flask.logging import create_logger
3 | import logging
4 |
5 | import mlib
6 |
7 | app = Flask(__name__)
8 | LOG = create_logger(app)
9 | LOG.setLevel(logging.INFO)
10 |
11 |
12 | @app.route("/")
13 | def home():
14 | html = f"Predict the Height From Weight of MLB Players. CD
"
15 | return html.format(format)
16 |
17 |
18 | @app.route("/predict", methods=["POST"])
19 | def predict():
20 | """Predicts the Height of MLB Players"""
21 |
22 | json_payload = request.json
23 | LOG.info(f"JSON payload: {json_payload}")
24 | prediction = mlib.predict(json_payload["Weight"])
25 | return jsonify({"prediction": prediction})
26 |
27 |
28 | if __name__ == "__main__":
29 | app.run(host="0.0.0.0", port=8080, debug=True)
30 |
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/cli.py:
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1 | #!/usr/bin/env python
2 | import click
3 | from mlib import predict
4 |
5 | # var=
6 |
7 |
8 | @click.command()
9 | @click.option(
10 | "--weight",
11 | prompt="MLB Player Weight",
12 | help="Pass in the weight of a MLB player to predict the height",
13 | )
14 | def predictcli(weight):
15 | """Predicts Height of an MLB player based on weight"""
16 |
17 | result = predict(weight)
18 | inches = result["height_inches"]
19 | human_readable = result["height_human_readable"]
20 | if int(inches) > 72:
21 | click.echo(click.style(human_readable, bg="green", fg="white"))
22 | else:
23 | click.echo(click.style(human_readable, bg="red", fg="white"))
24 |
25 |
26 | if __name__ == "__main__":
27 | # pylint: disable=no-value-for-parameter
28 | predictcli()
29 |
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/recipes/aws-lambda-sam/sam-ml-predict/ml_hello_world/app.py:
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1 | import json
2 | import mlib
3 |
4 |
5 | def lambda_handler(event, context):
6 | """Sample pure Lambda function"""
7 |
8 | #Toggle Between Lambda function calls and API Gateway Requests
9 | print(f"RAW LAMBDA EVENT BODY: {event}")
10 | if 'body' in event:
11 | event = json.loads(event["body"])
12 | print("API Gateway Request event")
13 | else:
14 | print("Function Request")
15 |
16 | #If the payload is correct predict it
17 | if event and "Weight" in event:
18 | weight = event["Weight"]
19 | prediction = mlib.predict(weight)
20 | print(f"Prediction: {prediction}")
21 | return {
22 | "statusCode": 200,
23 | "body": json.dumps(prediction),
24 | }
25 | else:
26 | payload = {"Message": "Incorrect or Empty Payload"}
27 | return {
28 | "statusCode": 200,
29 | "body": json.dumps(payload),
30 | }
31 |
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/recipes/aws-lambda-sam/sam-ml-predict/template.yaml:
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1 | AWSTemplateFormatVersion: '2010-09-09'
2 | Transform: AWS::Serverless-2016-10-31
3 | Description: >
4 | python3.8
5 |
6 | Sample SAM Template for sam-ml-predict
7 |
8 | Globals:
9 | Function:
10 | Timeout: 3
11 |
12 | Resources:
13 | HelloWorldMLFunction:
14 | Type: AWS::Serverless::Function
15 | Properties:
16 | PackageType: Image
17 | Events:
18 | HelloWorld:
19 | Type: Api
20 | Properties:
21 | Path: /predict
22 | Method: post
23 | Metadata:
24 | Dockerfile: Dockerfile
25 | DockerContext: ./ml_hello_world
26 | DockerTag: python3.8-v1
27 |
28 | Outputs:
29 | HelloWorldMLApi:
30 | Description: "API Gateway endpoint URL for Prod stage for Hello World ML function"
31 | Value: !Sub "https://${ServerlessRestApi}.execute-api.${AWS::Region}.amazonaws.com/Prod/predict/"
32 | HelloWorldMLFunction:
33 | Description: "Hello World ML Predict Lambda Function ARN"
34 | Value: !GetAtt HelloWorldMLFunction.Arn
35 | HelloWorldMLFunctionIamRole:
36 | Description: "Implicit IAM Role created for Hello World ML function"
37 | Value: !GetAtt HelloWorldMLFunctionRole.Arn
38 |
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/.github/workflows/pythonapp.yml:
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1 | name: MLOPs Python Cookbook with Github Actions
2 | on: [push]
3 | jobs:
4 | build:
5 | runs-on: ubuntu-latest
6 | steps:
7 | - uses: actions/checkout@v2
8 | - name: Set up Python 3.8
9 | uses: actions/setup-python@v1
10 | with:
11 | python-version: 3.8
12 | - name: Install dependencies
13 | run: |
14 | make install
15 | - name: Lint with pylint
16 | run: |
17 | make lint
18 | - name: Test with pytest
19 | run: |
20 | make test
21 | - name: Format code
22 | run: |
23 | make format
24 |
25 | build-container:
26 | runs-on: ubuntu-latest
27 | steps:
28 | - uses: actions/checkout@v2
29 | - name: Loging to Github registry
30 | uses: docker/login-action@v1
31 | with:
32 | registry: ghcr.io
33 | username: ${{ github.repository_owner }}
34 | password: ${{ secrets.BUILDCONTAINERS }}
35 | - name: build flask app
36 | uses: docker/build-push-action@v2
37 | with:
38 | context: ./
39 | #tags: alfredodeza/flask-roberta:latest
40 | tags: ghcr.io/noahgift/python-mlops-cookbook:latest
41 | push: true
42 |
43 |
44 |
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/utilscli.py:
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1 | #!/usr/bin/env python
2 | import click
3 | import mlib
4 | import requests
5 |
6 |
7 | @click.group()
8 | @click.version_option("1.0")
9 | def cli():
10 | """Machine Learning Utility Belt"""
11 |
12 |
13 | @cli.command("retrain")
14 | @click.option("--tsize", default=0.1, help="Test Size")
15 | def retrain(tsize):
16 | """Retrain Model
17 |
18 | You may want to extend this with more options, such as setting model_name
19 | """
20 |
21 | click.echo(click.style("Retraining Model", bg="green", fg="white"))
22 | accuracy, model_name = mlib.retrain(tsize=tsize)
23 | click.echo(
24 | click.style(f"Retrained Model Accuracy: {accuracy}", bg="blue", fg="white")
25 | )
26 | click.echo(click.style(f"Retrained Model Name: {model_name}", bg="red", fg="white"))
27 |
28 |
29 | @cli.command("predict")
30 | @click.option("--weight", default=225, help="Weight to Pass In")
31 | @click.option("--host", default="http://localhost:8080/predict", help="Host to query")
32 | def mkrequest(weight, host):
33 | """Sends prediction to ML Endpoint"""
34 |
35 | click.echo(
36 | click.style(
37 | f"Querying host {host} with weight: {weight}", bg="green", fg="white"
38 | )
39 | )
40 | payload = {"Weight": weight}
41 | result = requests.post(url=host, json=payload)
42 | click.echo(click.style(f"result: {result.text}", bg="red", fg="white"))
43 |
44 |
45 | if __name__ == "__main__":
46 | cli()
47 |
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/test_mlib.py:
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1 | from mlib import format_input, scale_input, height_human
2 | import numpy as np
3 | import pytest
4 | from click.testing import CliRunner
5 | from cli import predictcli
6 | import utilscli
7 | from app import app as flask_app
8 |
9 |
10 | @pytest.fixture
11 | def test_array():
12 | val = np.array(1)
13 | feature = val.reshape(-1, 1)
14 | return feature
15 |
16 | @pytest.fixture
17 | def app():
18 | yield flask_app
19 |
20 |
21 | @pytest.fixture
22 | def client(app):
23 | return app.test_client()
24 |
25 |
26 | def test_format_input(test_array):
27 | assert test_array.shape == format_input(2).shape
28 |
29 |
30 | def test_scale_input(test_array):
31 | assert int(scale_input(test_array)) == int(np.array([[-9.56513601]]))
32 |
33 |
34 | def test_height_human():
35 | assert "6 foot, 1 inches" == height_human(73.4)
36 | assert "5 foot, 11 inches" == height_human(71.1)
37 |
38 |
39 | def test_clisearch():
40 | runner = CliRunner()
41 | result = runner.invoke(predictcli, ["--weight", "180"])
42 | assert result.exit_code == 0
43 | assert "6 foot, 0 inches" in result.output
44 |
45 |
46 | def test_retrain():
47 | runner = CliRunner()
48 | result = runner.invoke(utilscli.cli, ["--version"])
49 | assert result.exit_code == 0
50 |
51 |
52 | # Smoke test Flask
53 | def test_index(app, client):
54 | res = client.get('/')
55 | assert res.status_code == 200
56 | expected = "Predict the Height From Weight of MLB Players"
57 | assert expected in res.get_data(as_text=True)
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/utils/resize.sh:
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1 | #!/bin/bash
2 |
3 | # Specify the desired volume size in GiB as a command line argument. If not specified, default to 20 GiB.
4 | SIZE=${1:-20}
5 |
6 | # Get the ID of the environment host Amazon EC2 instance.
7 | INSTANCEID=$(curl http://169.254.169.254/latest/meta-data/instance-id)
8 |
9 | # Get the ID of the Amazon EBS volume associated with the instance.
10 | VOLUMEID=$(aws ec2 describe-instances \
11 | --instance-id $INSTANCEID \
12 | --query "Reservations[0].Instances[0].BlockDeviceMappings[0].Ebs.VolumeId" \
13 | --output text)
14 |
15 | # Resize the EBS volume.
16 | aws ec2 modify-volume --volume-id $VOLUMEID --size $SIZE
17 |
18 | # Wait for the resize to finish.
19 | while [ \
20 | "$(aws ec2 describe-volumes-modifications \
21 | --volume-id $VOLUMEID \
22 | --filters Name=modification-state,Values="optimizing","completed" \
23 | --query "length(VolumesModifications)"\
24 | --output text)" != "1" ]; do
25 | sleep 1
26 | done
27 |
28 | #Check if we're on an NVMe filesystem
29 | if [ $(readlink -f /dev/xvda) = "/dev/xvda" ]
30 | then
31 | # Rewrite the partition table so that the partition takes up all the space that it can.
32 | sudo growpart /dev/xvda 1
33 |
34 | # Expand the size of the file system.
35 | # Check if we are on AL2
36 | STR=$(cat /etc/os-release)
37 | SUB="VERSION_ID=\"2\""
38 | if [[ "$STR" == *"$SUB"* ]]
39 | then
40 | sudo xfs_growfs -d /
41 | else
42 | sudo resize2fs /dev/xvda1
43 | fi
44 |
45 | else
46 | # Rewrite the partition table so that the partition takes up all the space that it can.
47 | sudo growpart /dev/nvme0n1 1
48 |
49 | # Expand the size of the file system.
50 | # Check if we're on AL2
51 | STR=$(cat /etc/os-release)
52 | SUB="VERSION_ID=\"2\""
53 | if [[ "$STR" == *"$SUB"* ]]
54 | then
55 | sudo xfs_growfs -d /
56 | else
57 | sudo resize2fs /dev/nvme0n1p1
58 | fi
59 | fi
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/resize.sh:
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1 | #!/bin/bash
2 |
3 | # Specify the desired volume size in GiB as a command line argument. If not specified, default to 20 GiB.
4 | SIZE=${1:-20}
5 |
6 | # Get the ID of the environment host Amazon EC2 instance.
7 | INSTANCEID=$(curl http://169.254.169.254/latest/meta-data/instance-id)
8 | REGION=$(curl -s http://169.254.169.254/latest/meta-data/placement/availability-zone | sed 's/\(.*\)[a-z]/\1/')
9 |
10 | # Get the ID of the Amazon EBS volume associated with the instance.
11 | VOLUMEID=$(aws ec2 describe-instances \
12 | --instance-id $INSTANCEID \
13 | --query "Reservations[0].Instances[0].BlockDeviceMappings[0].Ebs.VolumeId" \
14 | --output text \
15 | --region $REGION)
16 |
17 | # Resize the EBS volume.
18 | aws ec2 modify-volume --volume-id $VOLUMEID --size $SIZE
19 |
20 | # Wait for the resize to finish.
21 | while [ \
22 | "$(aws ec2 describe-volumes-modifications \
23 | --volume-id $VOLUMEID \
24 | --filters Name=modification-state,Values="optimizing","completed" \
25 | --query "length(VolumesModifications)"\
26 | --output text)" != "1" ]; do
27 | sleep 1
28 | done
29 |
30 | #Check if we're on an NVMe filesystem
31 | if [[ -e "/dev/xvda" && $(readlink -f /dev/xvda) = "/dev/xvda" ]]
32 | then
33 | # Rewrite the partition table so that the partition takes up all the space that it can.
34 | sudo growpart /dev/xvda 1
35 |
36 | # Expand the size of the file system.
37 | # Check if we're on AL2
38 | STR=$(cat /etc/os-release)
39 | SUB="VERSION_ID=\"2\""
40 | if [[ "$STR" == *"$SUB"* ]]
41 | then
42 | sudo xfs_growfs -d /
43 | else
44 | sudo resize2fs /dev/xvda1
45 | fi
46 |
47 | else
48 | # Rewrite the partition table so that the partition takes up all the space that it can.
49 | sudo growpart /dev/nvme0n1 1
50 |
51 | # Expand the size of the file system.
52 | # Check if we're on AL2
53 | STR=$(cat /etc/os-release)
54 | SUB="VERSION_ID=\"2\""
55 | if [[ "$STR" == *"$SUB"* ]]
56 | then
57 | sudo xfs_growfs -d /
58 | else
59 | sudo resize2fs /dev/nvme0n1p1
60 | fi
61 | fi
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/recipes/aws-lambda-sam/sam-ml-predict/events/event.json:
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1 | {
2 | "body": "{\"message\": \"hello world\"}",
3 | "resource": "/{proxy+}",
4 | "path": "/path/to/resource",
5 | "httpMethod": "POST",
6 | "isBase64Encoded": false,
7 | "queryStringParameters": {
8 | "foo": "bar"
9 | },
10 | "pathParameters": {
11 | "proxy": "/path/to/resource"
12 | },
13 | "stageVariables": {
14 | "baz": "qux"
15 | },
16 | "headers": {
17 | "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,*/*;q=0.8",
18 | "Accept-Encoding": "gzip, deflate, sdch",
19 | "Accept-Language": "en-US,en;q=0.8",
20 | "Cache-Control": "max-age=0",
21 | "CloudFront-Forwarded-Proto": "https",
22 | "CloudFront-Is-Desktop-Viewer": "true",
23 | "CloudFront-Is-Mobile-Viewer": "false",
24 | "CloudFront-Is-SmartTV-Viewer": "false",
25 | "CloudFront-Is-Tablet-Viewer": "false",
26 | "CloudFront-Viewer-Country": "US",
27 | "Host": "1234567890.execute-api.us-east-1.amazonaws.com",
28 | "Upgrade-Insecure-Requests": "1",
29 | "User-Agent": "Custom User Agent String",
30 | "Via": "1.1 08f323deadbeefa7af34d5feb414ce27.cloudfront.net (CloudFront)",
31 | "X-Amz-Cf-Id": "cDehVQoZnx43VYQb9j2-nvCh-9z396Uhbp027Y2JvkCPNLmGJHqlaA==",
32 | "X-Forwarded-For": "127.0.0.1, 127.0.0.2",
33 | "X-Forwarded-Port": "443",
34 | "X-Forwarded-Proto": "https"
35 | },
36 | "requestContext": {
37 | "accountId": "123456789012",
38 | "resourceId": "123456",
39 | "stage": "prod",
40 | "requestId": "c6af9ac6-7b61-11e6-9a41-93e8deadbeef",
41 | "requestTime": "09/Apr/2015:12:34:56 +0000",
42 | "requestTimeEpoch": 1428582896000,
43 | "identity": {
44 | "cognitoIdentityPoolId": null,
45 | "accountId": null,
46 | "cognitoIdentityId": null,
47 | "caller": null,
48 | "accessKey": null,
49 | "sourceIp": "127.0.0.1",
50 | "cognitoAuthenticationType": null,
51 | "cognitoAuthenticationProvider": null,
52 | "userArn": null,
53 | "userAgent": "Custom User Agent String",
54 | "user": null
55 | },
56 | "path": "/prod/path/to/resource",
57 | "resourcePath": "/{proxy+}",
58 | "httpMethod": "POST",
59 | "apiId": "1234567890",
60 | "protocol": "HTTP/1.1"
61 | }
62 | }
63 |
--------------------------------------------------------------------------------
/.gitignore:
--------------------------------------------------------------------------------
1 | # Byte-compiled / optimized / DLL files
2 | __pycache__/
3 | *.py[cod]
4 | *$py.class
5 |
6 | # C extensions
7 | *.so
8 |
9 | # Distribution / packaging
10 | .Python
11 | build/
12 | develop-eggs/
13 | dist/
14 | downloads/
15 | eggs/
16 | .eggs/
17 | lib/
18 | lib64/
19 | parts/
20 | sdist/
21 | var/
22 | wheels/
23 | pip-wheel-metadata/
24 | share/python-wheels/
25 | *.egg-info/
26 | .installed.cfg
27 | *.egg
28 | MANIFEST
29 |
30 | # PyInstaller
31 | # Usually these files are written by a python script from a template
32 | # before PyInstaller builds the exe, so as to inject date/other infos into it.
33 | *.manifest
34 | *.spec
35 |
36 | # Installer logs
37 | pip-log.txt
38 | pip-delete-this-directory.txt
39 |
40 | # Unit test / coverage reports
41 | htmlcov/
42 | .tox/
43 | .nox/
44 | .coverage
45 | .coverage.*
46 | .cache
47 | nosetests.xml
48 | coverage.xml
49 | *.cover
50 | *.py,cover
51 | .hypothesis/
52 | .pytest_cache/
53 |
54 | # Translations
55 | *.mo
56 | *.pot
57 |
58 | # Django stuff:
59 | *.log
60 | local_settings.py
61 | db.sqlite3
62 | db.sqlite3-journal
63 |
64 | # Flask stuff:
65 | instance/
66 | .webassets-cache
67 |
68 | # Scrapy stuff:
69 | .scrapy
70 |
71 | # Sphinx documentation
72 | docs/_build/
73 |
74 | # PyBuilder
75 | target/
76 |
77 | # Jupyter Notebook
78 | .ipynb_checkpoints
79 |
80 | # IPython
81 | profile_default/
82 | ipython_config.py
83 |
84 | # pyenv
85 | .python-version
86 |
87 | # pipenv
88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies
90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not
91 | # install all needed dependencies.
92 | #Pipfile.lock
93 |
94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow
95 | __pypackages__/
96 |
97 | # Celery stuff
98 | celerybeat-schedule
99 | celerybeat.pid
100 |
101 | # SageMath parsed files
102 | *.sage.py
103 |
104 | # Environments
105 | .env
106 | .venv
107 | env/
108 | venv/
109 | ENV/
110 | env.bak/
111 | venv.bak/
112 |
113 | # Spyder project settings
114 | .spyderproject
115 | .spyproject
116 |
117 | # Rope project settings
118 | .ropeproject
119 |
120 | # mkdocs documentation
121 | /site
122 |
123 | # mypy
124 | .mypy_cache/
125 | .dmypy.json
126 | dmypy.json
127 |
128 | # Pyre type checker
129 | .pyre/
130 |
--------------------------------------------------------------------------------
/recipes/aws-lambda-sam/sam-ml-predict/tests/unit/test_handler.py:
--------------------------------------------------------------------------------
1 | import json
2 |
3 | import pytest
4 |
5 | from hello_world import app
6 |
7 |
8 | @pytest.fixture()
9 | def apigw_event():
10 | """ Generates API GW Event"""
11 |
12 | return {
13 | "body": '{ "test": "body"}',
14 | "resource": "/{proxy+}",
15 | "requestContext": {
16 | "resourceId": "123456",
17 | "apiId": "1234567890",
18 | "resourcePath": "/{proxy+}",
19 | "httpMethod": "POST",
20 | "requestId": "c6af9ac6-7b61-11e6-9a41-93e8deadbeef",
21 | "accountId": "123456789012",
22 | "identity": {
23 | "apiKey": "",
24 | "userArn": "",
25 | "cognitoAuthenticationType": "",
26 | "caller": "",
27 | "userAgent": "Custom User Agent String",
28 | "user": "",
29 | "cognitoIdentityPoolId": "",
30 | "cognitoIdentityId": "",
31 | "cognitoAuthenticationProvider": "",
32 | "sourceIp": "127.0.0.1",
33 | "accountId": "",
34 | },
35 | "stage": "prod",
36 | },
37 | "queryStringParameters": {"foo": "bar"},
38 | "headers": {
39 | "Via": "1.1 08f323deadbeefa7af34d5feb414ce27.cloudfront.net (CloudFront)",
40 | "Accept-Language": "en-US,en;q=0.8",
41 | "CloudFront-Is-Desktop-Viewer": "true",
42 | "CloudFront-Is-SmartTV-Viewer": "false",
43 | "CloudFront-Is-Mobile-Viewer": "false",
44 | "X-Forwarded-For": "127.0.0.1, 127.0.0.2",
45 | "CloudFront-Viewer-Country": "US",
46 | "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,*/*;q=0.8",
47 | "Upgrade-Insecure-Requests": "1",
48 | "X-Forwarded-Port": "443",
49 | "Host": "1234567890.execute-api.us-east-1.amazonaws.com",
50 | "X-Forwarded-Proto": "https",
51 | "X-Amz-Cf-Id": "aaaaaaaaaae3VYQb9jd-nvCd-de396Uhbp027Y2JvkCPNLmGJHqlaA==",
52 | "CloudFront-Is-Tablet-Viewer": "false",
53 | "Cache-Control": "max-age=0",
54 | "User-Agent": "Custom User Agent String",
55 | "CloudFront-Forwarded-Proto": "https",
56 | "Accept-Encoding": "gzip, deflate, sdch",
57 | },
58 | "pathParameters": {"proxy": "/examplepath"},
59 | "httpMethod": "POST",
60 | "stageVariables": {"baz": "qux"},
61 | "path": "/examplepath",
62 | }
63 |
64 |
65 | def test_lambda_handler(apigw_event, mocker):
66 |
67 | ret = app.lambda_handler(apigw_event, "")
68 | data = json.loads(ret["body"])
69 |
70 | assert ret["statusCode"] == 200
71 | assert "message" in ret["body"]
72 | assert data["message"] == "hello world"
73 |
--------------------------------------------------------------------------------
/mlib.py:
--------------------------------------------------------------------------------
1 | """MLOps Library"""
2 |
3 | import numpy as np
4 | import pandas as pd
5 | from sklearn.linear_model import Ridge
6 | import joblib
7 | from sklearn.preprocessing import StandardScaler
8 | from sklearn.model_selection import train_test_split
9 | import logging
10 |
11 | logging.basicConfig(level=logging.INFO)
12 |
13 | import warnings
14 |
15 | warnings.filterwarnings("ignore", category=UserWarning)
16 |
17 |
18 | def load_model(model="model.joblib"):
19 | """Grabs model from disk"""
20 |
21 | clf = joblib.load(model)
22 | return clf
23 |
24 |
25 | def data():
26 | df = pd.read_csv("htwtmlb.csv")
27 | return df
28 |
29 |
30 | def retrain(tsize=0.1, model_name="model.joblib"):
31 | """Retrains the model
32 |
33 | See this notebook: Baseball_Predictions_Export_Model.ipynb
34 | """
35 | df = data()
36 | y = df["Height"].values # Target
37 | y = y.reshape(-1, 1)
38 | X = df["Weight"].values # Feature(s)
39 | X = X.reshape(-1, 1)
40 | scaler = StandardScaler()
41 | X_scaler = scaler.fit(X)
42 | X = X_scaler.transform(X)
43 | y_scaler = scaler.fit(y)
44 | y = y_scaler.transform(y)
45 | X_train, X_test, y_train, y_test = train_test_split(
46 | X, y, test_size=tsize, random_state=3
47 | )
48 | clf = Ridge()
49 | model = clf.fit(X_train, y_train)
50 | accuracy = model.score(X_test, y_test)
51 | logging.debug(f"Model Accuracy: {accuracy}")
52 | joblib.dump(model, model_name)
53 | return accuracy, model_name
54 |
55 |
56 | def format_input(x):
57 | """Takes int and converts to numpy array"""
58 |
59 | val = np.array(x)
60 | feature = val.reshape(-1, 1)
61 | return feature
62 |
63 |
64 | def scale_input(val):
65 | """Scales input to training feature values"""
66 |
67 | df = data()
68 | features = df["Weight"].values
69 | features = features.reshape(-1, 1)
70 | input_scaler = StandardScaler().fit(features)
71 | scaled_input = input_scaler.transform(val)
72 | return scaled_input
73 |
74 |
75 | def scale_target(target):
76 | """Scales Target 'y' Value"""
77 |
78 | df = data()
79 | y = df["Height"].values # Target
80 | y = y.reshape(-1, 1) # Reshape
81 | scaler = StandardScaler()
82 | y_scaler = scaler.fit(y)
83 | scaled_target = y_scaler.inverse_transform(target)
84 | return scaled_target
85 |
86 |
87 | def height_human(float_inches):
88 | """Takes float inches and converts to human height in ft/inches"""
89 |
90 | feet = int(round(float_inches / 12, 2)) # round down
91 | inches_left = round(float_inches - feet * 12)
92 | result = f"{feet} foot, {inches_left} inches"
93 | return result
94 |
95 |
96 | def human_readable_payload(predict_value):
97 | """Takes numpy array and returns back human readable dictionary"""
98 |
99 | height_inches = float(np.round(predict_value, 2))
100 | result = {
101 | "height_inches": height_inches,
102 | "height_human_readable": height_human(height_inches),
103 | }
104 | return result
105 |
106 |
107 | def predict(weight):
108 | """Takes weight and predicts height"""
109 |
110 | clf = load_model() # loadmodel
111 | np_array_weight = format_input(weight)
112 | scaled_input_result = scale_input(np_array_weight) # scale feature input
113 | scaled_height_prediction = clf.predict(scaled_input_result) # scaled prediction
114 | height_predict = scale_target(scaled_height_prediction)
115 | payload = human_readable_payload(height_predict)
116 | predict_log_data = {
117 | "weight": weight,
118 | "scaled_input_result": scaled_input_result,
119 | "scaled_height_prediction": scaled_height_prediction,
120 | "height_predict": height_predict,
121 | "human_readable_payload": payload,
122 | }
123 | logging.debug(f"Prediction: {predict_log_data}")
124 | return payload
125 |
--------------------------------------------------------------------------------
/recipes/aws-lambda-sam/sam-ml-predict/ml_hello_world/mlib.py:
--------------------------------------------------------------------------------
1 | """MLOps Library"""
2 |
3 | import numpy as np
4 | import pandas as pd
5 | from sklearn.linear_model import Ridge
6 | import joblib
7 | from sklearn.preprocessing import StandardScaler
8 | from sklearn.model_selection import train_test_split
9 | import logging
10 |
11 | logging.basicConfig(level=logging.INFO)
12 |
13 | import warnings
14 |
15 | warnings.filterwarnings("ignore", category=UserWarning)
16 |
17 |
18 | def load_model(model="model.joblib"):
19 | """Grabs model from disk"""
20 |
21 | clf = joblib.load(model)
22 | return clf
23 |
24 |
25 | def data():
26 | df = pd.read_csv("htwtmlb.csv")
27 | return df
28 |
29 |
30 | def retrain(tsize=0.1, model_name="model.joblib"):
31 | """Retrains the model
32 |
33 | See this notebook: Baseball_Predictions_Export_Model.ipynb
34 | """
35 | df = data()
36 | y = df["Height"].values # Target
37 | y = y.reshape(-1, 1)
38 | X = df["Weight"].values # Feature(s)
39 | X = X.reshape(-1, 1)
40 | scaler = StandardScaler()
41 | X_scaler = scaler.fit(X)
42 | X = X_scaler.transform(X)
43 | y_scaler = scaler.fit(y)
44 | y = y_scaler.transform(y)
45 | X_train, X_test, y_train, y_test = train_test_split(
46 | X, y, test_size=tsize, random_state=3
47 | )
48 | clf = Ridge()
49 | model = clf.fit(X_train, y_train)
50 | accuracy = model.score(X_test, y_test)
51 | logging.debug(f"Model Accuracy: {accuracy}")
52 | joblib.dump(model, model_name)
53 | return accuracy, model_name
54 |
55 |
56 | def format_input(x):
57 | """Takes int and converts to numpy array"""
58 |
59 | val = np.array(x)
60 | feature = val.reshape(-1, 1)
61 | return feature
62 |
63 |
64 | def scale_input(val):
65 | """Scales input to training feature values"""
66 |
67 | df = data()
68 | features = df["Weight"].values
69 | features = features.reshape(-1, 1)
70 | input_scaler = StandardScaler().fit(features)
71 | scaled_input = input_scaler.transform(val)
72 | return scaled_input
73 |
74 |
75 | def scale_target(target):
76 | """Scales Target 'y' Value"""
77 |
78 | df = data()
79 | y = df["Height"].values # Target
80 | y = y.reshape(-1, 1) # Reshape
81 | scaler = StandardScaler()
82 | y_scaler = scaler.fit(y)
83 | scaled_target = y_scaler.inverse_transform(target)
84 | return scaled_target
85 |
86 |
87 | def height_human(float_inches):
88 | """Takes float inches and converts to human height in ft/inches"""
89 |
90 | feet = int(round(float_inches / 12, 2)) # round down
91 | inches_left = round(float_inches - feet * 12)
92 | result = f"{feet} foot, {inches_left} inches"
93 | return result
94 |
95 |
96 | def human_readable_payload(predict_value):
97 | """Takes numpy array and returns back human readable dictionary"""
98 |
99 | height_inches = float(np.round(predict_value, 2))
100 | result = {
101 | "height_inches": height_inches,
102 | "height_human_readable": height_human(height_inches),
103 | }
104 | return result
105 |
106 |
107 | def predict(weight):
108 | """Takes weight and predicts height"""
109 |
110 | clf = load_model() # loadmodel
111 | np_array_weight = format_input(weight)
112 | scaled_input_result = scale_input(np_array_weight) # scale feature input
113 | scaled_height_prediction = clf.predict(scaled_input_result) # scaled prediction
114 | height_predict = scale_target(scaled_height_prediction)
115 | payload = human_readable_payload(height_predict)
116 | predict_log_data = {
117 | "weight": weight,
118 | "scaled_input_result": scaled_input_result,
119 | "scaled_height_prediction": scaled_height_prediction,
120 | "height_predict": height_predict,
121 | "human_readable_payload": payload,
122 | }
123 | logging.debug(f"Prediction: {predict_log_data}")
124 | return payload
125 |
--------------------------------------------------------------------------------
/recipes/aws-lambda-sam/sam-ml-predict/.gitignore:
--------------------------------------------------------------------------------
1 |
2 | # Created by https://www.gitignore.io/api/osx,linux,python,windows,pycharm,visualstudiocode
3 |
4 | ### Linux ###
5 | *~
6 |
7 | # temporary files which can be created if a process still has a handle open of a deleted file
8 | .fuse_hidden*
9 |
10 | # KDE directory preferences
11 | .directory
12 |
13 | # Linux trash folder which might appear on any partition or disk
14 | .Trash-*
15 |
16 | # .nfs files are created when an open file is removed but is still being accessed
17 | .nfs*
18 |
19 | ### OSX ###
20 | *.DS_Store
21 | .AppleDouble
22 | .LSOverride
23 |
24 | # Icon must end with two \r
25 | Icon
26 |
27 | # Thumbnails
28 | ._*
29 |
30 | # Files that might appear in the root of a volume
31 | .DocumentRevisions-V100
32 | .fseventsd
33 | .Spotlight-V100
34 | .TemporaryItems
35 | .Trashes
36 | .VolumeIcon.icns
37 | .com.apple.timemachine.donotpresent
38 |
39 | # Directories potentially created on remote AFP share
40 | .AppleDB
41 | .AppleDesktop
42 | Network Trash Folder
43 | Temporary Items
44 | .apdisk
45 |
46 | ### PyCharm ###
47 | # Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio and Webstorm
48 | # Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
49 |
50 | # User-specific stuff:
51 | .idea/**/workspace.xml
52 | .idea/**/tasks.xml
53 | .idea/dictionaries
54 |
55 | # Sensitive or high-churn files:
56 | .idea/**/dataSources/
57 | .idea/**/dataSources.ids
58 | .idea/**/dataSources.xml
59 | .idea/**/dataSources.local.xml
60 | .idea/**/sqlDataSources.xml
61 | .idea/**/dynamic.xml
62 | .idea/**/uiDesigner.xml
63 |
64 | # Gradle:
65 | .idea/**/gradle.xml
66 | .idea/**/libraries
67 |
68 | # CMake
69 | cmake-build-debug/
70 |
71 | # Mongo Explorer plugin:
72 | .idea/**/mongoSettings.xml
73 |
74 | ## File-based project format:
75 | *.iws
76 |
77 | ## Plugin-specific files:
78 |
79 | # IntelliJ
80 | /out/
81 |
82 | # mpeltonen/sbt-idea plugin
83 | .idea_modules/
84 |
85 | # JIRA plugin
86 | atlassian-ide-plugin.xml
87 |
88 | # Cursive Clojure plugin
89 | .idea/replstate.xml
90 |
91 | # Ruby plugin and RubyMine
92 | /.rakeTasks
93 |
94 | # Crashlytics plugin (for Android Studio and IntelliJ)
95 | com_crashlytics_export_strings.xml
96 | crashlytics.properties
97 | crashlytics-build.properties
98 | fabric.properties
99 |
100 | ### PyCharm Patch ###
101 | # Comment Reason: https://github.com/joeblau/gitignore.io/issues/186#issuecomment-215987721
102 |
103 | # *.iml
104 | # modules.xml
105 | # .idea/misc.xml
106 | # *.ipr
107 |
108 | # Sonarlint plugin
109 | .idea/sonarlint
110 |
111 | ### Python ###
112 | # Byte-compiled / optimized / DLL files
113 | __pycache__/
114 | *.py[cod]
115 | *$py.class
116 |
117 | # C extensions
118 | *.so
119 |
120 | # Distribution / packaging
121 | .Python
122 | build/
123 | develop-eggs/
124 | dist/
125 | downloads/
126 | eggs/
127 | .eggs/
128 | lib/
129 | lib64/
130 | parts/
131 | sdist/
132 | var/
133 | wheels/
134 | *.egg-info/
135 | .installed.cfg
136 | *.egg
137 |
138 | # PyInstaller
139 | # Usually these files are written by a python script from a template
140 | # before PyInstaller builds the exe, so as to inject date/other infos into it.
