Merge branch 'master' into bitwise-operators

.dependabot/config.yml

-version: 1
-update_configs:
-  - package_manager: "python"
-    directory: "/requirements.txt"
-    update_schedule: "monthly"

.github/ISSUE_TEMPLATE/bug_report.md

+---
+name: Bug report
+about: Create a report to help us improve
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+:information_source: Please note that the best way to get support for Real Python courses & articles is to join one of our [weekly Office Hours calls](https://realpython.com/office-hours/) or in the [RP Community Slack](https://realpython.com/community/). 
+
+You can report issues and problems here, but we typically won't be able to provide 1:1 support outside the channels listed above.
+
+**Describe the bug**
+A clear and concise description of what the bug is.
+
+**To Reproduce**
+Steps to reproduce the behavior:
+1. Go to '...'
+2. Click on '....'
+3. Scroll down to '....'
+4. See error
+
+**Expected behavior**
+A clear and concise description of what you expected to happen.
+
+**Screenshots**
+If applicable, add screenshots to help explain your problem.
+
+**Desktop (please complete the following information):**
+ - OS: [e.g. iOS]
+ - Browser [e.g. chrome, safari]
+ - Version [e.g. 22]
+
+**Smartphone (please complete the following information):**
+ - Device: [e.g. iPhone6]
+ - OS: [e.g. iOS8.1]
+ - Browser [e.g. stock browser, safari]
+ - Version [e.g. 22]
+
+**Additional context**
+Add any other context about the problem here.

.github/dependabot.yml

+version: 2
+updates:
+- package-ecosystem: pip
+  directory: "/"
+  schedule:
+    interval: monthly
+  open-pull-requests-limit: 10
+  allow:
+  - dependency-name: flake8
+  - dependency-name: black

.gitignore

@@ -108,3 +108,6 @@ ENV/
 
 # Mac
 *.DS_Store
+
+# VS Code workspace
+*.code-workspace
\ No newline at end of file

README.md

 # Real Python Materials
 
-Bonus materials, exercises, and example projects for our [Python tutorials](https://realpython.com).
+Bonus materials, exercises, and example projects for Real Python's [Python tutorials](https://realpython.com).
 
 Build Status: [![CircleCI](https://circleci.com/gh/realpython/materials.svg?style=svg)](https://circleci.com/gh/realpython/materials)
 
-## Running Code Style Checks
+## Got a Question?
+
+The best way to get support for Real Python courses & articles and code in this repository is to join one of our [weekly Office Hours calls](https://realpython.com/office-hours/) or to ask your question in the [RP Community Slack](https://realpython.com/community/). 
+
+Due to time constraints we cannot provide 1:1 support via GitHub. See you on Slack or on the next Office Hours call 🙂
+
+## Adding Source Code & Sample Projects to This Repo (RP Contributors)
+
+### Running Code Style Checks
 
 We use [flake8](http://flake8.pycqa.org/en/latest/) and [black](https://github.com/ambv/black) to ensure a consistent code style for all of our sample code in this repository.
 
