Oracle and Python setup with cx_Oracle

Is Python the new R?

Maybe, maybe not, but that I'm finding in recent months is more companies are asking me to use Python instead of R for some of my work.

In this blog post I will walk through the steps of setting up the Oracle driver for Python, called cx_Oracle. The documentation for this drive is good and detailed with plenty of examples available on GitHub. Hopefully there isn't anything new in this (more...)

Automate calls to SOAP and REST webservices using simple Python scripts

Probably not many people will tell you running batches over webservices is a good idea. Sometimes though, it can be handy to have a script available to generate webservice calls based on a template message with variables and automate processing the response messages. In addition, if you have a large number of calls, executing the calls in parallel might save you a lot of time if your service platform can handle the concurrency.

Scripts such (more...)

TensorFlow Linear Regression Model Access with Custom REST API using Flask

In my previous post - TensorFlow - Getting Started with Docker Container and Jupyter Notebook I have described basics about how to install and run TensorFlow using Docker. Today I will describe how to give access to the machine learning model from outside of TensorFlow with REST. This is particularly useful while building JS UIs on top of TensorFlow (for example with Oracle JET).

TensorFlow supports multiple languages, but most common one is Python. I (more...)

Python for Data Science – Importing CSV, JSON, Excel Using Pandas

Although I think that R is the language for Data Scientists, I still prefer Python to work with data. In this blog post, I will show you how easy to import data from CSV, JSON and Excel files using Pandas libary. Pandas is a Python package designed for doing practical, real world data analysis.

Here is the content of the sample CSV file (test.csv):

name,email
"gokhan","gokhan@gmail.com"
"mike","mike@gmail.com"

Here is the content of (more...)

Starting and Stopping Oracle Reports Servers with WLST

Normally people are using to start and stop their Oracle Reports Servers the by Oracle provided scripts startComponent.sh and stopComponent.sh in the $DOMAIN_HOME/bin.

The problem with this set of scripts is, that they really take long time to complete and you need to execute it for each Reports Server:
cd $DOMAIN_HOME/bin
# Lets measure the time
time ./startComponent.sh rep_server1
Starting system Component rep_server1 ...

Initializing WebLogic Scripting Tool (WLST) ...

Welcome to WebLogic Server (more...)

Parsing Named Arguments into Python Scripts

If you are coming from the Shell Script World, you are used to parse Named Arguments into your Shell Script, e.g "-u" for Username, "-p" for Password and so on. With Python Scripts you normally pass ordered arguments into your Python Script, so you are bond with the arguments in a fixed order, while passing Named Arguments you can reshuffle them in any order.

A typical Shell Script Snippet would look like that:

export  (more...)

Building Classrooms in the Cloud

Jumpbox Lab Server

Let’s face it: education without interaction is about as effective as shouting origami instructions at a lumberjack who is cutting down trees. Sure, your informative lessons will come in handy when the product of their work finally becomes paper, but it will be long forgotten and ultimately worthless by then. The only way a student is going to learn is if they can put (more...)

A Neural Network Scoring Engine in PL/SQL

Topic: In this post, you will find an example of how to build and deploy a basic artificial neural network scoring engine using PL/SQL for recognizing handwritten digits. This post is intended for learning purposes, in particular for Oracle practitioners who want a hands-on introduction to neural networks.


Introduction

Machine learning and neural networks in particular, are currently hot topics in data processing. Many tools and platform are now easily available to work and experiment  (more...)

“What do you mean there’s line breaks in the address?” said SQLLDR

I had a large-ish CSV to load and a problem: line breaks inside some of the delimited fields.

Like these two records:

one, two, "three beans", four
five, six, "seven
beans", "eight wonderful beans"

SQL Loader simply won’t handle this, as plenty of sad forum posts attest. The file needs pre-processing and here is a little python script to do it, adapted from Jmoreland91’s solution on Stack Overflow.

import sys, csv, os
 
 (more...)

Rename multiple exported Files after using SQL Developer’s Cart to export from Oracle database

If you’re searching for “export Oracle BLOB”, the article, by Jeff Smith, titled “Exporting Multiple BLOBs with Oracle SQL Developer” using Oracle SQL Developer” is usually at the top of the search result. The SQL Developer features the Shopping Cart without using scripts to export BLOBs out of database. I don’t want to go into detail as Jeff already explained well in his post what it is and how to use it. One (more...)