141 | *.manifest
142 | *.spec
143 |
144 | # Installer logs
145 | pip-log.txt
146 | pip-delete-this-directory.txt
147 |
148 | # Unit test / coverage reports
149 | htmlcov/
150 | .tox/
151 | .coverage
152 | .coverage.*
153 | .cache
154 | .pytest_cache/
155 | nosetests.xml
156 | coverage.xml
157 | *.cover
158 | .hypothesis/
159 |
160 | # Translations
161 | *.mo
162 | *.pot
163 |
164 | # Flask stuff:
165 | instance/
166 | .webassets-cache
167 |
168 | # Scrapy stuff:
169 | .scrapy
170 |
171 | # Sphinx documentation
172 | docs/_build/
173 |
174 | # PyBuilder
175 | target/
176 |
177 | # Jupyter Notebook
178 | .ipynb_checkpoints
179 |
180 | # pyenv
181 | .python-version
182 |
183 | # celery beat schedule file
184 | celerybeat-schedule.*
185 |
186 | # SageMath parsed files
187 | *.sage.py
188 |
189 | # Environments
190 | .env
191 | .venv
192 | env/
193 | venv/
194 | ENV/
195 | env.bak/
196 | venv.bak/
197 |
198 | # Spyder project settings
199 | .spyderproject
200 | .spyproject
201 |
202 | # Rope project settings
203 | .ropeproject
204 |
205 | # mkdocs documentation
206 | /site
207 |
208 | # mypy
209 | .mypy_cache/
210 |
211 | ### VisualStudioCode ###
212 | .vscode/*
213 | !.vscode/settings.json
214 | !.vscode/tasks.json
215 | !.vscode/launch.json
216 | !.vscode/extensions.json
217 | .history
218 |
219 | ### Windows ###
220 | # Windows thumbnail cache files
221 | Thumbs.db
222 | ehthumbs.db
223 | ehthumbs_vista.db
224 |
225 | # Folder config file
226 | Desktop.ini
227 |
228 | # Recycle Bin used on file shares
229 | $RECYCLE.BIN/
230 |
231 | # Windows Installer files
232 | *.cab
233 | *.msi
234 | *.msm
235 | *.msp
236 |
237 | # Windows shortcuts
238 | *.lnk
239 |
240 | # Build folder
241 |
242 | */build/*
243 |
244 | # End of https://www.gitignore.io/api/osx,linux,python,windows,pycharm,visualstudiocode
--------------------------------------------------------------------------------
/recipes/aws-lambda-sam/sam-ml-predict/README.md:
--------------------------------------------------------------------------------
1 | # sam-ml-predict
2 |
3 | This project contains source code and supporting files for a serverless application that you can deploy with the SAM CLI. It includes the following files and folders.
4 |
5 | - hello_world - Code for the application's Lambda function and Project Dockerfile.
6 | - events - Invocation events that you can use to invoke the function.
7 | - tests - Unit tests for the application code.
8 | - template.yaml - A template that defines the application's AWS resources.
9 |
10 | The application uses several AWS resources, including Lambda functions and an API Gateway API. These resources are defined in the `template.yaml` file in this project. You can update the template to add AWS resources through the same deployment process that updates your application code.
11 |
12 | ## Deploy the sample application
13 |
14 | The Serverless Application Model Command Line Interface (SAM CLI) is an extension of the AWS CLI that adds functionality for building and testing Lambda applications. It uses Docker to run your functions in an Amazon Linux environment that matches Lambda. It can also emulate your application's build environment and API.
15 |
16 | To use the SAM CLI, you need the following tools.
17 |
18 | * SAM CLI - [Install the SAM CLI](https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/serverless-sam-cli-install.html)
19 | * Docker - [Install Docker community edition](https://hub.docker.com/search/?type=edition&offering=community)
20 |
21 | You may need the following for local testing.
22 | * [Python 3 installed](https://www.python.org/downloads/)
23 |
24 | To build and deploy your application for the first time, run the following in your shell:
25 |
26 | ```bash
27 | sam build
28 | sam deploy --guided
29 | ```
30 |
31 | The first command will build a docker image from a Dockerfile and then copy the source of your application inside the Docker image. The second command will package and deploy your application to AWS, with a series of prompts:
32 |
33 | * **Stack Name**: The name of the stack to deploy to CloudFormation. This should be unique to your account and region, and a good starting point would be something matching your project name.
34 | * **AWS Region**: The AWS region you want to deploy your app to.
35 | * **Confirm changes before deploy**: If set to yes, any change sets will be shown to you before execution for manual review. If set to no, the AWS SAM CLI will automatically deploy application changes.
36 | * **Allow SAM CLI IAM role creation**: Many AWS SAM templates, including this example, create AWS IAM roles required for the AWS Lambda function(s) included to access AWS services. By default, these are scoped down to minimum required permissions. To deploy an AWS CloudFormation stack which creates or modified IAM roles, the `CAPABILITY_IAM` value for `capabilities` must be provided. If permission isn't provided through this prompt, to deploy this example you must explicitly pass `--capabilities CAPABILITY_IAM` to the `sam deploy` command.
37 | * **Save arguments to samconfig.toml**: If set to yes, your choices will be saved to a configuration file inside the project, so that in the future you can just re-run `sam deploy` without parameters to deploy changes to your application.
38 |
39 | You can find your API Gateway Endpoint URL in the output values displayed after deployment.
40 |
41 | ## Use the SAM CLI to build and test locally
42 |
43 | Build your application with the `sam build` command.
44 |
45 | ```bash
46 | sam-ml-predict$ sam build
47 | ```
48 |
49 | The SAM CLI builds a docker image from a Dockerfile and then installs dependencies defined in `hello_world/requirements.txt` inside the docker image. The processed template file is saved in the `.aws-sam/build` folder.
50 |
51 | Test a single function by invoking it directly with a test event. An event is a JSON document that represents the input that the function receives from the event source. Test events are included in the `events` folder in this project.
52 |
53 | Run functions locally and invoke them with the `sam local invoke` command.
54 |
55 | ```bash
56 | sam-ml-predict$ sam local invoke HelloWorldMLFunction --event events/event.json
57 | ```
58 |
59 | The SAM CLI can also emulate your application's API. Use the `sam local start-api` to run the API locally on port 3000.
60 |
61 | ```bash
62 | sam-ml-predict$ sam local start-api
63 | sam-ml-predict$ curl http://localhost:3000/
64 | ```
65 |
66 | The SAM CLI reads the application template to determine the API's routes and the functions that they invoke. The `Events` property on each function's definition includes the route and method for each path.
67 |
68 | ```yaml
69 | Events:
70 | HelloWorld:
71 | Type: Api
72 | Properties:
73 | Path: /hello
74 | Method: get
75 | ```
76 |
77 | ## Add a resource to your application
78 | The application template uses AWS Serverless Application Model (AWS SAM) to define application resources. AWS SAM is an extension of AWS CloudFormation with a simpler syntax for configuring common serverless application resources such as functions, triggers, and APIs. For resources not included in [the SAM specification](https://github.com/awslabs/serverless-application-model/blob/master/versions/2016-10-31.md), you can use standard [AWS CloudFormation](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-template-resource-type-ref.html) resource types.
79 |
80 | ## Fetch, tail, and filter Lambda function logs
81 |
82 | To simplify troubleshooting, SAM CLI has a command called `sam logs`. `sam logs` lets you fetch logs generated by your deployed Lambda function from the command line. In addition to printing the logs on the terminal, this command has several nifty features to help you quickly find the bug.
83 |
84 | `NOTE`: This command works for all AWS Lambda functions; not just the ones you deploy using SAM.
85 |
86 | ```bash
87 | sam-ml-predict$ sam logs -n HelloWorldFunction --stack-name sam-ml-predict --tail
88 | ```
89 |
90 | You can find more information and examples about filtering Lambda function logs in the [SAM CLI Documentation](https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/serverless-sam-cli-logging.html).
91 |
92 | ## Unit tests
93 |
94 | Tests are defined in the `tests` folder in this project. Use PIP to install the [pytest](https://docs.pytest.org/en/latest/) and run unit tests from your local machine.
95 |
96 | ```bash
97 | sam-ml-predict$ pip install pytest pytest-mock --user
98 | sam-ml-predict$ python -m pytest tests/ -v
99 | ```
100 |
101 | ## Cleanup
102 |
103 | To delete the sample application that you created, use the AWS CLI. Assuming you used your project name for the stack name, you can run the following:
104 |
105 | ```bash
106 | aws cloudformation delete-stack --stack-name sam-ml-predict
107 | ```
108 |
109 | ## Resources
110 |
111 | See the [AWS SAM developer guide](https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/what-is-sam.html) for an introduction to SAM specification, the SAM CLI, and serverless application concepts.
112 |
113 | Next, you can use AWS Serverless Application Repository to deploy ready to use Apps that go beyond hello world samples and learn how authors developed their applications: [AWS Serverless Application Repository main page](https://aws.amazon.com/serverless/serverlessrepo/)
114 |
--------------------------------------------------------------------------------
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/README.md:
--------------------------------------------------------------------------------
1 | [](https://github.com/noahgift/Python-MLOps-Cookbook/actions/workflows/pythonapp.yml)
2 | [
3 |
4 | ## 🎓 Pragmatic AI Labs | Join 1M+ ML Engineers
5 |
6 | ### 🔥 Hot Course Offers:
7 | * 🤖 [Master GenAI Engineering](https://ds500.paiml.com/learn/course/0bbb5/) - Build Production AI Systems
8 | * 🦀 [Learn Professional Rust](https://ds500.paiml.com/learn/course/g6u1k/) - Industry-Grade Development
9 | * 📊 [AWS AI & Analytics](https://ds500.paiml.com/learn/course/31si1/) - Scale Your ML in Cloud
10 | * ⚡ [Production GenAI on AWS](https://ds500.paiml.com/learn/course/ehks1/) - Deploy at Enterprise Scale
11 | * 🛠️ [Rust DevOps Mastery](https://ds500.paiml.com/learn/course/ex8eu/) - Automate Everything
12 |
13 | ### 🚀 Level Up Your Career:
14 | * 💼 [Production ML Program](https://paiml.com) - Complete MLOps & Cloud Mastery
15 | * 🎯 [Start Learning Now](https://ds500.paiml.com) - Fast-Track Your ML Career
16 | * 🏢 Trusted by Fortune 500 Teams
17 |
18 | Learn end-to-end ML engineering from industry veterans at [PAIML.COM](https://paiml.com)
19 |
20 |
21 | # Python MLOps Cookbook
22 | This is an example of a Containerized Flask Application that can be the core ingredient in many "recipes", i.e. deploy targets..
23 |
24 | 
25 | * [Read Practical MLOps Online](https://learning.oreilly.com/library/view/practical-mlops/9781098103002/)
26 | * [Purchase Practical MLOps](https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017)
27 |
28 |
29 | ## Github Container Registery
30 | Feel free to test my ML project: `docker pull ghcr.io/noahgift/python-mlops-cookbook:latest`
31 |
32 |
33 | ## Assets in repo
34 |
35 | * `Makefile`: [View Makefile](https://github.com/noahgift/Python-MLOps-Cookbook/blob/main/Makefile)
36 | * `requirements.txt`: [View requirements.txt](https://github.com/noahgift/Python-MLOps-Cookbook/blob/main/requirements.txt)
37 | * `cli.py`: [View cli.py](https://github.com/noahgift/Python-MLOps-Cookbook/blob/main/cli.py)
38 | * `utilscli.py`: [View utilscli.py](https://github.com/noahgift/Python-MLOps-Cookbook/blob/main/utilscli.py)
39 | * `app.py`: [View app.py](https://github.com/noahgift/Python-MLOps-Cookbook/blob/main/app.py)
40 | * `mlib.py`: [View mlib.py](https://github.com/noahgift/Python-MLOps-Cookbook/blob/main/mlib.py)Model Handling Library
41 | * `htwtmlb.csv`: [View CSV](https://github.com/noahgift/Python-MLOps-Cookbook/blob/main/htwtmlb.csv) Useful for input scaling
42 | * `model.joblib`: [View model.joblib](https://github.com/noahgift/Python-MLOps-Cookbook/raw/781053e4d45ebeeb64ecdf2dc1b896b338530aab/model.joblib)
43 | * `Dockerfile`: [View Dockerfile](https://github.com/noahgift/Python-MLOps-Cookbook/blob/main/Dockerfile)
44 | * `Baseball_Predictions_Export_Model.ipynb`: [Baseball_Predictions_Export_Model.ipynb](https://colab.research.google.com/drive/1mTTXGWp6jERDIBDLIQzBDvvwRciuEGcj?usp=sharing)
45 |
46 | 
47 |
48 | ### CLI Tools
49 |
50 | There are two CLI tools. First, the main `cli.py` is the endpoint that serves out predictions.
51 | To predict the height of an MLB player you use the following: ` ./cli.py --weight 180`
52 |
53 | 
54 |
55 | The second cli tool is `utilscli.py', and this performs model retraining, and could serve as the entry point to do more things.
56 | For example, this version doesn't change the default `model_name`, but you could add that as an option by forking this repo.
57 |
58 | `./utilscli.py retrain --tsize 0.4`
59 |
60 | Here is an example retraining the model.
61 | 
62 |
63 | Additionally you can query the API via the CLI, allowing you to change both the host and the value passed into the API.
64 | This is accomplished through the requests library.
65 |
66 | `./utilscli.py predict --weight 400`
67 |
68 | 
69 |
70 |
71 |
72 | ### Flask Microservice
73 |
74 | The Flask ML Microservice can be run many ways.
75 |
76 | #### Containerized Flask Microservice Locally
77 |
78 | You can run the Flask Microservice as follows with the commmand: `python app.py`.
79 |
80 | ```
81 | (.venv) ec2-user:~/environment/Python-MLOps-Cookbook (main) $ python app.py
82 | * Serving Flask app "app" (lazy loading)
83 | * Environment: production
84 | WARNING: This is a development server. Do not use it in a production deployment.
85 | Use a production WSGI server instead.
86 | * Debug mode: on
87 | INFO:werkzeug: * Running on http://127.0.0.1:8080/ (Press CTRL+C to quit)
88 | INFO:werkzeug: * Restarting with stat
89 | WARNING:werkzeug: * Debugger is active!
90 | INFO:werkzeug: * Debugger PIN: 251-481-511
91 | ```
92 |
93 | To serve a prediction against the application, run the `predict.sh`.
94 |
95 |
96 | ```
97 | (.venv) ec2-user:~/environment/Python-MLOps-Cookbook (main) $ ./predict.sh
98 | Port: 8080
99 | {
100 | "prediction": {
101 | "height_human_readable": "6 foot, 2 inches",
102 | "height_inches": 73.61
103 | }
104 | }
105 | ```
106 |
107 |
108 | #### Containerized Flask Microservice
109 |
110 | Here is an example of how to build the container and run it locally, this is the contents of [predict.sh](https://github.com/noahgift/Python-MLOps-Cookbook/blob/main/predict.sh)
111 |
112 | ```
113 | #!/usr/bin/env bash
114 |
115 | # Build image
116 | #change tag for new container registery, gcr.io/bob
117 | docker build --tag=noahgift/mlops-cookbook .
118 |
119 | # List docker images
120 | docker image ls
121 |
122 | # Run flask app
123 | docker run -p 127.0.0.1:8080:8080 noahgift/mlops-cookbook
124 | ```
125 |
126 | #### Automatically Build Container via Github Actions and Push to Github Container Registery
127 |
128 | To setup the container build process do the following. This is also covered by Alfredo Deza in Practical MLOps book in greater detail.
129 |
130 | ```
131 | build-container:
132 | runs-on: ubuntu-latest
133 | steps:
134 | - uses: actions/checkout@v2
135 | - name: Loging to Github registry
136 | uses: docker/login-action@v1
137 | with:
138 | registry: ghcr.io
139 | username: ${{ github.repository_owner }}
140 | password: ${{ secrets.BUILDCONTAINERS }}
141 | - name: build flask app
142 | uses: docker/build-push-action@v2
143 | with:
144 | context: ./
145 | #tags: alfredodeza/flask-roberta:latest
146 | tags: ghcr.io/noahgift/python-mlops-cookbook:latest
147 | push: true
148 |
149 | ```
150 |
151 | 
152 |
153 | #### Automatically Build Container via Github Actions and Push to Dockerhub Container Registery
154 |
155 |
156 | ## Build Targets
157 |
158 | With the project using DevOps/MLOps best practices including linting, testing, and deployment, this project can be the base to deploy to many deployment targets.
159 |
160 | [In progress....]
161 |
162 |
163 | ### Other Tools and Frameworks
164 |
165 | [In progress....]
166 |
167 | #### FastAPI
168 |
169 | * [fastapi](https://fastapi.tiangolo.com)
170 |
171 |
172 | ### AWS
173 |
174 | #### Elastic Beanstalk
175 |
176 | #### AWS Lambda Recipes
177 |
178 | Install [SAM as documented here](https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/serverless-getting-started-hello-world.html), AWS Cloud9 has it installed already.
179 |
180 | You can [find the recipes here](https://github.com/noahgift/Python-MLOps-Cookbook/tree/main/recipes/aws-lambda-sam)
181 |
182 |
183 | ##### AWS Lambda-SAM Local
184 |
185 | 
186 |
187 | ##### AWS Lambda-SAM Containerized Deploy
188 |
189 | Follow recipe in recipe section.
190 |
191 | 
192 |
193 | When deployed an easy way to verify image is via Console.
194 |
195 | 
196 |
197 | A great way to test the API Endpoint is with the Cloud9 Environment:
198 |
199 | 
200 |
201 | Another way is the the tool "Postman":
202 |
203 | 
204 |
205 |
206 |
207 | #### AWS App Runner
208 |
209 | Watch a YouTube Walkthrough on AWS App Runner for this repo here: https://www.youtube.com/watch?v=zzNnxDTWtXA
210 |
211 | 
212 |
213 | #### AWS Co-Pilot
214 |
215 |
216 | Following setup here and then deploy project using cli
217 | https://docs.aws.amazon.com/AmazonECS/latest/developerguide/getting-started-aws-copilot-cli.html
218 |
219 | ### GCP
220 |
221 | #### Cloudrun (CaaS: Container as a Service)
222 |
223 | It is trivial (if you select project):
224 |
225 | `gcloud config set project `
226 |
227 | A. Get GCP Account
228 | B. Checkout project
229 | C. `cloud run deploy` inside of project
230 | D. Verify it works by using `./utilscli.py`
231 |
232 | 
233 |
234 |
235 |
236 | #### App Engine
237 |
238 | #### GKE (Kubernetes)
239 |
240 | ### Azure App Services
241 |
242 |
243 | ## Production Patterns
244 |
245 | [In progress....]