@@ -15,7 +23,7 @@ $ flake8
 $ black --check .
 ```
 
-## Running Python Code Formatter
+### Running Python Code Formatter
 
 We're using a tool called [black](https://github.com/ambv/black) on this repo to ensure consistent formatting. On CI it runs in "check" mode to ensure any new files added to the repo are following PEP 8. If you see linter warnings that say something like "would reformat some_file.py" it means black disagrees with your formatting. 
 

arcade-a-primer/arcade_basic_oop.py

@@ -14,12 +14,10 @@ RADIUS = 150
 
 
 class Welcome(arcade.Window):
-    """Our main welcome window
-    """
+    """Our main welcome window"""
 
     def __init__(self):
-        """Initialize the window
-        """
+        """Initialize the window"""
 
         # Call the parent class constructor
         super().__init__(SCREEN_WIDTH, SCREEN_HEIGHT, SCREEN_TITLE)
@@ -28,8 +26,7 @@ class Welcome(arcade.Window):
         arcade.set_background_color(arcade.color.WHITE)
 
     def on_draw(self):
-        """Called whenever we need to draw our window
-        """
+        """Called whenever we need to draw our window"""
 
         # Clear the screen and start drawing
         arcade.start_render()

arcade-a-primer/arcade_draw_shapes.py

@@ -13,12 +13,10 @@ SCREEN_TITLE = "Draw Shapes"
 
 
 class Welcome(arcade.Window):
-    """Our main welcome window
-    """
+    """Our main welcome window"""
 
     def __init__(self):
-        """Initialize the window
-        """
+        """Initialize the window"""
 
         # Call the parent class constructor
         super().__init__(SCREEN_WIDTH, SCREEN_HEIGHT, SCREEN_TITLE)
@@ -27,8 +25,7 @@ class Welcome(arcade.Window):
         arcade.set_background_color(arcade.color.WHITE)
 
     def on_draw(self):
-        """Called whenever we need to draw our window
-        """
+        """Called whenever we need to draw our window"""
 
         # Clear the screen and start drawing
         arcade.start_render()

arcade-a-primer/arcade_game.py

@@ -41,8 +41,7 @@ class SpaceShooter(arcade.Window):
     """
 
     def __init__(self, width: int, height: int, title: str):
-        """Initialize the game
-        """
+        """Initialize the game"""
         super().__init__(width, height, title)
 
         # Setup the empty sprite lists
@@ -51,8 +50,7 @@ class SpaceShooter(arcade.Window):
         self.all_sprites = arcade.SpriteList()
 
     def setup(self):
-        """Get the game ready to play
-        """
+        """Get the game ready to play"""
 
         # Set the background color
         arcade.set_background_color(arcade.color.SKY_BLUE)
@@ -236,8 +234,7 @@ class SpaceShooter(arcade.Window):
             self.player.left = 0
 
     def on_draw(self):
-        """Draw all game objects
-        """
+        """Draw all game objects"""
 
         arcade.start_render()
         self.all_sprites.draw()

concurrency-overview/requirements.txt

@@ -8,7 +8,6 @@ attrs==18.1.0
 certifi==2018.8.13
 chardet==3.0.4
 contextvars==2.3
-flake8==3.5.0
 h11==0.8.1
 idna==2.7
 immutables==0.6
@@ -23,8 +22,6 @@ pathlib2==2.3.2
 pluggy==0.7.1
 py==1.6.0
 pycodestyle==2.3.1
-pyflakes==1.6.0
-pylint==2.1.1
 pytest==3.7.3
 requests==2.19.1
 six==1.11.0

django-view-auth/.gitignore

+# git ls-files --others --exclude-from=.git/info/exclude
+# Lines that start with '#' are comments.
+# For a project mostly in C, the following would be a good set of
+# exclude patterns (uncomment them if you want to use them):
+# *.[oa]
+# *~
+.DS_Store
+*.pyc
+*.o
+*.so
+*.swp
+*~
+.coverage*
+htmlcov/
+foo.py
+debug.log
+db.sqlite3
+logs/*
+*.egg
+*.eggs
+*.egg-info
+build/
+dist/
+docs/_build/
+extras/sample_site/uploads/
+extras/sample_site/db.sqlite3
+.tox/

django-view-auth/Blog/Blog/asgi.py

+"""
+ASGI config for Blog project.
+
+It exposes the ASGI callable as a module-level variable named ``application``.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/3.0/howto/deployment/asgi/
+"""
+
+import os
+
+from django.core.asgi import get_asgi_application
+
+os.environ.setdefault("DJANGO_SETTINGS_MODULE", "Blog.settings")
+
+application = get_asgi_application()

django-view-auth/Blog/Blog/settings.py

+"""
+Django settings for Blog project.
+
+Generated by 'django-admin startproject' using Django 3.0.7.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/3.0/topics/settings/
+
+For the full list of settings and their values, see
+https://docs.djangoproject.com/en/3.0/ref/settings/
+"""
+
+import os
+
+# Build paths inside the project like this: os.path.join(BASE_DIR, ...)
+BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+
+
+# Quick-start development settings - unsuitable for production
+# See https://docs.djangoproject.com/en/3.0/howto/deployment/checklist/
+
+# SECURITY WARNING: keep the secret key used in production secret!
+SECRET_KEY = "9p2cpl%!f8a0tptz_85&dulu&!_ve=j_0s6-l4=tc-g!p-$whj"
+
+# SECURITY WARNING: don't run with debug turned on in production!
+DEBUG = True
+
+ALLOWED_HOSTS = []
+
+
+# Application definition
+
+INSTALLED_APPS = [
+    "django.contrib.admin",
+    "django.contrib.auth",
+    "django.contrib.contenttypes",
+    "django.contrib.sessions",
+    "django.contrib.messages",
+    "django.contrib.staticfiles",
+    "core",
+]
+
+MIDDLEWARE = [
+    "django.middleware.security.SecurityMiddleware",
+    "django.contrib.sessions.middleware.SessionMiddleware",
+    "django.middleware.common.CommonMiddleware",
+    "django.middleware.csrf.CsrfViewMiddleware",
+    "django.contrib.auth.middleware.AuthenticationMiddleware",
+    "django.contrib.messages.middleware.MessageMiddleware",
+    "django.middleware.clickjacking.XFrameOptionsMiddleware",
+]
+
+ROOT_URLCONF = "Blog.urls"
+
+TEMPLATES = [
+    {
+        "BACKEND": "django.template.backends.django.DjangoTemplates",
+        "DIRS": [os.path.join(BASE_DIR, "templates")],
+        "APP_DIRS": True,
+        "OPTIONS": {
+            "context_processors": [
+                "django.template.context_processors.debug",
+                "django.template.context_processors.request",
+                "django.contrib.auth.context_processors.auth",
+                "django.contrib.messages.context_processors.messages",
+            ],
+        },
+    },
+]
+
+WSGI_APPLICATION = "Blog.wsgi.application"
+
+
+# Database
+# https://docs.djangoproject.com/en/3.0/ref/settings/#databases
+
+DATABASES = {
+    "default": {
+        "ENGINE": "django.db.backends.sqlite3",
+        "NAME": os.path.join(BASE_DIR, "db.sqlite3"),
+    }
+}
+
+
+# Password validation
+# https://docs.djangoproject.com/en/3.0/ref/settings/#auth-password-validators
+
+AUTH_PASSWORD_VALIDATORS = []
+
+
+# Internationalization
+# https://docs.djangoproject.com/en/3.0/topics/i18n/
+
+LANGUAGE_CODE = "en-us"
+
+TIME_ZONE = "UTC"
+
+USE_I18N = True
+
+USE_L10N = True
+
+USE_TZ = True
+
+
+# Static files (CSS, JavaScript, Images)
+# https://docs.djangoproject.com/en/3.0/howto/static-files/
+
+STATIC_URL = "/static/"

django-view-auth/Blog/Blog/urls.py

+from django.contrib import admin
+from django.urls import path, include
+from core import views as core_views
+
+urlpatterns = [
+    path("admin/", admin.site.urls),
+    path("", core_views.listing, name="listing"),
+    path("view_blog/<int:blog_id>/", core_views.view_blog, name="view_blog"),
+    path("see_request/", core_views.see_request),
+    path("user_info/", core_views.user_info),
+    path("private_place/", core_views.private_place),
+    path("accounts/", include("django.contrib.auth.urls")),
+    path("staff_place/", core_views.staff_place),
+    path("add_messages/", core_views.add_messages),
+]

django-view-auth/Blog/Blog/wsgi.py

+"""
+WSGI config for Blog project.
+
+It exposes the WSGI callable as a module-level variable named ``application``.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/3.0/howto/deployment/wsgi/
+"""
+
+import os
+
+from django.core.wsgi import get_wsgi_application
+
+os.environ.setdefault("DJANGO_SETTINGS_MODULE", "Blog.settings")
+
+application = get_wsgi_application()

django-view-auth/Blog/core/admin.py

+from django.contrib import admin
+from core.models import Blog
+
+
+@admin.register(Blog)
+class BlogAdmin(admin.ModelAdmin):
+    pass

django-view-auth/Blog/core/apps.py

+from django.apps import AppConfig
+
+
+class CoreConfig(AppConfig):
+    name = "core"

django-view-auth/Blog/core/fixtures/core.json

+[{"model": "core.blog", "pk": 1, "fields": {"title": "Fruit", "content": "<p> Turns out, you can compare them: </p>\r\n\r\n<ul>\r\n   <li>Apple</li>\r\n   <li>Orange</li>\r\n</ul>"}}, {"model": "core.blog", "pk": 2, "fields": {"title": "I like airplanes", "content": "I prefer them to be very <i>fast</i>. I wish the Concorde still existed."}}]
\ No newline at end of file

django-view-auth/Blog/core/migrations/0001_initial.py

+# Generated by Django 3.0.7 on 2020-07-31 15:14
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    initial = True
+
+    dependencies = []
+
+    operations = [
+        migrations.CreateModel(
+            name="Blog",
+            fields=[
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
+                ("title", models.CharField(max_length=50)),
+                ("content", models.TextField()),
+            ],
+        ),
+    ]

django-view-auth/Blog/core/models.py

+from django.db import models
+
+
+class Blog(models.Model):
+    title = models.CharField(max_length=50)
+    content = models.TextField()

django-view-auth/Blog/core/views.py

+from django.contrib import messages
+from django.contrib.auth.decorators import login_required, user_passes_test
+from django.http import HttpResponse
+from django.shortcuts import render, get_object_or_404
+from core.models import Blog
+
+
+def listing(request):
+    data = {
+        "blogs": Blog.objects.all(),
+    }
+
+    return render(request, "listing.html", data)
+
+
+def view_blog(request, blog_id):
+    blog = get_object_or_404(Blog, id=blog_id)
+    data = {
+        "blog": blog,
+    }
+
+    return render(request, "view_blog.html", data)
+
+
+def see_request(request):
+    text = f"""
+        Some attributes of the HttpRequest object:
+
+        scheme: {request.scheme}
+        path:   {request.path}
+        method: {request.method}
+        GET:    {request.GET}
+        user:   {request.user}
+    """
+
+    return HttpResponse(text, content_type="text/plain")
+
+
+def user_info(request):
+    text = f"""
+        Selected HttpRequest.user attributes:
+
+        username:     {request.user.username}
+        is_anonymous: {request.user.is_anonymous}
+        is_staff:     {request.user.is_staff}
+        is_superuser: {request.user.is_superuser}
+        is_active:    {request.user.is_active}
+    """
+
+    return HttpResponse(text, content_type="text/plain")
+
+
+@login_required
+def private_place(request):
+    return HttpResponse("Shhh, members only!", content_type="text/plain")
+
+
+@user_passes_test(lambda user: user.is_staff)
+def staff_place(request):
+    return HttpResponse("Employees must wash hands", content_type="text/plain")
+
+
+@login_required
+def add_messages(request):
+    username = request.user.username
+    messages.add_message(request, messages.INFO, f"Hello {username}")
+    messages.add_message(request, messages.WARNING, "DANGER WILL ROBINSON")
+
+    return HttpResponse("Messages added", content_type="text/plain")

django-view-auth/Blog/manage.py

+#!/usr/bin/env python
+"""Django's command-line utility for administrative tasks."""
+import os
+import sys
+
+
+def main():
+    os.environ.setdefault("DJANGO_SETTINGS_MODULE", "Blog.settings")
+    try:
+        from django.core.management import execute_from_command_line
+    except ImportError as exc:
+        raise ImportError(
+            "Couldn't import Django. Are you sure it's installed and "
+            "available on your PYTHONPATH environment variable? Did you "
+            "forget to activate a virtual environment?"
+        ) from exc
+    execute_from_command_line(sys.argv)
+
+
+if __name__ == "__main__":
+    main()

django-view-auth/Blog/resetdb.sh

+#!/bin/bash
+
+find . -name "*.pyc" -exec rm {} \;
+rm db.sqlite3
+
+python manage.py makemigrations core
+python manage.py migrate
+python manage.py loaddata core

django-view-auth/Blog/runserver.sh

+#!/bin/bash
+
+python manage.py runserver

django-view-auth/Blog/templates/base.html

+<html>
+<body>
+
+{% block content %}
+{% endblock content %}
+
+</body>
+</html>

django-view-auth/Blog/templates/listing.html

+{% extends "base.html" %}
+
+{% block content %}
+<h1>Blog Listing</h1>
+
+{% if messages %}
+<ul class="messages" style="background-color:#ccc">
+  {% for message in messages %}
+    <li {% if message.tags %} class="{{ message.tags }}" {% endif %}>
+      {{ message }}
+    </li>
+  {% endfor %}
+</ul>
+{% endif %}
+
+<ul>
+{% for blog in blogs %}
+  <li> <a href="{% url 'view_blog' blog.id %}">{{blog.title}}</a> </li>
+{% endfor %}
+</ul>
+{% endblock content %}

django-view-auth/Blog/templates/registration/login.html

+{% extends 'base.html' %}
+
+{% block content %}
+<h1>Login</h1>
+
+<form method="post">
+    {% csrf_token %}
+    {{ form.as_p }}
+    <input type="submit" value="Login">
+</form>
+
+<a href="{% url 'listing' %}">All Blogs</a>
+{% endblock %}

django-view-auth/Blog/templates/view_blog.html

+{% extends "base.html" %}
+
+{% block content %}
+<h1>{{blog.title}}</h1>
+
+{{blog.content|safe}}
+
+<hr/>
+
+<a href="{% url 'listing' %}">All Blogs</a>
+{% endblock content %}

django-view-auth/README.md

+# Get Started With Django Part 3: Django View Authorization, Code Examples
+
+This folder contains the sample code for [Get Started With Django Part 3: Django View Authorization](https://realpython.com/django-view-authorization/).
+
+The code was tested with Python 3.8 and Django 3.0.7. To install the same version, use:
+
+    python -m pip install -r requirements.txt
+
+This tutorial uses the Django admin, and comes with some sample data. To get going you will need to run the following commands:
+
+    cd Blog
+    python manage.py migrate
+    python manage.py createsuperuser
+    python manage.py loaddata core.json
+
+Once those commands are complete, you can run the Django development server:
+
+    python manage.py runserver
+
+With the server running, visit `http://127.0.0.1:8000` in your web browser to see the results.

django-view-auth/requirements.txt

+Django==3.0.7

flask-connexion-rest/version_4/people.py

@@ -90,7 +90,7 @@ def create(person):
     else:
         abort(
             406,
-            "Peron with last name {lname} already exists".format(lname=lname),
+            "Person with last name {lname} already exists".format(lname=lname),
         )
 
 

intro-to-threading/prodcom_event.py

@@ -7,7 +7,9 @@ import time
 
 
 class Pipeline:
-    """Class to allow a single element pipeline between producer and consumer.
+    """
+    Class to allow a single element pipeline
+    between producer and consumer.
     """
 
     def __init__(self):

intro-to-threading/prodcom_lock.py

@@ -8,7 +8,9 @@ SENTINEL = object()
 
 
 class Pipeline:
-    """Class to allow a single element pipeline between producer and consumer.
+    """
+    Class to allow a single element pipeline
+    between producer and consumer.
     """
 
     def __init__(self):

nlp-sentiment-analysis/README.md

+# Use Sentiment Analysis With Python to Classify Reviews
+
+Resources and materials for Real Python's [Use Sentiment Analysis With Python to Classify Reviews](https://realpython.com/use-sentiment-analysis-python-classify-movie-reviews/) tutorial.
+
+## Installation
+
+Create and activate a new virtual environment:
+
+```shell
+$ python -m venv .venv
+$ source .venv/bin/activate
+```
+
+Install Python dependencies into the active virtual environment:
+
+```shell
+(.venv) $ python -m pip install -r requirements.txt
+```
+
+Download English model for spaCy:
+
+```shell
+(.venv) $ python -m spacy download en_core_web_sm
+```
+
+Download and extract the [Large Movie Review Dataset](https://ai.stanford.edu/~amaas/data/sentiment/) compiled by [Andrew Maas](http://www.andrew-maas.net/):
+
+```shell
+$ curl -s https://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz | tar xvz
+```
+
+## Usage
+
+Get the sentiment of a movie review stored in the `TEST_REVIEW` variable:
+
+```shell
+(.venv) $ python sentiment_analyzer.py
+```

nlp-sentiment-analysis/requirements.txt

+pandas==1.1.2
+spacy==2.3.2

nlp-sentiment-analysis/sentiment_analyzer.py

+import os
+import random
+import spacy
+from spacy.util import minibatch, compounding
+import pandas as pd
+
+
+TEST_REVIEW = """
+Transcendently beautiful in moments outside the office, it seems almost
+sitcom-like in those scenes. When Toni Colette walks out and ponders
+life silently, it's gorgeous.<br /><br />The movie doesn't seem to decide
+whether it's slapstick, farce, magical realism, or drama, but the best of it
+doesn't matter. (The worst is sort of tedious - like Office Space with less
+humor.)
+"""
+
+
+eval_list = []
+
+
+def train_model(
+    training_data: list, test_data: list, iterations: int = 20
+) -> None:
+    # Build pipeline
+    nlp = spacy.load("en_core_web_sm")
+    if "textcat" not in nlp.pipe_names:
+        textcat = nlp.create_pipe(
+            "textcat", config={"architecture": "simple_cnn"}
+        )
+        nlp.add_pipe(textcat, last=True)
+    else:
+        textcat = nlp.get_pipe("textcat")
+
+    textcat.add_label("pos")
+    textcat.add_label("neg")
+
+    # Train only textcat
+    training_excluded_pipes = [
+        pipe for pipe in nlp.pipe_names if pipe != "textcat"
+    ]
+    with nlp.disable_pipes(training_excluded_pipes):
+        optimizer = nlp.begin_training()
+        # Training loop
+        print("Beginning training")
+        print("Loss\tPrecision\tRecall\tF-score")
+        batch_sizes = compounding(
+            4.0, 32.0, 1.001
+        )  # A generator that yields infinite series of input numbers
+        for i in range(iterations):
+            print(f"Training iteration {i}")
+            loss = {}
+            random.shuffle(training_data)
+            batches = minibatch(training_data, size=batch_sizes)
+            for batch in batches:
+                text, labels = zip(*batch)
+                nlp.update(text, labels, drop=0.2, sgd=optimizer, losses=loss)
+            with textcat.model.use_params(optimizer.averages):
+                evaluation_results = evaluate_model(
+                    tokenizer=nlp.tokenizer,
+                    textcat=textcat,
+                    test_data=test_data,
+                )
+                print(
+                    f"{loss['textcat']}\t{evaluation_results['precision']}"
+                    f"\t{evaluation_results['recall']}"
+                    f"\t{evaluation_results['f-score']}"
+                )
+
+    # Save model
+    with nlp.use_params(optimizer.averages):
+        nlp.to_disk("model_artifacts")
+
+
+def evaluate_model(tokenizer, textcat, test_data: list) -> dict:
+    reviews, labels = zip(*test_data)
+    reviews = (tokenizer(review) for review in reviews)
+    true_positives = 0
+    false_positives = 1e-8  # Can't be 0 because of presence in denominator
+    true_negatives = 0
+    false_negatives = 1e-8
+    for i, review in enumerate(textcat.pipe(reviews)):
+        true_label = labels[i]["cats"]
+        for predicted_label, score in review.cats.items():
+            # Every cats dictionary includes both labels, you can get all
+            # the info you need with just the pos label
+            if predicted_label == "neg":
+                continue
+            if score >= 0.5 and true_label["pos"]:
+                true_positives += 1
+            elif score >= 0.5 and true_label["neg"]:
+                false_positives += 1
+            elif score < 0.5 and true_label["neg"]:
+                true_negatives += 1