Multisessioning with Python

I'll admit that I pretty constantly have at least one window either open into SQL*Plus or at the command line ready to run a deployment script through it. But there's time when it is worth taking a step beyond.

One problem with the architecture of most SQL clients is they connect to a database, send off a SQL statement and do nothing until the database responds back with an answer. That's a great model when (more...)

Wanted: RDBMS superpower summary for app developers

At last night's WWCode Cincinnati panel, I recommended that developers talk to their DBA about what advanced capabilities their RDBMS can offer, so that they don't end up reimplementing functionality in the app that are already available (better and more efficiently) in the database itself. Devs can waste a lot of effort by thinking of databases as dumb, inert data boxes.

I was asked an excellent question: "Where can a dev quickly familiarize herself with (more...)

IoT Hackathon Part IV : Using Web Services to send Sensordata

In the previous 3 posts, building towards the eProseed IoT Hackathon, I described how to setup your Raspberry Pi, and how to use the GrovePi sensors. The used example is a small weather-station that read temperature and humidity and shows the readings on a display. That is all very nice, however, the data remains local on the Raspberry Pi so there is nothing that we can do with this information

Code Studio rocks; diversity does, too

If you want to quickly get some kids introduced to computer programming concepts, you could do a lot worse than using Code Studiofrom code.org. That's what I did the last couple weeks - took two hours to lightly shepherd the Dayton YWCA day camp through a programming intro.

It's really well-organized and easy to understand - frankly, it pretty much drives itself. It's based on block-dragging for turtle graphics and/or simple 2D games, (more...)

Generating Diceware Passwords in Python

Today I’m going back to a theme from a post last year and looking at generating passwords with my favourite programming language. A tweet from Simon Brunning pointed me to Micah Lee’s article at The Intercept and my first thought was to write a function to do this in Python. So here it is;

def generate_diceware_password(word_count=6):
    import random
    word_dict = {}
    passphrase = []
    with open('diceware.wordlist.andy.txt') as f:
        for line in f. (more...)

rdbms-subsetter

I've never had a tool I really liked that would extract a chunk of a large production database for testing purposes while respecting the database's foreign keys. This past week I finally got to write one: rdbms-subsetter.

rdbms-subsetter postgresql://user:passwd@host/source_db postgresql://user:passwd@host/excerpted_db 0.001

Getting it to respect referential integrity "upward" - guaranteeing every needed parent record would be included for each child row - took less than a day. Trying to get it to also guarantee (more...)

%sql: To Pandas and Back

A Pandas DataFrame has a nice to_sql(table_name, sqlalchemy_engine) method that saves itself to a database.

The only trouble is that coming up with the SQLAlchemy Engine object is a little bit of a pain, and if you're using the IPython %sql magic, your %sql session already has an SQLAlchemy engine anyway. So I created a bogus PERSIST pseudo-SQL command that simply calls to_sql with the open database connection:

%sql PERSIST mydataframe

The result is (more...)

auto-generate SQLAlchemy models

PyOhio gave my lightning talk on ddlgenerator a warm reception, and Brandon Lorenz got me thinking, and PyOhio sprints filled my with py-drenaline, and now ddlgenerator can inspect your data and spit out SQLAlchemy model definitions for you:


$ cat merovingians.yaml
-
name: Clovis I
reign:
from: 486
to: 511
-
name: Childebert I
reign:
from: 511
to: 558
$ ddlgenerator --inserts sqlalchemy merovingians.yaml

from sqlalchemy import create_engine, Column, Integer, Table, Unicode
engine (more...)

18F

Yesterday was my first day at 18F!

What is 18F? We're a small, little-known government organization that works outside the usual channels to accomplish special projects. It involves black outfits and a lot of martial arts.

Kidding! Sort of. 18F is a new agency within the GSA that does citizen-focused work for other parts of the U.S. Government, working small, quick projects to make information more accessible. We're using all the tricks: small teams, (more...)

ddlgenerator

I've had it on github for a while, but I finally released ddlgenerator to PyPI.

I've been frustrated for years that there was no good open-source way to set up RDBMS tables from flat data files. Sure, you could import the data - after setting up the DDL by hand. ddlgenerator handles that; in fact, you can go from zero, setting up and populating a table in a single line. Nothing up my sleeve:


$ (more...)