246 |
247 | * Cached model (deploy)
248 | * Load-testing
249 |
250 |
251 | ## DataScience Workflow
252 |
253 | 
254 |
255 | This repository is focused on MLOps. To see more about Data Storytelling, you can go to this [Github repo on Data Story Telling](https://github.com/noahgift/data-story-telling)
256 |
257 |
258 | #### Next Steps: Take Coursera MLOps Course
259 |
260 | 
261 |
262 | * [Take the Specialization](https://www.coursera.org/learn/cloud-computing-foundations-duke?specialization=building-cloud-computing-solutions-at-scale)
263 | * [Cloud Computing Foundations](https://www.coursera.org/learn/cloud-computing-foundations-duke?specialization=building-cloud-computing-solutions-at-scale)
264 | * [Cloud Virtualization, Containers and APIs](https://www.coursera.org/learn/cloud-virtualization-containers-api-duke?specialization=building-cloud-computing-solutions-at-scale)
265 | * [Cloud Data Engineering](https://www.coursera.org/learn/cloud-data-engineering-duke?specialization=building-cloud-computing-solutions-at-scale)
266 | * [Cloud Machine Learning Engineering and MLOps](https://www.coursera.org/learn/cloud-machine-learning-engineering-mlops-duke?specialization=building-cloud-computing-solutions-at-scale)
267 |
268 |
--------------------------------------------------------------------------------
/htwtmlb.csv:
--------------------------------------------------------------------------------
1 | ,Name,Team,Position,Height,Weight,Age
2 | 0,Adam_Donachie,BAL,Catcher,74,180.0,22.99
3 | 1,Paul_Bako,BAL,Catcher,74,215.0,34.69
4 | 2,Ramon_Hernandez,BAL,Catcher,72,210.0,30.78
5 | 3,Kevin_Millar,BAL,First_Baseman,72,210.0,35.43
6 | 4,Chris_Gomez,BAL,First_Baseman,73,188.0,35.71
7 | 5,Brian_Roberts,BAL,Second_Baseman,69,176.0,29.39
8 | 6,Miguel_Tejada,BAL,Shortstop,69,209.0,30.77
9 | 7,Melvin_Mora,BAL,Third_Baseman,71,200.0,35.07
10 | 8,Aubrey_Huff,BAL,Third_Baseman,76,231.0,30.19
11 | 9,Adam_Stern,BAL,Outfielder,71,180.0,27.05
12 | 10,Jeff_Fiorentino,BAL,Outfielder,73,188.0,23.88
13 | 11,Freddie_Bynum,BAL,Outfielder,73,180.0,26.96
14 | 12,Nick_Markakis,BAL,Outfielder,74,185.0,23.29
15 | 13,Brandon_Fahey,BAL,Outfielder,74,160.0,26.11
16 | 14,Corey_Patterson,BAL,Outfielder,69,180.0,27.55
17 | 15,Jay_Payton,BAL,Outfielder,70,185.0,34.27
18 | 16,Jay_Gibbons,BAL,Designated_Hitter,72,197.0,30.0
19 | 17,Erik_Bedard,BAL,Starting_Pitcher,73,189.0,27.99
20 | 18,Hayden_Penn,BAL,Starting_Pitcher,75,185.0,22.38
21 | 19,Adam_Loewen,BAL,Starting_Pitcher,78,219.0,22.89
22 | 20,Daniel_Cabrera,BAL,Starting_Pitcher,79,230.0,25.76
23 | 21,Steve_Trachsel,BAL,Starting_Pitcher,76,205.0,36.33
24 | 22,Jaret_Wright,BAL,Starting_Pitcher,74,230.0,31.17
25 | 23,Kris_Benson,BAL,Starting_Pitcher,76,195.0,32.31
26 | 24,Scott_Williamson,BAL,Relief_Pitcher,72,180.0,31.03
27 | 25,John_Parrish,BAL,Relief_Pitcher,71,192.0,29.26
28 | 26,Danys_Baez,BAL,Relief_Pitcher,75,225.0,29.47
29 | 27,Chad_Bradford,BAL,Relief_Pitcher,77,203.0,32.46
30 | 28,Jamie_Walker,BAL,Relief_Pitcher,74,195.0,35.67
31 | 29,Brian_Burres,BAL,Relief_Pitcher,73,182.0,25.89
32 | 30,Kurt_Birkins,BAL,Relief_Pitcher,74,188.0,26.55
33 | 31,James_Hoey,BAL,Relief_Pitcher,78,200.0,24.17
34 | 32,Sendy_Rleal,BAL,Relief_Pitcher,73,180.0,26.69
35 | 33,Chris_Ray,BAL,Relief_Pitcher,75,200.0,25.13
36 | 34,Jeremy_Guthrie,BAL,Relief_Pitcher,73,200.0,27.9
37 | 35,A.J._Pierzynski,CWS,Catcher,75,245.0,30.17
38 | 36,Toby_Hall,CWS,Catcher,75,240.0,31.36
39 | 37,Paul_Konerko,CWS,First_Baseman,74,215.0,30.99
40 | 38,Tadahito_Iguchi,CWS,Second_Baseman,69,185.0,32.24
41 | 39,Juan_Uribe,CWS,Shortstop,71,175.0,27.61
42 | 40,Alex_Cintron,CWS,Shortstop,74,199.0,28.2
43 | 41,Joe_Crede,CWS,Third_Baseman,73,200.0,28.85
44 | 42,Josh_Fields,CWS,Third_Baseman,73,215.0,24.21
45 | 43,Ryan_Sweeney,CWS,Outfielder,76,200.0,22.02
46 | 44,Brian_N._Anderson,CWS,Outfielder,74,205.0,24.97
47 | 45,Luis_Terrero,CWS,Outfielder,74,206.0,26.78
48 | 46,Pablo_Ozuna,CWS,Outfielder,70,186.0,32.51
49 | 47,Scott_Podsednik,CWS,Outfielder,72,188.0,30.95
50 | 48,Jermaine_Dye,CWS,Outfielder,77,220.0,33.09
51 | 49,Darin_Erstad,CWS,Outfielder,74,210.0,32.74
52 | 50,Rob_Mackowiak,CWS,Outfielder,70,195.0,30.69
53 | 51,Jim_Thome,CWS,Designated_Hitter,76,244.0,36.51
54 | 52,Jerry_Owens,CWS,Designated_Hitter,75,195.0,26.03
55 | 53,Charlie_Haeger,CWS,Starting_Pitcher,73,200.0,23.45
56 | 54,Heath_Phillips,CWS,Starting_Pitcher,75,200.0,24.94
57 | 55,Gavin_Floyd,CWS,Starting_Pitcher,76,212.0,24.09
58 | 56,Jose_Contreras,CWS,Starting_Pitcher,76,224.0,35.23
59 | 57,Jon_Garland,CWS,Starting_Pitcher,78,210.0,27.43
60 | 58,Javier_Vazquez,CWS,Starting_Pitcher,74,205.0,30.6
61 | 59,Mark_Buehrle,CWS,Starting_Pitcher,74,220.0,27.94
62 | 60,Mike_MacDougal,CWS,Relief_Pitcher,76,195.0,29.99
63 | 61,David_Aardsma,CWS,Relief_Pitcher,77,200.0,25.17
64 | 62,Andrew_Sisco,CWS,Relief_Pitcher,81,260.0,24.13
65 | 63,Matt_Thornton,CWS,Relief_Pitcher,78,228.0,30.46
66 | 64,Bobby_Jenks,CWS,Relief_Pitcher,75,270.0,25.96
67 | 65,Boone_Logan,CWS,Relief_Pitcher,77,200.0,22.55
68 | 66,Sean_Tracey,CWS,Relief_Pitcher,75,210.0,26.29
69 | 67,Nick_Masset,CWS,Relief_Pitcher,76,190.0,24.79
70 | 68,Jose_Molina,ANA,Catcher,74,220.0,31.74
71 | 69,Jeff_Mathis,ANA,Catcher,72,180.0,23.92
72 | 70,Mike_Napoli,ANA,Catcher,72,205.0,25.33
73 | 71,Casey_Kotchman,ANA,First_Baseman,75,210.0,24.02
74 | 72,Kendry_Morales,ANA,First_Baseman,73,220.0,23.7
75 | 73,Shea_Hillenbrand,ANA,First_Baseman,73,211.0,31.59
76 | 74,Robb_Quinlan,ANA,First_Baseman,73,200.0,29.95
77 | 75,Howie_Kendrick,ANA,First_Baseman,70,180.0,23.64
78 | 76,Orlando_Cabrera,ANA,Shortstop,70,190.0,32.33
79 | 77,Erick_Aybar,ANA,Shortstop,70,170.0,23.13
80 | 78,Dallas_McPherson,ANA,Third_Baseman,76,230.0,26.6
81 | 79,Maicer_Izturis,ANA,Third_Baseman,68,155.0,26.46
82 | 80,Reggie_Willits,ANA,Outfielder,71,185.0,25.75
83 | 81,Tommy_Murphy,ANA,Outfielder,72,185.0,27.51
84 | 82,Terry_Evans,ANA,Outfielder,75,200.0,25.11
85 | 83,Gary_Matthews_Jr.,ANA,Outfielder,75,225.0,32.51
86 | 84,Garret_Anderson,ANA,Outfielder,75,225.0,34.67
87 | 85,Vladimir_Guerrero,ANA,Outfielder,75,220.0,31.06
88 | 86,Chone_Figgins,ANA,Outfielder,68,160.0,29.1
89 | 87,Juan_Rivera,ANA,Outfielder,74,205.0,28.66
90 | 88,John_Lackey,ANA,Starting_Pitcher,78,235.0,28.35
91 | 89,Bartolo_Colon,ANA,Starting_Pitcher,71,250.0,33.77
92 | 90,Kelvim_Escobar,ANA,Starting_Pitcher,73,210.0,30.89
93 | 91,Dustin_Moseley,ANA,Starting_Pitcher,76,190.0,37.74
94 | 92,Ervin_Santana,ANA,Starting_Pitcher,74,160.0,24.14
95 | 93,Joe_Saunders,ANA,Starting_Pitcher,74,200.0,25.71
96 | 94,Jered_Weaver,ANA,Starting_Pitcher,79,205.0,24.41
97 | 95,Chris_Resop,ANA,Relief_Pitcher,75,222.0,24.32
98 | 96,Phil_Seibel,ANA,Relief_Pitcher,73,195.0,28.09
99 | 97,Justin_Speier,ANA,Relief_Pitcher,76,205.0,33.31
100 | 98,Darren_Oliver,ANA,Relief_Pitcher,74,220.0,36.4
101 | 99,Hector_Carrasco,ANA,Relief_Pitcher,74,220.0,37.36
102 | 100,Scot_Shields,ANA,Relief_Pitcher,73,170.0,31.61
103 | 101,Francisco_Rodriguez,ANA,Relief_Pitcher,72,185.0,25.14
104 | 102,Greg_Jones,ANA,Relief_Pitcher,74,195.0,30.29
105 | 103,Doug_Mirabelli,BOS,Catcher,73,220.0,36.37
106 | 104,Jason_Varitek,BOS,Catcher,74,230.0,34.89
107 | 105,George_Kottaras,BOS,Catcher,72,180.0,23.79
108 | 106,Kevin_Youkilis,BOS,First_Baseman,73,220.0,27.96
109 | 107,Dustin_Pedroia,BOS,Second_Baseman,69,180.0,23.54
110 | 108,Alex_Cora,BOS,Shortstop,72,180.0,31.37
111 | 109,Julio_Lugo,BOS,Shortstop,73,170.0,31.29
112 | 110,Mike_Lowell,BOS,Third_Baseman,75,210.0,33.01
113 | 111,Wily_Mo_Pe?a,BOS,Outfielder,75,215.0,25.1
114 | 112,J.D._Drew,BOS,Outfielder,73,200.0,31.28
115 | 113,Manny_Ramirez,BOS,Outfielder,72,213.0,34.75
116 | 114,Brandon_Moss,BOS,Outfielder,72,180.0,23.46
117 | 115,David_Murphy,BOS,Outfielder,76,192.0,25.37
118 | 116,Eric_Hinske,BOS,Outfielder,74,235.0,29.57
119 | 117,Coco_Crisp,BOS,Outfielder,72,185.0,27.33
120 | 118,David_Ortiz,BOS,Designated_Hitter,76,230.0,31.28
121 | 119,Curt_Schilling,BOS,Starting_Pitcher,77,235.0,40.29
122 | 120,Tim_Wakefield,BOS,Starting_Pitcher,74,210.0,40.58
123 | 121,Josh_Beckett,BOS,Starting_Pitcher,77,222.0,26.79
124 | 122,Matt_Clement,BOS,Starting_Pitcher,75,210.0,32.55
125 | 123,Jonathan_Papelbon,BOS,Starting_Pitcher,76,230.0,26.27
126 | 124,Kyle_Snyder,BOS,Starting_Pitcher,80,220.0,29.47
127 | 125,Devern_Hansack,BOS,Starting_Pitcher,74,180.0,29.07
128 | 126,Jon_Lester,BOS,Starting_Pitcher,74,190.0,23.15
129 | 127,Kason_Gabbard,BOS,Starting_Pitcher,75,200.0,24.9
130 | 128,Craig_Hansen,BOS,Relief_Pitcher,78,210.0,23.29
131 | 129,Hideki_Okajima,BOS,Relief_Pitcher,73,194.0,31.18
132 | 130,Craig_Breslow,BOS,Relief_Pitcher,73,180.0,26.56
133 | 131,Manny_Delcarmen,BOS,Relief_Pitcher,74,190.0,25.03
134 | 132,Brendan_Donnelly,BOS,Relief_Pitcher,75,240.0,35.66
135 | 133,Javier_Lopez,BOS,Relief_Pitcher,76,200.0,29.64
136 | 134,J.C._Romero,BOS,Relief_Pitcher,71,198.0,30.74
137 | 135,Joel_Pineiro,BOS,Relief_Pitcher,73,200.0,28.43
138 | 136,Julian_Tavarez,BOS,Relief_Pitcher,74,195.0,33.77
139 | 137,Mike_Timlin,BOS,Relief_Pitcher,76,210.0,40.97
140 | 138,Nick_DeBarr,BOS,Relief_Pitcher,76,220.0,23.52
141 | 139,Victor_Martinez,CLE,Catcher,74,190.0,28.19
142 | 140,Kelly_Shoppach,CLE,Catcher,73,210.0,26.84
143 | 141,Ryan_Garko,CLE,First_Baseman,74,225.0,26.16
144 | 142,Joe_Inglett,CLE,Second_Baseman,70,180.0,28.67
145 | 143,Josh_Barfield,CLE,Second_Baseman,72,185.0,24.2
146 | 144,Hector_Luna,CLE,Second_Baseman,73,170.0,27.08
147 | 145,Jhonny_Peralta,CLE,Shortstop,73,185.0,24.76
148 | 146,Andy_Marte,CLE,Third_Baseman,73,185.0,23.36
149 | 147,Ben_Francisco,CLE,Outfielder,73,180.0,25.35
150 | 148,Shin-Soo_Choo,CLE,Outfielder,71,178.0,24.63
151 | 149,Franklin_Gutierrez,CLE,Outfielder,74,175.0,24.02
152 | 150,Grady_Sizemore,CLE,Outfielder,74,200.0,24.58
153 | 151,Jason_Michaels,CLE,Outfielder,72,204.0,30.82
154 | 152,Trot_Nixon,CLE,Outfielder,74,211.0,32.89
155 | 153,David_Dellucci,CLE,Outfielder,71,190.0,33.33
156 | 154,Casey_Blake,CLE,Outfielder,74,210.0,33.52
157 | 155,Travis_Hafner,CLE,Designated_Hitter,75,240.0,29.74
158 | 156,Paul_Byrd,CLE,Starting_Pitcher,73,190.0,36.24
159 | 157,Cliff_Lee,CLE,Starting_Pitcher,75,190.0,28.5
160 | 158,Jake_Westbrook,CLE,Starting_Pitcher,75,185.0,29.42
161 | 159,C.C._Sabathia,CLE,Starting_Pitcher,79,290.0,26.61
162 | 160,Jeremy_Sowers,CLE,Starting_Pitcher,73,175.0,23.79
163 | 161,Rafael_Perez,CLE,Relief_Pitcher,75,185.0,24.96
164 | 162,Brian_Slocum,CLE,Relief_Pitcher,76,200.0,25.93
165 | 163,Edward_Mujica,CLE,Relief_Pitcher,74,220.0,22.81
166 | 164,Fernando_Cabrera,CLE,Relief_Pitcher,76,170.0,25.29
167 | 165,Tom_Mastny,CLE,Relief_Pitcher,78,220.0,26.07
168 | 166,Juan_Lara,CLE,Relief_Pitcher,74,190.0,26.09
169 | 167,Fausto_Carmona,CLE,Relief_Pitcher,76,220.0,23.23
170 | 168,Aaron_Fultz,CLE,Relief_Pitcher,72,205.0,33.49
171 | 169,Rafael_Betancourt,CLE,Relief_Pitcher,74,200.0,31.84
172 | 170,Roberto_Hernandez,CLE,Relief_Pitcher,76,250.0,42.3
173 | 171,Joe_Borowski,CLE,Relief_Pitcher,74,225.0,35.82
174 | 172,Matt_Miller,CLE,Relief_Pitcher,75,215.0,35.27
175 | 173,Jason_Davis,CLE,Relief_Pitcher,78,210.0,26.81
176 | 174,Mike_Piazza,OAK,Catcher,75,215.0,38.49
177 | 175,Jason_Kendall,OAK,Catcher,72,195.0,32.68
178 | 176,Adam_Melhuse,OAK,Catcher,74,200.0,34.93
179 | 177,Nick_Swisher,OAK,First_Baseman,72,194.0,26.26
180 | 178,Dan_Johnson,OAK,First_Baseman,74,220.0,27.56
181 | 179,Donald_Murphy,OAK,Second_Baseman,70,180.0,23.98
182 | 180,Mark_Ellis,OAK,Second_Baseman,71,180.0,29.73
183 | 181,Marco_Scutaro,OAK,Shortstop,70,170.0,31.33
184 | 182,Bobby_Crosby,OAK,Shortstop,75,195.0,27.13
185 | 183,Mark_Kiger,OAK,Shortstop,71,180.0,26.75
186 | 184,Antonio_Perez,OAK,Third_Baseman,71,170.0,27.09
187 | 185,Eric_Chavez,OAK,Third_Baseman,73,206.0,29.23
188 | 186,Milton_Bradley,OAK,Outfielder,72,205.0,28.88
189 | 187,Shannon_Stewart,OAK,Outfielder,71,200.0,33.01
190 | 188,Bobby_Kielty,OAK,Outfielder,73,225.0,30.57
191 | 189,Mark_Kotsay,OAK,Outfielder,72,201.0,31.24
192 | 190,Ryan_Goleski,OAK,Outfielder,75,225.0,24.95
193 | 191,Jeremy_Brown,OAK,Designated_Hitter,70,226.0,27.35
194 | 192,Jason_Windsor,OAK,Starting_Pitcher,74,233.0,24.62
195 | 193,David_Shafer,OAK,Starting_Pitcher,74,180.0,24.98
196 | 194,Joe_Blanton,OAK,Starting_Pitcher,75,225.0,26.22
197 | 195,Brad_Halsey,OAK,Starting_Pitcher,73,180.0,26.04
198 | 196,Dan_Haren,OAK,Starting_Pitcher,77,220.0,26.45
199 | 197,Rich_Harden,OAK,Starting_Pitcher,73,180.0,25.25
200 | 198,Joe_Kennedy,OAK,Starting_Pitcher,76,237.0,27.77
201 | 199,Esteban_Loaiza,OAK,Starting_Pitcher,75,215.0,35.16
202 | 200,Alan_Embree,OAK,Relief_Pitcher,74,190.0,37.1
203 | 201,Jay_Witasick,OAK,Relief_Pitcher,76,235.0,34.51
204 | 202,Justin_Duchscherer,OAK,Relief_Pitcher,75,190.0,29.28
205 | 203,Kiko_Calero,OAK,Relief_Pitcher,73,180.0,32.14
206 | 204,Chad_Gaudin,OAK,Relief_Pitcher,71,165.0,23.94
207 | 205,Lenny_DiNardo,OAK,Relief_Pitcher,76,195.0,27.45
208 | 206,Scott_Dunn,OAK,Relief_Pitcher,75,200.0,28.77
209 | 207,Huston_Street,OAK,Relief_Pitcher,72,190.0,23.58
210 | 208,Ron_Flores,OAK,Relief_Pitcher,71,190.0,27.56
211 | 209,Jay_Marshall,OAK,Relief_Pitcher,77,185.0,24.01
212 | 210,Marcus_McBeth,OAK,Relief_Pitcher,73,185.0,26.52
213 | 211,Jorge_Posada,NYY,Catcher,74,205.0,35.54
214 | 212,Wil_Nieves,NYY,Catcher,71,190.0,29.43
215 | 213,Andy_Phillips,NYY,First_Baseman,72,205.0,29.9
216 | 214,Doug_Mientkiewicz,NYY,First_Baseman,74,206.0,32.7
217 | 215,Josh_Phelps,NYY,First_Baseman,75,220.0,28.8
218 | 216,Miguel_Cairo,NYY,Second_Baseman,73,208.0,32.82
219 | 217,Robinson_Cano,NYY,Second_Baseman,72,170.0,24.36
220 | 218,Derek_Jeter,NYY,Shortstop,75,195.0,32.68
221 | 219,Alex_Rodriguez,NYY,Third_Baseman,75,210.0,31.59
222 | 220,Johnny_Damon,NYY,Outfielder,74,190.0,33.32
223 | 221,Bobby_Abreu,NYY,Outfielder,72,211.0,32.97
224 | 222,Hideki_Matsui,NYY,Outfielder,74,230.0,32.72
225 | 223,Melky_Cabrera,NYY,Outfielder,71,170.0,22.55
226 | 224,Kevin_Thompson,NYY,Outfielder,70,185.0,27.45
227 | 225,Jason_Giambi,NYY,Designated_Hitter,75,230.0,36.14
228 | 226,Mike_Mussina,NYY,Starting_Pitcher,74,185.0,38.23
229 | 227,Carl_Pavano,NYY,Starting_Pitcher,77,241.0,31.14
230 | 228,Andy_Pettitte,NYY,Starting_Pitcher,77,225.0,34.71
231 | 229,Darrell_Rasner,NYY,Starting_Pitcher,75,210.0,26.13
232 | 230,Jeff_Karstens,NYY,Starting_Pitcher,75,175.0,24.43
233 | 231,Humberto_Sanchez,NYY,Starting_Pitcher,78,230.0,23.76
234 | 232,Chien-Ming_Wang,NYY,Starting_Pitcher,75,200.0,26.92
235 | 233,Sean_Henn,NYY,Relief_Pitcher,76,215.0,25.85
236 | 234,Scott_Proctor,NYY,Relief_Pitcher,73,198.0,30.16
237 | 235,Brian_Bruney,NYY,Relief_Pitcher,75,226.0,25.03
238 | 236,Chris_Britton,NYY,Relief_Pitcher,75,278.0,24.21
239 | 237,T.J._Beam,NYY,Relief_Pitcher,79,215.0,26.51
240 | 238,Jose_Veras,NYY,Relief_Pitcher,77,230.0,26.36
241 | 239,Kyle_Farnsworth,NYY,Relief_Pitcher,76,240.0,30.88
242 | 240,Luis_Vizcaino,NYY,Relief_Pitcher,71,184.0,32.57
243 | 241,Mike_Myers,NYY,Relief_Pitcher,75,219.0,37.68
244 | 242,Mariano_Rivera,NYY,Relief_Pitcher,74,170.0,37.25
245 | 243,Ivan_Rodriguez,DET,Catcher,69,218.0,35.25
246 | 244,Vance_Wilson,DET,Catcher,71,190.0,33.95
247 | 245,Sean_Casey,DET,First_Baseman,76,225.0,32.66
248 | 246,Chris_Shelton,DET,First_Baseman,72,220.0,26.68
249 | 247,Omar_Infante,DET,Second_Baseman,72,176.0,25.18
250 | 248,Placido_Polanco,DET,Second_Baseman,70,190.0,31.39
251 | 249,Neifi_Perez,DET,Second_Baseman,72,197.0,33.74
252 | 250,Carlos_Guillen,DET,Shortstop,73,204.0,31.42
253 | 251,Ramon_Santiago,DET,Shortstop,71,167.0,27.5
254 | 252,Tony_Giarratano,DET,Shortstop,72,180.0,24.25
255 | 253,Brandon_Inge,DET,Third_Baseman,71,195.0,29.78
256 | 254,Craig_Monroe,DET,Outfielder,73,220.0,30.0
257 | 255,Magglio_Ordo?ez,DET,Outfielder,72,215.0,33.09
258 | 256,Curtis_Granderson,DET,Outfielder,73,185.0,25.96
259 | 257,Brent_Clevlen,DET,Outfielder,74,190.0,23.34
260 | 258,Marcus_Thames,DET,Outfielder,74,205.0,29.98
261 | 259,Gary_Sheffield,DET,Outfielder,72,205.0,38.28
262 | 260,Mike_Rabelo,DET,Designated_Hitter,73,200.0,27.12
263 | 261,Zach_Miner,DET,Starting_Pitcher,75,200.0,24.97
264 | 262,Jeremy_Bonderman,DET,Starting_Pitcher,74,210.0,24.34
265 | 263,Nate_Robertson,DET,Starting_Pitcher,74,215.0,29.49
266 | 264,Justin_Verlander,DET,Starting_Pitcher,77,200.0,24.02
267 | 265,Virgil_Vasquez,DET,Starting_Pitcher,75,205.0,24.73
268 | 266,Kenny_Rogers,DET,Starting_Pitcher,73,211.0,42.3
269 | 267,Mike_Maroth,DET,Starting_Pitcher,72,190.0,29.54
270 | 268,Fernando_Rodney,DET,Relief_Pitcher,71,208.0,29.95
271 | 269,Chad_Durbin,DET,Relief_Pitcher,74,200.0,29.24
272 | 270,Jason_Grilli,DET,Relief_Pitcher,77,210.0,30.3
273 | 271,Jose_Mesa,DET,Relief_Pitcher,75,232.0,40.77
274 | 272,Todd_Jones,DET,Relief_Pitcher,75,230.0,38.85
275 | 273,Joel_Zumaya,DET,Relief_Pitcher,75,210.0,22.31
276 | 274,Jordan_Tata,DET,Relief_Pitcher,78,220.0,25.44
277 | 275,Andrew_Miller,DET,Relief_Pitcher,78,210.0,21.78
278 | 276,Yorman_Bazardo,DET,Relief_Pitcher,74,202.0,22.64
279 | 277,Wilfredo_Ledezma,DET,Relief_Pitcher,76,212.0,26.11
280 | 278,Roman_Colon,DET,Relief_Pitcher,78,225.0,27.55
281 | 279,Edward_Campusano,DET,Relief_Pitcher,76,170.0,24.63
282 | 280,Rene_Rivera,SEA,Catcher,70,190.0,23.58
283 | 281,Kenji_Johjima,SEA,Catcher,72,200.0,30.73
284 | 282,Richie_Sexson,SEA,First_Baseman,80,237.0,32.17
285 | 283,Ben_Broussard,SEA,First_Baseman,74,220.0,30.43
286 | 284,Jose_Lopez,SEA,Second_Baseman,74,170.0,23.27
287 | 285,Jose_Vidro,SEA,Second_Baseman,71,193.0,32.51
288 | 286,Yuniesky_Betancourt,SEA,Shortstop,70,190.0,25.08
289 | 287,Oswaldo_Navarro,SEA,Shortstop,72,150.0,22.41
290 | 288,Adrian_Beltre,SEA,Third_Baseman,71,220.0,27.9
291 | 289,Raul_Ibanez,SEA,Outfielder,74,200.0,34.74
292 | 290,Jose_Guillen,SEA,Outfielder,71,190.0,30.79
293 | 291,Jeremy_Reed,SEA,Outfielder,72,185.0,25.71
294 | 292,Willie_Bloomquist,SEA,Outfielder,71,185.0,29.26
295 | 293,Adam_Jones,SEA,Outfielder,74,200.0,21.58
296 | 294,Ichiro_Suzuki,SEA,Outfielder,69,172.0,33.36
297 | 295,Mike_Morse,SEA,Outfielder,76,220.0,24.94
298 | 296,Felix_Hernandez,SEA,Starting_Pitcher,75,225.0,20.9
299 | 297,Ryan_Feierabend,SEA,Starting_Pitcher,75,190.0,21.52
300 | 298,Sean_White,SEA,Starting_Pitcher,76,195.0,25.85
301 | 299,Horacio_Ramirez,SEA,Starting_Pitcher,73,219.0,27.27
302 | 300,Cha_Baek,SEA,Starting_Pitcher,76,190.0,26.75
303 | 301,Miguel_Batista,SEA,Starting_Pitcher,73,197.0,36.03
304 | 302,Jeff_Weaver,SEA,Starting_Pitcher,77,200.0,30.52
305 | 303,Jarrod_Washburn,SEA,Starting_Pitcher,73,195.0,32.55
306 | 304,George_Sherrill,SEA,Relief_Pitcher,72,210.0,29.86
307 | 305,Julio_Mateo,SEA,Relief_Pitcher,72,177.0,29.58
308 | 306,J.J._Putz,SEA,Relief_Pitcher,77,220.0,30.02
309 | 307,Chris_Reitsma,SEA,Relief_Pitcher,77,235.0,29.16
310 | 308,Cesar_Jimenez,SEA,Relief_Pitcher,71,180.0,22.3
311 | 309,Eric_O'Flaherty,SEA,Relief_Pitcher,74,195.0,22.06
312 | 310,Jon_Huber,SEA,Relief_Pitcher,74,195.0,25.65
313 | 311,Jake_Woods,SEA,Relief_Pitcher,73,190.0,25.49
314 | 312,Sean_Green,SEA,Relief_Pitcher,78,230.0,27.86
315 | 313,Mark_Lowe,SEA,Relief_Pitcher,75,190.0,23.73
316 | 314,Josh_Paul,TB,Catcher,73,200.0,31.78
317 | 315,Dioner_Navarro,TB,Catcher,70,190.0,23.06
318 | 316,Shawn_Riggans,TB,Catcher,74,190.0,26.6
319 | 317,Ty_Wigginton,TB,First_Baseman,72,200.0,29.39
320 | 318,Brendan_Harris,TB,Second_Baseman,73,200.0,26.51
321 | 319,Jorge_Cantu,TB,Second_Baseman,73,184.0,25.08
322 | 320,Ben_Zobrist,TB,Shortstop,75,200.0,25.76
323 | 321,B.J._Upton,TB,Third_Baseman,75,180.0,22.52
324 | 322,Carl_Crawford,TB,Outfielder,74,219.0,25.57
325 | 323,Rocco_Baldelli,TB,Outfielder,76,187.0,25.43
326 | 324,Greg_Norton,TB,Outfielder,73,200.0,34.65
327 | 325,Elijah_Dukes,TB,Outfielder,74,220.0,22.68