+            elif score < 0.5 and true_label["pos"]:
+                false_negatives += 1
+    precision = true_positives / (true_positives + false_positives)
+    recall = true_positives / (true_positives + false_negatives)
+
+    if precision + recall == 0:
+        f_score = 0
+    else:
+        f_score = 2 * (precision * recall) / (precision + recall)
+    return {"precision": precision, "recall": recall, "f-score": f_score}
+
+
+def test_model(input_data: str = TEST_REVIEW):
+    #  Load saved trained model
+    loaded_model = spacy.load("model_artifacts")
+    # Generate prediction
+    parsed_text = loaded_model(input_data)
+    # Determine prediction to return
+    if parsed_text.cats["pos"] > parsed_text.cats["neg"]:
+        prediction = "Positive"
+        score = parsed_text.cats["pos"]
+    else:
+        prediction = "Negative"
+        score = parsed_text.cats["neg"]
+    print(
+        f"Review text: {input_data}\nPredicted sentiment: {prediction}"
+        f"\tScore: {score}"
+    )
+
+
+def load_training_data(
+    data_directory: str = "aclImdb/train", split: float = 0.8, limit: int = 0
+) -> tuple:
+    # Load from files
+    reviews = []
+    for label in ["pos", "neg"]:
+        labeled_directory = f"{data_directory}/{label}"
+        for review in os.listdir(labeled_directory):
+            if review.endswith(".txt"):
+                with open(f"{labeled_directory}/{review}") as f:
+                    text = f.read()
+                    text = text.replace("<br />", "\n\n")
+                    if text.strip():
+                        spacy_label = {
+                            "cats": {
+                                "pos": "pos" == label,
+                                "neg": "neg" == label,
+                            }
+                        }
+                        reviews.append((text, spacy_label))
+    random.shuffle(reviews)
+
+    if limit:
+        reviews = reviews[:limit]
+    split = int(len(reviews) * split)
+    return reviews[:split], reviews[split:]
+
+
+if __name__ == "__main__":
+    train, test = load_training_data(limit=25)
+    print("Training model")
+    train_model(train, test)
+    df = pd.DataFrame(eval_list)
+    pd.DataFrame.plot(df)
+    print("Testing model")
+    test_model()

pandas-gradebook-project/02-merging-dataframes.py

@@ -48,7 +48,10 @@ for file_path in DATA_FOLDER.glob("quiz_*_grades.csv"):
 # ------------------------
 
 final_data = pd.merge(
-    roster, hw_exam_grades, left_index=True, right_index=True,
+    roster,
+    hw_exam_grades,
+    left_index=True,
+    right_index=True,
 )
 final_data = pd.merge(
     final_data, quiz_grades, left_on="Email Address", right_index=True

pandas-gradebook-project/03-calculating-grades.py

@@ -49,7 +49,10 @@ for file_path in DATA_FOLDER.glob("quiz_*_grades.csv"):
 # ------------------------
 
 final_data = pd.merge(
-    roster, hw_exam_grades, left_index=True, right_index=True,
+    roster,
+    hw_exam_grades,
+    left_index=True,
+    right_index=True,
 )
 final_data = pd.merge(
     final_data, quiz_grades, left_on="Email Address", right_index=True

pandas-gradebook-project/04-grouping-the-data.py

@@ -49,7 +49,10 @@ for file_path in DATA_FOLDER.glob("quiz_*_grades.csv"):
 # ------------------------
 
 final_data = pd.merge(
-    roster, hw_exam_grades, left_index=True, right_index=True,
+    roster,
+    hw_exam_grades,
+    left_index=True,
+    right_index=True,
 )
 final_data = pd.merge(
     final_data, quiz_grades, left_on="Email Address", right_index=True

pandas-gradebook-project/05-plotting-summary-statistics.py

@@ -51,7 +51,10 @@ for file_path in DATA_FOLDER.glob("quiz_*_grades.csv"):
 # ------------------------
 
 final_data = pd.merge(
-    roster, hw_exam_grades, left_index=True, right_index=True,
+    roster,
+    hw_exam_grades,
+    left_index=True,
+    right_index=True,
 )
 final_data = pd.merge(
     final_data, quiz_grades, left_on="Email Address", right_index=True

pandas-gradebook-project/06-final-gradebook.py

@@ -43,7 +43,10 @@ for file_path in DATA_FOLDER.glob("quiz_*_grades.csv"):
     quiz_grades = pd.concat([quiz_grades, quiz], axis=1)
 
 final_data = pd.merge(
-    roster, hw_exam_grades, left_index=True, right_index=True,
+    roster,
+    hw_exam_grades,
+    left_index=True,
+    right_index=True,
 )
 final_data = pd.merge(
     final_data, quiz_grades, left_on="Email Address", right_index=True

python-bindings/overview_article/README.md

+# Real Python - Python Bindings Sample Code Repo
+
+This is the repo to accompany the [Python Bindings](https://realpython.com/python-bindings-overview/) article.
+
+To be able to run the code, you must first install the requirements:
+
+```console
+$ python -m pip install -r requirements.txt
+```
+This should be done inside a virtual environment.
+
+Once that is installed, you can use the invoke tool mentioned in the article to build and run the tests. See the tasks.py file or run invoke --list to get more details.
\ No newline at end of file

python-bindings/overview_article/cffi_test.py

 #!/usr/bin/env python3
+# IDE might complain with "no module found" here, even when it exists
 import cffi_example
 
 if __name__ == "__main__":

python-bindings/overview_article/cmult.h

-float cmult(int int_param, float float_param);
+#ifdef _MSC_VER
+    #define EXPORT_SYMBOL __declspec(dllexport)
+#else
+    #define EXPORT_SYMBOL
+#endif
+
+EXPORT_SYMBOL float cmult(int int_param, float float_param);
\ No newline at end of file

python-bindings/overview_article/ctypes_test.py

 #!/usr/bin/env python
 """ Simple examples of calling C functions through ctypes module. """
 import ctypes
-import pathlib
-
+import sys
 
 if __name__ == "__main__":
     # Load the shared library into c types.
-    libname = pathlib.Path().absolute() / "libcmult.so"
-    c_lib = ctypes.CDLL(libname)
+    if sys.platform.startswith("win"):
+        c_lib = ctypes.CDLL("cmult.dll")
+    else:
+        c_lib = ctypes.CDLL("libcmult.so")
 
     # Sample data for our call:
     x, y = 6, 2.3

python-bindings/overview_article/tasks.py

 """ Task definitions for invoke command line utility for python bindings
-    overview article. """
+    overview article.
+"""
 import cffi
 import invoke
 import pathlib
+import sys
+import os
+import shutil
+import re
+import glob
+
+on_win = sys.platform.startswith("win")
 
 
 @invoke.task
 def clean(c):
     """ Remove any built objects """
-    for pattern in ["*.o", "*.so", "cffi_example* cython_wrapper.cpp"]:
-        c.run("rm -rf {}".format(pattern))
+    for file_pattern in (
+        "*.o",
+        "*.so",
+        "*.obj",
+        "*.dll",
+        "*.exp",
+        "*.lib",
+        "*.pyd",
+        "cffi_example*",  # Is this a dir?
+        "cython_wrapper.cpp",
+    ):
+        for file in glob.glob(file_pattern):
+            os.remove(file)
+    for dir_pattern in "Release":
+        for dir in glob.glob(dir_pattern):
+            shutil.rmtree(dir)
 
 
 def print_banner(msg):
@@ -17,32 +39,55 @@ def print_banner(msg):
     print("= {} ".format(msg))
 
 
-@invoke.task
-def build_cmult(c):
+@invoke.task()
+def build_cmult(c, path=None):
     """ Build the shared library for the sample C code """
-    print_banner("Building C Library")
-    invoke.run("gcc -c -Wall -Werror -fpic cmult.c -I /usr/include/python3.7")
-    invoke.run("gcc -shared -o libcmult.so cmult.o")
-    print("* Complete")
+    # Moving this type hint into signature causes an error (???)
+    c: invoke.Context
+    if on_win:
+        if not path:
+            print("Path is missing")
+        else:
+            # Using c.cd didn't work with paths that have spaces :/
+            path = f'"{path}vcvars32.bat" x86'  # Enter the VS venv
+            path += f'&& cd "{os.getcwd()}"'  # Change to current dir
+            path += "&& cl /LD cmult.c"  # Compile
+            # Uncomment line below, to suppress stdout
+            # path = path.replace("&&", " >nul &&") + " >nul"
+            c.run(path)
+    else:
+        print_banner("Building C Library")
+        cmd = "gcc -c -Wall -Werror -fpic cmult.c -I /usr/include/python3.7"
+        invoke.run(cmd)
+        invoke.run("gcc -shared -o libcmult.so cmult.o")
+        print("* Complete")
 
 
-@invoke.task(build_cmult)
+@invoke.task()
 def test_ctypes(c):
     """ Run the script to test ctypes """
     print_banner("Testing ctypes Module")
-    invoke.run("python3 ctypes_test.py", pty=True)
+    # pty and python3 didn't work for me (win).
+    if on_win:
+        invoke.run("python ctypes_test.py")
+    else:
+        invoke.run("python3 ctypes_test.py", pty=True)
 
 
-@invoke.task(build_cmult)
+@invoke.task()
 def build_cffi(c):
     """ Build the CFFI Python bindings """
     print_banner("Building CFFI Module")
     ffi = cffi.FFI()
 
-    this_dir = pathlib.Path().absolute()
+    this_dir = pathlib.Path().resolve()
     h_file_name = this_dir / "cmult.h"
     with open(h_file_name) as h_file:
-        ffi.cdef(h_file.read())
+        # cffi does not like our preprocessor directives, so we remove them
+        lns = h_file.read().splitlines()
+        flt = filter(lambda ln: not re.match(r" *#", ln), lns)
+        flt = map(lambda ln: ln.replace("EXPORT_SYMBOL ", ""), flt)
+        ffi.cdef(str("\n").join(flt))
 
     ffi.set_source(
         "cffi_example",
@@ -66,7 +111,7 @@ def build_cffi(c):
 def test_cffi(c):
     """ Run the script to test CFFI """
     print_banner("Testing CFFI Module")
-    invoke.run("python3 cffi_test.py", pty=True)
+    invoke.run("python cffi_test.py", pty=not on_win)
 
 
 @invoke.task()

python-menus-toolbars/MIT.txt

+The MIT License (MIT)
+
+Copyright (c) 2020 Leodanis Pozo Ramos
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

python-menus-toolbars/README.md

+# Sample PyQt Application
+
+A sample GUI application that shows how to create and use menus, toolbars, and status bars using Python and PyQt.
+
+## How to Run this Application
+
+To run this application, you need to [install `PyQt5`](https://realpython.com/python-pyqt-gui-calculator/#installing-pyqt) on your Python environment. To do that, you can run the following commands in a terminal or command prompt:
+
+```sh
+$ pip3 install PyQt5
+```
+
+Once you have [PyQt](https://www.riverbankcomputing.com/static/Docs/PyQt5/) installed, you can run the application by executing the following command:
+
+```sh
+$ python3 sample-app.py
+```
+
+This command will launch the application, so you'll be able to experiment with it.
+
+## About the Author
+
+Leodanis Pozo Ramos – [@lpozo78](https://twitter.com/lpozo78) – lpozor78@gmail.com
+
+## License
+
+- This application is distributed under the MIT license. See `LICENSE` for details.
+
+- The set of icons used in this application are part of the [TurkinOS](https://github.com/llamaret/turkinos-icon) icon theme, which is distributed under the [GPL v3.0 license](https://github.com/llamaret/turkinos-icon/blob/master/LICENSE). See `resources/LICENSE` for details.
\ No newline at end of file

python-menus-toolbars/qrc_resources.py

+# -*- coding: utf-8 -*-
+
+# Resource object code
+#
+# Created by: The Resource Compiler for PyQt5 (Qt v5.9.5)
+#
+# WARNING! All changes made in this file will be lost!
+
+from PyQt5 import QtCore
+
+qt_resource_data = b"\
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+\x2f\x73\x76\x67\x3e\x20\x0a\
+"
+
+qt_resource_name = b"\
+\x00\x0d\
+\x01\x1c\xbc\x27\
+\x00\x65\
+\x00\x64\x00\x69\x00\x74\x00\x2d\x00\x63\x00\x6f\x00\x70\x00\x79\x00\x2e\x00\x73\x00\x76\x00\x67\
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+\x00\x0c\
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+"
+
+qt_resource_struct_v1 = b"\
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+\x00\x00\x00\x60\x00\x00\x00\x00\x00\x01\x00\x00\x0d\x7e\
+"
+
+qt_resource_struct_v2 = b"\
+\x00\x00\x00\x00\x00\x02\x00\x00\x00\x08\x00\x00\x00\x01\
+\x00\x00\x00\x00\x00\x00\x00\x00\
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+\x00\x00\x01\x71\x23\x58\xcf\x38\
+"
+
+qt_version = QtCore.qVersion().split(".")
+if qt_version < ["5", "8", "0"]:
+    rcc_version = 1
+    qt_resource_struct = qt_resource_struct_v1
+else:
+    rcc_version = 2
+    qt_resource_struct = qt_resource_struct_v2
+
+
+def qInitResources():
+    QtCore.qRegisterResourceData(
+        rcc_version, qt_resource_struct, qt_resource_name, qt_resource_data
+    )
+
+
+def qCleanupResources():
+    QtCore.qUnregisterResourceData(
+        rcc_version, qt_resource_struct, qt_resource_name, qt_resource_data
+    )
+
+
+qInitResources()

python-menus-toolbars/resources.qrc

+<!DOCTYPE RCC><RCC version="1.0">
+<qresource>
+    <file alias="file-new.svg">resources/file-new.svg</file>
+    <file alias="file-open.svg">resources/file-open.svg</file>
+    <file alias="file-save.svg">resources/file-save.svg</file>
+    <file alias="file-exit.svg">resources/file-exit.svg</file>
+    <file alias="edit-copy.svg">resources/edit-copy.svg</file>
+    <file alias="edit-cut.svg">resources/edit-cut.svg</file>
+    <file alias="edit-paste.svg">resources/edit-paste.svg</file>
+    <file alias="help-content.svg">resources/help-content.svg</file>
+</qresource>
+</RCC>

python-menus-toolbars/resources/LICENSE.txt

+                    GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU General Public License is a free, copyleft license for
+software and other kinds of works.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+the GNU General Public License is intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.  We, the Free Software Foundation, use the
+GNU General Public License for most of our software; it applies also to
+any other work released this way by its authors.  You can apply it to
+your programs, too.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  To protect your rights, we need to prevent others from denying you
+these rights or asking you to surrender the rights.  Therefore, you have
+certain responsibilities if you distribute copies of the software, or if
+you modify it: responsibilities to respect the freedom of others.
+
+  For example, if you distribute copies of such a program, whether
+gratis or for a fee, you must pass on to the recipients the same
+freedoms that you received.  You must make sure that they, too, receive
+or can get the source code.  And you must show them these terms so they
+know their rights.
+
+  Developers that use the GNU GPL protect your rights with two steps:
+(1) assert copyright on the software, and (2) offer you this License
+giving you legal permission to copy, distribute and/or modify it.
+
+  For the developers' and authors' protection, the GPL clearly explains
+that there is no warranty for this free software.  For both users' and
+authors' sake, the GPL requires that modified versions be marked as
+changed, so that their problems will not be attributed erroneously to
+authors of previous versions.
+
+  Some devices are designed to deny users access to install or run
+modified versions of the software inside them, although the manufacturer
+can do so.  This is fundamentally incompatible with the aim of
+protecting users' freedom to change the software.  The systematic
+pattern of such abuse occurs in the area of products for individuals to
+use, which is precisely where it is most unacceptable.  Therefore, we
+have designed this version of the GPL to prohibit the practice for those
+products.  If such problems arise substantially in other domains, we
+stand ready to extend this provision to those domains in future versions
+of the GPL, as needed to protect the freedom of users.
+
+  Finally, every program is threatened constantly by software patents.
+States should not allow patents to restrict development and use of
+software on general-purpose computers, but in those that do, we wish to
+avoid the special danger that patents applied to a free program could
+make it effectively proprietary.  To prevent this, the GPL assures that
+patents cannot be used to render the program non-free.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+  A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+  The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+  The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
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+
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+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
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+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
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+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
+    written offer to provide the Corresponding Source.  This
+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
+    that supports equivalent copying facilities, provided you maintain
+    clear directions next to the object code saying where to find the
+    Corresponding Source.  Regardless of what server hosts the
+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+  "Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
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+Corresponding Source conveyed under this section must be accompanied
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+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+  The requirement to provide Installation Information does not include a
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+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+  Corresponding Source conveyed, and Installation Information provided,
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+  7. Additional Terms.
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+  "Additional permissions" are terms that supplement the terms of this
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+Additional permissions that are applicable to the entire Program shall
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+apply only to part of the Program, that part may be used separately
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+  When you convey a copy of a covered work, you may at your option
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+  9. Acceptance Not Required for Having Copies.
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+  You are not required to accept this License in order to receive or
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+any patent claim is infringed by making, using, selling, offering for
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+
+  11. Patents.
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+  A "contributor" is a copyright holder who authorizes use under this
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+  A patent license is "discriminatory" if it does not include within
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+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
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+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
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+the Program, the only way you could satisfy both those terms and this
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+
+  13. Use with the GNU Affero General Public License.
+
+  Notwithstanding any other provision of this License, you have
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+
+  14. Revised Versions of this License.
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+  The Free Software Foundation may publish revised and/or new versions of
+the GNU General Public License from time to time.  Such new versions will
+be similar in spirit to the present version, but may differ in detail to
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+  If the Program specifies that a proxy can decide which future
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+  Later license versions may give you additional or different
