coreylynch

from wtforms import Form, BooleanField, TextField, PasswordField, validators

class RegistrationForm(Form):
    username = TextField('Username', [validators.Length(min=4, max=25)])
    email = TextField('Email Address', [validators.Length(min=6, max=35)])
    password = PasswordField('New Password', [
        validators.Required(),
        validators.EqualTo('confirm', message='Passwords must match')
    ])
    confirm = PasswordField('Repeat Password')

coreylynch

import site
from os import environ
from os.path import join
from sys import version_info

if 'VIRTUAL_ENV' in environ:
    virtual_env = join(environ.get('VIRTUAL_ENV'),
                       'lib',
                       'python%d.%d' % version_info[:2],
                       'site-packages')

coreylynch

# /bin/sh

# Setup
datfile=$(mktemp)
echo "ElapsedTime MemUsed" > $datfile

starttime=$(date +%s.%N)

# Run the specified command in the background
$@ &

coreylynch

from PIL import Image
from PIL.ExifTags import TAGS, GPSTAGS

def get_exif_data(image):
    """Returns a dictionary from the exif data of an PIL Image item. Also converts the GPS Tags"""
    exif_data = {}
    info = image._getexif()
    if info:
        for tag, value in info.items():
            decoded = TAGS.get(tag, tag)

coreylynch

"""
Benchmark sklearn's SGDClassifier on RCV1-ccat dataset.

So generate the input files see http://leon.bottou.org/projects/sgd .

Results
-------
ACC: 0.9479
AUC: 0.9476

coreylynch

import itertools

import numpy as np

from sklearn.linear_model import SGDClassifier, SGDRanking
from sklearn import metrics
from minirank.compat import RankSVM as MinirankSVM
from scipy import stats

coreylynch

import pandas, re, numpy as np

def load_file(filename, num_cols, dtypes, delimiter='\t'):
    data = None
    try:
        data = np.fromfile(filename + '.npy', dtype=dtypes)
    except:
        splitter = re.compile(delimiter)

        def items(infile):

coreylynch

from collections import Counter
import numpy as np


counter = Counter(y)
num_neg = counter[counter.keys()[0]]
num_pos = counter[counter.keys()[1]]

n_samples = len(y)

coreylynch

patching file lib/jobs/build.xml
Hunk #1 FAILED at 97.
1 out of 1 hunk FAILED -- saving rejects to file lib/jobs/build.xml.rej
patching file lib/operators/build.xml
Hunk #1 FAILED at 116.
1 out of 1 hunk FAILED -- saving rejects to file lib/operators/build.xml.rej

coreylynch

20110908_NO@GB,1,,0,NO,GB,,,,T.Morstead kicks 68 yards from NO 35 to GB -3. R.Cobb to GB 24 for 27 yards (L.Torrence).,0,0,2011
20110908_NO@GB,1,59,55,GB,NO,1,10,76,(14:55) (Shotgun) A.Rodgers pass short right to G.Jennings to GB 33 for 9 yards (T.Porter).,0,0,2011
20110908_NO@GB,1,59,25,GB,NO,2,1,67,(14:25) (Shotgun) R.Grant right tackle to GB 37 for 4 yards (C.Jordan).,0,0,2011
20110908_NO@GB,1,58,58,GB,NO,1,10,63,(13:58) A.Rodgers pass short right to J.Nelson to GB 43 for 6 yards (J.Greer).,0,0,2011
20110908_NO@GB,1,58,25,GB,NO,2,4,57,(13:25) (Shotgun) A.Rodgers sacked at GB 35 for -8 yards (J.Casillas).,0,0,2011
20110908_NO@GB,1,57,51,GB,NO,3,12,65,(12:51) (Shotgun) A.Rodgers pass short right to D.Driver to NO 49 for 16 yards (M.Jenkins).,0,0,2011
20110908_NO@GB,1,57,17,GB,NO,1,10,49,(12:17) (Shotgun) A.Rodgers pass deep left to J.Nelson to NO 13 for 36 yards (P.Robinson).,0,0,2011
20110908_NO@GB,1,56,29,GB,NO,1,10,13,(11:29) (Shotgun) A.Rodgers scrambles up the middle to NO 12 for 1 yard (J.Casillas).,0,