328 | 326,Delmon_Young,TB,Outfielder,75,205.0,21.46
329 | 327,Jonny_Gomes,TB,Designated_Hitter,73,205.0,26.27
330 | 328,Edwin_Jackson,TB,Starting_Pitcher,75,190.0,23.47
331 | 329,Scott_Kazmir,TB,Starting_Pitcher,72,170.0,23.1
332 | 330,Casey_Fossum,TB,Starting_Pitcher,73,160.0,29.14
333 | 331,Jae_Seo,TB,Starting_Pitcher,73,215.0,29.77
334 | 332,J.P._Howell,TB,Starting_Pitcher,72,175.0,23.85
335 | 333,Tim_Corcoran,TB,Starting_Pitcher,74,205.0,28.88
336 | 334,Jason_Hammel,TB,Starting_Pitcher,78,200.0,24.49
337 | 335,James_Shields,TB,Starting_Pitcher,76,214.0,25.19
338 | 336,Brian_Stokes,TB,Starting_Pitcher,73,200.0,27.48
339 | 337,Juan_Salas,TB,Relief_Pitcher,74,190.0,28.31
340 | 338,Jeff_Ridgway,TB,Relief_Pitcher,75,180.0,26.54
341 | 339,Ruddy_Lugo,TB,Relief_Pitcher,70,205.0,26.77
342 | 340,Jae-Kuk_Ryu,TB,Relief_Pitcher,75,220.0,23.75
343 | 341,Chad_Orvella,TB,Relief_Pitcher,71,190.0,26.41
344 | 342,Dan_Miceli,TB,Relief_Pitcher,72,215.0,36.47
345 | 343,Seth_McClung,TB,Relief_Pitcher,78,235.0,26.06
346 | 344,Jon_Switzer,TB,Relief_Pitcher,75,191.0,27.55
347 | 345,Shawn_Camp,TB,Relief_Pitcher,73,200.0,31.28
348 | 346,Scott_Dohmann,TB,Relief_Pitcher,73,181.0,29.04
349 | 347,Jason_LaRue,KC,Catcher,71,200.0,32.95
350 | 348,John_Buck,KC,Catcher,75,210.0,26.65
351 | 349,Ryan_Shealy,KC,First_Baseman,77,240.0,27.5
352 | 350,Ross_Gload,KC,First_Baseman,72,185.0,30.9
353 | 351,Esteban_German,KC,Second_Baseman,69,165.0,29.09
354 | 352,Mark_Grudzielanek,KC,Second_Baseman,73,190.0,36.67
355 | 353,Angel_Sanchez,KC,Second_Baseman,74,185.0,23.44
356 | 354,Angel_Berroa,KC,Shortstop,72,175.0,29.09
357 | 355,Andres_Blanco,KC,Shortstop,70,155.0,22.89
358 | 356,Mark_Teahen,KC,Third_Baseman,75,210.0,25.48
359 | 357,Joey_Gathright,KC,Outfielder,70,170.0,25.84
360 | 358,David_DeJesus,KC,Outfielder,72,175.0,27.2
361 | 359,Shane_Costa,KC,Outfielder,72,220.0,25.22
362 | 360,Mitch_Maier,KC,Outfielder,74,210.0,24.67
363 | 361,Reggie_Sanders,KC,Outfielder,73,205.0,39.25
364 | 362,Emil_Brown,KC,Outfielder,74,200.0,32.17
365 | 363,Mike_Sweeney,KC,Designated_Hitter,75,225.0,33.61
366 | 364,John_Bale,KC,Starting_Pitcher,76,205.0,32.77
367 | 365,Luke_Hudson,KC,Starting_Pitcher,75,195.0,29.83
368 | 366,Scott_Elarton,KC,Starting_Pitcher,80,240.0,31.02
369 | 367,Odalis_Perez,KC,Starting_Pitcher,72,150.0,29.73
370 | 368,Gil_Meche,KC,Starting_Pitcher,75,200.0,28.48
371 | 369,Neal_Musser,KC,Starting_Pitcher,73,215.0,26.51
372 | 370,Brian_Bannister,KC,Starting_Pitcher,74,202.0,26.0
373 | 371,Zack_Greinke,KC,Starting_Pitcher,74,200.0,23.36
374 | 372,Jorge_De_La_Rosa,KC,Starting_Pitcher,73,190.0,25.9
375 | 373,Todd_Wellemeyer,KC,Relief_Pitcher,75,205.0,28.5
376 | 374,Jimmy_Gobble,KC,Relief_Pitcher,75,190.0,25.62
377 | 375,Joel_Peralta,KC,Relief_Pitcher,71,160.0,30.94
378 | 376,Ryan_Braun,KC,Relief_Pitcher,73,215.0,26.59
379 | 377,Joakim_Soria,KC,Relief_Pitcher,75,185.0,22.78
380 | 378,Ken_Ray,KC,Relief_Pitcher,74,200.0,32.26
381 | 379,David_Riske,KC,Relief_Pitcher,74,190.0,30.35
382 | 380,Octavio_Dotel,KC,Relief_Pitcher,72,210.0,33.26
383 | 381,Joe_Nelson,KC,Relief_Pitcher,74,185.0,32.35
384 | 382,Gerald_Laird,TEX,Catcher,74,220.0,27.3
385 | 383,Miguel_Ojeda,TEX,Catcher,74,190.0,32.08
386 | 384,Guillermo_Quiroz,TEX,Catcher,73,202.0,25.25
387 | 385,Chris_Stewart,TEX,Catcher,76,205.0,25.03
388 | 386,Mark_Teixeira,TEX,First_Baseman,75,220.0,26.89
389 | 387,Ian_Kinsler,TEX,Second_Baseman,72,175.0,24.69
390 | 388,Joaquin_Arias,TEX,Shortstop,73,160.0,22.44
391 | 389,Michael_Young,TEX,Shortstop,73,190.0,30.36
392 | 390,Hank_Blalock,TEX,Third_Baseman,73,200.0,26.27
393 | 391,Marlon_Byrd,TEX,Outfielder,72,229.0,29.5
394 | 392,Brad_Wilkerson,TEX,Outfielder,72,206.0,29.75
395 | 393,Sammy_Sosa,TEX,Outfielder,72,220.0,38.3
396 | 394,Kenny_Lofton,TEX,Outfielder,72,180.0,39.75
397 | 395,Frank_Catalanotto,TEX,Outfielder,71,195.0,32.84
398 | 396,Nelson_Cruz,TEX,Outfielder,75,175.0,26.66
399 | 397,Jason_Botts,TEX,Designated_Hitter,77,250.0,26.6
400 | 398,Robinson_Tejeda,TEX,Starting_Pitcher,75,188.0,24.94
401 | 399,John_Rheinecker,TEX,Starting_Pitcher,74,230.0,27.76
402 | 400,Edinson_Volquez,TEX,Starting_Pitcher,73,190.0,23.66
403 | 401,A.J._Murray,TEX,Starting_Pitcher,75,200.0,24.96
404 | 402,Brandon_McCarthy,TEX,Starting_Pitcher,79,190.0,23.65
405 | 403,Vicente_Padilla,TEX,Starting_Pitcher,74,219.0,29.42
406 | 404,Kevin_Millwood,TEX,Starting_Pitcher,76,235.0,32.18
407 | 405,John_Koronka,TEX,Starting_Pitcher,73,180.0,26.66
408 | 406,Frank_Francisco,TEX,Relief_Pitcher,74,180.0,27.47
409 | 407,Francisco_Cruceta,TEX,Relief_Pitcher,74,180.0,25.66
410 | 408,Akinori_Otsuka,TEX,Relief_Pitcher,72,200.0,35.13
411 | 409,Eric_Gagne,TEX,Relief_Pitcher,74,234.0,31.15
412 | 410,Ron_Mahay,TEX,Relief_Pitcher,74,185.0,35.67
413 | 411,Joaquin_Benoit,TEX,Relief_Pitcher,75,220.0,29.6
414 | 412,Rick_Bauer,TEX,Relief_Pitcher,78,223.0,30.14
415 | 413,Josh_Rupe,TEX,Relief_Pitcher,74,200.0,24.53
416 | 414,Wes_Littleton,TEX,Relief_Pitcher,74,210.0,24.49
417 | 415,C.J._Wilson,TEX,Relief_Pitcher,74,200.0,26.28
418 | 416,Scott_Feldman,TEX,Relief_Pitcher,77,210.0,24.06
419 | 417,Gregg_Zaun,TOR,Catcher,70,190.0,35.88
420 | 418,Jason_Phillips,TOR,Catcher,73,177.0,30.42
421 | 419,Lyle_Overbay,TOR,First_Baseman,74,227.0,30.09
422 | 420,Russ_Adams,TOR,Second_Baseman,73,180.0,26.5
423 | 421,Aaron_Hill,TOR,Second_Baseman,71,195.0,24.94
424 | 422,Jason_Smith,TOR,Second_Baseman,75,199.0,29.6
425 | 423,John_McDonald,TOR,Shortstop,71,175.0,32.43
426 | 424,Royce_Clayton,TOR,Shortstop,72,185.0,37.16
427 | 425,Troy_Glaus,TOR,Third_Baseman,77,240.0,30.57
428 | 426,John_Hattig,TOR,Third_Baseman,74,210.0,27.01
429 | 427,Reed_Johnson,TOR,Outfielder,70,180.0,30.23
430 | 428,Alex_Rios,TOR,Outfielder,77,194.0,26.03
431 | 429,Vernon_Wells,TOR,Outfielder,73,225.0,28.23
432 | 430,Frank_Thomas,TOR,Designated_Hitter,77,275.0,38.76
433 | 431,Adam_Lind,TOR,Designated_Hitter,74,195.0,23.62
434 | 432,Shaun_Marcum,TOR,Starting_Pitcher,72,180.0,25.21
435 | 433,Casey_Janssen,TOR,Starting_Pitcher,76,205.0,25.45
436 | 434,Gustavo_Chacin,TOR,Starting_Pitcher,71,193.0,26.24
437 | 435,A.J._Burnett,TOR,Starting_Pitcher,76,230.0,30.15
438 | 436,Roy_Halladay,TOR,Starting_Pitcher,78,230.0,29.8
439 | 437,John_Thomson,TOR,Starting_Pitcher,75,220.0,33.41
440 | 438,Tomo_Ohka,TOR,Starting_Pitcher,73,200.0,30.95
441 | 439,B.J._Ryan,TOR,Relief_Pitcher,78,249.0,31.17
442 | 440,Scott_Downs,TOR,Relief_Pitcher,74,190.0,30.95
443 | 441,Brian_Tallet,TOR,Relief_Pitcher,79,208.0,29.44
444 | 442,Matt_Roney,TOR,Relief_Pitcher,75,245.0,27.14
445 | 443,Tracy_Thorpe,TOR,Relief_Pitcher,76,250.0,26.21
446 | 444,Jean_Machi,TOR,Relief_Pitcher,72,160.0,24.08
447 | 445,Brandon_League,TOR,Relief_Pitcher,75,192.0,23.96
448 | 446,Dustin_McGowan,TOR,Relief_Pitcher,75,220.0,24.94
449 | 447,Jason_Frasor,TOR,Relief_Pitcher,70,170.0,29.56
450 | 448,Francisco_Rosario,TOR,Relief_Pitcher,72,197.0,26.42
451 | 449,Davis_Romero,TOR,Relief_Pitcher,70,155.0,23.92
452 | 450,Jeremy_Accardo,TOR,Relief_Pitcher,74,190.0,25.23
453 | 451,Mike_Redmond,MIN,Catcher,71,200.0,35.82
454 | 452,Joe_Mauer,MIN,Catcher,76,220.0,23.87
455 | 453,Chris_Heintz,MIN,Catcher,73,210.0,32.57
456 | 454,Justin_Morneau,MIN,First_Baseman,76,228.0,25.79
457 | 455,Luis_Castillo,MIN,Second_Baseman,71,190.0,31.47
458 | 456,Alexi_Casilla,MIN,Second_Baseman,69,160.0,22.61
459 | 457,Alejandro_Machado,MIN,Second_Baseman,72,184.0,24.85
460 | 458,Jason_Bartlett,MIN,Shortstop,72,180.0,27.33
461 | 459,Luis_Rodriguez,MIN,Third_Baseman,69,180.0,26.67
462 | 460,Jeff_Cirillo,MIN,Third_Baseman,73,200.0,37.43
463 | 461,Nick_Punto,MIN,Third_Baseman,69,176.0,29.31
464 | 462,Jason_Tyner,MIN,Outfielder,73,160.0,29.85
465 | 463,Michael_Cuddyer,MIN,Outfielder,74,222.0,27.93
466 | 464,Torii_Hunter,MIN,Outfielder,74,211.0,31.62
467 | 465,Lew_Ford,MIN,Outfielder,72,195.0,30.55
468 | 466,Jason_Kubel,MIN,Outfielder,71,200.0,24.77
469 | 467,Josh_Rabe,MIN,Designated_Hitter,74,210.0,28.38
470 | 468,Rondell_White,MIN,Designated_Hitter,73,225.0,35.02
471 | 469,Ramon_Ortiz,MIN,Starting_Pitcher,72,175.0,33.77
472 | 470,Johan_Santana,MIN,Starting_Pitcher,72,206.0,27.97
473 | 471,Carlos_Silva,MIN,Starting_Pitcher,76,240.0,27.85
474 | 472,Matt_Garza,MIN,Starting_Pitcher,76,185.0,23.26
475 | 473,Boof_Bonser,MIN,Starting_Pitcher,76,260.0,25.38
476 | 474,Francisco_Liriano,MIN,Starting_Pitcher,74,185.0,23.35
477 | 475,Scott_Baker,MIN,Starting_Pitcher,76,221.0,25.45
478 | 476,Pat_Neshek,MIN,Relief_Pitcher,75,205.0,26.49
479 | 477,Glen_Perkins,MIN,Relief_Pitcher,71,200.0,24.0
480 | 478,Julio_DePaula,MIN,Relief_Pitcher,72,170.0,24.16
481 | 479,Juan_Rincon,MIN,Relief_Pitcher,71,201.0,28.1
482 | 480,Jesse_Crain,MIN,Relief_Pitcher,73,205.0,25.65
483 | 481,Matt_Guerrier,MIN,Relief_Pitcher,75,185.0,28.58
484 | 482,Joe_Nathan,MIN,Relief_Pitcher,76,205.0,32.27
485 | 483,Dennys_Reyes,MIN,Relief_Pitcher,75,245.0,29.86
486 | 484,Brayan_Pe?a,ATL,Catcher,71,220.0,25.14
487 | 485,Brian_McCann,ATL,Catcher,75,210.0,23.03
488 | 486,Craig_Wilson,ATL,First_Baseman,74,220.0,30.25
489 | 487,Chris_Woodward,ATL,Second_Baseman,72,185.0,30.67
490 | 488,Pete_Orr,ATL,Second_Baseman,73,175.0,27.73
491 | 489,Martin_Prado,ATL,Second_Baseman,73,170.0,23.34
492 | 490,Tony_Pe?a,ATL,Shortstop,73,180.0,25.94
493 | 491,Edgar_Renteria,ATL,Shortstop,73,200.0,31.56
494 | 492,Chipper_Jones,ATL,Third_Baseman,76,210.0,34.85
495 | 493,Willy_Aybar,ATL,Third_Baseman,72,175.0,23.98
496 | 494,Jeff_Francoeur,ATL,Outfielder,76,220.0,23.14
497 | 495,Matt_Diaz,ATL,Outfielder,73,206.0,28.99
498 | 496,Kelly_Johnson,ATL,Outfielder,73,180.0,25.02
499 | 497,Andruw_Jones,ATL,Outfielder,73,210.0,29.85
500 | 498,Ryan_Langerhans,ATL,Outfielder,75,195.0,27.03
501 | 499,Scott_Thorman,ATL,Outfielder,75,200.0,25.15
502 | 500,T.J._Bohn,ATL,Outfielder,77,200.0,27.12
503 | 501,Tim_Hudson,ATL,Starting_Pitcher,73,164.0,31.63
504 | 502,Jonathan_Johnson,ATL,Starting_Pitcher,72,180.0,32.62
505 | 503,John_Smoltz,ATL,Starting_Pitcher,75,220.0,39.79
506 | 504,Mike_Hampton,ATL,Starting_Pitcher,70,195.0,34.47
507 | 505,Kyle_Davies,ATL,Starting_Pitcher,74,205.0,23.47
508 | 506,Chuck_James,ATL,Starting_Pitcher,72,170.0,25.31
509 | 507,Phil_Stockman,ATL,Relief_Pitcher,80,240.0,27.1
510 | 508,Macay_McBride,ATL,Relief_Pitcher,71,210.0,24.35
511 | 509,Joey_Devine,ATL,Relief_Pitcher,71,195.0,23.45
512 | 510,Peter_Moylan,ATL,Relief_Pitcher,74,200.0,28.24
513 | 511,Mike_Gonzalez,ATL,Relief_Pitcher,74,205.0,28.77
514 | 512,Lance_Cormier,ATL,Relief_Pitcher,73,192.0,26.53
515 | 513,Blaine_Boyer,ATL,Relief_Pitcher,75,190.0,25.64
516 | 514,Manny_Acosta,ATL,Relief_Pitcher,76,170.0,25.83
517 | 515,Bob_Wickman,ATL,Relief_Pitcher,73,240.0,38.06
518 | 516,Tanyon_Sturtze,ATL,Relief_Pitcher,77,200.0,36.38
519 | 517,Oscar_Villarreal,ATL,Relief_Pitcher,72,205.0,25.27
520 | 518,Rafael_Soriano,ATL,Relief_Pitcher,73,175.0,27.2
521 | 519,Chad_Paronto,ATL,Relief_Pitcher,77,250.0,31.59
522 | 520,Tyler_Yates,ATL,Relief_Pitcher,76,220.0,29.56
523 | 521,Henry_Blanco,CHC,Catcher,71,224.0,35.5
524 | 522,Michael_Barrett,CHC,Catcher,75,210.0,30.35
525 | 523,Geovany_Soto,CHC,Catcher,73,195.0,24.11
526 | 524,Scott_Moore,CHC,First_Baseman,74,180.0,23.29
527 | 525,Derrek_Lee,CHC,First_Baseman,77,245.0,31.48
528 | 526,Ryan_Theriot,CHC,Second_Baseman,71,175.0,27.23
529 | 527,Ronny_Cedeno,CHC,Shortstop,72,180.0,24.07
530 | 528,Aramis_Ramirez,CHC,Third_Baseman,73,215.0,28.68
531 | 529,Cesar_Izturis,CHC,Third_Baseman,69,175.0,27.05
532 | 530,Alfonso_Soriano,CHC,Outfielder,73,180.0,31.15
533 | 531,Jacque_Jones,CHC,Outfielder,70,195.0,31.85
534 | 532,Daryle_Ward,CHC,Outfielder,74,230.0,31.68
535 | 533,Cliff_Floyd,CHC,Outfielder,76,230.0,34.23
536 | 534,Mark_DeRosa,CHC,Outfielder,73,205.0,32.01
537 | 535,Matt_Murton,CHC,Outfielder,73,215.0,25.41
538 | 536,Buck_Coats,CHC,Outfielder,75,195.0,24.73
539 | 537,Angel_Pagan,CHC,Outfielder,73,180.0,25.66
540 | 538,Sean_Marshall,CHC,Starting_Pitcher,79,205.0,24.5
541 | 539,Carlos_Marmol,CHC,Starting_Pitcher,74,180.0,24.38
542 | 540,Ryan_O'Malley,CHC,Starting_Pitcher,73,190.0,26.89
543 | 541,Juan_Mateo,CHC,Starting_Pitcher,74,180.0,24.2
544 | 542,Rich_Hill,CHC,Starting_Pitcher,77,190.0,26.97
545 | 543,Angel_Guzman,CHC,Starting_Pitcher,75,190.0,25.21
546 | 544,Wade_Miller,CHC,Starting_Pitcher,74,220.0,30.46
547 | 545,Jason_Marquis,CHC,Starting_Pitcher,73,210.0,28.53
548 | 546,Carlos_Zambrano,CHC,Starting_Pitcher,77,255.0,25.75
549 | 547,Ted_Lilly,CHC,Starting_Pitcher,73,190.0,31.15
550 | 548,Mark_Prior,CHC,Starting_Pitcher,77,230.0,26.48
551 | 549,Neal_Cotts,CHC,Relief_Pitcher,74,200.0,26.93
552 | 550,Will_Ohman,CHC,Relief_Pitcher,74,205.0,29.55
553 | 551,Scott_Eyre,CHC,Relief_Pitcher,73,210.0,34.75
554 | 552,Kerry_Wood,CHC,Relief_Pitcher,77,225.0,29.71
555 | 553,Ryan_Dempster,CHC,Relief_Pitcher,74,215.0,29.83
556 | 554,Bob_Howry,CHC,Relief_Pitcher,77,220.0,33.57
557 | 555,Mike_Wuertz,CHC,Relief_Pitcher,75,205.0,28.21
558 | 556,Roberto_Novoa,CHC,Relief_Pitcher,77,200.0,27.54
559 | 557,Chris_Snyder,ARZ,Catcher,75,220.0,26.05
560 | 558,Miguel_Montero,ARZ,Catcher,71,197.0,23.64
561 | 559,Conor_Jackson,ARZ,First_Baseman,74,225.0,24.82
562 | 560,Robby_Hammock,ARZ,First_Baseman,70,187.0,29.8
563 | 561,Tony_Clark,ARZ,First_Baseman,79,245.0,34.71
564 | 562,Orlando_Hudson,ARZ,Second_Baseman,72,185.0,29.22
565 | 563,Stephen_Drew,ARZ,Shortstop,72,185.0,23.96
566 | 564,Alberto_Callaspo,ARZ,Shortstop,70,175.0,23.87
567 | 565,Chad_Tracy,ARZ,Third_Baseman,74,200.0,26.77
568 | 566,Chris_Young,ARZ,Outfielder,74,180.0,23.49
569 | 567,Scott_Hairston,ARZ,Outfielder,72,188.0,26.77
570 | 568,Carlos_Quentin,ARZ,Outfielder,73,225.0,24.51
571 | 569,Jeff_DaVanon,ARZ,Outfielder,72,200.0,33.23
572 | 570,Eric_Byrnes,ARZ,Outfielder,74,210.0,31.04
573 | 571,Livan_Hernandez,ARZ,Starting_Pitcher,74,245.0,32.02
574 | 572,Doug_Davis,ARZ,Starting_Pitcher,76,213.0,31.44
575 | 573,Randy_Johnson,ARZ,Starting_Pitcher,82,231.0,43.47
576 | 574,Juan_Cruz,ARZ,Starting_Pitcher,74,165.0,28.38
577 | 575,Brandon_Webb,ARZ,Starting_Pitcher,74,228.0,27.81
578 | 576,Enrique_Gonzalez,ARZ,Starting_Pitcher,70,210.0,24.57
579 | 577,Dana_Eveland,ARZ,Starting_Pitcher,73,250.0,23.34
580 | 578,Brandon_Medders,ARZ,Relief_Pitcher,73,191.0,27.09
581 | 579,Tony_Pe?a,ARZ,Relief_Pitcher,74,190.0,25.14
582 | 580,Doug_Slaten,ARZ,Relief_Pitcher,77,200.0,27.07
583 | 581,Edgar_Gonzalez,ARZ,Relief_Pitcher,72,215.0,24.02
584 | 582,Jose_Valverde,ARZ,Relief_Pitcher,76,254.0,27.6
585 | 583,Jorge_Julio,ARZ,Relief_Pitcher,73,232.0,27.99
586 | 584,Brandon_Lyon,ARZ,Relief_Pitcher,73,180.0,27.56
587 | 585,Miguel_Olivo,FLA,Catcher,72,215.0,28.63
588 | 586,Matt_Treanor,FLA,Catcher,74,220.0,30.99
589 | 587,Mike_Jacobs,FLA,First_Baseman,74,180.0,26.33
590 | 588,Dan_Uggla,FLA,Second_Baseman,71,200.0,26.97
591 | 589,Robert_Andino,FLA,Shortstop,72,170.0,22.85
592 | 590,Hanley_Ramirez,FLA,Shortstop,75,195.0,23.19
593 | 591,Miguel_Cabrera,FLA,Third_Baseman,74,210.0,23.87
594 | 592,Aaron_Boone,FLA,Third_Baseman,74,200.0,33.98
595 | 593,Joe_Borchard,FLA,Outfielder,77,220.0,28.26
596 | 594,Alfredo_Amezaga,FLA,Outfielder,70,165.0,29.12
597 | 595,Cody_Ross,FLA,Outfielder,71,180.0,26.18
598 | 596,Josh_Willingham,FLA,Outfielder,73,200.0,28.03
599 | 597,Jeremy_Hermida,FLA,Outfielder,76,200.0,23.08
600 | 598,Eric_Reed,FLA,Outfielder,71,170.0,26.24
601 | 599,Reggi_Abercrombie,FLA,Outfielder,75,224.0,26.63
602 | 600,Ricky_Nolasco,FLA,Starting_Pitcher,74,220.0,24.21
603 | 601,Anibal_Sanchez,FLA,Starting_Pitcher,72,180.0,23.01
604 | 602,Scott_Olsen,FLA,Starting_Pitcher,76,198.0,23.13
605 | 603,Josh_Johnson,FLA,Starting_Pitcher,79,240.0,23.08
606 | 604,Dontrelle_Willis,FLA,Starting_Pitcher,76,239.0,25.13
607 | 605,Logan_Kensing,FLA,Relief_Pitcher,73,185.0,24.66
608 | 606,Sergio_Mitre,FLA,Relief_Pitcher,76,210.0,26.03
609 | 607,Kevin_Gregg,FLA,Relief_Pitcher,78,220.0,28.7
610 | 608,Travis_Bowyer,FLA,Relief_Pitcher,75,200.0,25.57
611 | 609,Renyel_Pinto,FLA,Relief_Pitcher,76,195.0,24.65
612 | 610,Randy_Messenger,FLA,Relief_Pitcher,72,220.0,25.55
613 | 611,Yusmeiro_Petit,FLA,Relief_Pitcher,72,230.0,22.27
614 | 612,Carlos_Martinez,FLA,Relief_Pitcher,73,170.0,24.76
615 | 613,Taylor_Tankersley,FLA,Relief_Pitcher,73,220.0,23.98
616 | 614,Henry_Owens,FLA,Relief_Pitcher,75,230.0,27.85
617 | 615,Jose_Garcia,FLA,Relief_Pitcher,71,165.0,22.14
618 | 616,Matt_Lindstrom,FLA,Relief_Pitcher,76,205.0,27.05
619 | 617,Javier_Valentin,CIN,Catcher,70,192.0,31.45
620 | 618,Chad_Moeller,CIN,Catcher,75,210.0,32.03
621 | 619,David_Ross,CIN,Catcher,74,205.0,29.95
622 | 620,Joey_Votto,CIN,First_Baseman,75,200.0,23.47
623 | 621,Scott_Hatteberg,CIN,First_Baseman,73,210.0,37.21
624 | 622,Brandon_Phillips,CIN,Second_Baseman,71,185.0,25.67
625 | 623,Juan_Castro,CIN,Shortstop,71,195.0,34.69
626 | 624,Alex_Gonzalez,CIN,Shortstop,72,202.0,30.04
627 | 625,Mark_Bellhorn,CIN,Third_Baseman,73,205.0,32.52
628 | 626,Edwin_Encarnacion,CIN,Third_Baseman,73,195.0,24.15
629 | 627,Jeff_Keppinger,CIN,Third_Baseman,72,180.0,26.86
630 | 628,Norris_Hopper,CIN,Outfielder,69,200.0,27.94
631 | 629,Chris_Denorfia,CIN,Outfielder,73,185.0,26.63
632 | 630,Adam_Dunn,CIN,Outfielder,78,240.0,27.31
633 | 631,Bubba_Crosby,CIN,Outfielder,71,185.0,30.55
634 | 632,Jeff_Conine,CIN,Outfielder,73,220.0,40.68
635 | 633,Ken_Griffey_Jr.,CIN,Outfielder,75,205.0,37.27
636 | 634,Josh_Hamilton,CIN,Outfielder,76,205.0,25.78
637 | 635,Ryan_Freel,CIN,Outfielder,70,180.0,30.98
638 | 636,Kyle_Lohse,CIN,Starting_Pitcher,74,201.0,28.41
639 | 637,Bronson_Arroyo,CIN,Starting_Pitcher,77,190.0,30.01
640 | 638,Eric_Milton,CIN,Starting_Pitcher,75,208.0,31.57
641 | 639,Aaron_Harang,CIN,Starting_Pitcher,79,240.0,28.81
642 | 641,Elizardo_Ramirez,CIN,Starting_Pitcher,72,180.0,24.09
643 | 642,Todd_Coffey,CIN,Relief_Pitcher,77,230.0,26.47
644 | 643,Brian_Shackelford,CIN,Relief_Pitcher,73,195.0,30.5
645 | 644,Bill_Bray,CIN,Relief_Pitcher,75,215.0,23.74
646 | 645,Bobby_Livingston,CIN,Relief_Pitcher,75,190.0,24.49
647 | 646,Matt_Belisle,CIN,Relief_Pitcher,75,195.0,26.73
648 | 647,Gary_Majewski,CIN,Relief_Pitcher,73,215.0,27.01
649 | 648,Mike_Stanton,CIN,Relief_Pitcher,73,215.0,39.75
650 | 649,Brad_Salmon,CIN,Relief_Pitcher,76,220.0,27.16
651 | 650,Jared_Burton,CIN,Relief_Pitcher,77,220.0,25.74
652 | 651,David_Weathers,CIN,Relief_Pitcher,75,230.0,37.43
653 | 652,Rheal_Cormier,CIN,Relief_Pitcher,70,195.0,39.85
654 | 653,Yorvit_Torrealba,COL,Catcher,71,190.0,28.62
655 | 654,Chris_Iannetta,COL,Catcher,71,195.0,23.9
656 | 655,Alvin_Colina,COL,Catcher,75,209.0,25.18
657 | 656,Todd_Helton,COL,First_Baseman,74,204.0,33.53
658 | 657,Jamey_Carroll,COL,Second_Baseman,69,170.0,33.03
659 | 658,Kaz_Matsui,COL,Second_Baseman,70,185.0,31.35
660 | 659,Troy_Tulowitzki,COL,Shortstop,75,205.0,22.39
661 | 660,Clint_Barmes,COL,Shortstop,72,175.0,27.99
662 | 661,Garrett_Atkins,COL,Third_Baseman,75,210.0,27.22
663 | 662,Ryan_Spilborghs,COL,Outfielder,73,190.0,27.49
664 | 663,Cory_Sullivan,COL,Outfielder,72,180.0,27.53
665 | 664,Jeff_Salazar,COL,Outfielder,72,180.0,26.26
666 | 665,Willy_Taveras,COL,Outfielder,72,160.0,25.18
667 | 666,Matt_Holliday,COL,Outfielder,76,235.0,27.12
668 | 667,Brad_Hawpe,COL,Outfielder,75,200.0,27.69
669 | 668,Jeff_Baker,COL,Outfielder,74,210.0,25.69
670 | 669,Javy_Lopez,COL,Designated_Hitter,75,224.0,36.32
671 | 670,Byung-Hyun_Kim,COL,Starting_Pitcher,69,180.0,28.11
672 | 671,Rodrigo_Lopez,COL,Starting_Pitcher,73,190.0,31.21
673 | 672,Brian_Lawrence,COL,Starting_Pitcher,72,197.0,30.8
674 | 673,Josh_Fogg,COL,Starting_Pitcher,72,203.0,30.21
675 | 674,Aaron_Cook,COL,Starting_Pitcher,75,205.0,28.06
676 | 675,Denny_Bautista,COL,Starting_Pitcher,77,170.0,26.52