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+author or copyright holder as a result of your choosing to follow a
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+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
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+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
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+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
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+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
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+to attach them to the start of each source file to most effectively
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+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
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+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
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+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU General Public License for more details.
+
+    You should have received a copy of the GNU General Public License
+    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+    <program>  Copyright (C) <year>  <name of author>
+    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
+    under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License.  Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<http://www.gnu.org/licenses/>.
+
+  The GNU General Public License does not permit incorporating your program
+into proprietary programs.  If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.  But first, please read
+<http://www.gnu.org/philosophy/why-not-lgpl.html>.

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+<defs id="defs">
+    <style type="text/css" id="current-color-scheme">
+        .ColorScheme-Text { color: #4d4d4d; }
+    </style>
+</defs>
+<path style="fill:currentColor;fill-opacity;stroke:none" class="ColorScheme-Text" d="m3.6679688 3c-.3691339 0-.6679688.2988749-.6679688.6679688v14.6640622c0 .369134.2988349.667969.6679688.667969h14.6640622c.369134 0 .667969-.298835.667969-.667969v-11.5585935c0-.1772133-.069939-.3473157-.195312-.4726563l-3.105469-3.1054687c-.12534-.1253333-.295351-.1953125-.472657-.1953125zm1.9707031 1.5273438h9.1777341v4.9003906h-9.1777341zm5.5703121.4726562c-.115073 0-.208984.1073944-.208984.2402344v3.5195312c0 .13288.093911.2402344.208984.2402344h1.582032c.115073 0 .208984-.1073544.208984-.2402344v-3.5195312c0-.13284-.093911-.2402344-.208984-.2402344z" transform="matrix(1.000000005 0 0 1.000000005 .000001275238 .00000172266)"/></svg>

python-menus-toolbars/resources/help-content.svg

+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 22 22">
+ <defs id="defs3051">
+   <style type="text/css" id="current-color-scheme">
+     .ColorScheme-Text {
+       color:#4d4d4d;
+     }
+     </style>
+ </defs>
+   <path
+      style="fill:currentColor;fill-opacity:1;stroke:none"
+      d="m10.999999 3.000002a8 8 0 0 0 -8 8 8 8 0 0 0 8 8 8 8 0 0 0 8-8 8 8 0 0 0 -8-8zm-.199219 3.5a1 1 0 0 1 1 1 1 1 0 0 1 -1 1 1 1 0 0 1 -.9999998-1 1 1 0 0 1  .9999998-1zm-.107422 3h .212891c.356143 0 .644531.2864351.644531.642578v4.714844c0 .356143-.288388.642578-.644531.642578h-.212891c-.356143 0-.642578-.286435-.642578-.642578v-4.714844c0-.3561429.286435-.642578.642578-.642578z"
+      class="ColorScheme-Text" />
+</svg> 

python-menus-toolbars/sample-app.py

+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
+
+"""Sample PyQt application."""
+
+import sys
+from functools import partial
+
+from PyQt5.QtCore import Qt
+from PyQt5.QtGui import QIcon, QKeySequence
+from PyQt5.QtWidgets import (
+    QAction,
+    QApplication,
+    QLabel,
+    QMainWindow,
+    QMenu,
+    QSpinBox,
+    QToolBar,
+)
+
+# NOTE: Uncomment this import to enable icons
+# import qrc_resources
+
+
+class Window(QMainWindow):
+    """Main Window."""
+
+    def __init__(self, parent=None):
+        """Initializer."""
+        super().__init__(parent)
+        self.setWindowTitle("Python Menus & Toolbars")
+        self.resize(400, 200)
+        self.centralWidget = QLabel("Hello, World")
+        self.centralWidget.setAlignment(Qt.AlignHCenter | Qt.AlignVCenter)
+        self.setCentralWidget(self.centralWidget)
+        self._createActions()
+        self._createMenuBar()
+        self._createToolBars()
+
+        # Uncomment the call to ._createContextMenu() below to create a context
+        # menu using menu policies. To test this out, you also need to
+        # comment .contextMenuEvent() and uncomment ._createContextMenu()
+
+        # self._createContextMenu()
+
+        self._connectActions()
+        self._createStatusBar()
+
+    def _createMenuBar(self):
+        menuBar = self.menuBar()
+        # File menu
+        fileMenu = QMenu("&File", self)
+        menuBar.addMenu(fileMenu)
+        fileMenu.addAction(self.newAction)
+        fileMenu.addAction(self.openAction)
+        # Open Recent submenu
+        self.openRecentMenu = fileMenu.addMenu("Open Recent")
+        fileMenu.addAction(self.saveAction)
+        # Separator
+        fileMenu.addSeparator()
+        fileMenu.addAction(self.exitAction)
+        # Edit menu
+        editMenu = menuBar.addMenu("&Edit")
+        editMenu.addAction(self.copyAction)
+        editMenu.addAction(self.pasteAction)
+        editMenu.addAction(self.cutAction)
+        # Separator
+        editMenu.addSeparator()
+        # Find and Replace submenu
+        findMenu = editMenu.addMenu("Find and Replace")
+        findMenu.addAction("Find...")
+        findMenu.addAction("Replace...")
+        # Help menu
+        helpMenu = menuBar.addMenu(QIcon(":help-content.svg"), "&Help")
+        helpMenu.addAction(self.helpContentAction)
+        helpMenu.addAction(self.aboutAction)
+
+    def _createToolBars(self):
+        # File toolbar
+        fileToolBar = self.addToolBar("File")
+        fileToolBar.setMovable(False)
+        fileToolBar.addAction(self.newAction)
+        fileToolBar.addAction(self.openAction)
+        fileToolBar.addAction(self.saveAction)
+        # Edit toolbar
+        editToolBar = QToolBar("Edit", self)
+        self.addToolBar(editToolBar)
+        editToolBar.addAction(self.copyAction)
+        editToolBar.addAction(self.pasteAction)
+        editToolBar.addAction(self.cutAction)
+        # Widgets
+        self.fontSizeSpinBox = QSpinBox()
+        self.fontSizeSpinBox.setFocusPolicy(Qt.NoFocus)
+        editToolBar.addWidget(self.fontSizeSpinBox)
+
+    def _createStatusBar(self):
+        self.statusbar = self.statusBar()
+        # Temporary message
+        self.statusbar.showMessage("Ready", 3000)
+        # Permanent widget
+        self.wcLabel = QLabel(f"{self.getWordCount()} Words")
+        self.statusbar.addPermanentWidget(self.wcLabel)
+
+    def _createActions(self):
+        # File actions
+        self.newAction = QAction(self)
+        self.newAction.setText("&New")
+        self.newAction.setIcon(QIcon(":file-new.svg"))
+        self.openAction = QAction(QIcon(":file-open.svg"), "&Open...", self)
+        self.saveAction = QAction(QIcon(":file-save.svg"), "&Save", self)
+        self.exitAction = QAction("&Exit", self)
+        # String-based key sequences
+        self.newAction.setShortcut("Ctrl+N")
+        self.openAction.setShortcut("Ctrl+O")
+        self.saveAction.setShortcut("Ctrl+S")
+        # Help tips
+        newTip = "Create a new file"
+        self.newAction.setStatusTip(newTip)
+        self.newAction.setToolTip(newTip)
+        self.newAction.setWhatsThis("Create a new and empty text file")
+        # Edit actions
+        self.copyAction = QAction(QIcon(":edit-copy.svg"), "&Copy", self)
+        self.pasteAction = QAction(QIcon(":edit-paste.svg"), "&Paste", self)
+        self.cutAction = QAction(QIcon(":edit-cut.svg"), "C&ut", self)
+        # Standard key sequence
+        self.copyAction.setShortcut(QKeySequence.Copy)
+        self.pasteAction.setShortcut(QKeySequence.Paste)
+        self.cutAction.setShortcut(QKeySequence.Cut)
+        # Help actions
+        self.helpContentAction = QAction("&Help Content...", self)
+        self.aboutAction = QAction("&About...", self)
+
+    # Uncomment this method to create a context menu using menu policies
+    # def _createContextMenu(self):
+    #     # Setting contextMenuPolicy
+    #     self.centralWidget.setContextMenuPolicy(Qt.ActionsContextMenu)
+    #     # Populating the widget with actions
+    #     self.centralWidget.addAction(self.newAction)
+    #     self.centralWidget.addAction(self.openAction)
+    #     self.centralWidget.addAction(self.saveAction)
+    #     self.centralWidget.addAction(self.copyAction)
+    #     self.centralWidget.addAction(self.pasteAction)
+    #     self.centralWidget.addAction(self.cutAction)
+
+    def contextMenuEvent(self, event):
+        # Context menu
+        menu = QMenu(self.centralWidget)
+        # Populating the menu with actions
+        menu.addAction(self.newAction)
+        menu.addAction(self.openAction)
+        menu.addAction(self.saveAction)
+        # Separator
+        separator = QAction(self)
+        separator.setSeparator(True)
+        menu.addAction(separator)
+        menu.addAction(self.copyAction)
+        menu.addAction(self.pasteAction)
+        menu.addAction(self.cutAction)
+        # Launching the menu
+        menu.exec(event.globalPos())
+
+    def _connectActions(self):
+        # Connect File actions
+        self.newAction.triggered.connect(self.newFile)
+        self.openAction.triggered.connect(self.openFile)
+        self.saveAction.triggered.connect(self.saveFile)
+        self.exitAction.triggered.connect(self.close)
+        # Connect Edit actions
+        self.copyAction.triggered.connect(self.copyContent)
+        self.pasteAction.triggered.connect(self.pasteContent)
+        self.cutAction.triggered.connect(self.cutContent)
+        # Connect Help actions
+        self.helpContentAction.triggered.connect(self.helpContent)
+        self.aboutAction.triggered.connect(self.about)
+        # Connect Open Recent to dynamically populate it
+        self.openRecentMenu.aboutToShow.connect(self.populateOpenRecent)
+
+    # Slots
+    def newFile(self):
+        # Logic for creating a new file goes here...
+        self.centralWidget.setText("<b>File > New</b> clicked")
+
+    def openFile(self):
+        # Logic for opening an existing file goes here...
+        self.centralWidget.setText("<b>File > Open...</b> clicked")
+
+    def saveFile(self):
+        # Logic for saving a file goes here...
+        self.centralWidget.setText("<b>File > Save</b> clicked")
+
+    def copyContent(self):
+        # Logic for copying content goes here...
+        self.centralWidget.setText("<b>Edit > Copy</b> clicked")
+
+    def pasteContent(self):
+        # Logic for pasting content goes here...
+        self.centralWidget.setText("<b>Edit > Pate</b> clicked")
+
+    def cutContent(self):
+        # Logic for cutting content goes here...
+        self.centralWidget.setText("<b>Edit > Cut</b> clicked")
+
+    def helpContent(self):
+        # Logic for launching help goes here...
+        self.centralWidget.setText("<b>Help > Help Content...</b> clicked")
+
+    def about(self):
+        # Logic for showing an about dialog content goes here...
+        self.centralWidget.setText("<b>Help > About...</b> clicked")
+
+    def populateOpenRecent(self):
+        # Step 1. Remove the old options from the menu
+        self.openRecentMenu.clear()
+        # Step 2. Dynamically create the actions
+        actions = []
+        filenames = [f"File-{n}" for n in range(5)]
+        for filename in filenames:
+            action = QAction(filename, self)
+            action.triggered.connect(partial(self.openRecentFile, filename))
+            actions.append(action)
+        # Step 3. Add the actions to the menu
+        self.openRecentMenu.addActions(actions)
+
+    def openRecentFile(self, filename):
+        # Logic for opening a recent file goes here...
+        self.centralWidget.setText(f"<b>{filename}</b> opened")
+
+    def getWordCount(self):
+        # Logic for computing the word count goes here...
+        return 42
+
+
+if __name__ == "__main__":
+    # Create the application
+    app = QApplication(sys.argv)
+    # Create and show the main window
+    win = Window()
+    win.show()
+    # Run the event loop
+    sys.exit(app.exec_())

python-practice-problems/README.md

+# Python Practice Problems
+
+Unittest stubs for ["Python Practice Problems."](https://realpython.com/python-practice-problems/)
+
+## Running the Tests
+
+To run the test for a given problem, use `unittest` from the Python standard library;
+
+```console
+$ python -m unittest integersums.py
+```
+
+The above example will run the unit tests for the first practice problem.
\ No newline at end of file

python-practice-problems/caesar.py

+#!/usr/bin/env python3
+""" Caesar Cipher
+    A caesar cipher is a simple substitution cipher where each letter of the
+    plain text is substituted with a letter found by moving 'n' places down the
+    alphabet. For an example, if the input plain text is:
+
+        abcd xyz
+
+    and the shift value, n, is 4. The encrypted text would be:
+
+        efgh bcd
+
+    You are to write a function which accepts two arguments, a plain-text
+    message and a number of letters to shift in the cipher. The function will
+    return an encrypted string with all letters being transformed while all
+    punctuation and whitespace remains unchanged.
+
+    Note: You can assume the plain text is all lowercase ascii, except for
+    whitespace and punctuation.
+"""
+import unittest
+
+
+def caesar(plain_text, shift_num=1):
+    # TODO: Your code goes here!
+    result = plain_text
+    return result
+
+
+class CaesarTestCase(unittest.TestCase):
+    def test_a(self):
+        start = "aaa"
+        result = caesar(start, 1)
+        self.assertEqual(result, "bbb")
+        result = caesar(start, 5)
+        self.assertEqual(result, "fff")
+
+    def test_punctuation(self):
+        start = "aaa.bbb"
+        result = caesar(start, 1)
+        self.assertEqual(result, "bbb.ccc")
+        result = caesar(start, -1)
+        self.assertEqual(result, "zzz.aaa")
+
+    def test_whitespace(self):
+        start = "aaa    bb b"
+        result = caesar(start, 1)
+        self.assertEqual(result, "bbb    cc c")
+        result = caesar(start, 3)
+        self.assertEqual(result, "ddd    ee e")
+
+    def test_wraparound(self):
+        start = "abc"
+        result = caesar(start, -1)
+        self.assertEqual(result, "zab")
+        result = caesar(start, -2)
+        self.assertEqual(result, "yza")
+        result = caesar(start, -3)
+        self.assertEqual(result, "xyz")
+
+        start = "xyz"
+        result = caesar(start, 1)
+        self.assertEqual(result, "yza")
+        result = caesar(start, 2)
+        self.assertEqual(result, "zab")
+        result = caesar(start, 3)
+        self.assertEqual(result, "abc")
+
+
+if __name__ == "__main__":
+    unittest.main()

python-practice-problems/integersums.py

+#!/usr/bin/env python3
+""" Sum of Integers Up To n
+    Write a function, add_it_up, which returns the sum of the integers from 0
+    to the single integer input parameter.
+
+    The function should return 0 if a non-integer is passed in.
+"""
+import unittest
+
+
+def add_it_up(n):
+    # TODO: Your code goes here!
+    return n
+
+
+class IntegerSumTestCase(unittest.TestCase):
+    def test_to_ten(self):
+        results = [0, 1, 3, 6, 10, 15, 21, 28, 36, 45]
+        for n in range(10):
+            self.assertEqual(add_it_up(n), results[n])
+
+    def test_string(self):
+        self.assertEqual(add_it_up("testing"), 0)
+
+    def test_float(self):
+        self.assertEqual(add_it_up(0.124), 0)
+
+    def test_negative(self):
+        self.assertEqual(add_it_up(-19), 0)
+
+
+if __name__ == "__main__":
+    unittest.main()

python-practice-problems/logparse.py

+#!/usr/bin/env python3
+""" log parser
+    Accepts a filename on the command line.  The file is a linux-like log file
+    from a system you are debugging.  Mixed in among the various statements are
+    messages indicating the state of the device.  They look like:
+        Jul 11 16:11:51:490 [139681125603136] dut: Device State: ON
+    The device state message has many possible values, but this program only
+    cares about three: ON, OFF, and ERR.
+
+    Your program will parse the given log file and print out a report giving
+    how long the device was ON, and the time stamp of any ERR conditions.
+"""
+
+
+if __name__ == "__main__":
+    # TODO: Your code goes here
+    print("There are no unit tests for logparse.")

python-practice-problems/sudokusolve.py

+#!/usr/bin/env python3
+""" Sudoku Solver
+    NOTE: A description of the Sudoku puzzle can be found at:
+
+        https://en.wikipedia.org/wiki/Sudoku
+
+    Given a string in SDM format, described below, write a program to find and
+    return the solution for the Sudoku puzzle given in the string. The solution
+    should be returned in the same SDM format as the input.
+
+    Some puzzles will not be solvable. In that case, return the string
+    "Unsolvable".
+
+    The general sdx format is described here:
+
+        http://www.sudocue.net/fileformats.php
+
+    For our purposes, each SDX string will be a sequence of 81 digits, one for
+    each position on the Sudoku puzzle. Known numbers will be given and unknown
+    positions will have a zero value.
+
+    For example, this string of digits (split onto two lines for readability):
+
+        0040060790000006020560923000780610305090004
+             06020540890007410920105000000840600100
+
+    represents this starting Sudoku puzzle:
+
+             0 0 4   0 0 6   0 7 9
+             0 0 0   0 0 0   6 0 2
+             0 5 6   0 9 2   3 0 0
+
+             0 7 8   0 6 1   0 3 0
+             5 0 9   0 0 0   4 0 6
+             0 2 0   5 4 0   8 9 0
+
+             0 0 7   4 1 0   9 2 0
+             1 0 5   0 0 0   0 0 0
+             8 4 0   6 0 0   1 0 0
+
+    The unit tests provide may take a while to run, so be patient.
+"""
+import unittest
+
+
+def sudoku_solve(input_string):
+    # TODO: Your code goes here!
+    return input_string
+
+
+class SudokuSolverTestCase(unittest.TestCase):
+    problems = [
+        "00400607900000060205609230007806103050900040602054089000741092010500"
+        "0000840600100",
+        "01640000020000900040000006207023010010000000300308704096000000500080"
+        "0007000006820",
+        "04900860500300700000000003000040080006081502000100900001000000000060"
+        "0400804500390",
+        "76050000000006000800000040320040080008000003000500100780900000060001"
+        "0000000003041",
+        "00060500000302080004509027050000000106200054040000000709806045000604"
+        "0700000203000",
+        "40900070500001000000620780020000000900370420080000000400280150000006"
+        "0000905000406",
+        "00001003004007050100200800668000000300030200030000004520050080080104"
+        "0020090020000",
+        "08007003026005001800000040000060200039001008600070900000400080081004"
+        "0052050090070",
+        "00009300600080090002000610000008005300600020037005000000250004000100"
+        "9000700130007",
+    ]
+    expected = [
+        "28413657991375468275689234147896123553928741662154389736741592819532"
+        "8764842679153",
+        "31645297828567931449731856287923415614296578365318724996872143552184"
+        "3697734596821",
+        "14923867562395714875814623993547286146781592328136975431679458259268"
+        "3417874521396",
+        "76354812942136975895817246329743681518679523434582169781925437663491"
+        "7582572683941",
+        "82967531467312489514539827658743692196281754343195268739876145221654"
