JayKimBravekjh

<?xml version="1.0" encoding="UTF-8"?>
<module type="PYTHON_MODULE" version="4">
  <component name="NewModuleRootManager">
    <content url="file://$MODULE_DIR$" />
    <orderEntry type="jdk" jdkName="Python 3.5.2 (~/anaconda/bin/python)" jdkType="Python SDK" />
    <orderEntry type="sourceFolder" forTests="false" />
  </component>
  <component name="TestRunnerService">
    <option name="PROJECT_TEST_RUNNER" value="Unittests" />
  </component>

JayKimBravekjh

<?xml version="1.0" encoding="UTF-8"?>
<module type="PYTHON_MODULE" version="4">
  <component name="NewModuleRootManager">
    <content url="file://$MODULE_DIR$" />
    <orderEntry type="jdk" jdkName="Python 3.5.2 (~/anaconda/bin/python)" jdkType="Python SDK" />
    <orderEntry type="sourceFolder" forTests="false" />
  </component>
  <component name="TestRunnerService">
    <option name="PROJECT_TEST_RUNNER" value="Unittests" />
  </component>

JayKimBravekjh

#!/bin/bash

python setup.py install --single-version-externally-managed --record=record.txt

# Download data
python -m nltk.downloader -d $PREFIX/nltk_data all
# Remove original zip files
rm $PREFIX/nltk_data/**/*.zip

JayKimBravekjh

Tensorflow

System information

• OS - High Sierra 10.13
• Tensorflow - 1.4
• Xcode command line tools - 8.2 (Download from here: Xcode - Support - Apple Developer & Switch to different clang version: sudo xcode-select --switch/Library/Developer/CommandLineTools & check version: clang -v)
• Cmake - 3.7
• Bazel - 0.7.0

JayKimBravekjh

"""
Demonstration of ways to implement this API:
    sanitize(user_input, stop_words)

Related discussions:
    - Modifying a list while looping over it:
        - http://stackoverflow.com/questions/1207406/remove-items-from-a-list-while-iterating-in-python

    - Remove all occurences of a value in a list:
        - http://stackoverflow.com/questions/1157106/remove-all-occurences-of-a-value-from-a-python-list

JayKimBravekjh

"""
Demonstration of ways to implement this API:
    sanitize(user_input, stop_words)

Related discussions:
    - Modifying a list while looping over it:
        - http://stackoverflow.com/questions/1207406/remove-items-from-a-list-while-iterating-in-python

    - Remove all occurences of a value in a list:
        - http://stackoverflow.com/questions/1157106/remove-all-occurences-of-a-value-from-a-python-list

JayKimBravekjh

# List unique values in a DataFrame column
# h/t @makmanalp for the updated syntax!
df['Column Name'].unique()

# Convert Series datatype to numeric (will error if column has non-numeric values)
# h/t @makmanalp
pd.to_numeric(df['Column Name'])

# Convert Series datatype to numeric, changing non-numeric values to NaN
# h/t @makmanalp for the updated syntax!

JayKimBravekjh

# List unique values in a DataFrame column
# h/t @makmanalp for the updated syntax!
df['Column Name'].unique()

# Convert Series datatype to numeric (will error if column has non-numeric values)
# h/t @makmanalp
pd.to_numeric(df['Column Name'])

# Convert Series datatype to numeric, changing non-numeric values to NaN
# h/t @makmanalp for the updated syntax!

JayKimBravekjh

import pandas as pd

# Calculate information value
def calc_iv(df, feature, target, pr=0):

    lst = []

    for i in range(df[feature].nunique()):
        val = list(df[feature].unique())[i]
        lst.append([feature, val, df[df[feature] == val].count()[feature], df[(df[feature] == val) & (df[target] == 1)].count()[feature]])

JayKimBravekjh

import pandas as pd

# Calculate information value
def calc_iv(df, feature, target, pr=0):

    lst = []

    for i in range(df[feature].nunique()):
        val = list(df[feature].unique())[i]
        lst.append([feature, val, df[df[feature] == val].count()[feature], df[(df[feature] == val) & (df[target] == 1)].count()[feature]])