677 | 676,Ubaldo_Jimenez,COL,Starting_Pitcher,76,200.0,23.1
678 | 677,Jason_Hirsh,COL,Starting_Pitcher,80,250.0,25.02
679 | 678,Jeff_Francis,COL,Starting_Pitcher,77,200.0,26.14
680 | 679,Taylor_Buchholz,COL,Starting_Pitcher,76,220.0,25.38
681 | 680,Ryan_Speier,COL,Relief_Pitcher,79,200.0,27.6
682 | 681,Ramon_Ramirez,COL,Relief_Pitcher,71,190.0,25.5
683 | 682,Manny_Corpas,COL,Relief_Pitcher,75,170.0,24.24
684 | 683,Juan_Morillo,COL,Relief_Pitcher,73,190.0,23.32
685 | 684,Brian_Fuentes,COL,Relief_Pitcher,76,220.0,31.56
686 | 685,LaTroy_Hawkins,COL,Relief_Pitcher,77,215.0,34.19
687 | 686,Tom_Martin,COL,Relief_Pitcher,73,206.0,36.78
688 | 687,Jeremy_Affeldt,COL,Relief_Pitcher,76,215.0,27.73
689 | 688,Paul_Lo_Duca,NYM,Catcher,70,185.0,34.88
690 | 689,Ramon_Castro,NYM,Catcher,75,235.0,31.0
691 | 690,Julio_Franco,NYM,First_Baseman,73,188.0,48.52
692 | 691,Carlos_Delgado,NYM,First_Baseman,75,230.0,34.68
693 | 692,Jose_Valentin,NYM,Second_Baseman,70,195.0,37.38
694 | 693,Anderson_Hernandez,NYM,Second_Baseman,69,168.0,24.33
695 | 694,Damion_Easley,NYM,Shortstop,71,190.0,37.3
696 | 695,Jose_Reyes,NYM,Shortstop,72,160.0,23.72
697 | 696,David_Wright,NYM,Third_Baseman,72,200.0,24.19
698 | 697,Ben_Johnson,NYM,Outfielder,73,200.0,25.7
699 | 698,Endy_Chavez,NYM,Outfielder,70,189.0,29.06
700 | 699,David_Newhan,NYM,Outfielder,70,180.0,33.48
701 | 700,Carlos_Beltran,NYM,Outfielder,73,190.0,29.85
702 | 701,Shawn_Green,NYM,Outfielder,76,200.0,34.3
703 | 702,Moises_Alou,NYM,Outfielder,75,220.0,40.66
704 | 703,Lastings_Milledge,NYM,Outfielder,72,187.0,21.9
705 | 704,Alay_Soler,NYM,Starting_Pitcher,73,240.0,27.39
706 | 705,Mike_Pelfrey,NYM,Starting_Pitcher,79,190.0,23.13
707 | 706,Pedro_Martinez,NYM,Starting_Pitcher,71,180.0,35.35
708 | 707,Tom_Glavine,NYM,Starting_Pitcher,72,185.0,40.93
709 | 708,Chan_Ho_Park,NYM,Starting_Pitcher,74,210.0,33.67
710 | 709,Orlando_Hernandez,NYM,Starting_Pitcher,74,220.0,37.39
711 | 710,Dave_Williams,NYM,Starting_Pitcher,74,219.0,27.97
712 | 711,Oliver_Perez,NYM,Starting_Pitcher,72,190.0,25.54
713 | 712,John_Maine,NYM,Starting_Pitcher,76,193.0,25.81
714 | 713,Marcos_Carvajal,NYM,Relief_Pitcher,76,175.0,22.53
715 | 714,Ambiorix_Burgos,NYM,Relief_Pitcher,72,180.0,22.86
716 | 715,Jason_Vargas,NYM,Relief_Pitcher,72,215.0,24.07
717 | 716,Jon_Adkins,NYM,Relief_Pitcher,71,210.0,29.5
718 | 717,Juan_Padilla,NYM,Relief_Pitcher,72,200.0,30.03
719 | 718,Duaner_Sanchez,NYM,Relief_Pitcher,72,190.0,27.38
720 | 719,Pedro_Feliciano,NYM,Relief_Pitcher,70,185.0,30.51
721 | 720,Aaron_Heilman,NYM,Relief_Pitcher,77,220.0,28.3
722 | 721,Jorge_Sosa,NYM,Relief_Pitcher,74,170.0,29.84
723 | 722,Scott_Schoeneweis,NYM,Relief_Pitcher,72,195.0,33.41
724 | 723,Guillermo_Mota,NYM,Relief_Pitcher,76,205.0,33.6
725 | 724,Billy_Wagner,NYM,Relief_Pitcher,71,195.0,35.6
726 | 725,Philip_Humber,NYM,Relief_Pitcher,76,210.0,24.19
727 | 726,Brad_Ausmus,HOU,Catcher,71,190.0,37.88
728 | 727,Humberto_Quintero,HOU,Catcher,73,190.0,27.56
729 | 728,Hector_Gimenez,HOU,Catcher,70,180.0,24.42
730 | 729,Lance_Berkman,HOU,First_Baseman,73,220.0,31.05
731 | 730,Mike_Lamb,HOU,First_Baseman,73,190.0,31.56
732 | 731,Mark_Loretta,HOU,Second_Baseman,72,186.0,35.55
733 | 732,Craig_Biggio,HOU,Second_Baseman,71,185.0,41.21
734 | 733,Brooks_Conrad,HOU,Second_Baseman,71,190.0,27.12
735 | 734,Chris_Burke,HOU,Second_Baseman,71,180.0,26.97
736 | 735,Eric_Bruntlett,HOU,Second_Baseman,72,190.0,28.92
737 | 736,Adam_Everett,HOU,Shortstop,72,170.0,30.06
738 | 737,Morgan_Ensberg,HOU,Third_Baseman,74,210.0,31.51
739 | 738,Carlos_Lee,HOU,Outfielder,74,240.0,30.69
740 | 739,Jason_Lane,HOU,Outfielder,74,220.0,30.19
741 | 740,Orlando_Palmeiro,HOU,Outfielder,71,180.0,38.11
742 | 741,Luke_Scott,HOU,Outfielder,72,210.0,28.68
743 | 742,Charlton_Jimerson,HOU,Outfielder,75,210.0,27.44
744 | 743,Fernando_Nieve,HOU,Starting_Pitcher,72,195.0,24.63
745 | 744,Wandy_Rodriguez,HOU,Starting_Pitcher,71,160.0,28.11
746 | 745,Brandon_Backe,HOU,Starting_Pitcher,72,180.0,28.9
747 | 746,Matt_Albers,HOU,Starting_Pitcher,72,205.0,24.11
748 | 747,Woody_Williams,HOU,Starting_Pitcher,72,200.0,40.53
749 | 748,Roy_Oswalt,HOU,Starting_Pitcher,72,185.0,29.5
750 | 749,Jason_Jennings,HOU,Starting_Pitcher,74,245.0,28.62
751 | 750,Miguel_Asencio,HOU,Relief_Pitcher,74,190.0,26.42
752 | 751,Brad_Lidge,HOU,Relief_Pitcher,77,210.0,30.18
753 | 752,Trever_Miller,HOU,Relief_Pitcher,75,200.0,33.75
754 | 753,David_Borkowski,HOU,Relief_Pitcher,73,200.0,30.06
755 | 754,Dan_Wheeler,HOU,Relief_Pitcher,75,222.0,29.22
756 | 755,Paul_Estrada,HOU,Relief_Pitcher,73,215.0,24.47
757 | 756,Lincoln_Holdzkom,HOU,Relief_Pitcher,76,240.0,24.94
758 | 757,Chris_Sampson,HOU,Relief_Pitcher,72,170.0,28.77
759 | 758,Chad_Qualls,HOU,Relief_Pitcher,77,220.0,28.54
760 | 759,Ezequiel_Astacio,HOU,Relief_Pitcher,75,156.0,27.32
761 | 760,Mike_Lieberthal,LA,Catcher,72,190.0,35.12
762 | 761,Russell_Martin,LA,Catcher,71,202.0,24.04
763 | 762,Olmedo_Saenz,LA,First_Baseman,71,221.0,36.39
764 | 763,James_Loney,LA,First_Baseman,75,200.0,22.81
765 | 764,Nomar_Garciaparra,LA,First_Baseman,72,190.0,33.6
766 | 765,Jeff_Kent,LA,Second_Baseman,73,210.0,38.98
767 | 766,Ramon_Martinez,LA,Second_Baseman,73,190.0,34.39
768 | 767,Marlon_Anderson,LA,Second_Baseman,71,200.0,33.15
769 | 768,Rafael_Furcal,LA,Shortstop,70,165.0,29.35
770 | 769,Wilson_Betemit,LA,Third_Baseman,75,190.0,26.59
771 | 770,Andy_LaRoche,LA,Third_Baseman,71,185.0,23.46
772 | 771,Matt_Kemp,LA,Outfielder,76,230.0,22.43
773 | 772,Andre_Ethier,LA,Outfielder,73,208.0,24.89
774 | 773,Delwyn_Young,LA,Outfielder,68,209.0,24.67
775 | 774,Jason_Repko,LA,Outfielder,71,175.0,26.17
776 | 775,Juan_Pierre,LA,Outfielder,72,180.0,29.54
777 | 776,Luis_Gonzalez,LA,Outfielder,74,200.0,39.49
778 | 777,Jason_Schmidt,LA,Starting_Pitcher,77,205.0,34.08
779 | 778,Randy_Wolf,LA,Starting_Pitcher,72,200.0,30.52
780 | 779,Brad_Penny,LA,Starting_Pitcher,76,250.0,28.77
781 | 780,Derek_Lowe,LA,Starting_Pitcher,78,210.0,33.75
782 | 781,Mark_Hendrickson,LA,Starting_Pitcher,81,230.0,32.69
783 | 782,Chad_Billingsley,LA,Starting_Pitcher,72,244.0,22.59
784 | 783,Takashi_Saito,LA,Relief_Pitcher,73,202.0,37.04
785 | 784,Jonathan_Broxton,LA,Relief_Pitcher,76,240.0,22.7
786 | 785,Hong-Chih_Kuo,LA,Relief_Pitcher,72,200.0,25.6
787 | 786,Eric_Stults,LA,Relief_Pitcher,72,215.0,27.23
788 | 787,Chin-Hui_Tsao,LA,Relief_Pitcher,74,177.0,25.74
789 | 788,Tim_Hamulack,LA,Relief_Pitcher,76,210.0,30.29
790 | 789,Yhency_Brazoban,LA,Relief_Pitcher,73,170.0,26.72
791 | 790,Brett_Tomko,LA,Relief_Pitcher,76,215.0,33.9
792 | 791,Joe_Beimel,LA,Relief_Pitcher,75,217.0,29.86
793 | 792,Elmer_Dessens,LA,Relief_Pitcher,70,198.0,36.13
794 | 793,Ryan_Budde,PHI,Catcher,71,200.0,27.54
795 | 794,Rod_Barajas,PHI,Catcher,74,220.0,31.49
796 | 795,Carlos_Ruiz,PHI,Catcher,72,170.0,28.1
797 | 796,Chris_Coste,PHI,Catcher,73,200.0,34.07
798 | 797,Ryan_Howard,PHI,First_Baseman,76,230.0,27.28
799 | 798,Wes_Helms,PHI,First_Baseman,76,231.0,30.8
800 | 799,Chase_Utley,PHI,Second_Baseman,73,183.0,28.2
801 | 800,Danny_Sandoval,PHI,Second_Baseman,71,192.0,27.9
802 | 801,Jimmy_Rollins,PHI,Shortstop,68,167.0,28.26
803 | 802,Abraham_Nu?ez,PHI,Third_Baseman,71,190.0,30.96
804 | 803,Michael_Bourn,PHI,Outfielder,71,180.0,24.18
805 | 804,Chris_Roberson,PHI,Outfielder,74,180.0,27.52
806 | 805,Jayson_Werth,PHI,Outfielder,77,215.0,27.78
807 | 806,Shane_Victorino,PHI,Outfielder,69,160.0,26.25
808 | 807,Aaron_Rowand,PHI,Outfielder,72,205.0,29.5
809 | 808,Pat_Burrell,PHI,Outfielder,76,223.0,30.39
810 | 809,Greg_Dobbs,PHI,Designated_Hitter,73,205.0,28.66
811 | 810,Cole_Hamels,PHI,Starting_Pitcher,75,175.0,23.18
812 | 811,Alfredo_Simon,PHI,Starting_Pitcher,76,170.0,25.81
813 | 812,Scott_Mathieson,PHI,Starting_Pitcher,75,190.0,23.01
814 | 813,Freddy_Garcia,PHI,Starting_Pitcher,76,240.0,31.72
815 | 814,Jamie_Moyer,PHI,Starting_Pitcher,72,175.0,44.28
816 | 815,Jon_Lieber,PHI,Starting_Pitcher,74,230.0,36.91
817 | 816,Brett_Myers,PHI,Starting_Pitcher,76,223.0,26.54
818 | 817,Adam_Eaton,PHI,Starting_Pitcher,74,196.0,29.27
819 | 818,Geoff_Geary,PHI,Relief_Pitcher,72,167.0,30.51
820 | 819,Clay_Condrey,PHI,Relief_Pitcher,75,195.0,31.28
821 | 820,Ryan_Madson,PHI,Relief_Pitcher,78,190.0,26.51
822 | 821,Antonio_Alfonseca,PHI,Relief_Pitcher,77,250.0,34.87
823 | 822,Tom_Gordon,PHI,Relief_Pitcher,70,190.0,39.28
824 | 823,Brian_Sanches,PHI,Relief_Pitcher,72,190.0,28.56
825 | 824,Jim_Ed_Warden,PHI,Relief_Pitcher,79,190.0,27.82
826 | 825,Anderson_Garcia,PHI,Relief_Pitcher,74,170.0,25.94
827 | 826,Eude_Brito,PHI,Relief_Pitcher,71,160.0,28.53
828 | 827,Fabio_Castro,PHI,Relief_Pitcher,68,150.0,22.11
829 | 828,Matt_Smith,PHI,Relief_Pitcher,77,225.0,27.71
830 | 829,Damian_Miller,MLW,Catcher,75,220.0,37.38
831 | 830,Johnny_Estrada,MLW,Catcher,71,209.0,30.67
832 | 831,Mike_Rivera,MLW,Catcher,72,210.0,30.48
833 | 832,J.D._Closser,MLW,Catcher,70,176.0,27.12
834 | 833,Prince_Fielder,MLW,First_Baseman,72,260.0,22.81
835 | 834,Rickie_Weeks,MLW,Second_Baseman,72,195.0,24.46
836 | 835,Tony_Graffanino,MLW,Second_Baseman,73,190.0,34.73
837 | 836,Craig_Counsell,MLW,Shortstop,72,184.0,36.53
838 | 837,J.J._Hardy,MLW,Shortstop,74,180.0,24.53
839 | 838,Bill_Hall,MLW,Shortstop,72,195.0,27.17
840 | 839,Vinny_Rottino,MLW,Third_Baseman,72,195.0,26.9
841 | 840,Corey_Koskie,MLW,Third_Baseman,75,219.0,33.67
842 | 841,Kevin_Mench,MLW,Outfielder,72,225.0,29.14
843 | 842,Geoff_Jenkins,MLW,Outfielder,73,212.0,32.61
844 | 843,Brady_Clark,MLW,Outfielder,74,202.0,33.87
845 | 844,Tony_Gwynn_Jr.,MLW,Outfielder,72,185.0,24.41
846 | 845,Corey_Hart,MLW,Outfielder,78,200.0,24.94
847 | 846,Gabe_Gross,MLW,Outfielder,75,209.0,27.36
848 | 847,Laynce_Nix,MLW,Outfielder,72,200.0,26.33
849 | 848,Drew_Anderson,MLW,Outfielder,74,195.0,25.72
850 | 849,Claudio_Vargas,MLW,Starting_Pitcher,75,228.0,28.7
851 | 850,Chris_Capuano,MLW,Starting_Pitcher,75,210.0,28.53
852 | 851,Ben_Hendrickson,MLW,Starting_Pitcher,76,190.0,26.07
853 | 852,Dave_Bush,MLW,Starting_Pitcher,74,212.0,27.31
854 | 853,Carlos_Villanueva,MLW,Starting_Pitcher,74,190.0,23.26
855 | 854,Ben_Sheets,MLW,Starting_Pitcher,73,218.0,28.62
856 | 855,Jeff_Suppan,MLW,Starting_Pitcher,74,220.0,32.16
857 | 856,Brian_Shouse,MLW,Relief_Pitcher,71,190.0,38.43
858 | 857,Francisco_Cordero,MLW,Relief_Pitcher,74,235.0,31.81
859 | 858,Derrick_Turnbow,MLW,Relief_Pitcher,75,210.0,29.1
860 | 859,Matt_Wise,MLW,Relief_Pitcher,76,200.0,31.28
861 | 860,Grant_Balfour,MLW,Relief_Pitcher,74,188.0,29.17
862 | 861,Dennis_Sarfate,MLW,Relief_Pitcher,76,210.0,25.89
863 | 862,Jose_Capellan,MLW,Relief_Pitcher,76,235.0,26.13
864 | 863,Greg_Aquino,MLW,Relief_Pitcher,73,188.0,29.13
865 | 864,Josh_Bard,SD,Catcher,75,215.0,28.92
866 | 865,Rob_Bowen,SD,Catcher,75,216.0,26.01
867 | 866,Adrian_Gonzalez,SD,First_Baseman,74,220.0,24.81
868 | 867,Marcus_Giles,SD,Second_Baseman,68,180.0,28.79
869 | 868,Todd_Walker,SD,Second_Baseman,72,185.0,33.77
870 | 869,Geoff_Blum,SD,Shortstop,75,200.0,33.85
871 | 870,Khalil_Greene,SD,Shortstop,71,210.0,27.36
872 | 871,Paul_McAnulty,SD,Outfielder,70,220.0,26.01
873 | 872,Terrmel_Sledge,SD,Outfielder,72,185.0,29.95
874 | 873,Jack_Cust,SD,Outfielder,73,231.0,28.12
875 | 874,Jose_Cruz_Jr.,SD,Outfielder,72,210.0,32.87
876 | 875,Russell_Branyan,SD,Outfielder,75,195.0,31.2
877 | 876,Mike_Cameron,SD,Outfielder,74,200.0,34.14
878 | 877,Brian_Giles,SD,Outfielder,70,205.0,36.11
879 | 878,Kevin_Kouzmanoff,SD,Designated_Hitter,73,200.0,25.6
880 | 879,Mike_Thompson,SD,Starting_Pitcher,76,200.0,26.31
881 | 880,Clay_Hensley,SD,Starting_Pitcher,71,190.0,27.5
882 | 881,Chris_Young,SD,Starting_Pitcher,82,250.0,27.77
883 | 882,Greg_Maddux,SD,Starting_Pitcher,72,185.0,40.88
884 | 883,Jake_Peavy,SD,Starting_Pitcher,73,180.0,25.75
885 | 884,Scott_Cassidy,SD,Relief_Pitcher,74,170.0,31.41
886 | 885,Scott_Strickland,SD,Relief_Pitcher,71,180.0,30.84
887 | 886,Scott_Linebrink,SD,Relief_Pitcher,75,208.0,30.57
888 | 887,Doug_Brocail,SD,Relief_Pitcher,77,235.0,39.79
889 | 888,Trevor_Hoffman,SD,Relief_Pitcher,72,215.0,39.38
890 | 889,Heath_Bell,SD,Relief_Pitcher,74,244.0,29.42
891 | 890,Royce_Ring,SD,Relief_Pitcher,72,220.0,26.19
892 | 891,Cla_Meredith,SD,Relief_Pitcher,73,185.0,23.74
893 | 892,Andrew_Brown,SD,Relief_Pitcher,78,230.0,26.03
894 | 893,Mike_Adams,SD,Relief_Pitcher,77,190.0,28.59
895 | 894,Justin_Hampson,SD,Relief_Pitcher,73,200.0,26.77
896 | 895,Kevin_Cameron,SD,Relief_Pitcher,73,180.0,27.21
897 | 896,Ryan_Ketchner,SD,Relief_Pitcher,73,190.0,24.87
898 | 897,Brian_Schneider,WAS,Catcher,73,196.0,30.26
899 | 898,Jesus_Flores,WAS,Catcher,73,180.0,22.34
900 | 899,Larry_Broadway,WAS,First_Baseman,76,230.0,26.2
901 | 900,Nick_Johnson,WAS,First_Baseman,75,224.0,28.45
902 | 901,Bernie_Castro,WAS,Second_Baseman,70,160.0,27.63
903 | 902,Josh_Wilson,WAS,Shortstop,73,178.0,25.93
904 | 903,Cristian_Guzman,WAS,Shortstop,72,205.0,28.94
905 | 904,Felipe_Lopez,WAS,Shortstop,73,185.0,26.8
906 | 905,Ryan_Zimmerman,WAS,Third_Baseman,75,210.0,22.42
907 | 906,Nook_Logan,WAS,Outfielder,74,180.0,27.26
908 | 907,Ryan_Church,WAS,Outfielder,73,190.0,28.38
909 | 908,Kory_Casto,WAS,Outfielder,73,200.0,25.23
910 | 909,Mike_Restovich,WAS,Outfielder,76,257.0,28.16
911 | 910,Alex_Escobar,WAS,Outfielder,73,190.0,28.48
912 | 911,Austin_Kearns,WAS,Outfielder,75,220.0,26.78
913 | 912,Chris_Snelling,WAS,Outfielder,70,165.0,25.24
914 | 913,Billy_Traber,WAS,Starting_Pitcher,77,205.0,27.45
915 | 914,Tim_Redding,WAS,Starting_Pitcher,72,200.0,29.05
916 | 915,John_Patterson,WAS,Starting_Pitcher,77,208.0,29.08
917 | 916,Shawn_Hill,WAS,Starting_Pitcher,74,185.0,25.84
918 | 917,Joel_Hanrahan,WAS,Starting_Pitcher,75,215.0,25.4
919 | 918,Mike_O'Connor,WAS,Starting_Pitcher,75,170.0,26.54
920 | 919,Emiliano_Fruto,WAS,Relief_Pitcher,75,235.0,22.73
921 | 920,Chris_Schroder,WAS,Relief_Pitcher,75,210.0,28.53
922 | 921,Brett_Campbell,WAS,Relief_Pitcher,72,170.0,25.37
923 | 922,Beltran_Perez,WAS,Relief_Pitcher,74,180.0,25.35
924 | 923,Levale_Speigner,WAS,Relief_Pitcher,71,170.0,26.43
925 | 924,Jason_Bergmann,WAS,Relief_Pitcher,76,190.0,25.43
926 | 925,Saul_Rivera,WAS,Relief_Pitcher,71,150.0,29.23
927 | 926,Chris_Booker,WAS,Relief_Pitcher,75,230.0,30.22
928 | 927,Micah_Bowie,WAS,Relief_Pitcher,76,203.0,32.3
929 | 928,Jon_Rauch,WAS,Relief_Pitcher,83,260.0,28.42
930 | 929,Jerome_Williams,WAS,Relief_Pitcher,75,246.0,25.24
931 | 930,Luis_Ayala,WAS,Relief_Pitcher,74,186.0,29.13
932 | 931,Ryan_Wagner,WAS,Relief_Pitcher,76,210.0,24.63
933 | 932,Chad_Cordero,WAS,Relief_Pitcher,72,198.0,24.95
934 | 933,Humberto_Cota,PIT,Catcher,72,210.0,28.06
935 | 934,Ronny_Paulino,PIT,Catcher,75,215.0,25.86
936 | 935,Adam_LaRoche,PIT,First_Baseman,75,180.0,27.32
937 | 936,Ryan_Doumit,PIT,First_Baseman,72,200.0,25.91
938 | 937,Brad_Eldred,PIT,First_Baseman,77,245.0,26.63
939 | 938,Jose_Castillo,PIT,Second_Baseman,73,200.0,25.95
940 | 939,Jack_Wilson,PIT,Shortstop,72,192.0,29.17
941 | 940,Freddy_Sanchez,PIT,Third_Baseman,70,192.0,29.19
942 | 941,Jason_Bay,PIT,Outfielder,74,200.0,28.44
943 | 942,Jose_Bautista,PIT,Outfielder,72,192.0,26.36
944 | 943,Xavier_Nady,PIT,Outfielder,74,205.0,28.29
945 | 944,Jody_Gerut,PIT,Outfielder,72,190.0,29.45
946 | 945,Nate_McLouth,PIT,Outfielder,71,186.0,25.34
947 | 946,Chris_Duffy,PIT,Outfielder,70,170.0,26.86
948 | 947,Rajai_Davis,PIT,Outfielder,71,197.0,26.36
949 | 948,Shane_Youman,PIT,Starting_Pitcher,76,219.0,27.39
950 | 949,Yoslan_Herrera,PIT,Starting_Pitcher,74,200.0,25.84
951 | 950,Josh_Shortslef,PIT,Starting_Pitcher,76,220.0,25.08
952 | 951,Zach_Duke,PIT,Starting_Pitcher,74,207.0,23.87
953 | 952,Paul_Maholm,PIT,Starting_Pitcher,74,225.0,24.68
954 | 953,Tom_Gorzelanny,PIT,Starting_Pitcher,74,207.0,24.64
955 | 954,Shawn_Chacon,PIT,Starting_Pitcher,75,212.0,29.19
956 | 955,Tony_Armas_Jr.,PIT,Starting_Pitcher,75,225.0,28.84
957 | 956,Ian_Snell,PIT,Starting_Pitcher,71,170.0,25.33
958 | 957,Sean_Burnett,PIT,Starting_Pitcher,71,190.0,24.45
959 | 958,John_Grabow,PIT,Relief_Pitcher,74,210.0,28.32
960 | 959,Marty_McLeary,PIT,Relief_Pitcher,77,230.0,32.34
961 | 960,Salomon_Torres,PIT,Relief_Pitcher,71,210.0,34.97
962 | 961,Damaso_Marte,PIT,Relief_Pitcher,74,200.0,32.04
963 | 962,Matt_Capps,PIT,Relief_Pitcher,75,238.0,23.49
964 | 963,Josh_Sharpless,PIT,Relief_Pitcher,77,234.0,26.09
965 | 964,Bryan_Bullington,PIT,Relief_Pitcher,76,222.0,26.41
966 | 965,Jonah_Bayliss,PIT,Relief_Pitcher,74,200.0,26.55
967 | 966,Brian_Rogers,PIT,Relief_Pitcher,76,190.0,24.62
968 | 967,Juan_Perez,PIT,Relief_Pitcher,72,170.0,28.49
969 | 968,Bengie_Molina,SF,Catcher,71,220.0,32.61
970 | 969,Eliezer_Alfonzo,SF,Catcher,72,223.0,28.06
971 | 970,Lance_Niekro,SF,First_Baseman,75,210.0,28.08
972 | 971,Mark_Sweeney,SF,First_Baseman,73,215.0,37.34
973 | 972,Ray_Durham,SF,Second_Baseman,68,196.0,35.25
974 | 973,Kevin_Frandsen,SF,Second_Baseman,72,175.0,24.77
975 | 974,Omar_Vizquel,SF,Shortstop,69,175.0,39.85
976 | 975,Rich_Aurilia,SF,Third_Baseman,73,189.0,35.49
977 | 976,Pedro_Feliz,SF,Third_Baseman,73,205.0,31.84
978 | 977,Todd_Linden,SF,Outfielder,75,210.0,26.67
979 | 978,Dave_Roberts,SF,Outfielder,70,180.0,34.75
980 | 979,Jason_Ellison,SF,Outfielder,70,180.0,28.91
981 | 980,Randy_Winn,SF,Outfielder,74,197.0,32.73
982 | 981,Ryan_Klesko,SF,Outfielder,75,220.0,35.72
983 | 982,Barry_Bonds,SF,Outfielder,74,228.0,42.6
984 | 983,Fred_Lewis,SF,Outfielder,74,190.0,26.22
985 | 984,Kelyn_Acosta,SF,Starting_Pitcher,73,204.0,21.85
986 | 985,Jonathan_Sanchez,SF,Starting_Pitcher,74,165.0,24.28
987 | 986,Matt_Cain,SF,Starting_Pitcher,75,216.0,22.41
988 | 987,Matt_Morris,SF,Starting_Pitcher,77,220.0,32.56
989 | 988,Russ_Ortiz,SF,Starting_Pitcher,73,208.0,32.74
990 | 989,Noah_Lowry,SF,Starting_Pitcher,74,210.0,26.39
991 | 990,Barry_Zito,SF,Starting_Pitcher,76,215.0,28.8
992 | 991,Vinnie_Chulk,SF,Relief_Pitcher,74,195.0,28.2
993 | 992,Kevin_Correia,SF,Relief_Pitcher,75,200.0,26.52
994 | 993,Steve_Kline,SF,Relief_Pitcher,73,215.0,34.52
995 | 994,Armando_Benitez,SF,Relief_Pitcher,76,229.0,34.32
996 | 995,Scott_Munter,SF,Relief_Pitcher,78,240.0,26.98
997 | 996,Jack_Taschner,SF,Relief_Pitcher,75,207.0,28.86
998 | 997,Brian_Wilson,SF,Relief_Pitcher,73,205.0,24.96
999 | 998,Merkin_Valdez,SF,Relief_Pitcher,77,208.0,25.3
1000 | 999,Brad_Hennessey,SF,Relief_Pitcher,74,185.0,27.06
1001 | 1000,Billy_Sadler,SF,Relief_Pitcher,72,190.0,25.44
1002 | 1001,Pat_Misch,SF,Relief_Pitcher,74,170.0,25.53
1003 | 1002,Gary_Bennett,STL,Catcher,72,208.0,34.87
1004 | 1003,Yadier_Molina,STL,Catcher,71,225.0,24.63
1005 | 1004,John_Nelson,STL,First_Baseman,73,190.0,27.99
1006 | 1005,Albert_Pujols,STL,First_Baseman,75,225.0,27.12
1007 | 1006,Adam_Kennedy,STL,Second_Baseman,73,185.0,31.14
1008 | 1007,Aaron_Miles,STL,Second_Baseman,67,180.0,30.21
1009 | 1008,David_Eckstein,STL,Shortstop,67,165.0,32.11
1010 | 1009,Scott_Rolen,STL,Third_Baseman,76,240.0,31.91
1011 | 1010,Scott_Spiezio,STL,Third_Baseman,74,220.0,34.44
1012 | 1011,Jim_Edmonds,STL,Outfielder,73,212.0,36.68
1013 | 1012,So_Taguchi,STL,Outfielder,70,163.0,37.66
1014 | 1013,Juan_Encarnacion,STL,Outfielder,75,215.0,30.98
1015 | 1014,Skip_Schumaker,STL,Outfielder,70,175.0,27.07
1016 | 1015,John_Rodriguez,STL,Outfielder,72,205.0,29.11
1017 | 1016,Chris_Duncan,STL,Outfielder,77,210.0,25.82
1018 | 1017,Adam_Wainwright,STL,Starting_Pitcher,79,205.0,25.5
1019 | 1018,Mark_Mulder,STL,Starting_Pitcher,78,208.0,29.57
1020 | 1019,Anthony_Reyes,STL,Starting_Pitcher,74,215.0,25.37
1021 | 1020,Ryan_Franklin,STL,Starting_Pitcher,75,180.0,33.99
1022 | 1021,Kip_Wells,STL,Starting_Pitcher,75,200.0,29.86
1023 | 1022,Chris_Carpenter,STL,Starting_Pitcher,78,230.0,31.84
1024 | 1023,Russ_Springer,STL,Relief_Pitcher,76,211.0,38.31
1025 | 1024,Jason_Isringhausen,STL,Relief_Pitcher,75,230.0,34.48