+        "9738754283169",
+        "41963872572851964353624789125418637919375426886792315464289153737146"
+        "5982985372416",
+        "76891543294327658151243879668519427317435296832968714523756981485174"
+        "3629496821357",
+        "48197623526745391893582146717863254939251478654678932172416589381934"
+        "7652653298174",
+        "Unsolvable",
+    ]
+
+    def test_solver(self):
+        for index, problem in enumerate(self.problems):
+            print(f"Testing puzzle {index+1}")
+            result = sudoku_solve(problem)
+            self.assertEqual(result, self.expected[index])
+
+
+if __name__ == "__main__":
+    unittest.main()

python-practice-problems/test.log

+Jul 11 16:11:51:490 [139681125603136] dut: --------------------------------------------------------------------------------------------------------
+Jul 11 16:11:51:490 [139681125603136] dut: Revision : 64180
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(duthash_remove)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(duthash_remove)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(duthash_remove)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(duthash_remove)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(init_dut)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(init_dut)
+Jul 11 16:11:51:490 [139681125603136] dut: set hglob.mydut = 0x16f2f20
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(init_dut)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(init_dut)
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+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
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+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
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+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: dutinfo create: /db/db-1-sh02             10.220.43.160/48002 0x16f56a0
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
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+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: Device State: ON
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: dutinfo create: /dom/testcent7   10.220.40.49/48002 0x16f7080
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: dutinfo create: /cent1_domain/win11 10.220.40.126/48002 0x16f8380
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: dutinfo create: /dom/testwin2012 10.220.40.88/48002 0x16f8e00
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: dutinfo create: /Primary_dom/Secondary 10.220.42.244/48002 0x16f9870
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: dutinfo create: /bci-ci-sec-rhel6_domain/bci-ci-sec-win2 10.220.42.67/48002 0x16fa110
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: dutinfo create: /TunnelPerformance/perfw2k8-15 169.254.120.22/48002 0x16fa9b0
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:490 [139681125603136] dut: dutinfo create: /AC2Primary_domain/AC2Primary_dut 10.220.42.174/48002 0x16fb4d0
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /DE279854dom/DE279854primh 10.220.41.20/48002 0x16fbd70
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /bci-ci-sec-rhel6_domain/bci-ci-sec-rhel7 10.220.42.62/48002 0x16fc830
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /mbonnetrh67_domain/mbonnetcent64-1 10.220.40.252/48002 0x16fd0d0
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /dom/testwin2012_2 10.220.40.131/48002 0x16fd9c0
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /Win2k12Prim847_domain/Win2k12Prim847_dut 10.220.41.92/48002 0x16feee0
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /Primary_dom/Primary_dut 10.220.42.217/48002 0x16ff780
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /AC2Primary_domain/SaaSTS 10.220.41.139/48002 0x1700060
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /db/db-1-lh02             10.220.42.118/48002 0x17009c0
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /TunnelPerformance/tswin16 10.220.41.128/48002 0x1701db0
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /TunnelPerformance/TCrhel6 10.220.40.160/48002 0x17026a0
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: dutinfo create: /mbonnetw2k8sand_domain/mikebw2k8sandh2 10.220.41.109/48002 0x1703a90
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: duthash_read - 27 duts read from cache
+Jul 11 16:11:51:491 [139681125603136] dut: cfgReader file open: dut.cfg
+Jul 11 16:11:51:491 [139681125603136] dut: cfgReader file close: dut.cfg
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK?   hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_LOCK    hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK? hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: MUTEX_UNLOCK  hash(dutinfo_create)
+Jul 11 16:11:51:491 [139681125603136] dut: Added 3 static duts from cache
+Jul 11 16:11:51:491 [139681125603136] dut: dut SEC: session=1804560451
+Jul 11 16:11:51:492 [139681125603136] dut: dut SEC: expire=21600
+Jul 11 16:11:51:492 [139681125603136] dut: dut SEC: version=1688
+Jul 11 16:11:51:492 [139681125603136] dut: dut SEC: ignore IP=no
+Jul 11 16:11:51:492 [139681125603136] dut: dut SEC: auth_mode=0000
+Jul 11 16:11:51:492 [139681125603136] dut: dut SEC: trusted IPs=
+Jul 11 16:11:51:495 [139681125603136] dut: dut SEC: ON
+Jul 11 16:11:51:495 [139681125603136] dut: nimGetIpList called with buffer size 40960
+Jul 11 16:11:51:495 [139681125603136] dut: nimGetIpList - skipping loopback address 127.0.0.1
+Jul 11 16:11:51:495 [139681125603136] dut: nimGetIpList - skipping loopback address ::1
+Jul 11 16:11:51:495 [139681125603136] dut: nimGetIpList - found |||10.220.40.228|fc00:415::c9f1:5e35:cef2:ef8|fe80::e3c7:a9f2:3dd8:6450|
+Jul 11 16:11:51:495 [139681125603136] dut: MUTEX_LOCK?   hash(hsecInit)
+Jul 11 16:11:51:495 [139681125603136] dut: MUTEX_LOCK    hash(hsecInit)
+Jul 11 16:11:51:495 [139681125603136] dut: MUTEX_UNLOCK? hash(hsecInit)
+Jul 11 16:11:51:495 [139681125603136] dut: MUTEX_UNLOCK  hash(hsecInit)
+Jul 11 16:11:51:496 [139681125603136] dut: nimSessionServer - port = 48002
+Jul 11 16:11:51:496 [139681125603136] dut: SSL - skipping SSL server setup - ssl_mode is 0 (off)
+Jul 11 16:11:51:496 [139681125603136] dut: sockCheckLocalPort: port=48002, non-strict binding, checking all
+Jul 11 16:11:51:496 [139681125603136] dut: sockCheckLocalPort: port=48002 sock=6, trying addr=--
+Jul 11 16:11:51:496 [139681125603136] dut: sockCheckLocalPort - close 6
+Jul 11 16:11:51:496 [139681125603136] dut: sockServer - new socket 6
+Jul 11 16:11:51:496 [139681125603136] dut: sockServer:0x17279e0:0.0.0.0/48002
+Jul 11 16:11:51:496 [139681125603136] dut: (nim_ldap_init_ssl) enter
+Jul 11 16:11:51:496 [139681125603136] dut: (nim_ldap_init_ssl) ldapssl_client_init -> Success (0)
+Jul 11 16:11:51:496 [139681125603136] dut: (nld_dll_load) leave have paging: true
+Jul 11 16:11:51:496 [139681125603136] dut: (nim_ldap_init_ssl) done:  OK (0)
+Jul 11 16:11:51:496 [139681125603136] dut: (nim_ldap_cert_auto_verify_disable) ldapssl_set_verify_callback -> Success (0)
+Jul 11 16:11:51:496 [139681125603136] dut: ----- dut started -----
+Jul 11 16:11:51:496 [139681125603136] dut:  log_level= 6 , log_file=dut.log
+Jul 11 16:11:51:496 [139681125603136] dut:  LDAP LIB = 1.22
+
+Jul 11 16:11:51:496 [139681125603136] dut: -----
+Jul 11 16:11:51:496 [139681125603136] dut: do_assign_to_list entered...
+Jul 11 16:11:51:496 [139681125603136] dut: AssignToList - used 0 ms to lookup 1 users
+Jul 11 16:11:51:496 [139681125603136] dut: do_assign_to_list finished... status: OK (0), time used: 0 ms
+Jul 11 16:11:51:497 [139681125603136] dut: duti is starting in thread 78374656
+Jul 11 16:11:51:497 [139681125603136] dut: sockConnect - new TCP socket fd=7
+Jul 11 16:11:51:497 [139681004775168] dut: duti main thread started
+Jul 11 16:11:51:497 [139681004775168] dut: nimSessionServer - port = 48002
+Jul 11 16:11:51:497 [139681004775168] dut: SSL - skipping SSL server setup - ssl_mode is 0 (off)
+Jul 11 16:11:51:497 [139681125603136] dut: SREQUEST: port_register ->10.220.40.228/48000
+Jul 11 16:11:51:497 [139681004775168] dut: sockServer - new socket 8
+Jul 11 16:11:51:497 [139681125603136] dut:  head  mtype=100 cmd=port_register seq=0 ts=1499811111 frm=10.220.40.228/55902 tout=20 addr= sid=lpW5VPKZ/DKdf80dKgf9jAADMTQ5OTgxMTE3MQFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:51:497 [139681125603136] dut:  data  name=dut port=48002
+Jul 11 16:11:51:497 [139681004775168] dut: sockServer:0x7f0a00000930:0.0.0.0/48002
+Jul 11 16:11:51:497 [139681125603136] dut: RREPLY: status=OK(0) <-10.220.40.228/48000  h=37 d=0
+Jul 11 16:11:51:497 [139681125603136] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:51:497 [139681125603136] dut: sockClose:0x171ed40:10.220.40.228/55902
+Jul 11 16:11:51:497 [139681125603136] dut: SREQUEST: _close ->10.220.40.228/48000
+Jul 11 16:11:51:497 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811111 frm=10.220.40.228/55902 tout=20 addr= sid=lpW5VPKZ/DKdf80dKgf9jAADMTQ5OTgxMTE3MQFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:51:497 [139681125603136] dut: nimSessionServer - port = 48001
+Jul 11 16:11:51:497 [139681125603136] dut: SSL - skipping SSL server setup - ssl_mode is 0 (off)
+Jul 11 16:11:51:497 [139681125603136] dut: sockCheckLocalPort: port=48001, non-strict binding, checking all
+Jul 11 16:11:51:497 [139681125603136] dut: sockCheckLocalPort: port=48001 sock=7, trying addr=--
+Jul 11 16:11:51:497 [139681125603136] dut: sockCheckLocalPort - close 7
+Jul 11 16:11:51:497 [139681125603136] dut: sockServer - new socket 7
+Jul 11 16:11:51:497 [139681125603136] dut: sockServer:0x171e8a0:0.0.0.0/48001
+Jul 11 16:11:51:497 [139681125603136] dut: sockConnect - new TCP socket fd=9
+Jul 11 16:11:51:497 [139681125603136] dut: SREQUEST: port_register ->10.220.40.228/48000
+Jul 11 16:11:51:497 [139681125603136] dut:  head  mtype=100 cmd=port_register seq=0 ts=1499811111 frm=10.220.40.228/55904 tout=20 addr= sid=lpW5VPKZ/DKdf80dKgf9jAADMTQ5OTgxMTE3MQFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:51:497 [139681125603136] dut:  data  name=spooler port=48001
+Jul 11 16:11:51:497 [139681125603136] dut: RREPLY: status=OK(0) <-10.220.40.228/48000  h=37 d=0
+Jul 11 16:11:51:497 [139681125603136] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:51:497 [139681125603136] dut: sockClose:0x173c860:10.220.40.228/55904
+Jul 11 16:11:51:497 [139681125603136] dut: SREQUEST: _close ->10.220.40.228/48000
+Jul 11 16:11:51:497 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811111 frm=10.220.40.228/55904 tout=20 addr= sid=lpW5VPKZ/DKdf80dKgf9jAADMTQ5OTgxMTE3MQFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:51:497 [139681125603136] dut: Spooler - initializing
+Jul 11 16:11:51:497 [139681125603136] dut: validating character encoding of config file: dut.cfg
+Jul 11 16:11:51:497 [139681125603136] dut: nimCharsetValidateFile: dut.cfg: no target charset
+Jul 11 16:11:51:498 [139681125603136] dut: Messages will have their source extended with the origin value to ensure uniqueness
+Jul 11 16:11:51:498 [139681125603136] dut: Removed 'q/temp/t_1'
+Jul 11 16:11:51:498 [139681125603136] dut: Removed 'q/temp/t_2'
+Jul 11 16:11:51:498 [139681125603136] dut: Removed 'q/temp'
+Jul 11 16:11:51:498 [139681125603136] dut: System has 2 available cores, default spooler inbound thread pool size is 2
+Jul 11 16:11:51:498 [139681125603136] dut: Using default inbound thread pool size
+Jul 11 16:11:51:498 [139681125603136] dut: newRoute name=data_engine pr=0x173d100
+Jul 11 16:11:51:498 [139681125603136] dut: Configured ATTACH queue route 'data_engine' for 'QOS_MESSAGE,QOS_DEFINITION' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:498 [139681125603136] dut: newRoute name=baseline_engine.BASELINE_CONFIG pr=0x173dc90
+Jul 11 16:11:51:498 [139680926398208] dut: Queue management thread for 'data_engine' started
+Jul 11 16:11:51:498 [139681125603136] dut: Configured ATTACH queue route 'baseline_engine.BASELINE_CONFIG' for 'BASELINE_CONFIG' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:498 [139681125603136] dut: newRoute name=prediction_engine.PREDICTION_CONFIG pr=0x173e980
+Jul 11 16:11:51:498 [139680918005504] dut: Queue management thread for 'baseline_engine.BASELINE_CONFIG' started
+Jul 11 16:11:51:498 [139680926398208] dut: Queue 'data_engine' has queued file '3951.sds' for future processing
+Jul 11 16:11:51:499 [139681125603136] dut: Configured ATTACH queue route 'prediction_engine.PREDICTION_CONFIG' for 'PREDICTION_CONFIG' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:499 [139681125603136] dut: newRoute name=action_manager pr=0x173f650
+Jul 11 16:11:51:499 [139680926398208] dut: Queue 'data_engine' has 1 existing data files
+Jul 11 16:11:51:499 [139680926398208] dut: Queue 'data_engine' will start reading at file sequence no. 3951
+Jul 11 16:11:51:499 [139680926398208] dut: Queue 'data_engine' will start writing at file sequence no. 3952
+Jul 11 16:11:51:499 [139680909612800] dut: Queue management thread for 'prediction_engine.PREDICTION_CONFIG' started
+Jul 11 16:11:51:499 [139680926398208] dut: Queue 'data_engine' opened file '3952.sds' for writing
+Jul 11 16:11:51:499 [139680901220096] dut: Initalizing read file '3951.sds' for 'data_engine'
+Jul 11 16:11:51:499 [139680918005504] dut: Queue 'baseline_engine.BASELINE_CONFIG' has queued file '157.sds' for future processing
+Jul 11 16:11:51:499 [139680901220096] dut: Read file '3951.sds' initialized for 'data_engine', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:499 [139681125603136] dut: Configured ATTACH queue route 'action_manager' for 'ems_action' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:499 [139681125603136] dut: newRoute name=legacy_alarm_manager pr=0x1740320
+Jul 11 16:11:51:499 [139680892827392] dut: Queue management thread for 'action_manager' started
+Jul 11 16:11:51:500 [139680884434688] dut: Initalizing read file '157.sds' for 'baseline_engine.BASELINE_CONFIG'
+Jul 11 16:11:51:500 [139680884434688] dut: Read file '157.sds' initialized for 'baseline_engine.BASELINE_CONFIG', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:500 [139680909612800] dut: Queue 'prediction_engine.PREDICTION_CONFIG' has queued file '157.sds' for future processing
+Jul 11 16:11:51:500 [139681125603136] dut: Configured ATTACH queue route 'legacy_alarm_manager' for 'alarm' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:500 [139681125603136] dut: newRoute name=alarm_manager pr=0x1740ff0
+Jul 11 16:11:51:500 [139680918005504] dut: Queue 'baseline_engine.BASELINE_CONFIG' has 1 existing data files
+Jul 11 16:11:51:500 [139680918005504] dut: Queue 'baseline_engine.BASELINE_CONFIG' will start reading at file sequence no. 157
+Jul 11 16:11:51:500 [139680918005504] dut: Queue 'baseline_engine.BASELINE_CONFIG' will start writing at file sequence no. 158
+Jul 11 16:11:51:500 [139680918005504] dut: Queue 'baseline_engine.BASELINE_CONFIG' opened file '158.sds' for writing
+Jul 11 16:11:51:500 [139680892827392] dut: Queue 'action_manager' has queued file '125.sds' for future processing
+Jul 11 16:11:51:500 [139681125603136] dut: Configured ATTACH queue route 'alarm_manager' for 'enriched_events' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:500 [139681125603136] dut: newRoute name=ems pr=0x1741cc0
+Jul 11 16:11:51:500 [139680909612800] dut: Queue 'prediction_engine.PREDICTION_CONFIG' has 1 existing data files
+Jul 11 16:11:51:500 [139680909612800] dut: Queue 'prediction_engine.PREDICTION_CONFIG' will start reading at file sequence no. 157
+Jul 11 16:11:51:500 [139680909612800] dut: Queue 'prediction_engine.PREDICTION_CONFIG' will start writing at file sequence no. 158
+Jul 11 16:11:51:500 [139680909612800] dut: Queue 'prediction_engine.PREDICTION_CONFIG' opened file '158.sds' for writing
+Jul 11 16:11:51:500 [139680892827392] dut: Queue 'action_manager' has 1 existing data files
+Jul 11 16:11:51:500 [139680892827392] dut: Queue 'action_manager' will start reading at file sequence no. 125
+Jul 11 16:11:51:500 [139680892827392] dut: Queue 'action_manager' will start writing at file sequence no. 126
+Jul 11 16:11:51:501 [139680892827392] dut: Queue 'action_manager' opened file '126.sds' for writing
+Jul 11 16:11:51:501 [139680884434688] dut: Queue 'baseline_engine.BASELINE_CONFIG' file '157.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:501 [139681125603136] dut: Configured ATTACH queue route 'ems' for 'TOT_RULE_CONFIG' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:501 [139681125603136] dut: newRoute name=event_manager pr=0x1742990
+Jul 11 16:11:51:502 [139681125603136] dut: Configured ATTACH queue route 'event_manager' for 'event' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:502 [139681125603136] dut: newRoute name=probeDiscovery pr=0x1743660
+Jul 11 16:11:51:502 [139681125603136] dut: Configured ATTACH queue route 'probeDiscovery' for 'probe_discovery' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:502 [139681125603136] dut: newRoute name=udm_inventory pr=0x17440f0
+Jul 11 16:11:51:502 [139681125603136] dut: Configured ATTACH queue route 'udm_inventory' for 'udm_inventory' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:502 [139681125603136] dut: newRoute name=emailgtw pr=0x1745a90
+Jul 11 16:11:51:502 [139681125603136] dut: Configured ATTACH queue route 'emailgtw' for 'EMAIL' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:502 [139681125603136] dut: newRoute name=ems_alarm_new pr=0x1746760
+Jul 11 16:11:51:502 [139681125603136] dut: Configured ATTACH queue route 'ems_alarm_new' for 'alarm_new' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:502 [139681125603136] dut: newRoute name=ems_alarm_update pr=0x1747430
+Jul 11 16:11:51:502 [139681125603136] dut: Configured ATTACH queue route 'ems_alarm_update' for 'alarm_update' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:502 [139681125603136] dut: newRoute name=ems_alarm_assign pr=0x1748100
+Jul 11 16:11:51:502 [139681125603136] dut: Configured ATTACH queue route 'ems_alarm_assign' for 'alarm_assign' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:502 [139681125603136] dut: newRoute name=ems_alarm_close pr=0x1748dd0
+Jul 11 16:11:51:502 [139681125603136] dut: Configured ATTACH queue route 'ems_alarm_close' for 'alarm_close' (bulk:100 min:0 wait:0 timeout:60)
+Jul 11 16:11:51:502 [139681125603136] dut: spooler_main_thread - has started in thread 139680313992960
+Jul 11 16:11:51:502 [139681125603136] dut: topology - main thread - cfg - on = 1, max_threads = 10, restart_wait = 60 seconds
+Jul 11 16:11:51:502 [139681125603136] dut: topology - main thread - started
+Jul 11 16:11:51:502 [139680574068480] dut: Queue management thread for 'alarm_manager' started
+Jul 11 16:11:51:502 [139680574068480] dut: Queue 'alarm_manager' has queued file '282.sds' for future processing
+Jul 11 16:11:51:502 [139680574068480] dut: Queue 'alarm_manager' has 1 existing data files
+Jul 11 16:11:51:502 [139680574068480] dut: Queue 'alarm_manager' will start reading at file sequence no. 282
+Jul 11 16:11:51:502 [139680574068480] dut: Queue 'alarm_manager' will start writing at file sequence no. 283
+Jul 11 16:11:51:502 [139680574068480] dut: Queue 'alarm_manager' opened file '283.sds' for writing
+Jul 11 16:11:51:502 [139680548890368] dut: Queue sender thread for 'baseline_engine.BASELINE_CONFIG' started
+Jul 11 16:11:51:502 [139680540497664] dut: Queue sender thread for 'prediction_engine.PREDICTION_CONFIG' started
+Jul 11 16:11:51:502 [139680381134592] dut: Queue management thread for 'event_manager' started
+Jul 11 16:11:51:502 [139680381134592] dut: Queue 'event_manager' has queued file '285.sds' for future processing
+Jul 11 16:11:51:503 [139680381134592] dut: Queue 'event_manager' has 1 existing data files
+Jul 11 16:11:51:503 [139680381134592] dut: Queue 'event_manager' will start reading at file sequence no. 285
+Jul 11 16:11:51:503 [139680381134592] dut: Queue 'event_manager' will start writing at file sequence no. 286
+Jul 11 16:11:51:503 [139680381134592] dut: Queue 'event_manager' opened file '286.sds' for writing
+Jul 11 16:11:51:503 [139680884434688] dut: Queue management thread for 'probeDiscovery' started
+Jul 11 16:11:51:503 [139680884434688] dut: Queue 'probeDiscovery' has queued file '187.sds' for future processing
+Jul 11 16:11:51:503 [139680884434688] dut: Queue 'probeDiscovery' has 1 existing data files
+Jul 11 16:11:51:503 [139680884434688] dut: Queue 'probeDiscovery' will start reading at file sequence no. 187
+Jul 11 16:11:51:503 [139680884434688] dut: Queue 'probeDiscovery' will start writing at file sequence no. 188
+Jul 11 16:11:51:503 [139680884434688] dut: Queue 'probeDiscovery' opened file '188.sds' for writing
+Jul 11 16:11:51:503 [139680288814848] dut: do_assign_to_list entered...
+Jul 11 16:11:51:503 [139680288814848] dut: AssignToList - used 0 ms to lookup 1 users
+Jul 11 16:11:51:503 [139680288814848] dut: do_assign_to_list finished... status: OK (0), time used: 0 ms
+Jul 11 16:11:51:503 [139680347563776] dut: Queue management thread for 'ems_alarm_new' started
+Jul 11 16:11:51:503 [139680347563776] dut: Queue 'ems_alarm_new' has queued file '89.sds' for future processing
+Jul 11 16:11:51:503 [139680347563776] dut: Queue 'ems_alarm_new' has 1 existing data files
+Jul 11 16:11:51:503 [139680347563776] dut: Queue 'ems_alarm_new' will start reading at file sequence no. 89
+Jul 11 16:11:51:503 [139680347563776] dut: Queue 'ems_alarm_new' will start writing at file sequence no. 90
+Jul 11 16:11:51:503 [139680347563776] dut: Queue 'ems_alarm_new' opened file '90.sds' for writing
+Jul 11 16:11:51:503 [139680330778368] dut: Queue management thread for 'ems_alarm_assign' started
+Jul 11 16:11:51:503 [139680330778368] dut: Queue 'ems_alarm_assign' has queued file '89.sds' for future processing
+Jul 11 16:11:51:503 [139680330778368] dut: Queue 'ems_alarm_assign' has 1 existing data files
+Jul 11 16:11:51:503 [139680330778368] dut: Queue 'ems_alarm_assign' will start reading at file sequence no. 89
+Jul 11 16:11:51:503 [139680330778368] dut: Queue 'ems_alarm_assign' will start writing at file sequence no. 90
+Jul 11 16:11:51:503 [139680330778368] dut: Queue 'ems_alarm_assign' opened file '90.sds' for writing
+Jul 11 16:11:51:503 [139680322385664] dut: Queue management thread for 'ems_alarm_close' started
+Jul 11 16:11:51:503 [139680322385664] dut: Queue 'ems_alarm_close' has queued file '89.sds' for future processing
+Jul 11 16:11:51:503 [139680322385664] dut: Queue 'ems_alarm_close' has 1 existing data files
+Jul 11 16:11:51:503 [139680322385664] dut: Queue 'ems_alarm_close' will start reading at file sequence no. 89
+Jul 11 16:11:51:503 [139680322385664] dut: Queue 'ems_alarm_close' will start writing at file sequence no. 90
+Jul 11 16:11:51:503 [139680322385664] dut: Queue 'ems_alarm_close' opened file '90.sds' for writing
+Jul 11 16:11:51:504 [139680305600256] dut: cfgReader file close: dut.cfg
+Jul 11 16:11:51:504 [139680305600256] dut: [-1040206080] started worker thread (0xc1ffb700)
+Jul 11 16:11:51:504 [139680305600256] dut: [-1048598784] started worker thread (0xc17fa700)
+Jul 11 16:11:51:504 [139680305600256] dut: [-1056991488] started worker thread (0xc0ff9700)
+Jul 11 16:11:51:504 [139680305600256] dut: [-1207961856] started worker thread (0xb7fff700)
+Jul 11 16:11:51:504 [139680305600256] dut: [-1216354560] started worker thread (0xb77fe700)
+Jul 11 16:11:51:504 [139680305600256] dut: [-1224747264] started worker thread (0xb6ffd700)
+Jul 11 16:11:51:504 [139680305600256] dut: [-1233139968] started worker thread (0xb67fc700)
+Jul 11 16:11:51:504 [139680305600256] dut: [-1241532672] started worker thread (0xb5ffb700)
+Jul 11 16:11:51:504 [139680305600256] dut: [-1249925376] started worker thread (0xb57fa700)
+Jul 11 16:11:51:504 [139680305600256] dut: [-1258318080] started worker thread (0xb4ff9700)
+Jul 11 16:11:51:504 [139680372741888] dut: Queue management thread for 'udm_inventory' started
+Jul 11 16:11:51:504 [139680372741888] dut: Queue 'udm_inventory' has queued file '187.sds' for future processing
+Jul 11 16:11:51:504 [139680372741888] dut: Queue 'udm_inventory' has 1 existing data files
+Jul 11 16:11:51:504 [139680372741888] dut: Queue 'udm_inventory' will start reading at file sequence no. 187
+Jul 11 16:11:51:504 [139680372741888] dut: Queue 'udm_inventory' will start writing at file sequence no. 188
+Jul 11 16:11:51:504 [139680372741888] dut: Queue 'udm_inventory' opened file '188.sds' for writing
+Jul 11 16:11:51:504 [139680280422144] dut: Initalizing read file '282.sds' for 'alarm_manager'
+Jul 11 16:11:51:505 [139680280422144] dut: Read file '282.sds' initialized for 'alarm_manager', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:505 [139680280422144] dut: Queue 'alarm_manager' file '282.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:505 [139680179808000] dut: Queue sender thread for 'event_manager' started
+Jul 11 16:11:51:505 [139680188200704] dut: Initalizing read file '285.sds' for 'event_manager'
+Jul 11 16:11:51:505 [139680188200704] dut: Read file '285.sds' initialized for 'event_manager', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:505 [139680901220096] dut: Queue 'data_engine' file '3951.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:505 [139680590853888] dut: Queue management thread for 'legacy_alarm_manager' started
+Jul 11 16:11:51:505 [139680590853888] dut: Queue 'legacy_alarm_manager' has queued file '122.sds' for future processing
+Jul 11 16:11:51:505 [139680590853888] dut: Queue 'legacy_alarm_manager' has 1 existing data files
+Jul 11 16:11:51:505 [139680590853888] dut: Queue 'legacy_alarm_manager' will start reading at file sequence no. 122
+Jul 11 16:11:51:505 [139680590853888] dut: Queue 'legacy_alarm_manager' will start writing at file sequence no. 123
+Jul 11 16:11:51:505 [139680590853888] dut: Queue 'legacy_alarm_manager' opened file '123.sds' for writing
+Jul 11 16:11:51:505 [139680876041984] dut: Queue sender thread for 'data_engine' started
+Jul 11 16:11:51:505 [139680188200704] dut: Queue 'event_manager' file '285.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:505 [139680582461184] dut: Initalizing read file '157.sds' for 'prediction_engine.PREDICTION_CONFIG'
+Jul 11 16:11:51:505 [139680582461184] dut: Read file '157.sds' initialized for 'prediction_engine.PREDICTION_CONFIG', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:505 [139680582461184] dut: Queue 'prediction_engine.PREDICTION_CONFIG' file '157.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:505 [139680565675776] dut: Initalizing read file '125.sds' for 'action_manager'
+Jul 11 16:11:51:506 [139680163022592] dut: Queue sender thread for 'probeDiscovery' started
+Jul 11 16:11:51:506 [139679869409024] dut: [-1056991488] thread started
+Jul 11 16:11:51:506 [139679693260544] dut: [-1233139968] thread started
+Jul 11 16:11:51:506 [139679676475136] dut: [-1249925376] thread started
+Jul 11 16:11:51:506 [139679710045952] dut: [-1216354560] thread started
+Jul 11 16:11:51:506 [139680565675776] dut: Read file '125.sds' initialized for 'action_manager', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:506 [139680171415296] dut: Initalizing read file '187.sds' for 'probeDiscovery'
+Jul 11 16:11:51:506 [139680171415296] dut: Read file '187.sds' initialized for 'probeDiscovery', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:506 [139680565675776] dut: Queue 'action_manager' file '125.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:506 [139680557283072] dut: Queue management thread for 'ems' started
+Jul 11 16:11:51:506 [139680557283072] dut: Queue 'ems' has queued file '157.sds' for future processing
+Jul 11 16:11:51:506 [139680557283072] dut: Queue 'ems' has 1 existing data files
+Jul 11 16:11:51:506 [139680557283072] dut: Queue 'ems' will start reading at file sequence no. 157
+Jul 11 16:11:51:506 [139680557283072] dut: Queue 'ems' will start writing at file sequence no. 158
+Jul 11 16:11:51:506 [139680171415296] dut: Queue 'probeDiscovery' file '187.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:506 [139680557283072] dut: Queue 'ems' opened file '158.sds' for writing
+Jul 11 16:11:51:506 [139680146237184] dut: Initalizing read file '89.sds' for 'ems_alarm_new'
+Jul 11 16:11:51:506 [139680146237184] dut: Read file '89.sds' initialized for 'ems_alarm_new', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:506 [139680389527296] dut: Queue sender thread for 'action_manager' started
+Jul 11 16:11:51:506 [139680146237184] dut: Queue 'ems_alarm_new' file '89.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:506 [139680355956480] dut: Queue management thread for 'emailgtw' started
+Jul 11 16:11:51:506 [139680355956480] dut: Queue 'emailgtw' has queued file '75.sds' for future processing
+Jul 11 16:11:51:506 [139680355956480] dut: Queue 'emailgtw' has 1 existing data files
+Jul 11 16:11:51:506 [139680355956480] dut: Queue 'emailgtw' will start reading at file sequence no. 75
+Jul 11 16:11:51:506 [139680355956480] dut: Queue 'emailgtw' will start writing at file sequence no. 76
+Jul 11 16:11:51:506 [139680355956480] dut: Queue 'emailgtw' opened file '76.sds' for writing
+Jul 11 16:11:51:506 [139680339171072] dut: Queue management thread for 'ems_alarm_update' started
+Jul 11 16:11:51:506 [139680339171072] dut: Queue 'ems_alarm_update' has queued file '91.sds' for future processing
+Jul 11 16:11:51:506 [139680339171072] dut: Queue 'ems_alarm_update' has 1 existing data files
+Jul 11 16:11:51:506 [139680339171072] dut: Queue 'ems_alarm_update' will start reading at file sequence no. 91
+Jul 11 16:11:51:506 [139680339171072] dut: Queue 'ems_alarm_update' will start writing at file sequence no. 92
+Jul 11 16:11:51:506 [139680339171072] dut: Queue 'ems_alarm_update' opened file '92.sds' for writing
+Jul 11 16:11:51:506 [139680313992960] dut: spooler main thread started
+Jul 11 16:11:51:506 [139680297207552] dut: topology - main thread - starting worker thread pool ...
+Jul 11 16:11:51:506 [139680297207552] dut: [-1476430080] started worker thread (0xa7ff7700)
+Jul 11 16:11:51:506 [139680297207552] dut: [-1484822784] started worker thread (0xa77f6700)
+Jul 11 16:11:51:506 [139680297207552] dut: [-1493215488] started worker thread (0xa6ff5700)
+Jul 11 16:11:51:506 [139680297207552] dut: [-1501608192] started worker thread (0xa67f4700)
+Jul 11 16:11:51:506 [139680297207552] dut: [-1510000896] started worker thread (0xa5ff3700)
+Jul 11 16:11:51:506 [139680297207552] dut: [-1518393600] started worker thread (0xa57f2700)
+Jul 11 16:11:51:506 [139680297207552] dut: [-1526786304] started worker thread (0xa4ff1700)
+Jul 11 16:11:51:506 [139680297207552] dut: [-1535179008] started worker thread (0xa47f0700)
+Jul 11 16:11:51:506 [139680297207552] dut: [-1543571712] started worker thread (0xa3fef700)
+Jul 11 16:11:51:506 [139680297207552] dut: [-1551964416] started worker thread (0xa37ee700)
+Jul 11 16:11:51:506 [139680272029440] dut: Queue sender thread for 'alarm_manager' started
+Jul 11 16:11:51:506 [139679911372544] dut: Queue sender thread for 'ems_alarm_assign' started
+Jul 11 16:11:51:506 [139679894587136] dut: Queue sender thread for 'ems_alarm_close' started
+Jul 11 16:11:51:506 [139679718438656] dut: [-1207961856] thread started
+Jul 11 16:11:51:506 [139679877801728] dut: [-1048598784] thread started
+Jul 11 16:11:51:506 [139679701653248] dut: [-1224747264] thread started
+Jul 11 16:11:51:506 [139679919765248] dut: Initalizing read file '89.sds' for 'ems_alarm_assign'
+Jul 11 16:11:51:506 [139679684867840] dut: [-1241532672] thread started
+Jul 11 16:11:51:506 [139679919765248] dut: Read file '89.sds' initialized for 'ems_alarm_assign', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:506 [139680901220096] dut: Initalizing read file '122.sds' for 'legacy_alarm_manager'
+Jul 11 16:11:51:506 [139679919765248] dut: Queue 'ems_alarm_assign' file '89.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:506 [139680901220096] dut: Read file '122.sds' initialized for 'legacy_alarm_manager', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:506 [139679902979840] dut: Initalizing read file '89.sds' for 'ems_alarm_close'
+Jul 11 16:11:51:507 [139679902979840] dut: Read file '89.sds' initialized for 'ems_alarm_close', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:507 [139679902979840] dut: Queue 'ems_alarm_close' file '89.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:507 [139679886194432] dut: [-1040206080] thread started
+Jul 11 16:11:51:507 [139679668082432] dut: [-1258318080] thread started
+Jul 11 16:11:51:506 [139680137844480] dut: Queue sender thread for 'ems_alarm_new' started
+Jul 11 16:11:51:507 [139679517112064] dut: Initalizing read file '187.sds' for 'udm_inventory'
+Jul 11 16:11:51:507 [139680901220096] dut: Queue 'legacy_alarm_manager' file '122.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:506 [139679508719360] dut: Queue sender thread for 'udm_inventory' started
+Jul 11 16:11:51:507 [139680280422144] dut: Queue sender thread for 'legacy_alarm_manager' started
+Jul 11 16:11:51:507 [139680582461184] dut: Initalizing read file '91.sds' for 'ems_alarm_update'
+Jul 11 16:11:51:507 [139679517112064] dut: Read file '187.sds' initialized for 'udm_inventory', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:507 [139680582461184] dut: Read file '91.sds' initialized for 'ems_alarm_update', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:507 [139680582461184] dut: Queue 'ems_alarm_update' file '91.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:507 [139679500326656] dut: Queue sender thread for 'ems_alarm_update' started
+Jul 11 16:11:51:507 [139679491933952] dut: Post input handling thread - started
+Jul 11 16:11:51:507 [139679475148544] dut: spooler subscriber management thread started
+Jul 11 16:11:51:507 [139679458363136] dut: There are 0 objects waiting on 2 threads
+Jul 11 16:11:51:507 [139679449970432] dut: [-1476430080] thread started
+Jul 11 16:11:51:507 [139679433185024] dut: [-1493215488] thread started
+Jul 11 16:11:51:507 [139679416399616] dut: [-1510000896] thread started
+Jul 11 16:11:51:507 [139679399614208] dut: [-1526786304] thread started
+Jul 11 16:11:51:507 [139679391221504] dut: [-1535179008] thread started
+Jul 11 16:11:51:507 [139679374436096] dut: [-1551964416] thread started
+Jul 11 16:11:51:507 [139679441577728] dut: [-1484822784] thread started
+Jul 11 16:11:51:507 [139679424792320] dut: [-1501608192] thread started
+Jul 11 16:11:51:507 [139679408006912] dut: [-1518393600] thread started
+Jul 11 16:11:51:507 [139679382828800] dut: [-1543571712] thread started
+Jul 11 16:11:51:507 [139679483541248] dut: Post input handling thread - started
+Jul 11 16:11:51:507 [139679517112064] dut: Queue 'udm_inventory' file '187.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:507 [139680188200704] dut: Queue sender thread for 'emailgtw' started
+Jul 11 16:11:51:507 [139680146237184] dut: Initalizing read file '75.sds' for 'emailgtw'
+Jul 11 16:11:51:507 [139680146237184] dut: Read file '75.sds' initialized for 'emailgtw', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:507 [139680146237184] dut: Queue 'emailgtw' file '75.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:507 [139680565675776] dut: Initalizing read file '157.sds' for 'ems'
+Jul 11 16:11:51:507 [139680565675776] dut: Read file '157.sds' initialized for 'ems', 0 msgs found (@ pos 0), 0 ms used
+Jul 11 16:11:51:507 [139680565675776] dut: Queue 'ems' file '157.sds' does not contain sendable msgs, deleted
+Jul 11 16:11:51:507 [139680171415296] dut: Queue sender thread for 'ems' started
+Jul 11 16:11:52:213 [139681125603136] dut: sockAccept: new socket fd=25
+Jul 11 16:11:52:213 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x174a1e0 fd=25 10.238.40.228/48002<-10.238.40.143/37088
+Jul 11 16:11:52:213 [139681125603136] dut: RREQUEST: dutpost_bulk <-10.238.40.143/37088  h=390 d=16
+Jul 11 16:11:52:213 [139681125603136] dut:  data  bulk_size=0
+Jul 11 16:11:52:213 [139681125603136] dut: nimSockaddr2Ip - found 10.238.40.143
+Jul 11 16:11:52:214 [139681125603136] dut: nimIP2Ether - new UDP socket fd=26
+Jul 11 16:11:52:214 [139681125603136] dut: nimVerifyLogin dut
+Jul 11 16:11:52:214 [139681125603136] dut: verify - [target] prid=dut cmd=dutpost_bulk ip=10.238.40.143 perm=2
+Jul 11 16:11:52:214 [139679491933952] dut: nimSession:0x174a1e0:25:10.238.40.143/37088:10.238.40.143/37088 - needs cross-thread locking
+Jul 11 16:11:52:214 [139679491933952] dut: SREPLY: status = 0(OK) ->10.238.40.143/37088
+Jul 11 16:11:52:214 [139679491933952] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:52:214 [139679491933952] dut:  data  bulk_size_max=10000
+Jul 11 16:11:52:225 [139681125603136] dut: RREQUEST: dutpost_bulk <-10.238.40.143/37088  h=390 d=72750
+Jul 11 16:11:52:226 [139681125603136] dut:  data  bulk_size=100 bulk_list=PPDS(72695) qsize=263
+Jul 11 16:11:52:229 [139679483541248] dut: SREPLY: status = 0(OK) ->10.238.40.143/37088
+Jul 11 16:11:52:229 [139679483541248] dut:  head  mtype=200 status=0 seq=1
+Jul 11 16:11:52:240 [139681125603136] dut: RREQUEST: dutpost_bulk <-10.238.40.143/37088  h=390 d=69890
+Jul 11 16:11:52:240 [139681125603136] dut:  data  bulk_size=100 bulk_list=PPDS(69835) qsize=164
+Jul 11 16:11:52:243 [139679491933952] dut: SREPLY: status = 0(OK) ->10.238.40.143/37088
+Jul 11 16:11:52:243 [139679491933952] dut:  head  mtype=200 status=0 seq=2
+Jul 11 16:11:52:243 [139679491933952] dut:  data  bulk_size_max=10000
+Jul 11 16:11:52:254 [139681125603136] dut: RREQUEST: dutpost_bulk <-10.238.40.143/37088  h=390 d=44615
+Jul 11 16:11:52:254 [139681125603136] dut:  data  bulk_size=64 bulk_list=PPDS(44561) qsize=64
+Jul 11 16:11:52:256 [139679483541248] dut: SREPLY: status = 0(OK) ->10.238.40.143/37088
+Jul 11 16:11:52:256 [139679483541248] dut:  head  mtype=200 status=0 seq=3
+Jul 11 16:11:52:504 [139680305600256] dut: cfgReader file open: dut.cfg
+Jul 11 16:11:52:504 [139680305600256] dut: cfgReader file close: dut.cfg
+Jul 11 16:11:52:504 [139680305600256] dut: cfgReader file open: dut.cfg
+Jul 11 16:11:52:505 [139680305600256] dut: cfgReader file close: dut.cfg
+Jul 11 16:11:52:505 [139680305600256] dut: cfgReader file open: dut.cfg
+Jul 11 16:11:52:505 [139680305600256] dut: cfgReader file close: dut.cfg
+Jul 11 16:11:52:506 [139680297207552] dut: topology - main thread - worker thread pool started
+Jul 11 16:11:52:721 [139681004775168] dut: RREQUEST: dutup <-10.238.42.217/39140  h=315 d=379
+Jul 11 16:11:52:721 [139681004775168] dut:  head  mtype=100 cmd=dutup seq=0 ts=1499811114 frm=0.0.0.0/39140 tout=0 addr= sid=jU+GzsjC7tvUL8vyUhRLHAADMTQ5OTgxMTcxNAFHcmFlbWVQcmltYXJ5X2h1YgEx
+Jul 11 16:11:52:721 [139681004775168] dut: dutup source: Primary_dut
+Jul 11 16:11:52:721 [139681004775168] dut: MUTEX_LOCK?   hash(dutinfo_update)
+Jul 11 16:11:52:721 [139681004775168] dut: MUTEX_LOCK    hash(dutinfo_update)
+Jul 11 16:11:52:721 [139681004775168] dut: dutinfo_update - found dutinfo for /Primary_dom/Primary_dut
+Jul 11 16:11:52:721 [139681004775168] dut: dutinfo_update - topology - origin was found in update - addr=/Primary_dom/Primary_dut/Primary/dut, from 10.238.42.217/39140
+Jul 11 16:11:52:721 [139681004775168] dut: dutinfo_update - Primary_dom/Primary_dut from=10.238.42.217/39140 CHANGED proximity=0 status=0 secver=22
+Jul 11 16:11:52:721 [139681004775168] dut: ch_dutlist /Primary_dom/Primary_dut/Primary/dut
+Jul 11 16:11:52:721 [139681004775168] dut: MUTEX_UNLOCK? hash(dutinfo_update)
+Jul 11 16:11:52:721 [139681004775168] dut: MUTEX_UNLOCK  hash(dutinfo_update)
+Jul 11 16:11:53:255 [139681125603136] dut: medium timeout
+Jul 11 16:11:53:490 [139681125603136] dut: Device State: OFF
+Jul 11 16:11:53:660 [139681125603136] dut: sockAccept: new socket fd=26