1026 | 1025,Ricardo_Rincon,STL,Relief_Pitcher,69,190.0,36.88
1027 | 1026,Braden_Looper,STL,Relief_Pitcher,75,220.0,32.34
1028 | 1027,Randy_Flores,STL,Relief_Pitcher,72,180.0,31.58
1029 | 1028,Josh_Hancock,STL,Relief_Pitcher,75,205.0,28.89
1030 | 1029,Brad_Thompson,STL,Relief_Pitcher,73,190.0,25.08
1031 | 1030,Tyler_Johnson,STL,Relief_Pitcher,74,180.0,25.73
1032 | 1031,Chris_Narveson,STL,Relief_Pitcher,75,205.0,25.19
1033 | 1032,Randy_Keisler,STL,Relief_Pitcher,75,190.0,31.01
1034 | 1033,Josh_Kinney,STL,Relief_Pitcher,73,195.0,27.92
1035 |
--------------------------------------------------------------------------------
/recipes/aws-lambda-sam/sam-ml-predict/ml_hello_world/htwtmlb.csv:
--------------------------------------------------------------------------------
1 | ,Name,Team,Position,Height,Weight,Age
2 | 0,Adam_Donachie,BAL,Catcher,74,180.0,22.99
3 | 1,Paul_Bako,BAL,Catcher,74,215.0,34.69
4 | 2,Ramon_Hernandez,BAL,Catcher,72,210.0,30.78
5 | 3,Kevin_Millar,BAL,First_Baseman,72,210.0,35.43
6 | 4,Chris_Gomez,BAL,First_Baseman,73,188.0,35.71
7 | 5,Brian_Roberts,BAL,Second_Baseman,69,176.0,29.39
8 | 6,Miguel_Tejada,BAL,Shortstop,69,209.0,30.77
9 | 7,Melvin_Mora,BAL,Third_Baseman,71,200.0,35.07
10 | 8,Aubrey_Huff,BAL,Third_Baseman,76,231.0,30.19
11 | 9,Adam_Stern,BAL,Outfielder,71,180.0,27.05
12 | 10,Jeff_Fiorentino,BAL,Outfielder,73,188.0,23.88
13 | 11,Freddie_Bynum,BAL,Outfielder,73,180.0,26.96
14 | 12,Nick_Markakis,BAL,Outfielder,74,185.0,23.29
15 | 13,Brandon_Fahey,BAL,Outfielder,74,160.0,26.11
16 | 14,Corey_Patterson,BAL,Outfielder,69,180.0,27.55
17 | 15,Jay_Payton,BAL,Outfielder,70,185.0,34.27
18 | 16,Jay_Gibbons,BAL,Designated_Hitter,72,197.0,30.0
19 | 17,Erik_Bedard,BAL,Starting_Pitcher,73,189.0,27.99
20 | 18,Hayden_Penn,BAL,Starting_Pitcher,75,185.0,22.38
21 | 19,Adam_Loewen,BAL,Starting_Pitcher,78,219.0,22.89
22 | 20,Daniel_Cabrera,BAL,Starting_Pitcher,79,230.0,25.76
23 | 21,Steve_Trachsel,BAL,Starting_Pitcher,76,205.0,36.33
24 | 22,Jaret_Wright,BAL,Starting_Pitcher,74,230.0,31.17
25 | 23,Kris_Benson,BAL,Starting_Pitcher,76,195.0,32.31
26 | 24,Scott_Williamson,BAL,Relief_Pitcher,72,180.0,31.03
27 | 25,John_Parrish,BAL,Relief_Pitcher,71,192.0,29.26
28 | 26,Danys_Baez,BAL,Relief_Pitcher,75,225.0,29.47
29 | 27,Chad_Bradford,BAL,Relief_Pitcher,77,203.0,32.46
30 | 28,Jamie_Walker,BAL,Relief_Pitcher,74,195.0,35.67
31 | 29,Brian_Burres,BAL,Relief_Pitcher,73,182.0,25.89
32 | 30,Kurt_Birkins,BAL,Relief_Pitcher,74,188.0,26.55
33 | 31,James_Hoey,BAL,Relief_Pitcher,78,200.0,24.17
34 | 32,Sendy_Rleal,BAL,Relief_Pitcher,73,180.0,26.69
35 | 33,Chris_Ray,BAL,Relief_Pitcher,75,200.0,25.13
36 | 34,Jeremy_Guthrie,BAL,Relief_Pitcher,73,200.0,27.9
37 | 35,A.J._Pierzynski,CWS,Catcher,75,245.0,30.17
38 | 36,Toby_Hall,CWS,Catcher,75,240.0,31.36
39 | 37,Paul_Konerko,CWS,First_Baseman,74,215.0,30.99
40 | 38,Tadahito_Iguchi,CWS,Second_Baseman,69,185.0,32.24
41 | 39,Juan_Uribe,CWS,Shortstop,71,175.0,27.61
42 | 40,Alex_Cintron,CWS,Shortstop,74,199.0,28.2
43 | 41,Joe_Crede,CWS,Third_Baseman,73,200.0,28.85
44 | 42,Josh_Fields,CWS,Third_Baseman,73,215.0,24.21
45 | 43,Ryan_Sweeney,CWS,Outfielder,76,200.0,22.02
46 | 44,Brian_N._Anderson,CWS,Outfielder,74,205.0,24.97
47 | 45,Luis_Terrero,CWS,Outfielder,74,206.0,26.78
48 | 46,Pablo_Ozuna,CWS,Outfielder,70,186.0,32.51
49 | 47,Scott_Podsednik,CWS,Outfielder,72,188.0,30.95
50 | 48,Jermaine_Dye,CWS,Outfielder,77,220.0,33.09
51 | 49,Darin_Erstad,CWS,Outfielder,74,210.0,32.74
52 | 50,Rob_Mackowiak,CWS,Outfielder,70,195.0,30.69
53 | 51,Jim_Thome,CWS,Designated_Hitter,76,244.0,36.51
54 | 52,Jerry_Owens,CWS,Designated_Hitter,75,195.0,26.03
55 | 53,Charlie_Haeger,CWS,Starting_Pitcher,73,200.0,23.45
56 | 54,Heath_Phillips,CWS,Starting_Pitcher,75,200.0,24.94
57 | 55,Gavin_Floyd,CWS,Starting_Pitcher,76,212.0,24.09
58 | 56,Jose_Contreras,CWS,Starting_Pitcher,76,224.0,35.23
59 | 57,Jon_Garland,CWS,Starting_Pitcher,78,210.0,27.43
60 | 58,Javier_Vazquez,CWS,Starting_Pitcher,74,205.0,30.6
61 | 59,Mark_Buehrle,CWS,Starting_Pitcher,74,220.0,27.94
62 | 60,Mike_MacDougal,CWS,Relief_Pitcher,76,195.0,29.99
63 | 61,David_Aardsma,CWS,Relief_Pitcher,77,200.0,25.17
64 | 62,Andrew_Sisco,CWS,Relief_Pitcher,81,260.0,24.13
65 | 63,Matt_Thornton,CWS,Relief_Pitcher,78,228.0,30.46
66 | 64,Bobby_Jenks,CWS,Relief_Pitcher,75,270.0,25.96
67 | 65,Boone_Logan,CWS,Relief_Pitcher,77,200.0,22.55
68 | 66,Sean_Tracey,CWS,Relief_Pitcher,75,210.0,26.29
69 | 67,Nick_Masset,CWS,Relief_Pitcher,76,190.0,24.79
70 | 68,Jose_Molina,ANA,Catcher,74,220.0,31.74
71 | 69,Jeff_Mathis,ANA,Catcher,72,180.0,23.92
72 | 70,Mike_Napoli,ANA,Catcher,72,205.0,25.33
73 | 71,Casey_Kotchman,ANA,First_Baseman,75,210.0,24.02
74 | 72,Kendry_Morales,ANA,First_Baseman,73,220.0,23.7
75 | 73,Shea_Hillenbrand,ANA,First_Baseman,73,211.0,31.59
76 | 74,Robb_Quinlan,ANA,First_Baseman,73,200.0,29.95
77 | 75,Howie_Kendrick,ANA,First_Baseman,70,180.0,23.64
78 | 76,Orlando_Cabrera,ANA,Shortstop,70,190.0,32.33
79 | 77,Erick_Aybar,ANA,Shortstop,70,170.0,23.13
80 | 78,Dallas_McPherson,ANA,Third_Baseman,76,230.0,26.6
81 | 79,Maicer_Izturis,ANA,Third_Baseman,68,155.0,26.46
82 | 80,Reggie_Willits,ANA,Outfielder,71,185.0,25.75
83 | 81,Tommy_Murphy,ANA,Outfielder,72,185.0,27.51
84 | 82,Terry_Evans,ANA,Outfielder,75,200.0,25.11
85 | 83,Gary_Matthews_Jr.,ANA,Outfielder,75,225.0,32.51
86 | 84,Garret_Anderson,ANA,Outfielder,75,225.0,34.67
87 | 85,Vladimir_Guerrero,ANA,Outfielder,75,220.0,31.06
88 | 86,Chone_Figgins,ANA,Outfielder,68,160.0,29.1
89 | 87,Juan_Rivera,ANA,Outfielder,74,205.0,28.66
90 | 88,John_Lackey,ANA,Starting_Pitcher,78,235.0,28.35
91 | 89,Bartolo_Colon,ANA,Starting_Pitcher,71,250.0,33.77
92 | 90,Kelvim_Escobar,ANA,Starting_Pitcher,73,210.0,30.89
93 | 91,Dustin_Moseley,ANA,Starting_Pitcher,76,190.0,37.74
94 | 92,Ervin_Santana,ANA,Starting_Pitcher,74,160.0,24.14
95 | 93,Joe_Saunders,ANA,Starting_Pitcher,74,200.0,25.71
96 | 94,Jered_Weaver,ANA,Starting_Pitcher,79,205.0,24.41
97 | 95,Chris_Resop,ANA,Relief_Pitcher,75,222.0,24.32
98 | 96,Phil_Seibel,ANA,Relief_Pitcher,73,195.0,28.09
99 | 97,Justin_Speier,ANA,Relief_Pitcher,76,205.0,33.31
100 | 98,Darren_Oliver,ANA,Relief_Pitcher,74,220.0,36.4
101 | 99,Hector_Carrasco,ANA,Relief_Pitcher,74,220.0,37.36
102 | 100,Scot_Shields,ANA,Relief_Pitcher,73,170.0,31.61
103 | 101,Francisco_Rodriguez,ANA,Relief_Pitcher,72,185.0,25.14
104 | 102,Greg_Jones,ANA,Relief_Pitcher,74,195.0,30.29
105 | 103,Doug_Mirabelli,BOS,Catcher,73,220.0,36.37
106 | 104,Jason_Varitek,BOS,Catcher,74,230.0,34.89
107 | 105,George_Kottaras,BOS,Catcher,72,180.0,23.79
108 | 106,Kevin_Youkilis,BOS,First_Baseman,73,220.0,27.96
109 | 107,Dustin_Pedroia,BOS,Second_Baseman,69,180.0,23.54
110 | 108,Alex_Cora,BOS,Shortstop,72,180.0,31.37
111 | 109,Julio_Lugo,BOS,Shortstop,73,170.0,31.29
112 | 110,Mike_Lowell,BOS,Third_Baseman,75,210.0,33.01
113 | 111,Wily_Mo_Pe?a,BOS,Outfielder,75,215.0,25.1
114 | 112,J.D._Drew,BOS,Outfielder,73,200.0,31.28
115 | 113,Manny_Ramirez,BOS,Outfielder,72,213.0,34.75
116 | 114,Brandon_Moss,BOS,Outfielder,72,180.0,23.46
117 | 115,David_Murphy,BOS,Outfielder,76,192.0,25.37
118 | 116,Eric_Hinske,BOS,Outfielder,74,235.0,29.57
119 | 117,Coco_Crisp,BOS,Outfielder,72,185.0,27.33
120 | 118,David_Ortiz,BOS,Designated_Hitter,76,230.0,31.28
121 | 119,Curt_Schilling,BOS,Starting_Pitcher,77,235.0,40.29
122 | 120,Tim_Wakefield,BOS,Starting_Pitcher,74,210.0,40.58
123 | 121,Josh_Beckett,BOS,Starting_Pitcher,77,222.0,26.79
124 | 122,Matt_Clement,BOS,Starting_Pitcher,75,210.0,32.55
125 | 123,Jonathan_Papelbon,BOS,Starting_Pitcher,76,230.0,26.27
126 | 124,Kyle_Snyder,BOS,Starting_Pitcher,80,220.0,29.47
127 | 125,Devern_Hansack,BOS,Starting_Pitcher,74,180.0,29.07
128 | 126,Jon_Lester,BOS,Starting_Pitcher,74,190.0,23.15
129 | 127,Kason_Gabbard,BOS,Starting_Pitcher,75,200.0,24.9
130 | 128,Craig_Hansen,BOS,Relief_Pitcher,78,210.0,23.29
131 | 129,Hideki_Okajima,BOS,Relief_Pitcher,73,194.0,31.18
132 | 130,Craig_Breslow,BOS,Relief_Pitcher,73,180.0,26.56
133 | 131,Manny_Delcarmen,BOS,Relief_Pitcher,74,190.0,25.03
134 | 132,Brendan_Donnelly,BOS,Relief_Pitcher,75,240.0,35.66
135 | 133,Javier_Lopez,BOS,Relief_Pitcher,76,200.0,29.64
136 | 134,J.C._Romero,BOS,Relief_Pitcher,71,198.0,30.74
137 | 135,Joel_Pineiro,BOS,Relief_Pitcher,73,200.0,28.43
138 | 136,Julian_Tavarez,BOS,Relief_Pitcher,74,195.0,33.77
139 | 137,Mike_Timlin,BOS,Relief_Pitcher,76,210.0,40.97
140 | 138,Nick_DeBarr,BOS,Relief_Pitcher,76,220.0,23.52
141 | 139,Victor_Martinez,CLE,Catcher,74,190.0,28.19
142 | 140,Kelly_Shoppach,CLE,Catcher,73,210.0,26.84
143 | 141,Ryan_Garko,CLE,First_Baseman,74,225.0,26.16
144 | 142,Joe_Inglett,CLE,Second_Baseman,70,180.0,28.67
145 | 143,Josh_Barfield,CLE,Second_Baseman,72,185.0,24.2
146 | 144,Hector_Luna,CLE,Second_Baseman,73,170.0,27.08
147 | 145,Jhonny_Peralta,CLE,Shortstop,73,185.0,24.76
148 | 146,Andy_Marte,CLE,Third_Baseman,73,185.0,23.36
149 | 147,Ben_Francisco,CLE,Outfielder,73,180.0,25.35
150 | 148,Shin-Soo_Choo,CLE,Outfielder,71,178.0,24.63
151 | 149,Franklin_Gutierrez,CLE,Outfielder,74,175.0,24.02
152 | 150,Grady_Sizemore,CLE,Outfielder,74,200.0,24.58
153 | 151,Jason_Michaels,CLE,Outfielder,72,204.0,30.82
154 | 152,Trot_Nixon,CLE,Outfielder,74,211.0,32.89
155 | 153,David_Dellucci,CLE,Outfielder,71,190.0,33.33
156 | 154,Casey_Blake,CLE,Outfielder,74,210.0,33.52
157 | 155,Travis_Hafner,CLE,Designated_Hitter,75,240.0,29.74
158 | 156,Paul_Byrd,CLE,Starting_Pitcher,73,190.0,36.24
159 | 157,Cliff_Lee,CLE,Starting_Pitcher,75,190.0,28.5
160 | 158,Jake_Westbrook,CLE,Starting_Pitcher,75,185.0,29.42
161 | 159,C.C._Sabathia,CLE,Starting_Pitcher,79,290.0,26.61
162 | 160,Jeremy_Sowers,CLE,Starting_Pitcher,73,175.0,23.79
163 | 161,Rafael_Perez,CLE,Relief_Pitcher,75,185.0,24.96
164 | 162,Brian_Slocum,CLE,Relief_Pitcher,76,200.0,25.93
165 | 163,Edward_Mujica,CLE,Relief_Pitcher,74,220.0,22.81
166 | 164,Fernando_Cabrera,CLE,Relief_Pitcher,76,170.0,25.29
167 | 165,Tom_Mastny,CLE,Relief_Pitcher,78,220.0,26.07
168 | 166,Juan_Lara,CLE,Relief_Pitcher,74,190.0,26.09
169 | 167,Fausto_Carmona,CLE,Relief_Pitcher,76,220.0,23.23
170 | 168,Aaron_Fultz,CLE,Relief_Pitcher,72,205.0,33.49
171 | 169,Rafael_Betancourt,CLE,Relief_Pitcher,74,200.0,31.84
172 | 170,Roberto_Hernandez,CLE,Relief_Pitcher,76,250.0,42.3
173 | 171,Joe_Borowski,CLE,Relief_Pitcher,74,225.0,35.82
174 | 172,Matt_Miller,CLE,Relief_Pitcher,75,215.0,35.27
175 | 173,Jason_Davis,CLE,Relief_Pitcher,78,210.0,26.81
176 | 174,Mike_Piazza,OAK,Catcher,75,215.0,38.49
177 | 175,Jason_Kendall,OAK,Catcher,72,195.0,32.68
178 | 176,Adam_Melhuse,OAK,Catcher,74,200.0,34.93
179 | 177,Nick_Swisher,OAK,First_Baseman,72,194.0,26.26
180 | 178,Dan_Johnson,OAK,First_Baseman,74,220.0,27.56
181 | 179,Donald_Murphy,OAK,Second_Baseman,70,180.0,23.98
182 | 180,Mark_Ellis,OAK,Second_Baseman,71,180.0,29.73
183 | 181,Marco_Scutaro,OAK,Shortstop,70,170.0,31.33
184 | 182,Bobby_Crosby,OAK,Shortstop,75,195.0,27.13
185 | 183,Mark_Kiger,OAK,Shortstop,71,180.0,26.75
186 | 184,Antonio_Perez,OAK,Third_Baseman,71,170.0,27.09
187 | 185,Eric_Chavez,OAK,Third_Baseman,73,206.0,29.23
188 | 186,Milton_Bradley,OAK,Outfielder,72,205.0,28.88
189 | 187,Shannon_Stewart,OAK,Outfielder,71,200.0,33.01
190 | 188,Bobby_Kielty,OAK,Outfielder,73,225.0,30.57
191 | 189,Mark_Kotsay,OAK,Outfielder,72,201.0,31.24
192 | 190,Ryan_Goleski,OAK,Outfielder,75,225.0,24.95
193 | 191,Jeremy_Brown,OAK,Designated_Hitter,70,226.0,27.35
194 | 192,Jason_Windsor,OAK,Starting_Pitcher,74,233.0,24.62
195 | 193,David_Shafer,OAK,Starting_Pitcher,74,180.0,24.98
196 | 194,Joe_Blanton,OAK,Starting_Pitcher,75,225.0,26.22
197 | 195,Brad_Halsey,OAK,Starting_Pitcher,73,180.0,26.04
198 | 196,Dan_Haren,OAK,Starting_Pitcher,77,220.0,26.45
199 | 197,Rich_Harden,OAK,Starting_Pitcher,73,180.0,25.25
200 | 198,Joe_Kennedy,OAK,Starting_Pitcher,76,237.0,27.77
201 | 199,Esteban_Loaiza,OAK,Starting_Pitcher,75,215.0,35.16
202 | 200,Alan_Embree,OAK,Relief_Pitcher,74,190.0,37.1
203 | 201,Jay_Witasick,OAK,Relief_Pitcher,76,235.0,34.51
204 | 202,Justin_Duchscherer,OAK,Relief_Pitcher,75,190.0,29.28
205 | 203,Kiko_Calero,OAK,Relief_Pitcher,73,180.0,32.14
206 | 204,Chad_Gaudin,OAK,Relief_Pitcher,71,165.0,23.94
207 | 205,Lenny_DiNardo,OAK,Relief_Pitcher,76,195.0,27.45
208 | 206,Scott_Dunn,OAK,Relief_Pitcher,75,200.0,28.77
209 | 207,Huston_Street,OAK,Relief_Pitcher,72,190.0,23.58
210 | 208,Ron_Flores,OAK,Relief_Pitcher,71,190.0,27.56
211 | 209,Jay_Marshall,OAK,Relief_Pitcher,77,185.0,24.01
212 | 210,Marcus_McBeth,OAK,Relief_Pitcher,73,185.0,26.52
213 | 211,Jorge_Posada,NYY,Catcher,74,205.0,35.54
214 | 212,Wil_Nieves,NYY,Catcher,71,190.0,29.43
215 | 213,Andy_Phillips,NYY,First_Baseman,72,205.0,29.9
216 | 214,Doug_Mientkiewicz,NYY,First_Baseman,74,206.0,32.7
217 | 215,Josh_Phelps,NYY,First_Baseman,75,220.0,28.8
218 | 216,Miguel_Cairo,NYY,Second_Baseman,73,208.0,32.82
219 | 217,Robinson_Cano,NYY,Second_Baseman,72,170.0,24.36
220 | 218,Derek_Jeter,NYY,Shortstop,75,195.0,32.68
221 | 219,Alex_Rodriguez,NYY,Third_Baseman,75,210.0,31.59
222 | 220,Johnny_Damon,NYY,Outfielder,74,190.0,33.32
223 | 221,Bobby_Abreu,NYY,Outfielder,72,211.0,32.97
224 | 222,Hideki_Matsui,NYY,Outfielder,74,230.0,32.72
225 | 223,Melky_Cabrera,NYY,Outfielder,71,170.0,22.55
226 | 224,Kevin_Thompson,NYY,Outfielder,70,185.0,27.45
227 | 225,Jason_Giambi,NYY,Designated_Hitter,75,230.0,36.14
228 | 226,Mike_Mussina,NYY,Starting_Pitcher,74,185.0,38.23
229 | 227,Carl_Pavano,NYY,Starting_Pitcher,77,241.0,31.14
230 | 228,Andy_Pettitte,NYY,Starting_Pitcher,77,225.0,34.71
231 | 229,Darrell_Rasner,NYY,Starting_Pitcher,75,210.0,26.13
232 | 230,Jeff_Karstens,NYY,Starting_Pitcher,75,175.0,24.43
233 | 231,Humberto_Sanchez,NYY,Starting_Pitcher,78,230.0,23.76
234 | 232,Chien-Ming_Wang,NYY,Starting_Pitcher,75,200.0,26.92
235 | 233,Sean_Henn,NYY,Relief_Pitcher,76,215.0,25.85
236 | 234,Scott_Proctor,NYY,Relief_Pitcher,73,198.0,30.16
237 | 235,Brian_Bruney,NYY,Relief_Pitcher,75,226.0,25.03
238 | 236,Chris_Britton,NYY,Relief_Pitcher,75,278.0,24.21
239 | 237,T.J._Beam,NYY,Relief_Pitcher,79,215.0,26.51
240 | 238,Jose_Veras,NYY,Relief_Pitcher,77,230.0,26.36
241 | 239,Kyle_Farnsworth,NYY,Relief_Pitcher,76,240.0,30.88
242 | 240,Luis_Vizcaino,NYY,Relief_Pitcher,71,184.0,32.57
243 | 241,Mike_Myers,NYY,Relief_Pitcher,75,219.0,37.68
244 | 242,Mariano_Rivera,NYY,Relief_Pitcher,74,170.0,37.25
245 | 243,Ivan_Rodriguez,DET,Catcher,69,218.0,35.25
246 | 244,Vance_Wilson,DET,Catcher,71,190.0,33.95
247 | 245,Sean_Casey,DET,First_Baseman,76,225.0,32.66
248 | 246,Chris_Shelton,DET,First_Baseman,72,220.0,26.68
249 | 247,Omar_Infante,DET,Second_Baseman,72,176.0,25.18
250 | 248,Placido_Polanco,DET,Second_Baseman,70,190.0,31.39
251 | 249,Neifi_Perez,DET,Second_Baseman,72,197.0,33.74
252 | 250,Carlos_Guillen,DET,Shortstop,73,204.0,31.42
253 | 251,Ramon_Santiago,DET,Shortstop,71,167.0,27.5
254 | 252,Tony_Giarratano,DET,Shortstop,72,180.0,24.25
255 | 253,Brandon_Inge,DET,Third_Baseman,71,195.0,29.78
256 | 254,Craig_Monroe,DET,Outfielder,73,220.0,30.0
257 | 255,Magglio_Ordo?ez,DET,Outfielder,72,215.0,33.09
258 | 256,Curtis_Granderson,DET,Outfielder,73,185.0,25.96
259 | 257,Brent_Clevlen,DET,Outfielder,74,190.0,23.34
260 | 258,Marcus_Thames,DET,Outfielder,74,205.0,29.98
261 | 259,Gary_Sheffield,DET,Outfielder,72,205.0,38.28
262 | 260,Mike_Rabelo,DET,Designated_Hitter,73,200.0,27.12
263 | 261,Zach_Miner,DET,Starting_Pitcher,75,200.0,24.97
264 | 262,Jeremy_Bonderman,DET,Starting_Pitcher,74,210.0,24.34
265 | 263,Nate_Robertson,DET,Starting_Pitcher,74,215.0,29.49
266 | 264,Justin_Verlander,DET,Starting_Pitcher,77,200.0,24.02
267 | 265,Virgil_Vasquez,DET,Starting_Pitcher,75,205.0,24.73
268 | 266,Kenny_Rogers,DET,Starting_Pitcher,73,211.0,42.3
269 | 267,Mike_Maroth,DET,Starting_Pitcher,72,190.0,29.54
270 | 268,Fernando_Rodney,DET,Relief_Pitcher,71,208.0,29.95
271 | 269,Chad_Durbin,DET,Relief_Pitcher,74,200.0,29.24
272 | 270,Jason_Grilli,DET,Relief_Pitcher,77,210.0,30.3
273 | 271,Jose_Mesa,DET,Relief_Pitcher,75,232.0,40.77
274 | 272,Todd_Jones,DET,Relief_Pitcher,75,230.0,38.85
275 | 273,Joel_Zumaya,DET,Relief_Pitcher,75,210.0,22.31
276 | 274,Jordan_Tata,DET,Relief_Pitcher,78,220.0,25.44
277 | 275,Andrew_Miller,DET,Relief_Pitcher,78,210.0,21.78
278 | 276,Yorman_Bazardo,DET,Relief_Pitcher,74,202.0,22.64
279 | 277,Wilfredo_Ledezma,DET,Relief_Pitcher,76,212.0,26.11
280 | 278,Roman_Colon,DET,Relief_Pitcher,78,225.0,27.55
281 | 279,Edward_Campusano,DET,Relief_Pitcher,76,170.0,24.63
282 | 280,Rene_Rivera,SEA,Catcher,70,190.0,23.58
283 | 281,Kenji_Johjima,SEA,Catcher,72,200.0,30.73
284 | 282,Richie_Sexson,SEA,First_Baseman,80,237.0,32.17
285 | 283,Ben_Broussard,SEA,First_Baseman,74,220.0,30.43
286 | 284,Jose_Lopez,SEA,Second_Baseman,74,170.0,23.27
287 | 285,Jose_Vidro,SEA,Second_Baseman,71,193.0,32.51
288 | 286,Yuniesky_Betancourt,SEA,Shortstop,70,190.0,25.08
289 | 287,Oswaldo_Navarro,SEA,Shortstop,72,150.0,22.41
290 | 288,Adrian_Beltre,SEA,Third_Baseman,71,220.0,27.9
291 | 289,Raul_Ibanez,SEA,Outfielder,74,200.0,34.74
292 | 290,Jose_Guillen,SEA,Outfielder,71,190.0,30.79
293 | 291,Jeremy_Reed,SEA,Outfielder,72,185.0,25.71
294 | 292,Willie_Bloomquist,SEA,Outfielder,71,185.0,29.26
295 | 293,Adam_Jones,SEA,Outfielder,74,200.0,21.58
296 | 294,Ichiro_Suzuki,SEA,Outfielder,69,172.0,33.36
297 | 295,Mike_Morse,SEA,Outfielder,76,220.0,24.94
298 | 296,Felix_Hernandez,SEA,Starting_Pitcher,75,225.0,20.9
299 | 297,Ryan_Feierabend,SEA,Starting_Pitcher,75,190.0,21.52
300 | 298,Sean_White,SEA,Starting_Pitcher,76,195.0,25.85
301 | 299,Horacio_Ramirez,SEA,Starting_Pitcher,73,219.0,27.27
302 | 300,Cha_Baek,SEA,Starting_Pitcher,76,190.0,26.75
303 | 301,Miguel_Batista,SEA,Starting_Pitcher,73,197.0,36.03
304 | 302,Jeff_Weaver,SEA,Starting_Pitcher,77,200.0,30.52
305 | 303,Jarrod_Washburn,SEA,Starting_Pitcher,73,195.0,32.55
306 | 304,George_Sherrill,SEA,Relief_Pitcher,72,210.0,29.86
307 | 305,Julio_Mateo,SEA,Relief_Pitcher,72,177.0,29.58
308 | 306,J.J._Putz,SEA,Relief_Pitcher,77,220.0,30.02
309 | 307,Chris_Reitsma,SEA,Relief_Pitcher,77,235.0,29.16
310 | 308,Cesar_Jimenez,SEA,Relief_Pitcher,71,180.0,22.3
311 | 309,Eric_O'Flaherty,SEA,Relief_Pitcher,74,195.0,22.06
312 | 310,Jon_Huber,SEA,Relief_Pitcher,74,195.0,25.65
313 | 311,Jake_Woods,SEA,Relief_Pitcher,73,190.0,25.49
314 | 312,Sean_Green,SEA,Relief_Pitcher,78,230.0,27.86
315 | 313,Mark_Lowe,SEA,Relief_Pitcher,75,190.0,23.73
316 | 314,Josh_Paul,TB,Catcher,73,200.0,31.78
317 | 315,Dioner_Navarro,TB,Catcher,70,190.0,23.06
318 | 316,Shawn_Riggans,TB,Catcher,74,190.0,26.6
319 | 317,Ty_Wigginton,TB,First_Baseman,72,200.0,29.39
320 | 318,Brendan_Harris,TB,Second_Baseman,73,200.0,26.51
321 | 319,Jorge_Cantu,TB,Second_Baseman,73,184.0,25.08
322 | 320,Ben_Zobrist,TB,Shortstop,75,200.0,25.76
323 | 321,B.J._Upton,TB,Third_Baseman,75,180.0,22.52
324 | 322,Carl_Crawford,TB,Outfielder,74,219.0,25.57
325 | 323,Rocco_Baldelli,TB,Outfielder,76,187.0,25.43
326 | 324,Greg_Norton,TB,Outfielder,73,200.0,34.65
327 | 325,Elijah_Dukes,TB,Outfielder,74,220.0,22.68
328 | 326,Delmon_Young,TB,Outfielder,75,205.0,21.46
329 | 327,Jonny_Gomes,TB,Designated_Hitter,73,205.0,26.27
330 | 328,Edwin_Jackson,TB,Starting_Pitcher,75,190.0,23.47
331 | 329,Scott_Kazmir,TB,Starting_Pitcher,72,170.0,23.1
332 | 330,Casey_Fossum,TB,Starting_Pitcher,73,160.0,29.14
333 | 331,Jae_Seo,TB,Starting_Pitcher,73,215.0,29.77
334 | 332,J.P._Howell,TB,Starting_Pitcher,72,175.0,23.85
335 | 333,Tim_Corcoran,TB,Starting_Pitcher,74,205.0,28.88
336 | 334,Jason_Hammel,TB,Starting_Pitcher,78,200.0,24.49
337 | 335,James_Shields,TB,Starting_Pitcher,76,214.0,25.19
338 | 336,Brian_Stokes,TB,Starting_Pitcher,73,200.0,27.48