+Jul 11 16:11:53:660 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x174c6c0 fd=26 10.238.40.228/48002<-10.238.40.232/56084
+Jul 11 16:11:53:660 [139681125603136] dut: RREQUEST: nametoip <-10.238.40.232/56084  h=321 d=83
+Jul 11 16:11:53:660 [139681125603136] dut:  head  mtype=100 cmd=nametoip seq=0 ts=1499811114 frm=10.238.40.232/56084 tout=10 addr= sid=FueJqQ3SMYAMEY38NQeKZgADMTQ5OTgxMTcwNAFheGEtdWltdW1wMS1kZXZfaHVi
+Jul 11 16:11:53:660 [139681125603136] dut: MUTEX_LOCK?   hash(inametoip)
+Jul 11 16:11:53:660 [139681125603136] dut: MUTEX_LOCK    hash(inametoip)
+Jul 11 16:11:53:660 [139681125603136] dut: MUTEX_UNLOCK? hash(inametoip)
+Jul 11 16:11:53:660 [139681125603136] dut: MUTEX_UNLOCK  hash(inametoip)
+Jul 11 16:11:53:660 [139681125603136] dut: SREPLY: status = 4(not found) ->10.238.40.232/56084
+Jul 11 16:11:53:660 [139681125603136] dut:  head  mtype=200 status=4 seq=0
+Jul 11 16:11:53:660 [139681125603136] dut: RREQUEST: _close <-10.238.40.232/56084  h=319 d=0
+Jul 11 16:11:53:660 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811114 frm=10.238.40.232/56084 tout=10 addr= sid=FueJqQ3SMYAMEY38NQeKZgADMTQ5OTgxMTcwNAFheGEtdWltdW1wMS1kZXZfaHVi
+Jul 11 16:11:53:660 [139681125603136] dut: sockClose:0x174c6c0:10.238.40.228/48002
+Jul 11 16:11:53:723 [139681125603136] dut: sockAccept: new socket fd=26
+Jul 11 16:11:53:723 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x17503d0 fd=26 10.238.40.228/48002<-10.238.40.228/37222
+Jul 11 16:11:53:723 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37222
+Jul 11 16:11:53:723 [139681125603136] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:53:723 [139681125603136] dut: RREQUEST: _close <-10.238.40.228/37222  h=108 d=0
+Jul 11 16:11:53:723 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811113 frm=10.238.40.228/37222 tout=15 addr=
+Jul 11 16:11:53:723 [139681125603136] dut: sockClose:0x17503d0:10.238.40.228/48002
+Jul 11 16:11:53:724 [139681125603136] dut: sockAccept: new socket fd=26
+Jul 11 16:11:53:724 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x17528b0 fd=26 10.238.40.228/48002<-10.238.40.228/37224
+Jul 11 16:11:53:724 [139681125603136] dut: RREQUEST: login <-10.238.40.228/37224  h=108 d=250
+Jul 11 16:11:53:724 [139681125603136] dut:  head  mtype=100 cmd=login seq=0 ts=1499811113 frm=10.238.40.228/37224 tout=180 addr=
+Jul 11 16:11:53:724 [139681125603136] dut:  data  ip=10.238.40.228 ether=10.238.40.228 logindta=[crdta=HEX(160):9428a3edf4dcde9c49c2cb5e33258d66 crlen=151]
+Jul 11 16:11:53:724 [139681125603136] dut: login from ctrl 10.238.40.228/37224
+Jul 11 16:11:53:724 [139681125603136] dut: login - probe=controller permissions=read ip=10.238.40.228
+Jul 11 16:11:53:724 [139681125603136] dut: Login: succeeded for controller, ip = 10.238.40.228
+Jul 11 16:11:53:724 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37224
+Jul 11 16:11:53:724 [139681125603136] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:53:724 [139681125603136] dut:  data  sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:725 [139681125603136] dut: RREQUEST: _close <-10.238.40.228/37224  h=109 d=0
+Jul 11 16:11:53:725 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811113 frm=10.238.40.228/37224 tout=180 addr=
+Jul 11 16:11:53:725 [139681125603136] dut: sockClose:0x17528b0:10.238.40.228/48002
+Jul 11 16:11:53:725 [139681125603136] dut: sockAccept: new socket fd=26
+Jul 11 16:11:53:725 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x1754d90 fd=26 10.238.40.228/48002<-10.238.40.228/37226
+Jul 11 16:11:53:725 [139681125603136] dut: RREQUEST: _status <-10.238.40.228/37226  h=360 d=0
+Jul 11 16:11:53:725 [139681125603136] dut:  head  mtype=100 cmd=_status seq=0 ts=1499811113 frm=10.238.40.228/37226 tout=15 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:725 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37226
+Jul 11 16:11:53:725 [139681125603136] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:53:725 [139681125603136] dut:  data  name=dut company=CA version=7.92saas1 [Build 7.92saas1.1, Jul 11 2017] started=1499811111 restarted=0 connections=5 messages=1 libversion=6.01 (64bit) libdate=Jul 11 2017 ssl_mode=0 ssl_cipher=DEFAULT ssl_version=OpenSSL 1.0.2i  22 Sep 2016
+Jul 11 16:11:53:726 [139681125603136] dut: RREQUEST: _close <-10.238.40.228/37226  h=359 d=0
+Jul 11 16:11:53:726 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811113 frm=10.238.40.228/37226 tout=15 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:726 [139681125603136] dut: sockClose:0x1754d90:10.238.40.228/48002
+Jul 11 16:11:53:726 [139681125603136] dut: sockAccept: new socket fd=26
+Jul 11 16:11:53:726 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x1757270 fd=26 10.238.40.228/48002<-10.238.40.228/37228
+Jul 11 16:11:53:748 [139681125603136] dut: RREQUEST: probelist <-10.238.40.228/37228  h=362 d=18749
+Jul 11 16:11:53:748 [139681125603136] dut:  head  mtype=100 cmd=probelist seq=0 ts=1499811113 frm=10.238.40.228/37228 tout=0 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:748 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37228
+Jul 11 16:11:53:748 [139681125603136] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:53:924 [139681125603136] dut: sockAccept: new socket fd=27
+Jul 11 16:11:53:924 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x1759750 fd=27 10.238.40.228/48002<-10.238.40.228/37236
+Jul 11 16:11:53:924 [139681125603136] dut: RREQUEST: verify_login <-10.238.40.228/37236  h=367 d=145
+Jul 11 16:11:53:924 [139681125603136] dut:  head  mtype=100 cmd=verify_login seq=0 ts=1499811113 frm=10.238.40.228/37236 tout=180 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:924 [139681125603136] dut:  data  time=1499811113 cmd=port_list prid=controller access=1 ip=10.238.40.228 ether=0:50:56:9d:7d:16 ident=118729019
+Jul 11 16:11:53:924 [139681125603136] dut: verify_login from ctrl 10.238.40.228/37236
+Jul 11 16:11:53:924 [139681125603136] dut: verify - [target] prid=controller cmd=port_list ip=10.238.40.228 perm=1
+Jul 11 16:11:53:924 [139681125603136] dut: SREPLY: status = 6(permission denied) ->10.238.40.228/37236
+Jul 11 16:11:53:924 [139681125603136] dut:  head  mtype=200 status=6 seq=0
+Jul 11 16:11:53:924 [139681125603136] dut:  data  time=1499811113 access=1 ident=118729019
+Jul 11 16:11:53:925 [139681125603136] dut: RREQUEST: _close <-10.238.40.228/37236  h=360 d=0
+Jul 11 16:11:53:925 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811113 frm=10.238.40.228/37236 tout=180 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:925 [139681125603136] dut: sockClose:0x1759750:10.238.40.228/48002
+Jul 11 16:11:53:925 [139681125603136] dut: RREQUEST: login <-10.238.40.228/37228  h=357 d=253
+Jul 11 16:11:53:925 [139681125603136] dut:  head  mtype=100 cmd=login seq=1 ts=1499811113 frm=10.238.40.228/37228 tout=0 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:925 [139681125603136] dut:  data  logindta=[crdta=HEX(160):9428a3edf4dcde9c49c2cb5e33258d66 crlen=150] ip=10.238.40.228 ether=0:50:56:9d:7d:16
+Jul 11 16:11:53:925 [139681125603136] dut: login from ctrl 10.238.40.228/37228
+Jul 11 16:11:53:925 [139681125603136] dut: login - probe=distsrv permissions=admin ip=10.238.40.228
+Jul 11 16:11:53:925 [139681125603136] dut: Login: succeeded for distsrv, ip = 10.238.40.228
+Jul 11 16:11:53:925 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37228
+Jul 11 16:11:53:925 [139681125603136] dut:  head  mtype=200 status=0 seq=1
+Jul 11 16:11:53:925 [139681125603136] dut:  data  sid=LArfduc52PJX4HJXNM+tSQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:925 [139681125603136] dut: sockAccept: new socket fd=27
+Jul 11 16:11:53:925 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x1762710 fd=27 10.238.40.228/48002<-10.238.40.228/37240
+Jul 11 16:11:53:925 [139681125603136] dut: RREQUEST: verify_login <-10.238.40.228/37240  h=367 d=396
+Jul 11 16:11:53:925 [139681125603136] dut:  head  mtype=100 cmd=verify_login seq=0 ts=1499811113 frm=10.238.40.228/37240 tout=180 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:925 [139681125603136] dut:  data  time=1499811113 cmd=port_list prid=controller access=1 ip=10.238.40.228 ether=0:50:56:9d:7d:16 ident=118729019 sid=LArfduc52PJX4HJXNM+tSQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:925 [139681125603136] dut: verify_login from ctrl 10.238.40.228/37240
+Jul 11 16:11:53:925 [139681125603136] dut: verify - [target] prid=controller cmd=port_list ip=10.238.40.228 perm=1
+Jul 11 16:11:53:925 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37240
+Jul 11 16:11:53:925 [139681125603136] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:53:925 [139681125603136] dut:  data  time=1499811113 access=1 ident=118729019
+Jul 11 16:11:53:926 [139681125603136] dut: RREQUEST: _close <-10.238.40.228/37240  h=360 d=0
+Jul 11 16:11:53:926 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811113 frm=10.238.40.228/37240 tout=180 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:53:926 [139681125603136] dut: sockClose:0x1762710:10.238.40.228/48002
+Jul 11 16:11:54:661 [139681125603136] dut: sockAccept: new socket fd=27
+Jul 11 16:11:54:661 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x1764bf0 fd=27 10.238.40.228/48002<-10.238.40.232/56088
+Jul 11 16:11:54:661 [139681125603136] dut: RREQUEST: nametoip <-10.238.40.232/56088  h=321 d=83
+Jul 11 16:11:54:661 [139681125603136] dut:  head  mtype=100 cmd=nametoip seq=0 ts=1499811115 frm=10.238.40.232/56088 tout=10 addr= sid=FueJqQ3SMYAMEY38NQeKZgADMTQ5OTgxMTcwNAFheGEtdWltdW1wMS1kZXZfaHVi
+Jul 11 16:11:53:490 [139681125603136] dut: Device State: ON
+Jul 11 16:11:54:661 [139681125603136] dut: MUTEX_LOCK?   hash(inametoip)
+Jul 11 16:11:54:661 [139681125603136] dut: MUTEX_LOCK    hash(inametoip)
+Jul 11 16:11:54:661 [139681125603136] dut: MUTEX_UNLOCK? hash(inametoip)
+Jul 11 16:11:54:661 [139681125603136] dut: MUTEX_UNLOCK  hash(inametoip)
+Jul 11 16:11:54:661 [139681125603136] dut: SREPLY: status = 4(not found) ->10.238.40.232/56088
+Jul 11 16:11:54:661 [139681125603136] dut:  head  mtype=200 status=4 seq=0
+Jul 11 16:11:54:661 [139681125603136] dut: Device State: ERR
+Jul 11 16:11:54:662 [139681125603136] dut: RREQUEST: _close <-10.238.40.232/56088  h=319 d=0
+Jul 11 16:11:54:662 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811115 frm=10.238.40.232/56088 tout=10 addr= sid=FueJqQ3SMYAMEY38NQeKZgADMTQ5OTgxMTcwNAFheGEtdWltdW1wMS1kZXZfaHVi
+Jul 11 16:11:54:662 [139681125603136] dut: sockClose:0x1764bf0:10.238.40.228/48002
+Jul 11 16:11:55:733 [139681004775168] dut: RREQUEST: dutup <-10.238.40.49/57468  h=291 d=330
+Jul 11 16:11:55:733 [139681004775168] dut:  head  mtype=100 cmd=dutup seq=0 ts=1499811117 frm=0.0.0.0/57468 tout=0 addr= sid=9GfWh1+qhQNZeoajtpQ8HgADMTQ5OTgxMTcxNwF0ZXN0Y2VudDcBMAExMC4yMzgu
+Jul 11 16:11:55:733 [139681004775168] dut: dutup source: testcent7
+Jul 11 16:11:55:733 [139681004775168] dut: MUTEX_LOCK?   hash(dutinfo_update)
+Jul 11 16:11:55:733 [139681004775168] dut: MUTEX_LOCK    hash(dutinfo_update)
+Jul 11 16:11:55:733 [139681004775168] dut: dutinfo_update - found dutinfo for /dom/testcent7
+Jul 11 16:11:55:733 [139681004775168] dut: dutinfo_update - topology - origin was found in update - addr=/dom/testcent7/testcent7/dut, from 10.238.40.49/57468
+Jul 11 16:11:55:733 [139681004775168] dut: dutinfo_update - dom/testcent7 from=10.238.40.49/57468 CHANGED proximity=0 status=0 secver=172
+Jul 11 16:11:55:733 [139681004775168] dut: ch_dutlist /dom/testcent7/testcent7/dut
+Jul 11 16:11:55:733 [139681004775168] dut: MUTEX_UNLOCK? hash(dutinfo_update)
+Jul 11 16:11:55:733 [139681004775168] dut: MUTEX_UNLOCK  hash(dutinfo_update)
+Jul 11 16:11:56:067 [139681125603136] dut:  data  logindta=[crdta=HEX(144):9428a3edf4dcde9c49c2cb5e33258d66 crlen=135] ip=10.238.40.228 ether=0:50:56:9d:7d:16
+Jul 11 16:11:56:067 [139681125603136] dut: login from ctrl 10.238.40.228/37228
+Jul 11 16:11:56:067 [139681125603136] dut: login - probe=automated_deployment_engine permissions=admin ip=10.238.40.228
+Jul 11 16:11:56:067 [139681125603136] dut: Login: succeeded for automated_deployment_engine, ip = 10.238.40.228
+Jul 11 16:11:56:067 [139681125603136] dut: Device State: ERR
+Jul 11 16:11:56:067 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37228
+Jul 11 16:11:56:067 [139681125603136] dut:  head  mtype=200 status=0 seq=2
+Jul 11 16:11:56:067 [139681125603136] dut:  data  sid=6HLrdYRrql15M84HvmtEEgADMTQ5OTgzMjcxNgFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:56:071 [139681125603136] dut: sockAccept: new socket fd=27
+Jul 11 16:11:56:071 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x17670d0 fd=27 10.238.40.228/48002<-10.238.40.228/37268
+Jul 11 16:11:56:071 [139681125603136] dut: RREQUEST: subscribe <-10.238.40.228/37268  h=178 d=83
+Jul 11 16:11:56:071 [139681125603136] dut:  data  subject=AutomatedDeployment id=NimListenHandler heartbeat_interval=2
+Jul 11 16:11:56:071 [139681125603136] dut: Subscribe request received from 10.238.40.228/37268
+Jul 11 16:11:56:512 [139679475148544] dut: Processing new subscribe request from '10.238.40.228/37268'
+Jul 11 16:11:56:512 [139679475148544] dut: ciOpen - cache path: /opt/nimsoft/niscache
+Jul 11 16:11:56:512 [139679475148544] dut: ciOpen - initializing global CI cache
+Jul 11 16:11:56:512 [139679475148544] dut: ciSaveMetric - saving MET [MC84D2BF98A3E711E125B9024C45F3B02] 10.1:10
+Jul 11 16:11:56:512 [139679475148544] dut: internal alarm - Number of subscribers is below the threshold., 0, subs
+Jul 11 16:11:56:512 [139679475148544] dut: ciClose - [C6346694FACBF1CB4ADEEA28D21E4BFAB]
+Jul 11 16:11:56:512 [139679475148544] dut: add_subscriber id=NimListenHandler sub=0x7f09c8001200
+Jul 11 16:11:56:512 [139679475148544] dut: subscription request header: Size=178
+Jul 11 16:11:56:512 [139679475148544] dut: frm             PDS_PCH          20 10.238.40.228/37268
+Jul 11 16:11:56:512 [139679475148544] dut: mtype           PDS_PCH           4 100
+Jul 11 16:11:56:512 [139679475148544] dut: charset         PDS_PCH           6 UTF-8
+Jul 11 16:11:56:512 [139679475148544] dut: cmd             PDS_PCH          10 subscribe
+Jul 11 16:11:56:512 [139679475148544] dut: seq             PDS_I             2 0
+Jul 11 16:11:56:512 [139679475148544] dut: ts              PDS_I            11 1499811116
+Jul 11 16:11:56:512 [139679475148544] dut: subscription request data  : Size=83
+Jul 11 16:11:56:512 [139679475148544] dut: subject         PDS_PCH          20 AutomatedDeployment
+Jul 11 16:11:56:512 [139679475148544] dut: id              PDS_PCH          17 NimListenHandler
+Jul 11 16:11:56:512 [139679475148544] dut: heartbeat_interval PDS_I             2 2
+Jul 11 16:11:56:512 [139679475148544] dut: Add subscriber to temporary queue 'AutomatedDeployment' (requested by '10.238.40.228/37268')
+Jul 11 16:11:56:512 [139679475148544] dut: newRoute name=t_0 pr=0x7f09c8001830
+Jul 11 16:11:56:512 [139679475148544] dut: TMP route 't_0' created for subject 'AutomatedDeployment'
+Jul 11 16:11:56:512 [139679475148544] dut: subscriber did not request a reply_timeout, using default of 60
+Jul 11 16:11:56:512 [139680565675776] dut: Queue management thread for 't_0' started
+Jul 11 16:11:56:512 [139680565675776] dut: Queue 't_0' will start reading at file sequence no. 0
+Jul 11 16:11:56:512 [139680565675776] dut: Queue 't_0' will start writing at file sequence no. 0
+Jul 11 16:11:56:512 [139680565675776] dut: Queue 't_0' opened file '0.sds' for writing
+Jul 11 16:11:56:512 [139680565675776] dut: Queue 't_0'  now reading from file  '0.sds' (contains 0 msgs, starting @ pos 0)
+Jul 11 16:11:56:512 [139679475148544] dut: nimSession:0x17670d0:27:10.238.40.228/37268:10.238.40.228/37268 - needs cross-thread locking
+Jul 11 16:11:56:513 [139679475148544] dut: SREPLY: status = 0(OK) ->10.238.40.228/37268
+Jul 11 16:11:56:513 [139679475148544] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:56:513 [139679475148544] dut:  data  heartbeat_interval=2 reply_timeout=60
+Jul 11 16:11:56:513 [139679475148544] dut: Subscriber 'NimListenHandler' at '10.238.40.228/37268' attached to queue 't_0' (subject:AutomatedDeployment requested bulk:0, granted bulk:0, minimum bulk:0, wait:0, heartbeat: 2, reply timeout: 60), time used: 0 ms
+Jul 11 16:11:56:513 [139679475148544] dut: Subscriber 'NimListenHandler' attached to queue 't_0' sub=0x7f09c8001200 pr=0x7f09c8001830 nims=0x17670d0 sfd=27
+Jul 11 16:11:56:514 [139679517112064] dut: Queue sender thread for 't_0' started
+Jul 11 16:11:56:514 [139679517112064] dut: SREQUEST: heartbeat ->10.238.40.228/37268
+Jul 11 16:11:56:514 [139679517112064] dut:  head  mtype=100 cmd=heartbeat seq=0 ts=1499811116 frm=10.238.40.228/48002 tout=10 addr= sid=lpW5VPKZ/DKdf80dKgf9jAADMTQ5OTgxMTE3MQFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:56:515 [139679517112064] dut: RREPLY: status=OK(0) <-10.238.40.228/37268  h=55 d=0
+Jul 11 16:11:56:515 [139679517112064] dut:  head  mtype=200 charset=UTF-8 seq=0 status=0
+Jul 11 16:11:56:515 [139679517112064] dut: Sent heartbeat on queue route 't_0'
+Jul 11 16:11:57:291 [139681125603136] dut: RREQUEST: login <-10.238.40.228/37228  h=357 d=187
+Jul 11 16:11:57:291 [139681125603136] dut:  head  mtype=100 cmd=login seq=3 ts=1499811117 frm=10.238.40.228/37228 tout=0 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:57:291 [139681125603136] dut:  data  logindta=[crdta=HEX(96):9428a3edf4dcde9c49c2cb5e33258d66 crlen=87] ip=10.238.40.228 ether=0:50:56:9d:7d:16
+Jul 11 16:11:57:291 [139681125603136] dut: login from ctrl 10.238.40.228/37228
+Jul 11 16:11:57:291 [139681125603136] dut: login - probe=mpse permissions=admin ip=10.238.40.228
+Jul 11 16:11:57:291 [139681125603136] dut: Login: succeeded for mpse, ip = 10.238.40.228
+Jul 11 16:11:57:291 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37228
+Jul 11 16:11:57:291 [139681125603136] dut:  head  mtype=200 status=0 seq=3
+Jul 11 16:11:57:291 [139681125603136] dut:  data  sid=5EvERBzKD/WAIQ2kdtmGOAADMTQ5OTgzMjcxNwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:57:303 [139681125603136] dut: sockAccept: new socket fd=30
+Jul 11 16:11:57:303 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x17695b0 fd=30 10.238.40.228/48002<-10.238.40.228/37290
+Jul 11 16:11:57:305 [139681125603136] dut: RREQUEST: license_info <-10.238.40.228/37290  h=364 d=0
+Jul 11 16:11:57:305 [139681125603136] dut: nimSockaddr2Ip - found 10.238.40.228
+Jul 11 16:11:57:305 [139681125603136] dut: nimIP2Ether - new UDP socket fd=31
+Jul 11 16:11:57:305 [139681125603136] dut: nimVerifyLogin dut
+Jul 11 16:11:57:305 [139681125603136] dut: verify - [target] prid=dut cmd=license_info ip=10.238.40.228 perm=1
+Jul 11 16:11:57:305 [139681125603136] dut: license_info - from 10.238.40.228/37290
+Jul 11 16:11:57:305 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37290
+Jul 11 16:11:57:305 [139681125603136] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:57:305 [139681125603136] dut: Device State: OFF
+Jul 11 16:11:57:305 [139681125603136] dut: RREQUEST: _close <-10.238.40.228/37290  h=357 d=0
+Jul 11 16:11:57:305 [139681125603136] dut: sockClose:0x17695b0:10.238.40.228/48002
+Jul 11 16:11:57:349 [139681125603136] dut: sockAccept: new socket fd=30
+Jul 11 16:11:57:349 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x176ba90 fd=30 10.238.40.228/48002<-10.238.40.228/37306
+Jul 11 16:11:57:349 [139681125603136] dut: RREQUEST: verify_login <-10.238.40.228/37306  h=367 d=318
+Jul 11 16:11:57:349 [139681125603136] dut:  head  mtype=100 cmd=verify_login seq=0 ts=1499811117 frm=10.238.40.228/37306 tout=180 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:57:349 [139681125603136] dut:  data  time=1499811117 cmd=probe_list prid=controller access=1 ip=10.238.40.228 ether=0:50:56:9d:7d:16 ident=2122925495 sid=5EvERBzKD/WAIQ2kdtmGOAADMTQ5OTgzMjcxNwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:57:349 [139681125603136] dut: verify_login from ctrl 10.238.40.228/37306