339 | 337,Juan_Salas,TB,Relief_Pitcher,74,190.0,28.31
340 | 338,Jeff_Ridgway,TB,Relief_Pitcher,75,180.0,26.54
341 | 339,Ruddy_Lugo,TB,Relief_Pitcher,70,205.0,26.77
342 | 340,Jae-Kuk_Ryu,TB,Relief_Pitcher,75,220.0,23.75
343 | 341,Chad_Orvella,TB,Relief_Pitcher,71,190.0,26.41
344 | 342,Dan_Miceli,TB,Relief_Pitcher,72,215.0,36.47
345 | 343,Seth_McClung,TB,Relief_Pitcher,78,235.0,26.06
346 | 344,Jon_Switzer,TB,Relief_Pitcher,75,191.0,27.55
347 | 345,Shawn_Camp,TB,Relief_Pitcher,73,200.0,31.28
348 | 346,Scott_Dohmann,TB,Relief_Pitcher,73,181.0,29.04
349 | 347,Jason_LaRue,KC,Catcher,71,200.0,32.95
350 | 348,John_Buck,KC,Catcher,75,210.0,26.65
351 | 349,Ryan_Shealy,KC,First_Baseman,77,240.0,27.5
352 | 350,Ross_Gload,KC,First_Baseman,72,185.0,30.9
353 | 351,Esteban_German,KC,Second_Baseman,69,165.0,29.09
354 | 352,Mark_Grudzielanek,KC,Second_Baseman,73,190.0,36.67
355 | 353,Angel_Sanchez,KC,Second_Baseman,74,185.0,23.44
356 | 354,Angel_Berroa,KC,Shortstop,72,175.0,29.09
357 | 355,Andres_Blanco,KC,Shortstop,70,155.0,22.89
358 | 356,Mark_Teahen,KC,Third_Baseman,75,210.0,25.48
359 | 357,Joey_Gathright,KC,Outfielder,70,170.0,25.84
360 | 358,David_DeJesus,KC,Outfielder,72,175.0,27.2
361 | 359,Shane_Costa,KC,Outfielder,72,220.0,25.22
362 | 360,Mitch_Maier,KC,Outfielder,74,210.0,24.67
363 | 361,Reggie_Sanders,KC,Outfielder,73,205.0,39.25
364 | 362,Emil_Brown,KC,Outfielder,74,200.0,32.17
365 | 363,Mike_Sweeney,KC,Designated_Hitter,75,225.0,33.61
366 | 364,John_Bale,KC,Starting_Pitcher,76,205.0,32.77
367 | 365,Luke_Hudson,KC,Starting_Pitcher,75,195.0,29.83
368 | 366,Scott_Elarton,KC,Starting_Pitcher,80,240.0,31.02
369 | 367,Odalis_Perez,KC,Starting_Pitcher,72,150.0,29.73
370 | 368,Gil_Meche,KC,Starting_Pitcher,75,200.0,28.48
371 | 369,Neal_Musser,KC,Starting_Pitcher,73,215.0,26.51
372 | 370,Brian_Bannister,KC,Starting_Pitcher,74,202.0,26.0
373 | 371,Zack_Greinke,KC,Starting_Pitcher,74,200.0,23.36
374 | 372,Jorge_De_La_Rosa,KC,Starting_Pitcher,73,190.0,25.9
375 | 373,Todd_Wellemeyer,KC,Relief_Pitcher,75,205.0,28.5
376 | 374,Jimmy_Gobble,KC,Relief_Pitcher,75,190.0,25.62
377 | 375,Joel_Peralta,KC,Relief_Pitcher,71,160.0,30.94
378 | 376,Ryan_Braun,KC,Relief_Pitcher,73,215.0,26.59
379 | 377,Joakim_Soria,KC,Relief_Pitcher,75,185.0,22.78
380 | 378,Ken_Ray,KC,Relief_Pitcher,74,200.0,32.26
381 | 379,David_Riske,KC,Relief_Pitcher,74,190.0,30.35
382 | 380,Octavio_Dotel,KC,Relief_Pitcher,72,210.0,33.26
383 | 381,Joe_Nelson,KC,Relief_Pitcher,74,185.0,32.35
384 | 382,Gerald_Laird,TEX,Catcher,74,220.0,27.3
385 | 383,Miguel_Ojeda,TEX,Catcher,74,190.0,32.08
386 | 384,Guillermo_Quiroz,TEX,Catcher,73,202.0,25.25
387 | 385,Chris_Stewart,TEX,Catcher,76,205.0,25.03
388 | 386,Mark_Teixeira,TEX,First_Baseman,75,220.0,26.89
389 | 387,Ian_Kinsler,TEX,Second_Baseman,72,175.0,24.69
390 | 388,Joaquin_Arias,TEX,Shortstop,73,160.0,22.44
391 | 389,Michael_Young,TEX,Shortstop,73,190.0,30.36
392 | 390,Hank_Blalock,TEX,Third_Baseman,73,200.0,26.27
393 | 391,Marlon_Byrd,TEX,Outfielder,72,229.0,29.5
394 | 392,Brad_Wilkerson,TEX,Outfielder,72,206.0,29.75
395 | 393,Sammy_Sosa,TEX,Outfielder,72,220.0,38.3
396 | 394,Kenny_Lofton,TEX,Outfielder,72,180.0,39.75
397 | 395,Frank_Catalanotto,TEX,Outfielder,71,195.0,32.84
398 | 396,Nelson_Cruz,TEX,Outfielder,75,175.0,26.66
399 | 397,Jason_Botts,TEX,Designated_Hitter,77,250.0,26.6
400 | 398,Robinson_Tejeda,TEX,Starting_Pitcher,75,188.0,24.94
401 | 399,John_Rheinecker,TEX,Starting_Pitcher,74,230.0,27.76
402 | 400,Edinson_Volquez,TEX,Starting_Pitcher,73,190.0,23.66
403 | 401,A.J._Murray,TEX,Starting_Pitcher,75,200.0,24.96
404 | 402,Brandon_McCarthy,TEX,Starting_Pitcher,79,190.0,23.65
405 | 403,Vicente_Padilla,TEX,Starting_Pitcher,74,219.0,29.42
406 | 404,Kevin_Millwood,TEX,Starting_Pitcher,76,235.0,32.18
407 | 405,John_Koronka,TEX,Starting_Pitcher,73,180.0,26.66
408 | 406,Frank_Francisco,TEX,Relief_Pitcher,74,180.0,27.47
409 | 407,Francisco_Cruceta,TEX,Relief_Pitcher,74,180.0,25.66
410 | 408,Akinori_Otsuka,TEX,Relief_Pitcher,72,200.0,35.13
411 | 409,Eric_Gagne,TEX,Relief_Pitcher,74,234.0,31.15
412 | 410,Ron_Mahay,TEX,Relief_Pitcher,74,185.0,35.67
413 | 411,Joaquin_Benoit,TEX,Relief_Pitcher,75,220.0,29.6
414 | 412,Rick_Bauer,TEX,Relief_Pitcher,78,223.0,30.14
415 | 413,Josh_Rupe,TEX,Relief_Pitcher,74,200.0,24.53
416 | 414,Wes_Littleton,TEX,Relief_Pitcher,74,210.0,24.49
417 | 415,C.J._Wilson,TEX,Relief_Pitcher,74,200.0,26.28
418 | 416,Scott_Feldman,TEX,Relief_Pitcher,77,210.0,24.06
419 | 417,Gregg_Zaun,TOR,Catcher,70,190.0,35.88
420 | 418,Jason_Phillips,TOR,Catcher,73,177.0,30.42
421 | 419,Lyle_Overbay,TOR,First_Baseman,74,227.0,30.09
422 | 420,Russ_Adams,TOR,Second_Baseman,73,180.0,26.5
423 | 421,Aaron_Hill,TOR,Second_Baseman,71,195.0,24.94
424 | 422,Jason_Smith,TOR,Second_Baseman,75,199.0,29.6
425 | 423,John_McDonald,TOR,Shortstop,71,175.0,32.43
426 | 424,Royce_Clayton,TOR,Shortstop,72,185.0,37.16
427 | 425,Troy_Glaus,TOR,Third_Baseman,77,240.0,30.57
428 | 426,John_Hattig,TOR,Third_Baseman,74,210.0,27.01
429 | 427,Reed_Johnson,TOR,Outfielder,70,180.0,30.23
430 | 428,Alex_Rios,TOR,Outfielder,77,194.0,26.03
431 | 429,Vernon_Wells,TOR,Outfielder,73,225.0,28.23
432 | 430,Frank_Thomas,TOR,Designated_Hitter,77,275.0,38.76
433 | 431,Adam_Lind,TOR,Designated_Hitter,74,195.0,23.62
434 | 432,Shaun_Marcum,TOR,Starting_Pitcher,72,180.0,25.21
435 | 433,Casey_Janssen,TOR,Starting_Pitcher,76,205.0,25.45
436 | 434,Gustavo_Chacin,TOR,Starting_Pitcher,71,193.0,26.24
437 | 435,A.J._Burnett,TOR,Starting_Pitcher,76,230.0,30.15
438 | 436,Roy_Halladay,TOR,Starting_Pitcher,78,230.0,29.8
439 | 437,John_Thomson,TOR,Starting_Pitcher,75,220.0,33.41
440 | 438,Tomo_Ohka,TOR,Starting_Pitcher,73,200.0,30.95
441 | 439,B.J._Ryan,TOR,Relief_Pitcher,78,249.0,31.17
442 | 440,Scott_Downs,TOR,Relief_Pitcher,74,190.0,30.95
443 | 441,Brian_Tallet,TOR,Relief_Pitcher,79,208.0,29.44
444 | 442,Matt_Roney,TOR,Relief_Pitcher,75,245.0,27.14
445 | 443,Tracy_Thorpe,TOR,Relief_Pitcher,76,250.0,26.21
446 | 444,Jean_Machi,TOR,Relief_Pitcher,72,160.0,24.08
447 | 445,Brandon_League,TOR,Relief_Pitcher,75,192.0,23.96
448 | 446,Dustin_McGowan,TOR,Relief_Pitcher,75,220.0,24.94
449 | 447,Jason_Frasor,TOR,Relief_Pitcher,70,170.0,29.56
450 | 448,Francisco_Rosario,TOR,Relief_Pitcher,72,197.0,26.42
451 | 449,Davis_Romero,TOR,Relief_Pitcher,70,155.0,23.92
452 | 450,Jeremy_Accardo,TOR,Relief_Pitcher,74,190.0,25.23
453 | 451,Mike_Redmond,MIN,Catcher,71,200.0,35.82
454 | 452,Joe_Mauer,MIN,Catcher,76,220.0,23.87
455 | 453,Chris_Heintz,MIN,Catcher,73,210.0,32.57
456 | 454,Justin_Morneau,MIN,First_Baseman,76,228.0,25.79
457 | 455,Luis_Castillo,MIN,Second_Baseman,71,190.0,31.47
458 | 456,Alexi_Casilla,MIN,Second_Baseman,69,160.0,22.61
459 | 457,Alejandro_Machado,MIN,Second_Baseman,72,184.0,24.85
460 | 458,Jason_Bartlett,MIN,Shortstop,72,180.0,27.33
461 | 459,Luis_Rodriguez,MIN,Third_Baseman,69,180.0,26.67
462 | 460,Jeff_Cirillo,MIN,Third_Baseman,73,200.0,37.43
463 | 461,Nick_Punto,MIN,Third_Baseman,69,176.0,29.31
464 | 462,Jason_Tyner,MIN,Outfielder,73,160.0,29.85
465 | 463,Michael_Cuddyer,MIN,Outfielder,74,222.0,27.93
466 | 464,Torii_Hunter,MIN,Outfielder,74,211.0,31.62
467 | 465,Lew_Ford,MIN,Outfielder,72,195.0,30.55
468 | 466,Jason_Kubel,MIN,Outfielder,71,200.0,24.77
469 | 467,Josh_Rabe,MIN,Designated_Hitter,74,210.0,28.38
470 | 468,Rondell_White,MIN,Designated_Hitter,73,225.0,35.02
471 | 469,Ramon_Ortiz,MIN,Starting_Pitcher,72,175.0,33.77
472 | 470,Johan_Santana,MIN,Starting_Pitcher,72,206.0,27.97
473 | 471,Carlos_Silva,MIN,Starting_Pitcher,76,240.0,27.85
474 | 472,Matt_Garza,MIN,Starting_Pitcher,76,185.0,23.26
475 | 473,Boof_Bonser,MIN,Starting_Pitcher,76,260.0,25.38
476 | 474,Francisco_Liriano,MIN,Starting_Pitcher,74,185.0,23.35
477 | 475,Scott_Baker,MIN,Starting_Pitcher,76,221.0,25.45
478 | 476,Pat_Neshek,MIN,Relief_Pitcher,75,205.0,26.49
479 | 477,Glen_Perkins,MIN,Relief_Pitcher,71,200.0,24.0
480 | 478,Julio_DePaula,MIN,Relief_Pitcher,72,170.0,24.16
481 | 479,Juan_Rincon,MIN,Relief_Pitcher,71,201.0,28.1
482 | 480,Jesse_Crain,MIN,Relief_Pitcher,73,205.0,25.65
483 | 481,Matt_Guerrier,MIN,Relief_Pitcher,75,185.0,28.58
484 | 482,Joe_Nathan,MIN,Relief_Pitcher,76,205.0,32.27
485 | 483,Dennys_Reyes,MIN,Relief_Pitcher,75,245.0,29.86
486 | 484,Brayan_Pe?a,ATL,Catcher,71,220.0,25.14
487 | 485,Brian_McCann,ATL,Catcher,75,210.0,23.03
488 | 486,Craig_Wilson,ATL,First_Baseman,74,220.0,30.25
489 | 487,Chris_Woodward,ATL,Second_Baseman,72,185.0,30.67
490 | 488,Pete_Orr,ATL,Second_Baseman,73,175.0,27.73
491 | 489,Martin_Prado,ATL,Second_Baseman,73,170.0,23.34
492 | 490,Tony_Pe?a,ATL,Shortstop,73,180.0,25.94
493 | 491,Edgar_Renteria,ATL,Shortstop,73,200.0,31.56
494 | 492,Chipper_Jones,ATL,Third_Baseman,76,210.0,34.85
495 | 493,Willy_Aybar,ATL,Third_Baseman,72,175.0,23.98
496 | 494,Jeff_Francoeur,ATL,Outfielder,76,220.0,23.14
497 | 495,Matt_Diaz,ATL,Outfielder,73,206.0,28.99
498 | 496,Kelly_Johnson,ATL,Outfielder,73,180.0,25.02
499 | 497,Andruw_Jones,ATL,Outfielder,73,210.0,29.85
500 | 498,Ryan_Langerhans,ATL,Outfielder,75,195.0,27.03
501 | 499,Scott_Thorman,ATL,Outfielder,75,200.0,25.15
502 | 500,T.J._Bohn,ATL,Outfielder,77,200.0,27.12
503 | 501,Tim_Hudson,ATL,Starting_Pitcher,73,164.0,31.63
504 | 502,Jonathan_Johnson,ATL,Starting_Pitcher,72,180.0,32.62
505 | 503,John_Smoltz,ATL,Starting_Pitcher,75,220.0,39.79
506 | 504,Mike_Hampton,ATL,Starting_Pitcher,70,195.0,34.47
507 | 505,Kyle_Davies,ATL,Starting_Pitcher,74,205.0,23.47
508 | 506,Chuck_James,ATL,Starting_Pitcher,72,170.0,25.31
509 | 507,Phil_Stockman,ATL,Relief_Pitcher,80,240.0,27.1
510 | 508,Macay_McBride,ATL,Relief_Pitcher,71,210.0,24.35
511 | 509,Joey_Devine,ATL,Relief_Pitcher,71,195.0,23.45
512 | 510,Peter_Moylan,ATL,Relief_Pitcher,74,200.0,28.24
513 | 511,Mike_Gonzalez,ATL,Relief_Pitcher,74,205.0,28.77
514 | 512,Lance_Cormier,ATL,Relief_Pitcher,73,192.0,26.53
515 | 513,Blaine_Boyer,ATL,Relief_Pitcher,75,190.0,25.64
516 | 514,Manny_Acosta,ATL,Relief_Pitcher,76,170.0,25.83
517 | 515,Bob_Wickman,ATL,Relief_Pitcher,73,240.0,38.06
518 | 516,Tanyon_Sturtze,ATL,Relief_Pitcher,77,200.0,36.38
519 | 517,Oscar_Villarreal,ATL,Relief_Pitcher,72,205.0,25.27
520 | 518,Rafael_Soriano,ATL,Relief_Pitcher,73,175.0,27.2
521 | 519,Chad_Paronto,ATL,Relief_Pitcher,77,250.0,31.59
522 | 520,Tyler_Yates,ATL,Relief_Pitcher,76,220.0,29.56
523 | 521,Henry_Blanco,CHC,Catcher,71,224.0,35.5
524 | 522,Michael_Barrett,CHC,Catcher,75,210.0,30.35
525 | 523,Geovany_Soto,CHC,Catcher,73,195.0,24.11
526 | 524,Scott_Moore,CHC,First_Baseman,74,180.0,23.29
527 | 525,Derrek_Lee,CHC,First_Baseman,77,245.0,31.48
528 | 526,Ryan_Theriot,CHC,Second_Baseman,71,175.0,27.23
529 | 527,Ronny_Cedeno,CHC,Shortstop,72,180.0,24.07
530 | 528,Aramis_Ramirez,CHC,Third_Baseman,73,215.0,28.68
531 | 529,Cesar_Izturis,CHC,Third_Baseman,69,175.0,27.05
532 | 530,Alfonso_Soriano,CHC,Outfielder,73,180.0,31.15
533 | 531,Jacque_Jones,CHC,Outfielder,70,195.0,31.85
534 | 532,Daryle_Ward,CHC,Outfielder,74,230.0,31.68
535 | 533,Cliff_Floyd,CHC,Outfielder,76,230.0,34.23
536 | 534,Mark_DeRosa,CHC,Outfielder,73,205.0,32.01
537 | 535,Matt_Murton,CHC,Outfielder,73,215.0,25.41
538 | 536,Buck_Coats,CHC,Outfielder,75,195.0,24.73
539 | 537,Angel_Pagan,CHC,Outfielder,73,180.0,25.66
540 | 538,Sean_Marshall,CHC,Starting_Pitcher,79,205.0,24.5
541 | 539,Carlos_Marmol,CHC,Starting_Pitcher,74,180.0,24.38
542 | 540,Ryan_O'Malley,CHC,Starting_Pitcher,73,190.0,26.89
543 | 541,Juan_Mateo,CHC,Starting_Pitcher,74,180.0,24.2
544 | 542,Rich_Hill,CHC,Starting_Pitcher,77,190.0,26.97
545 | 543,Angel_Guzman,CHC,Starting_Pitcher,75,190.0,25.21
546 | 544,Wade_Miller,CHC,Starting_Pitcher,74,220.0,30.46
547 | 545,Jason_Marquis,CHC,Starting_Pitcher,73,210.0,28.53
548 | 546,Carlos_Zambrano,CHC,Starting_Pitcher,77,255.0,25.75
549 | 547,Ted_Lilly,CHC,Starting_Pitcher,73,190.0,31.15
550 | 548,Mark_Prior,CHC,Starting_Pitcher,77,230.0,26.48
551 | 549,Neal_Cotts,CHC,Relief_Pitcher,74,200.0,26.93
552 | 550,Will_Ohman,CHC,Relief_Pitcher,74,205.0,29.55
553 | 551,Scott_Eyre,CHC,Relief_Pitcher,73,210.0,34.75
554 | 552,Kerry_Wood,CHC,Relief_Pitcher,77,225.0,29.71
555 | 553,Ryan_Dempster,CHC,Relief_Pitcher,74,215.0,29.83
556 | 554,Bob_Howry,CHC,Relief_Pitcher,77,220.0,33.57
557 | 555,Mike_Wuertz,CHC,Relief_Pitcher,75,205.0,28.21
558 | 556,Roberto_Novoa,CHC,Relief_Pitcher,77,200.0,27.54
559 | 557,Chris_Snyder,ARZ,Catcher,75,220.0,26.05
560 | 558,Miguel_Montero,ARZ,Catcher,71,197.0,23.64
561 | 559,Conor_Jackson,ARZ,First_Baseman,74,225.0,24.82
562 | 560,Robby_Hammock,ARZ,First_Baseman,70,187.0,29.8
563 | 561,Tony_Clark,ARZ,First_Baseman,79,245.0,34.71
564 | 562,Orlando_Hudson,ARZ,Second_Baseman,72,185.0,29.22
565 | 563,Stephen_Drew,ARZ,Shortstop,72,185.0,23.96
566 | 564,Alberto_Callaspo,ARZ,Shortstop,70,175.0,23.87
567 | 565,Chad_Tracy,ARZ,Third_Baseman,74,200.0,26.77
568 | 566,Chris_Young,ARZ,Outfielder,74,180.0,23.49
569 | 567,Scott_Hairston,ARZ,Outfielder,72,188.0,26.77
570 | 568,Carlos_Quentin,ARZ,Outfielder,73,225.0,24.51
571 | 569,Jeff_DaVanon,ARZ,Outfielder,72,200.0,33.23
572 | 570,Eric_Byrnes,ARZ,Outfielder,74,210.0,31.04
573 | 571,Livan_Hernandez,ARZ,Starting_Pitcher,74,245.0,32.02
574 | 572,Doug_Davis,ARZ,Starting_Pitcher,76,213.0,31.44
575 | 573,Randy_Johnson,ARZ,Starting_Pitcher,82,231.0,43.47
576 | 574,Juan_Cruz,ARZ,Starting_Pitcher,74,165.0,28.38
577 | 575,Brandon_Webb,ARZ,Starting_Pitcher,74,228.0,27.81
578 | 576,Enrique_Gonzalez,ARZ,Starting_Pitcher,70,210.0,24.57
579 | 577,Dana_Eveland,ARZ,Starting_Pitcher,73,250.0,23.34
580 | 578,Brandon_Medders,ARZ,Relief_Pitcher,73,191.0,27.09
581 | 579,Tony_Pe?a,ARZ,Relief_Pitcher,74,190.0,25.14
582 | 580,Doug_Slaten,ARZ,Relief_Pitcher,77,200.0,27.07
583 | 581,Edgar_Gonzalez,ARZ,Relief_Pitcher,72,215.0,24.02
584 | 582,Jose_Valverde,ARZ,Relief_Pitcher,76,254.0,27.6
585 | 583,Jorge_Julio,ARZ,Relief_Pitcher,73,232.0,27.99
586 | 584,Brandon_Lyon,ARZ,Relief_Pitcher,73,180.0,27.56
587 | 585,Miguel_Olivo,FLA,Catcher,72,215.0,28.63
588 | 586,Matt_Treanor,FLA,Catcher,74,220.0,30.99
589 | 587,Mike_Jacobs,FLA,First_Baseman,74,180.0,26.33
590 | 588,Dan_Uggla,FLA,Second_Baseman,71,200.0,26.97
591 | 589,Robert_Andino,FLA,Shortstop,72,170.0,22.85
592 | 590,Hanley_Ramirez,FLA,Shortstop,75,195.0,23.19
593 | 591,Miguel_Cabrera,FLA,Third_Baseman,74,210.0,23.87
594 | 592,Aaron_Boone,FLA,Third_Baseman,74,200.0,33.98
595 | 593,Joe_Borchard,FLA,Outfielder,77,220.0,28.26
596 | 594,Alfredo_Amezaga,FLA,Outfielder,70,165.0,29.12
597 | 595,Cody_Ross,FLA,Outfielder,71,180.0,26.18
598 | 596,Josh_Willingham,FLA,Outfielder,73,200.0,28.03
599 | 597,Jeremy_Hermida,FLA,Outfielder,76,200.0,23.08
600 | 598,Eric_Reed,FLA,Outfielder,71,170.0,26.24
601 | 599,Reggi_Abercrombie,FLA,Outfielder,75,224.0,26.63
602 | 600,Ricky_Nolasco,FLA,Starting_Pitcher,74,220.0,24.21
603 | 601,Anibal_Sanchez,FLA,Starting_Pitcher,72,180.0,23.01
604 | 602,Scott_Olsen,FLA,Starting_Pitcher,76,198.0,23.13
605 | 603,Josh_Johnson,FLA,Starting_Pitcher,79,240.0,23.08
606 | 604,Dontrelle_Willis,FLA,Starting_Pitcher,76,239.0,25.13
607 | 605,Logan_Kensing,FLA,Relief_Pitcher,73,185.0,24.66
608 | 606,Sergio_Mitre,FLA,Relief_Pitcher,76,210.0,26.03
609 | 607,Kevin_Gregg,FLA,Relief_Pitcher,78,220.0,28.7
610 | 608,Travis_Bowyer,FLA,Relief_Pitcher,75,200.0,25.57
611 | 609,Renyel_Pinto,FLA,Relief_Pitcher,76,195.0,24.65
612 | 610,Randy_Messenger,FLA,Relief_Pitcher,72,220.0,25.55
613 | 611,Yusmeiro_Petit,FLA,Relief_Pitcher,72,230.0,22.27
614 | 612,Carlos_Martinez,FLA,Relief_Pitcher,73,170.0,24.76
615 | 613,Taylor_Tankersley,FLA,Relief_Pitcher,73,220.0,23.98
616 | 614,Henry_Owens,FLA,Relief_Pitcher,75,230.0,27.85
617 | 615,Jose_Garcia,FLA,Relief_Pitcher,71,165.0,22.14
618 | 616,Matt_Lindstrom,FLA,Relief_Pitcher,76,205.0,27.05
619 | 617,Javier_Valentin,CIN,Catcher,70,192.0,31.45
620 | 618,Chad_Moeller,CIN,Catcher,75,210.0,32.03
621 | 619,David_Ross,CIN,Catcher,74,205.0,29.95
622 | 620,Joey_Votto,CIN,First_Baseman,75,200.0,23.47
623 | 621,Scott_Hatteberg,CIN,First_Baseman,73,210.0,37.21
624 | 622,Brandon_Phillips,CIN,Second_Baseman,71,185.0,25.67
625 | 623,Juan_Castro,CIN,Shortstop,71,195.0,34.69
626 | 624,Alex_Gonzalez,CIN,Shortstop,72,202.0,30.04
627 | 625,Mark_Bellhorn,CIN,Third_Baseman,73,205.0,32.52
628 | 626,Edwin_Encarnacion,CIN,Third_Baseman,73,195.0,24.15
629 | 627,Jeff_Keppinger,CIN,Third_Baseman,72,180.0,26.86
630 | 628,Norris_Hopper,CIN,Outfielder,69,200.0,27.94
631 | 629,Chris_Denorfia,CIN,Outfielder,73,185.0,26.63
632 | 630,Adam_Dunn,CIN,Outfielder,78,240.0,27.31
633 | 631,Bubba_Crosby,CIN,Outfielder,71,185.0,30.55
634 | 632,Jeff_Conine,CIN,Outfielder,73,220.0,40.68
635 | 633,Ken_Griffey_Jr.,CIN,Outfielder,75,205.0,37.27
636 | 634,Josh_Hamilton,CIN,Outfielder,76,205.0,25.78
637 | 635,Ryan_Freel,CIN,Outfielder,70,180.0,30.98
638 | 636,Kyle_Lohse,CIN,Starting_Pitcher,74,201.0,28.41
639 | 637,Bronson_Arroyo,CIN,Starting_Pitcher,77,190.0,30.01
640 | 638,Eric_Milton,CIN,Starting_Pitcher,75,208.0,31.57
641 | 639,Aaron_Harang,CIN,Starting_Pitcher,79,240.0,28.81
642 | 641,Elizardo_Ramirez,CIN,Starting_Pitcher,72,180.0,24.09
643 | 642,Todd_Coffey,CIN,Relief_Pitcher,77,230.0,26.47
644 | 643,Brian_Shackelford,CIN,Relief_Pitcher,73,195.0,30.5
645 | 644,Bill_Bray,CIN,Relief_Pitcher,75,215.0,23.74
646 | 645,Bobby_Livingston,CIN,Relief_Pitcher,75,190.0,24.49
647 | 646,Matt_Belisle,CIN,Relief_Pitcher,75,195.0,26.73
648 | 647,Gary_Majewski,CIN,Relief_Pitcher,73,215.0,27.01
649 | 648,Mike_Stanton,CIN,Relief_Pitcher,73,215.0,39.75
650 | 649,Brad_Salmon,CIN,Relief_Pitcher,76,220.0,27.16
651 | 650,Jared_Burton,CIN,Relief_Pitcher,77,220.0,25.74
652 | 651,David_Weathers,CIN,Relief_Pitcher,75,230.0,37.43
653 | 652,Rheal_Cormier,CIN,Relief_Pitcher,70,195.0,39.85
654 | 653,Yorvit_Torrealba,COL,Catcher,71,190.0,28.62
655 | 654,Chris_Iannetta,COL,Catcher,71,195.0,23.9
656 | 655,Alvin_Colina,COL,Catcher,75,209.0,25.18
657 | 656,Todd_Helton,COL,First_Baseman,74,204.0,33.53
658 | 657,Jamey_Carroll,COL,Second_Baseman,69,170.0,33.03
659 | 658,Kaz_Matsui,COL,Second_Baseman,70,185.0,31.35
660 | 659,Troy_Tulowitzki,COL,Shortstop,75,205.0,22.39
661 | 660,Clint_Barmes,COL,Shortstop,72,175.0,27.99
662 | 661,Garrett_Atkins,COL,Third_Baseman,75,210.0,27.22
663 | 662,Ryan_Spilborghs,COL,Outfielder,73,190.0,27.49
664 | 663,Cory_Sullivan,COL,Outfielder,72,180.0,27.53
665 | 664,Jeff_Salazar,COL,Outfielder,72,180.0,26.26
666 | 665,Willy_Taveras,COL,Outfielder,72,160.0,25.18
667 | 666,Matt_Holliday,COL,Outfielder,76,235.0,27.12
668 | 667,Brad_Hawpe,COL,Outfielder,75,200.0,27.69
669 | 668,Jeff_Baker,COL,Outfielder,74,210.0,25.69
670 | 669,Javy_Lopez,COL,Designated_Hitter,75,224.0,36.32
671 | 670,Byung-Hyun_Kim,COL,Starting_Pitcher,69,180.0,28.11
672 | 671,Rodrigo_Lopez,COL,Starting_Pitcher,73,190.0,31.21
673 | 672,Brian_Lawrence,COL,Starting_Pitcher,72,197.0,30.8
674 | 673,Josh_Fogg,COL,Starting_Pitcher,72,203.0,30.21
675 | 674,Aaron_Cook,COL,Starting_Pitcher,75,205.0,28.06
676 | 675,Denny_Bautista,COL,Starting_Pitcher,77,170.0,26.52
677 | 676,Ubaldo_Jimenez,COL,Starting_Pitcher,76,200.0,23.1
678 | 677,Jason_Hirsh,COL,Starting_Pitcher,80,250.0,25.02
679 | 678,Jeff_Francis,COL,Starting_Pitcher,77,200.0,26.14
680 | 679,Taylor_Buchholz,COL,Starting_Pitcher,76,220.0,25.38
681 | 680,Ryan_Speier,COL,Relief_Pitcher,79,200.0,27.6
682 | 681,Ramon_Ramirez,COL,Relief_Pitcher,71,190.0,25.5
683 | 682,Manny_Corpas,COL,Relief_Pitcher,75,170.0,24.24
684 | 683,Juan_Morillo,COL,Relief_Pitcher,73,190.0,23.32
685 | 684,Brian_Fuentes,COL,Relief_Pitcher,76,220.0,31.56
686 | 685,LaTroy_Hawkins,COL,Relief_Pitcher,77,215.0,34.19
687 | 686,Tom_Martin,COL,Relief_Pitcher,73,206.0,36.78
688 | 687,Jeremy_Affeldt,COL,Relief_Pitcher,76,215.0,27.73
689 | 688,Paul_Lo_Duca,NYM,Catcher,70,185.0,34.88
690 | 689,Ramon_Castro,NYM,Catcher,75,235.0,31.0
691 | 690,Julio_Franco,NYM,First_Baseman,73,188.0,48.52
692 | 691,Carlos_Delgado,NYM,First_Baseman,75,230.0,34.68
693 | 692,Jose_Valentin,NYM,Second_Baseman,70,195.0,37.38
694 | 693,Anderson_Hernandez,NYM,Second_Baseman,69,168.0,24.33
695 | 694,Damion_Easley,NYM,Shortstop,71,190.0,37.3
696 | 695,Jose_Reyes,NYM,Shortstop,72,160.0,23.72
697 | 696,David_Wright,NYM,Third_Baseman,72,200.0,24.19
698 | 697,Ben_Johnson,NYM,Outfielder,73,200.0,25.7
699 | 698,Endy_Chavez,NYM,Outfielder,70,189.0,29.06
700 | 699,David_Newhan,NYM,Outfielder,70,180.0,33.48
701 | 700,Carlos_Beltran,NYM,Outfielder,73,190.0,29.85
702 | 701,Shawn_Green,NYM,Outfielder,76,200.0,34.3
703 | 702,Moises_Alou,NYM,Outfielder,75,220.0,40.66
704 | 703,Lastings_Milledge,NYM,Outfielder,72,187.0,21.9
705 | 704,Alay_Soler,NYM,Starting_Pitcher,73,240.0,27.39
706 | 705,Mike_Pelfrey,NYM,Starting_Pitcher,79,190.0,23.13
707 | 706,Pedro_Martinez,NYM,Starting_Pitcher,71,180.0,35.35
708 | 707,Tom_Glavine,NYM,Starting_Pitcher,72,185.0,40.93
709 | 708,Chan_Ho_Park,NYM,Starting_Pitcher,74,210.0,33.67
710 | 709,Orlando_Hernandez,NYM,Starting_Pitcher,74,220.0,37.39
711 | 710,Dave_Williams,NYM,Starting_Pitcher,74,219.0,27.97
712 | 711,Oliver_Perez,NYM,Starting_Pitcher,72,190.0,25.54
713 | 712,John_Maine,NYM,Starting_Pitcher,76,193.0,25.81
714 | 713,Marcos_Carvajal,NYM,Relief_Pitcher,76,175.0,22.53
715 | 714,Ambiorix_Burgos,NYM,Relief_Pitcher,72,180.0,22.86
716 | 715,Jason_Vargas,NYM,Relief_Pitcher,72,215.0,24.07
717 | 716,Jon_Adkins,NYM,Relief_Pitcher,71,210.0,29.5
718 | 717,Juan_Padilla,NYM,Relief_Pitcher,72,200.0,30.03
719 | 718,Duaner_Sanchez,NYM,Relief_Pitcher,72,190.0,27.38
720 | 719,Pedro_Feliciano,NYM,Relief_Pitcher,70,185.0,30.51
721 | 720,Aaron_Heilman,NYM,Relief_Pitcher,77,220.0,28.3
722 | 721,Jorge_Sosa,NYM,Relief_Pitcher,74,170.0,29.84
723 | 722,Scott_Schoeneweis,NYM,Relief_Pitcher,72,195.0,33.41
724 | 723,Guillermo_Mota,NYM,Relief_Pitcher,76,205.0,33.6
725 | 724,Billy_Wagner,NYM,Relief_Pitcher,71,195.0,35.6
726 | 725,Philip_Humber,NYM,Relief_Pitcher,76,210.0,24.19
727 | 726,Brad_Ausmus,HOU,Catcher,71,190.0,37.88
728 | 727,Humberto_Quintero,HOU,Catcher,73,190.0,27.56
729 | 728,Hector_Gimenez,HOU,Catcher,70,180.0,24.42
730 | 729,Lance_Berkman,HOU,First_Baseman,73,220.0,31.05
731 | 730,Mike_Lamb,HOU,First_Baseman,73,190.0,31.56
732 | 731,Mark_Loretta,HOU,Second_Baseman,72,186.0,35.55
733 | 732,Craig_Biggio,HOU,Second_Baseman,71,185.0,41.21
734 | 733,Brooks_Conrad,HOU,Second_Baseman,71,190.0,27.12
735 | 734,Chris_Burke,HOU,Second_Baseman,71,180.0,26.97
736 | 735,Eric_Bruntlett,HOU,Second_Baseman,72,190.0,28.92
737 | 736,Adam_Everett,HOU,Shortstop,72,170.0,30.06
738 | 737,Morgan_Ensberg,HOU,Third_Baseman,74,210.0,31.51
739 | 738,Carlos_Lee,HOU,Outfielder,74,240.0,30.69
740 | 739,Jason_Lane,HOU,Outfielder,74,220.0,30.19
741 | 740,Orlando_Palmeiro,HOU,Outfielder,71,180.0,38.11
742 | 741,Luke_Scott,HOU,Outfielder,72,210.0,28.68
743 | 742,Charlton_Jimerson,HOU,Outfielder,75,210.0,27.44
744 | 743,Fernando_Nieve,HOU,Starting_Pitcher,72,195.0,24.63
745 | 744,Wandy_Rodriguez,HOU,Starting_Pitcher,71,160.0,28.11
746 | 745,Brandon_Backe,HOU,Starting_Pitcher,72,180.0,28.9
747 | 746,Matt_Albers,HOU,Starting_Pitcher,72,205.0,24.11
748 | 747,Woody_Williams,HOU,Starting_Pitcher,72,200.0,40.53
749 | 748,Roy_Oswalt,HOU,Starting_Pitcher,72,185.0,29.5
750 | 749,Jason_Jennings,HOU,Starting_Pitcher,74,245.0,28.62
751 | 750,Miguel_Asencio,HOU,Relief_Pitcher,74,190.0,26.42
752 | 751,Brad_Lidge,HOU,Relief_Pitcher,77,210.0,30.18
753 | 752,Trever_Miller,HOU,Relief_Pitcher,75,200.0,33.75
754 | 753,David_Borkowski,HOU,Relief_Pitcher,73,200.0,30.06
755 | 754,Dan_Wheeler,HOU,Relief_Pitcher,75,222.0,29.22
756 | 755,Paul_Estrada,HOU,Relief_Pitcher,73,215.0,24.47
757 | 756,Lincoln_Holdzkom,HOU,Relief_Pitcher,76,240.0,24.94
758 | 757,Chris_Sampson,HOU,Relief_Pitcher,72,170.0,28.77
759 | 758,Chad_Qualls,HOU,Relief_Pitcher,77,220.0,28.54
760 | 759,Ezequiel_Astacio,HOU,Relief_Pitcher,75,156.0,27.32
761 | 760,Mike_Lieberthal,LA,Catcher,72,190.0,35.12
762 | 761,Russell_Martin,LA,Catcher,71,202.0,24.04
763 | 762,Olmedo_Saenz,LA,First_Baseman,71,221.0,36.39
764 | 763,James_Loney,LA,First_Baseman,75,200.0,22.81
765 | 764,Nomar_Garciaparra,LA,First_Baseman,72,190.0,33.6
766 | 765,Jeff_Kent,LA,Second_Baseman,73,210.0,38.98
767 | 766,Ramon_Martinez,LA,Second_Baseman,73,190.0,34.39
768 | 767,Marlon_Anderson,LA,Second_Baseman,71,200.0,33.15
769 | 768,Rafael_Furcal,LA,Shortstop,70,165.0,29.35
770 | 769,Wilson_Betemit,LA,Third_Baseman,75,190.0,26.59
771 | 770,Andy_LaRoche,LA,Third_Baseman,71,185.0,23.46
772 | 771,Matt_Kemp,LA,Outfielder,76,230.0,22.43
773 | 772,Andre_Ethier,LA,Outfielder,73,208.0,24.89
774 | 773,Delwyn_Young,LA,Outfielder,68,209.0,24.67
775 | 774,Jason_Repko,LA,Outfielder,71,175.0,26.17
776 | 775,Juan_Pierre,LA,Outfielder,72,180.0,29.54
777 | 776,Luis_Gonzalez,LA,Outfielder,74,200.0,39.49
778 | 777,Jason_Schmidt,LA,Starting_Pitcher,77,205.0,34.08
779 | 778,Randy_Wolf,LA,Starting_Pitcher,72,200.0,30.52
780 | 779,Brad_Penny,LA,Starting_Pitcher,76,250.0,28.77
781 | 780,Derek_Lowe,LA,Starting_Pitcher,78,210.0,33.75
782 | 781,Mark_Hendrickson,LA,Starting_Pitcher,81,230.0,32.69
783 | 782,Chad_Billingsley,LA,Starting_Pitcher,72,244.0,22.59
784 | 783,Takashi_Saito,LA,Relief_Pitcher,73,202.0,37.04
785 | 784,Jonathan_Broxton,LA,Relief_Pitcher,76,240.0,22.7
786 | 785,Hong-Chih_Kuo,LA,Relief_Pitcher,72,200.0,25.6
787 | 786,Eric_Stults,LA,Relief_Pitcher,72,215.0,27.23
788 | 787,Chin-Hui_Tsao,LA,Relief_Pitcher,74,177.0,25.74
789 | 788,Tim_Hamulack,LA,Relief_Pitcher,76,210.0,30.29
790 | 789,Yhency_Brazoban,LA,Relief_Pitcher,73,170.0,26.72
791 | 790,Brett_Tomko,LA,Relief_Pitcher,76,215.0,33.9
792 | 791,Joe_Beimel,LA,Relief_Pitcher,75,217.0,29.86
793 | 792,Elmer_Dessens,LA,Relief_Pitcher,70,198.0,36.13
794 | 793,Ryan_Budde,PHI,Catcher,71,200.0,27.54
795 | 794,Rod_Barajas,PHI,Catcher,74,220.0,31.49
796 | 795,Carlos_Ruiz,PHI,Catcher,72,170.0,28.1
797 | 796,Chris_Coste,PHI,Catcher,73,200.0,34.07
798 | 797,Ryan_Howard,PHI,First_Baseman,76,230.0,27.28
799 | 798,Wes_Helms,PHI,First_Baseman,76,231.0,30.8
800 | 799,Chase_Utley,PHI,Second_Baseman,73,183.0,28.2
801 | 800,Danny_Sandoval,PHI,Second_Baseman,71,192.0,27.9
802 | 801,Jimmy_Rollins,PHI,Shortstop,68,167.0,28.26
803 | 802,Abraham_Nu?ez,PHI,Third_Baseman,71,190.0,30.96
804 | 803,Michael_Bourn,PHI,Outfielder,71,180.0,24.18
805 | 804,Chris_Roberson,PHI,Outfielder,74,180.0,27.52
806 | 805,Jayson_Werth,PHI,Outfielder,77,215.0,27.78
807 | 806,Shane_Victorino,PHI,Outfielder,69,160.0,26.25
808 | 807,Aaron_Rowand,PHI,Outfielder,72,205.0,29.5
809 | 808,Pat_Burrell,PHI,Outfielder,76,223.0,30.39
810 | 809,Greg_Dobbs,PHI,Designated_Hitter,73,205.0,28.66
811 | 810,Cole_Hamels,PHI,Starting_Pitcher,75,175.0,23.18
812 | 811,Alfredo_Simon,PHI,Starting_Pitcher,76,170.0,25.81
813 | 812,Scott_Mathieson,PHI,Starting_Pitcher,75,190.0,23.01
814 | 813,Freddy_Garcia,PHI,Starting_Pitcher,76,240.0,31.72
815 | 814,Jamie_Moyer,PHI,Starting_Pitcher,72,175.0,44.28
816 | 815,Jon_Lieber,PHI,Starting_Pitcher,74,230.0,36.91
817 | 816,Brett_Myers,PHI,Starting_Pitcher,76,223.0,26.54
818 | 817,Adam_Eaton,PHI,Starting_Pitcher,74,196.0,29.27
819 | 818,Geoff_Geary,PHI,Relief_Pitcher,72,167.0,30.51
820 | 819,Clay_Condrey,PHI,Relief_Pitcher,75,195.0,31.28
821 | 820,Ryan_Madson,PHI,Relief_Pitcher,78,190.0,26.51
822 | 821,Antonio_Alfonseca,PHI,Relief_Pitcher,77,250.0,34.87
823 | 822,Tom_Gordon,PHI,Relief_Pitcher,70,190.0,39.28
824 | 823,Brian_Sanches,PHI,Relief_Pitcher,72,190.0,28.56
825 | 824,Jim_Ed_Warden,PHI,Relief_Pitcher,79,190.0,27.82
826 | 825,Anderson_Garcia,PHI,Relief_Pitcher,74,170.0,25.94
827 | 826,Eude_Brito,PHI,Relief_Pitcher,71,160.0,28.53
828 | 827,Fabio_Castro,PHI,Relief_Pitcher,68,150.0,22.11
829 | 828,Matt_Smith,PHI,Relief_Pitcher,77,225.0,27.71
830 | 829,Damian_Miller,MLW,Catcher,75,220.0,37.38
831 | 830,Johnny_Estrada,MLW,Catcher,71,209.0,30.67
832 | 831,Mike_Rivera,MLW,Catcher,72,210.0,30.48
833 | 832,J.D._Closser,MLW,Catcher,70,176.0,27.12
834 | 833,Prince_Fielder,MLW,First_Baseman,72,260.0,22.81
835 | 834,Rickie_Weeks,MLW,Second_Baseman,72,195.0,24.46
836 | 835,Tony_Graffanino,MLW,Second_Baseman,73,190.0,34.73
837 | 836,Craig_Counsell,MLW,Shortstop,72,184.0,36.53
838 | 837,J.J._Hardy,MLW,Shortstop,74,180.0,24.53
839 | 838,Bill_Hall,MLW,Shortstop,72,195.0,27.17
840 | 839,Vinny_Rottino,MLW,Third_Baseman,72,195.0,26.9
841 | 840,Corey_Koskie,MLW,Third_Baseman,75,219.0,33.67
842 | 841,Kevin_Mench,MLW,Outfielder,72,225.0,29.14
843 | 842,Geoff_Jenkins,MLW,Outfielder,73,212.0,32.61
844 | 843,Brady_Clark,MLW,Outfielder,74,202.0,33.87
845 | 844,Tony_Gwynn_Jr.,MLW,Outfielder,72,185.0,24.41
846 | 845,Corey_Hart,MLW,Outfielder,78,200.0,24.94
847 | 846,Gabe_Gross,MLW,Outfielder,75,209.0,27.36
848 | 847,Laynce_Nix,MLW,Outfielder,72,200.0,26.33
849 | 848,Drew_Anderson,MLW,Outfielder,74,195.0,25.72
850 | 849,Claudio_Vargas,MLW,Starting_Pitcher,75,228.0,28.7
851 | 850,Chris_Capuano,MLW,Starting_Pitcher,75,210.0,28.53
852 | 851,Ben_Hendrickson,MLW,Starting_Pitcher,76,190.0,26.07
853 | 852,Dave_Bush,MLW,Starting_Pitcher,74,212.0,27.31
854 | 853,Carlos_Villanueva,MLW,Starting_Pitcher,74,190.0,23.26
855 | 854,Ben_Sheets,MLW,Starting_Pitcher,73,218.0,28.62
856 | 855,Jeff_Suppan,MLW,Starting_Pitcher,74,220.0,32.16
857 | 856,Brian_Shouse,MLW,Relief_Pitcher,71,190.0,38.43
858 | 857,Francisco_Cordero,MLW,Relief_Pitcher,74,235.0,31.81
859 | 858,Derrick_Turnbow,MLW,Relief_Pitcher,75,210.0,29.1
860 | 859,Matt_Wise,MLW,Relief_Pitcher,76,200.0,31.28
861 | 860,Grant_Balfour,MLW,Relief_Pitcher,74,188.0,29.17
862 | 861,Dennis_Sarfate,MLW,Relief_Pitcher,76,210.0,25.89
863 | 862,Jose_Capellan,MLW,Relief_Pitcher,76,235.0,26.13
864 | 863,Greg_Aquino,MLW,Relief_Pitcher,73,188.0,29.13
865 | 864,Josh_Bard,SD,Catcher,75,215.0,28.92
866 | 865,Rob_Bowen,SD,Catcher,75,216.0,26.01
867 | 866,Adrian_Gonzalez,SD,First_Baseman,74,220.0,24.81
868 | 867,Marcus_Giles,SD,Second_Baseman,68,180.0,28.79
869 | 868,Todd_Walker,SD,Second_Baseman,72,185.0,33.77
870 | 869,Geoff_Blum,SD,Shortstop,75,200.0,33.85
871 | 870,Khalil_Greene,SD,Shortstop,71,210.0,27.36
872 | 871,Paul_McAnulty,SD,Outfielder,70,220.0,26.01
873 | 872,Terrmel_Sledge,SD,Outfielder,72,185.0,29.95
874 | 873,Jack_Cust,SD,Outfielder,73,231.0,28.12
875 | 874,Jose_Cruz_Jr.,SD,Outfielder,72,210.0,32.87
876 | 875,Russell_Branyan,SD,Outfielder,75,195.0,31.2
877 | 876,Mike_Cameron,SD,Outfielder,74,200.0,34.14
878 | 877,Brian_Giles,SD,Outfielder,70,205.0,36.11
879 | 878,Kevin_Kouzmanoff,SD,Designated_Hitter,73,200.0,25.6
880 | 879,Mike_Thompson,SD,Starting_Pitcher,76,200.0,26.31
881 | 880,Clay_Hensley,SD,Starting_Pitcher,71,190.0,27.5
882 | 881,Chris_Young,SD,Starting_Pitcher,82,250.0,27.77
883 | 882,Greg_Maddux,SD,Starting_Pitcher,72,185.0,40.88
884 | 883,Jake_Peavy,SD,Starting_Pitcher,73,180.0,25.75
885 | 884,Scott_Cassidy,SD,Relief_Pitcher,74,170.0,31.41
886 | 885,Scott_Strickland,SD,Relief_Pitcher,71,180.0,30.84
887 | 886,Scott_Linebrink,SD,Relief_Pitcher,75,208.0,30.57
888 | 887,Doug_Brocail,SD,Relief_Pitcher,77,235.0,39.79
889 | 888,Trevor_Hoffman,SD,Relief_Pitcher,72,215.0,39.38
890 | 889,Heath_Bell,SD,Relief_Pitcher,74,244.0,29.42
891 | 890,Royce_Ring,SD,Relief_Pitcher,72,220.0,26.19
892 | 891,Cla_Meredith,SD,Relief_Pitcher,73,185.0,23.74
893 | 892,Andrew_Brown,SD,Relief_Pitcher,78,230.0,26.03
894 | 893,Mike_Adams,SD,Relief_Pitcher,77,190.0,28.59
895 | 894,Justin_Hampson,SD,Relief_Pitcher,73,200.0,26.77
896 | 895,Kevin_Cameron,SD,Relief_Pitcher,73,180.0,27.21
897 | 896,Ryan_Ketchner,SD,Relief_Pitcher,73,190.0,24.87
898 | 897,Brian_Schneider,WAS,Catcher,73,196.0,30.26
899 | 898,Jesus_Flores,WAS,Catcher,73,180.0,22.34
900 | 899,Larry_Broadway,WAS,First_Baseman,76,230.0,26.2
901 | 900,Nick_Johnson,WAS,First_Baseman,75,224.0,28.45
902 | 901,Bernie_Castro,WAS,Second_Baseman,70,160.0,27.63
903 | 902,Josh_Wilson,WAS,Shortstop,73,178.0,25.93
904 | 903,Cristian_Guzman,WAS,Shortstop,72,205.0,28.94
905 | 904,Felipe_Lopez,WAS,Shortstop,73,185.0,26.8
906 | 905,Ryan_Zimmerman,WAS,Third_Baseman,75,210.0,22.42
907 | 906,Nook_Logan,WAS,Outfielder,74,180.0,27.26
908 | 907,Ryan_Church,WAS,Outfielder,73,190.0,28.38
909 | 908,Kory_Casto,WAS,Outfielder,73,200.0,25.23
910 | 909,Mike_Restovich,WAS,Outfielder,76,257.0,28.16
911 | 910,Alex_Escobar,WAS,Outfielder,73,190.0,28.48
912 | 911,Austin_Kearns,WAS,Outfielder,75,220.0,26.78
913 | 912,Chris_Snelling,WAS,Outfielder,70,165.0,25.24
914 | 913,Billy_Traber,WAS,Starting_Pitcher,77,205.0,27.45
915 | 914,Tim_Redding,WAS,Starting_Pitcher,72,200.0,29.05
916 | 915,John_Patterson,WAS,Starting_Pitcher,77,208.0,29.08
917 | 916,Shawn_Hill,WAS,Starting_Pitcher,74,185.0,25.84
918 | 917,Joel_Hanrahan,WAS,Starting_Pitcher,75,215.0,25.4
919 | 918,Mike_O'Connor,WAS,Starting_Pitcher,75,170.0,26.54
920 | 919,Emiliano_Fruto,WAS,Relief_Pitcher,75,235.0,22.73
921 | 920,Chris_Schroder,WAS,Relief_Pitcher,75,210.0,28.53
922 | 921,Brett_Campbell,WAS,Relief_Pitcher,72,170.0,25.37
923 | 922,Beltran_Perez,WAS,Relief_Pitcher,74,180.0,25.35
924 | 923,Levale_Speigner,WAS,Relief_Pitcher,71,170.0,26.43
925 | 924,Jason_Bergmann,WAS,Relief_Pitcher,76,190.0,25.43
926 | 925,Saul_Rivera,WAS,Relief_Pitcher,71,150.0,29.23
927 | 926,Chris_Booker,WAS,Relief_Pitcher,75,230.0,30.22
928 | 927,Micah_Bowie,WAS,Relief_Pitcher,76,203.0,32.3
929 | 928,Jon_Rauch,WAS,Relief_Pitcher,83,260.0,28.42
930 | 929,Jerome_Williams,WAS,Relief_Pitcher,75,246.0,25.24
931 | 930,Luis_Ayala,WAS,Relief_Pitcher,74,186.0,29.13
932 | 931,Ryan_Wagner,WAS,Relief_Pitcher,76,210.0,24.63
933 | 932,Chad_Cordero,WAS,Relief_Pitcher,72,198.0,24.95
934 | 933,Humberto_Cota,PIT,Catcher,72,210.0,28.06
935 | 934,Ronny_Paulino,PIT,Catcher,75,215.0,25.86
936 | 935,Adam_LaRoche,PIT,First_Baseman,75,180.0,27.32
937 | 936,Ryan_Doumit,PIT,First_Baseman,72,200.0,25.91
938 | 937,Brad_Eldred,PIT,First_Baseman,77,245.0,26.63
939 | 938,Jose_Castillo,PIT,Second_Baseman,73,200.0,25.95
940 | 939,Jack_Wilson,PIT,Shortstop,72,192.0,29.17
941 | 940,Freddy_Sanchez,PIT,Third_Baseman,70,192.0,29.19
942 | 941,Jason_Bay,PIT,Outfielder,74,200.0,28.44
943 | 942,Jose_Bautista,PIT,Outfielder,72,192.0,26.36
944 | 943,Xavier_Nady,PIT,Outfielder,74,205.0,28.29
945 | 944,Jody_Gerut,PIT,Outfielder,72,190.0,29.45
946 | 945,Nate_McLouth,PIT,Outfielder,71,186.0,25.34
947 | 946,Chris_Duffy,PIT,Outfielder,70,170.0,26.86
948 | 947,Rajai_Davis,PIT,Outfielder,71,197.0,26.36
949 | 948,Shane_Youman,PIT,Starting_Pitcher,76,219.0,27.39
950 | 949,Yoslan_Herrera,PIT,Starting_Pitcher,74,200.0,25.84
951 | 950,Josh_Shortslef,PIT,Starting_Pitcher,76,220.0,25.08
952 | 951,Zach_Duke,PIT,Starting_Pitcher,74,207.0,23.87
953 | 952,Paul_Maholm,PIT,Starting_Pitcher,74,225.0,24.68
954 | 953,Tom_Gorzelanny,PIT,Starting_Pitcher,74,207.0,24.64
955 | 954,Shawn_Chacon,PIT,Starting_Pitcher,75,212.0,29.19
956 | 955,Tony_Armas_Jr.,PIT,Starting_Pitcher,75,225.0,28.84
957 | 956,Ian_Snell,PIT,Starting_Pitcher,71,170.0,25.33
958 | 957,Sean_Burnett,PIT,Starting_Pitcher,71,190.0,24.45
959 | 958,John_Grabow,PIT,Relief_Pitcher,74,210.0,28.32
960 | 959,Marty_McLeary,PIT,Relief_Pitcher,77,230.0,32.34
961 | 960,Salomon_Torres,PIT,Relief_Pitcher,71,210.0,34.97
962 | 961,Damaso_Marte,PIT,Relief_Pitcher,74,200.0,32.04
963 | 962,Matt_Capps,PIT,Relief_Pitcher,75,238.0,23.49
964 | 963,Josh_Sharpless,PIT,Relief_Pitcher,77,234.0,26.09
965 | 964,Bryan_Bullington,PIT,Relief_Pitcher,76,222.0,26.41
966 | 965,Jonah_Bayliss,PIT,Relief_Pitcher,74,200.0,26.55
967 | 966,Brian_Rogers,PIT,Relief_Pitcher,76,190.0,24.62
968 | 967,Juan_Perez,PIT,Relief_Pitcher,72,170.0,28.49
969 | 968,Bengie_Molina,SF,Catcher,71,220.0,32.61
970 | 969,Eliezer_Alfonzo,SF,Catcher,72,223.0,28.06
971 | 970,Lance_Niekro,SF,First_Baseman,75,210.0,28.08
972 | 971,Mark_Sweeney,SF,First_Baseman,73,215.0,37.34
973 | 972,Ray_Durham,SF,Second_Baseman,68,196.0,35.25
974 | 973,Kevin_Frandsen,SF,Second_Baseman,72,175.0,24.77
975 | 974,Omar_Vizquel,SF,Shortstop,69,175.0,39.85
976 | 975,Rich_Aurilia,SF,Third_Baseman,73,189.0,35.49
977 | 976,Pedro_Feliz,SF,Third_Baseman,73,205.0,31.84
978 | 977,Todd_Linden,SF,Outfielder,75,210.0,26.67
979 | 978,Dave_Roberts,SF,Outfielder,70,180.0,34.75
980 | 979,Jason_Ellison,SF,Outfielder,70,180.0,28.91
981 | 980,Randy_Winn,SF,Outfielder,74,197.0,32.73
982 | 981,Ryan_Klesko,SF,Outfielder,75,220.0,35.72
983 | 982,Barry_Bonds,SF,Outfielder,74,228.0,42.6
984 | 983,Fred_Lewis,SF,Outfielder,74,190.0,26.22
985 | 984,Kelyn_Acosta,SF,Starting_Pitcher,73,204.0,21.85
986 | 985,Jonathan_Sanchez,SF,Starting_Pitcher,74,165.0,24.28
987 | 986,Matt_Cain,SF,Starting_Pitcher,75,216.0,22.41
988 | 987,Matt_Morris,SF,Starting_Pitcher,77,220.0,32.56
989 | 988,Russ_Ortiz,SF,Starting_Pitcher,73,208.0,32.74
990 | 989,Noah_Lowry,SF,Starting_Pitcher,74,210.0,26.39
991 | 990,Barry_Zito,SF,Starting_Pitcher,76,215.0,28.8
992 | 991,Vinnie_Chulk,SF,Relief_Pitcher,74,195.0,28.2
993 | 992,Kevin_Correia,SF,Relief_Pitcher,75,200.0,26.52
994 | 993,Steve_Kline,SF,Relief_Pitcher,73,215.0,34.52
995 | 994,Armando_Benitez,SF,Relief_Pitcher,76,229.0,34.32
996 | 995,Scott_Munter,SF,Relief_Pitcher,78,240.0,26.98
997 | 996,Jack_Taschner,SF,Relief_Pitcher,75,207.0,28.86
998 | 997,Brian_Wilson,SF,Relief_Pitcher,73,205.0,24.96
999 | 998,Merkin_Valdez,SF,Relief_Pitcher,77,208.0,25.3
1000 | 999,Brad_Hennessey,SF,Relief_Pitcher,74,185.0,27.06
1001 | 1000,Billy_Sadler,SF,Relief_Pitcher,72,190.0,25.44
1002 | 1001,Pat_Misch,SF,Relief_Pitcher,74,170.0,25.53
1003 | 1002,Gary_Bennett,STL,Catcher,72,208.0,34.87
1004 | 1003,Yadier_Molina,STL,Catcher,71,225.0,24.63
1005 | 1004,John_Nelson,STL,First_Baseman,73,190.0,27.99
1006 | 1005,Albert_Pujols,STL,First_Baseman,75,225.0,27.12
1007 | 1006,Adam_Kennedy,STL,Second_Baseman,73,185.0,31.14
1008 | 1007,Aaron_Miles,STL,Second_Baseman,67,180.0,30.21
1009 | 1008,David_Eckstein,STL,Shortstop,67,165.0,32.11
1010 | 1009,Scott_Rolen,STL,Third_Baseman,76,240.0,31.91
1011 | 1010,Scott_Spiezio,STL,Third_Baseman,74,220.0,34.44
1012 | 1011,Jim_Edmonds,STL,Outfielder,73,212.0,36.68
1013 | 1012,So_Taguchi,STL,Outfielder,70,163.0,37.66
1014 | 1013,Juan_Encarnacion,STL,Outfielder,75,215.0,30.98
1015 | 1014,Skip_Schumaker,STL,Outfielder,70,175.0,27.07
1016 | 1015,John_Rodriguez,STL,Outfielder,72,205.0,29.11
1017 | 1016,Chris_Duncan,STL,Outfielder,77,210.0,25.82
1018 | 1017,Adam_Wainwright,STL,Starting_Pitcher,79,205.0,25.5
1019 | 1018,Mark_Mulder,STL,Starting_Pitcher,78,208.0,29.57
1020 | 1019,Anthony_Reyes,STL,Starting_Pitcher,74,215.0,25.37
1021 | 1020,Ryan_Franklin,STL,Starting_Pitcher,75,180.0,33.99
1022 | 1021,Kip_Wells,STL,Starting_Pitcher,75,200.0,29.86
1023 | 1022,Chris_Carpenter,STL,Starting_Pitcher,78,230.0,31.84
1024 | 1023,Russ_Springer,STL,Relief_Pitcher,76,211.0,38.31
1025 | 1024,Jason_Isringhausen,STL,Relief_Pitcher,75,230.0,34.48
1026 | 1025,Ricardo_Rincon,STL,Relief_Pitcher,69,190.0,36.88
1027 | 1026,Braden_Looper,STL,Relief_Pitcher,75,220.0,32.34
1028 | 1027,Randy_Flores,STL,Relief_Pitcher,72,180.0,31.58
1029 | 1028,Josh_Hancock,STL,Relief_Pitcher,75,205.0,28.89
1030 | 1029,Brad_Thompson,STL,Relief_Pitcher,73,190.0,25.08
1031 | 1030,Tyler_Johnson,STL,Relief_Pitcher,74,180.0,25.73
1032 | 1031,Chris_Narveson,STL,Relief_Pitcher,75,205.0,25.19
1033 | 1032,Randy_Keisler,STL,Relief_Pitcher,75,190.0,31.01
1034 | 1033,Josh_Kinney,STL,Relief_Pitcher,73,195.0,27.92
1035 |
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