+Jul 11 16:11:57:349 [139681125603136] dut: verify - [target] prid=controller cmd=probe_list ip=10.238.40.228 perm=1
+Jul 11 16:11:57:349 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37306
+Jul 11 16:11:57:349 [139681125603136] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:57:349 [139681125603136] dut:  data  time=1499811117 access=1 ident=2122925495
+Jul 11 16:11:57:350 [139681125603136] dut: RREQUEST: _close <-10.238.40.228/37306  h=360 d=0
+Jul 11 16:11:57:350 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811117 frm=10.238.40.228/37306 tout=180 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:57:350 [139681125603136] dut: sockClose:0x176ba90:10.238.40.228/48002
+Jul 11 16:11:58:327 [139679517112064] dut: SREQUEST: heartbeat ->10.238.40.228/37268
+Jul 11 16:11:58:327 [139679517112064] dut:  head  mtype=100 cmd=heartbeat seq=1 ts=1499811118 frm=10.238.40.228/48002 tout=10 addr= sid=lpW5VPKZ/DKdf80dKgf9jAADMTQ5OTgxMTE3MQFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:58:328 [139679517112064] dut: RREPLY: status=OK(0) <-10.238.40.228/37268  h=55 d=0
+Jul 11 16:11:58:328 [139679517112064] dut:  head  mtype=200 charset=UTF-8 seq=1 status=0
+Jul 11 16:11:58:328 [139679517112064] dut: Sent heartbeat on queue route 't_0'
+Jul 11 16:11:58:710 [139681125603136] dut: sockAccept: new socket fd=30
+Jul 11 16:11:58:710 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x174c6c0 fd=30 10.238.40.228/48002<-172.17.60.11/49248
+Jul 11 16:11:58:710 [139681125603136] dut: RREQUEST: subscribe <-172.17.60.11/49248  h=171 d=81
+Jul 11 16:11:58:710 [139681125603136] dut:  data  subject=_$dutALL,alarm_stats id=Infrastructure Manager [administrator]
+Jul 11 16:11:58:710 [139681125603136] dut: Device State: ON
+Jul 11 16:11:58:710 [139681125603136] dut: Subscribe request received from 172.17.60.11/49248
+Jul 11 16:11:58:962 [139681125603136] dut: sockAccept: new socket fd=31
+Jul 11 16:11:58:962 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x1759750 fd=31 10.238.40.228/48002<-10.238.40.228/37400
+Jul 11 16:11:58:962 [139681125603136] dut: RREQUEST: verify_login <-10.238.40.228/37400  h=367 d=147
+Jul 11 16:11:58:962 [139681125603136] dut:  head  mtype=100 cmd=verify_login seq=0 ts=1499811118 frm=10.238.40.228/37400 tout=180 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:58:962 [139681125603136] dut:  data  time=1499811118 cmd=probe_list prid=controller access=1 ip=10.238.40.228 ether=0:50:56:9d:7d:16 ident=1824950816
+Jul 11 16:11:58:962 [139681125603136] dut: verify_login from ctrl 10.238.40.228/37400
+Jul 11 16:11:58:962 [139681125603136] dut: verify - [target] prid=controller cmd=probe_list ip=10.238.40.228 perm=1
+Jul 11 16:11:58:962 [139681125603136] dut: SREPLY: status = 6(permission denied) ->10.238.40.228/37400
+Jul 11 16:11:58:962 [139681125603136] dut:  head  mtype=200 status=6 seq=0
+Jul 11 16:11:58:962 [139681125603136] dut:  data  time=1499811118 access=1 ident=1824950816
+Jul 11 16:11:58:962 [139681125603136] dut: RREQUEST: _close <-10.238.40.228/37400  h=360 d=0
+Jul 11 16:11:58:962 [139681125603136] dut:  head  mtype=100 cmd=_close seq=1 ts=1499811118 frm=10.238.40.228/37400 tout=180 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:58:962 [139681125603136] dut: sockClose:0x1759750:10.238.40.228/48002
+Jul 11 16:11:59:015 [139681125603136] dut: RREQUEST: login <-10.238.40.228/37228  h=357 d=187
+Jul 11 16:11:59:015 [139681125603136] dut:  head  mtype=100 cmd=login seq=4 ts=1499811119 frm=10.238.40.228/37228 tout=0 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:59:015 [139681125603136] dut:  data  logindta=[crdta=HEX(96):9428a3edf4dcde9c49c2cb5e33258d66 crlen=85] ip=10.238.40.228 ether=0:50:56:9d:7d:16
+Jul 11 16:11:59:015 [139681125603136] dut: login from ctrl 10.238.40.228/37228
+Jul 11 16:11:59:015 [139681125603136] dut: login - probe=ppm permissions=admin ip=10.238.40.228
+Jul 11 16:11:59:015 [139681125603136] dut: Login: succeeded for ppm, ip = 10.238.40.228
+Jul 11 16:11:59:015 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37228
+Jul 11 16:11:59:015 [139681125603136] dut:  head  mtype=200 status=0 seq=4
+Jul 11 16:11:59:015 [139681125603136] dut:  data  sid=kgFRn+RGLMX7RDgFkOaQ6gADMTQ5OTgzMjcxOQFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:59:048 [139681125603136] dut: RREQUEST: login <-10.238.40.228/37228  h=357 d=205
+Jul 11 16:11:59:048 [139681125603136] dut:  head  mtype=100 cmd=login seq=5 ts=1499811119 frm=10.238.40.228/37228 tout=0 addr= sid=zYyeCp56Cg4og2P41oP7yQADMTQ5OTgzMjcxMwFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:59:048 [139681125603136] dut:  data  logindta=[crdta=HEX(112):9428a3edf4dcde9c49c2cb5e33258d66 crlen=111] ip=10.238.40.228 ether=0:50:56:9d:7d:16
+Jul 11 16:11:59:048 [139681125603136] dut: login from ctrl 10.238.40.228/37228
+Jul 11 16:11:59:048 [139681125603136] dut: login - probe=baseline_engine permissions=admin ip=10.238.40.228
+Jul 11 16:11:59:048 [139681125603136] dut: Login: succeeded for baseline_engine, ip = 10.238.40.228
+Jul 11 16:11:59:048 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37228
+Jul 11 16:11:59:048 [139681125603136] dut:  head  mtype=200 status=0 seq=5
+Jul 11 16:11:59:048 [139681125603136] dut:  data  sid=zW2CLPVTY5Vh1N4qgjwZZwADMTQ5OTgzMjcxOQFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:59:083 [139681125603136] dut: sockAccept: new socket fd=31
+Jul 11 16:11:59:083 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x1762710 fd=31 10.238.40.228/48002<-10.238.40.228/37434
+Jul 11 16:11:59:083 [139681125603136] dut: RREQUEST: queue_delete <-10.238.40.228/37434  h=368 d=62
+Jul 11 16:11:59:083 [139681125603136] dut: nimSockaddr2Ip - found 10.238.40.228
+Jul 11 16:11:59:083 [139681125603136] dut: nimIP2Ether - new UDP socket fd=32
+Jul 11 16:11:59:083 [139681125603136] dut: nimVerifyLogin dut
+Jul 11 16:11:59:083 [139681125603136] dut: verify - [target] prid=dut cmd=queue_delete ip=10.238.40.228 perm=3
+Jul 11 16:11:59:083 [139681125603136] dut: Delete queue request received from 10.238.40.228/37434
+Jul 11 16:11:59:100 [139681125603136] dut: sockAccept: new socket fd=32
+Jul 11 16:11:59:100 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x1764bf0 fd=32 10.238.40.228/48002<-10.238.40.228/37438
+Jul 11 16:11:59:100 [139681125603136] dut: RREQUEST: queue_list <-10.238.40.228/37438  h=366 d=0
+Jul 11 16:11:59:100 [139681125603136] dut: nimSockaddr2Ip - found 10.238.40.228
+Jul 11 16:11:59:100 [139681125603136] dut: nimIP2Ether - new UDP socket fd=33
+Jul 11 16:11:59:100 [139681125603136] dut: nimVerifyLogin dut
+Jul 11 16:11:59:100 [139681125603136] dut: verify - [target] prid=dut cmd=queue_list ip=10.238.40.228 perm=1
+Jul 11 16:11:59:100 [139681125603136] dut: cfgReader file open: dut.cfg
+Jul 11 16:11:59:100 [139681125603136] dut: cfgReader file close: dut.cfg
+Jul 11 16:11:59:101 [139681125603136] dut: SREPLY: status = 0(OK) ->10.238.40.228/37438
+Jul 11 16:11:59:101 [139681125603136] dut:  head  mtype=200 status=0 seq=0
+Jul 11 16:11:59:101 [139681125603136] dut:  data  __file=dut.cfg sections=PPDS(2926)
+Jul 11 16:11:59:101 [139681125603136] dut: RREQUEST: _close <-10.238.40.228/37438  h=361 d=0
+Jul 11 16:11:59:101 [139681125603136] dut: sockClose:0x1764bf0:10.238.40.228/48002
+Jul 11 16:11:59:102 [139681125603136] dut: sockAccept: new socket fd=32
+Jul 11 16:11:59:102 [139681125603136] dut: sockAccept: new session nims=0x17279e0 new=0x17503d0 fd=32 10.238.40.228/48002<-10.238.40.228/37440
+Jul 11 16:11:59:105 [139681125603136] dut: RREQUEST: subscribe <-10.238.40.228/37440  h=267 d=112
+Jul 11 16:11:59:105 [139681125603136] dut:  head  mtype=100 charset=UTF-8 cmd=subscribe seq=0 ts=1499811119 sid=zW2CLPVTY5Vh1N4qgjwZZwADMTQ5OTgzMjcxOQFheGEtdWltc2VydmVyMS1kZXZf
+Jul 11 16:11:59:105 [139681125603136] dut:  data  bulk_size=1000 attach=baseline_engine.BASELINE_CONFIG id=baseline_engine heartbeat_interval=5
+Jul 11 16:11:59:105 [139681125603136] dut: Subscribe request received from 10.238.40.228/37440
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python-sqlite-sqlalchemy/README.md

-# Python / Sqlite /SqlAlchemy article
+# Python / SQLite /SQLAlchemy article
 
-This repository contains the content and example code 
-for the python/sqlite/sqlaclchemy article I'm writing 
+This repository contains the content and example code
+for the Python / SQLite / SQLAlchemy article I'm writing
 for Real Python.
 
 This project was built using Python 3.8.0
 
+## Python Virtualenv
+
+I use the `pyenv` tool to install Python versions on my Mac. I find it a very useful tool, and the instructions that follow use it, and are based on having Python version 3.8.0 installed using the following command:
+
+```shell
+$ pyenv install 3.8.0
+```
+
 ## Installing The Project
 
-From the main folder take the following steps:
+From the main folder take the following steps (on a Mac):
 
 * Install a Python virtual environment for this project
+  * `pyenv local 3.8.0`
+  * `python -m venv .venv`
 * Activate the virtual environment
+  * `source .venv/bin/activate`
 * Install the project:
-
-```shell script
-python -m pip install -e .
-```
-    
\ No newline at end of file
+  * `python -m pip install -e .`

python-sqlite-sqlalchemy/project/build_data/README.md

 # Build Files Used By The Examples
 
 The code in this directory builds the various data files used
-by the example programs. There are three build programs:
+by the example programs. There is one build program:
+
+* build_author_book_publisher_sqlite.py
 
- * build_temp_data_csv.py
- * build_temp_data_sqlite.py
- * build_author_book_publisher_sqlite.py
- 
-## Build the Temperature CSV File
- 
- The build_temp_data_csv.py file builds a CSV data file
- (temp_data.csv) in the data directory
- containing temperature samples taken by students in a class.
- The top row contains the labels, the students name followed
- by a date value for each Wednesday of the week for a year.
- 
- It then creates data for each sample based on a table of 
- temperature data, +/- 10 to make the data look variable
- and reasonable.
- 
-## Build the Temperature Database File
- 
- The build_temp_data_sqlite.py file builds a Sqlite database
- from the previously created temp_data.csv file called 
- temp_data.db in the data directory. 
- 
 ## Build the Author / Book / Publisher Database File
- 
- The build_author_book_publisher_sqlite.py file builds
- a database from the data/author_book_publisher.csv file.
- This database contains the tables necessary to describe 
- the data and the relationships between the data necessary
- for the examples.
- 
+
+The build_author_book_publisher_sqlite.py file builds
+a database from the `data/author_book_publisher.csv` file.
+This database contains the rows of comma delimited text to describe
+the data and the relationships between the data necessary
+for the examples.
+
 ## Directory Structure
- 
- The directory structure is set up in such a way the
- build programs (as well as the examples) can find the
- data files needed for each one.
- 
+
+The directory structure is set up in such a way the
+build programs (as well as the examples) can find the
+data files needed for each one.
+
 ## Executing the Programs
- 
-  * Activate your Python virtualenv
-  * cd into the build/code directory
-  * python build_temp_data_csv.py - builds the csv data file
-  * python build_temp_data_sqlite.py - builds the temperature data from the csv file
-  * python build_author_book_publisher_sqlite.py - builds the author_book_publisher.db database file
+
+Follow these steps to build the `data/author_book_publisher.db` database file.
+
+* Activate your Python virtualenv
+* cd into the build/code directory
+* python build_author_book_publisher_sqlite.py - builds the author_book_publisher.db database file
   
   
   

python-sqlite-sqlalchemy/project/build_data/build_author_book_publisher_sqlite.py

@@ -5,7 +5,7 @@ author_book_publisher.csv file.
 
 import os
 import csv
-from pkg_resources import resource_filename
+from importlib import resources
 from sqlalchemy import create_engine
 from sqlalchemy.orm import sessionmaker
 from project.modules.models import Base
@@ -30,11 +30,13 @@ def populate_database(session, author_book_publisher_data):
 
         author = (
             session.query(Author)
-            .filter(Author.lname == row["lname"])
+            .filter(Author.last_name == row["last_name"])
             .one_or_none()
         )
         if author is None:
-            author = Author(fname=row["fname"], lname=row["lname"])
+            author = Author(
+                first_name=row["first_name"], last_name=row["last_name"]
+            )
             session.add(author)
 
         book = (
@@ -69,19 +71,19 @@ def main():
     print("starting")
 
     # get the author/book/publisher data into a dictionary structure
-    csv_filepath = resource_filename(
+    with resources.path(
         "project.data", "author_book_publisher.csv"
-    )
-    author_book_publisher_data = get_author_book_publisher_data(csv_filepath)
+    ) as csv_filepath:
+        data = get_author_book_publisher_data(csv_filepath)
+        author_book_publisher_data = data
 
     # get the filepath to the database file
-    sqlite_filepath = resource_filename(
+    with resources.path(
         "project.data", "author_book_publisher.db"
-    )
-
-    # does the database exist?
-    if os.path.exists(sqlite_filepath):
-        os.remove(sqlite_filepath)
+    ) as sqlite_filepath:
+        # does the database exist?
+        if os.path.exists(sqlite_filepath):
+            os.remove(sqlite_filepath)
 
     # create the database
     engine = create_engine(f"sqlite:///{sqlite_filepath}")

python-sqlite-sqlalchemy/project/build_data/build_temp_data_csv.py

-import csv
-import datetime
-from random import randint
-from pkg_resources import resource_filename
-
-
-start_date = datetime.datetime.strptime("2019-01-02", "%Y-%m-%d")
-
-students = [
-    "John",
-    "Mary",
-    "Susan",
-    "Doug",
-    "Andrew",
-    "George",
-    "Martha",
-    "Paul",
-    "Helen",
-]
-
-temperature_data = [
-    10,
-    12,
-    16,
-    23,
-    13,
-    12,
-    14,
-    22,
-    25,
-    28,
-    32,
-    33,
-    37,
-    36,
-    35,
-    40,
-    44,
-    45,
-    50,
-    52,
-    58,
-    60,
-    66,
-    70,
-    70,
-    72,
-    78,
-    80,
-    81,
-    82,
-    85,
-    88,
-    90,
-    87,
-    90,
-    85,
-    82,
-    81,
-    78,
-    75,
-    72,
-    72,
-    70,
-    63,
-    65,
-    62,
-    60,
-    45,
-    40,
-    37,
-    30,
-    28,
-]
-
-
-def offset_temp(temperature):
-    """
-    This function modifies the temperature +/- a random
-    amount up to 10
-    :param temperature:     temperature to modify
-    :return:                modified temperature
-    """
-    return temperature + randint(-10, 10)
-
-
-def main():
-    # create the CSV file
-    csv_filepath = resource_filename("project.data", "temp_data.csv")
-
-    with open(csv_filepath, "w") as data_fh:
-
-        # create the writer
-        csv_writer = csv.writer(data_fh)
-
-        # write the header
-        header = ["name"]
-        for week in range(0, 52):
-            current_date = start_date + datetime.timedelta(days=week * 7)
-            header.append(current_date.strftime("%Y-%m-%d"))
-        csv_writer.writerow(header)
-
-        # iterate through the students and write their data
-        for student in students:
-            data = [student]
-            # iterate through the weeks
-            for week in range(0, 52):
-                data.append(offset_temp(temperature_data[week]))
-
-            csv_writer.writerow(data)
-
-
-if __name__ == "__main__":
-    main()

python-sqlite-sqlalchemy/project/build_data/build_temp_data_sqlite.py

-"""
-This program gathers information from the temp_data.db file about temperature
-"""
-
-import os
-import csv
-from pkg_resources import resource_filename
-from datetime import datetime
-from sqlalchemy import create_engine
-from sqlalchemy import Column, Integer, String, Date, Float
-from sqlalchemy.orm import sessionmaker
-from sqlalchemy.ext.declarative import declarative_base
-
-
-Base = declarative_base()
-
-
-class TemperatureData(Base):
-    __tablename__ = "temperature_data"
-    temperature_data_id = Column(Integer, primary_key=True)
-    name = Column(String, nullable=False)
-    date = Column(Date, nullable=False)
-    value = Column(Float, nullable=False)
-
-
-def get_temperature_data(filepath):
-    """
-    This function gets the temperature data from the csv file
-    """
-    with open(filepath) as csvfile:
-        csv_reader = csv.DictReader(csvfile)
-        data = {row["name"]: row for row in csv_reader}
-        for value in data.values():
-            value.pop("name")
-        return data
-
-
-def populate_database(session, temperature_data):
-    # insert the data
-    for student, data in temperature_data.items():
-        for date, value in data.items():
-            temp_data = TemperatureData(
-                name=student,
-                date=datetime.strptime(date, "%Y-%m-%d").date(),
-                value=value,
-            )
-            session.add(temp_data)
-        session.commit()
-    session.close()
-
-
-def main():
-    print("starting")
-
-    # get the temperature data into a dictionary structure
-    csv_filepath = resource_filename("project.data", "temp_data.csv")
-    temperature_data = get_temperature_data(csv_filepath)
-
-    # get the filepath to the database file
-    sqlite_filepath = resource_filename("project.data", "temp_data.db")
-
-    # does the database exist?
-    if os.path.exists(sqlite_filepath):
-        os.remove(sqlite_filepath)
-
-    # create and populate the sqlite database
-    engine = create_engine(f"sqlite:///{sqlite_filepath}")
-    Base.metadata.create_all(engine)
-    Session = sessionmaker()
-    Session.configure(bind=engine)
-    session = Session()
-    populate_database(session, temperature_data)
-
-    print("finished")
-
-
-if __name__ == "__main__":
-    main()

python-sqlite-sqlalchemy/project/data/author_book_publisher.csv

-fname,lname,title,publisher
-Issac,Asimov,Foundation,Random House
+first_name,last_name,title,publisher
+Isaac,Asimov,Foundation,Random House
 Pearl,Buck,The Good Earth,Random House
 Pearl,Buck,The Good Earth,Simon & Schuster
 Tom,Clancy,The Hunt For Red October,Berkley
@@ -7,7 +7,7 @@ Tom,Clancy,Patriot Games,Simon & Schuster
 Stephen,King,It,Random House
 Stephen,King,It,Penguin Random House
 Stephen,King,Dead Zone,Random House
-Stephen,King,The Shinning,Penguin Random House
+Stephen,King,The Shining,Penguin Random House
 John,Le Carre,"Tinker, Tailor, Solider, Spy: A George Smiley Novel",Berkley
 Alex,Michaelides,The Silent Patient,Simon & Schuster
 Carol,Shaben,Into The Abyss,Simon & Schuster

python-sqlite-sqlalchemy/project/data/temp_data.csv

-name,2019-01-02,2019-01-09,2019-01-16,2019-01-23,2019-01-30,2019-02-06,2019-02-13,2019-02-20,2019-02-27,2019-03-06,2019-03-13,2019-03-20,2019-03-27,2019-04-03,2019-04-10,2019-04-17,2019-04-24,2019-05-01,2019-05-08,2019-05-15,2019-05-22,2019-05-29,2019-06-05,2019-06-12,2019-06-19,2019-06-26,2019-07-03,2019-07-10,2019-07-17,2019-07-24,2019-07-31,2019-08-07,2019-08-14,2019-08-21,2019-08-28,2019-09-04,2019-09-11,2019-09-18,2019-09-25,2019-10-02,2019-10-09,2019-10-16,2019-10-23,2019-10-30,2019-11-06,2019-11-13,2019-11-20,2019-11-27,2019-12-04,2019-12-11,2019-12-18,2019-12-25
-John,11,9,19,28,11,10,20,24,18,32,40,33,46,42,27,32,42,54,50,47,63,57,60,67,62,64,70,88,73,78,93,89,89,96,98,79,90,85,78,79,66,67,75,63,70,63,59,45,44,29,39,19
-Mary,20,21,25,32,14,11,11,20,31,22,24,33,28,32,43,50,37,51,42,48,56,67,76,67,66,74,88,86,91,86,85,88,100,84,82,78,73,76,84,82,70,73,77,71,70,58,56,53,40,41,39,31
-Susan,6,10,26,21,23,3,13,28,29,33,31,39,31,28,38,48,50,46,41,51,62,62,62,69,77,77,72,82,83,72,79,78,96,87,88,91,75,88,84,73,77,68,78,59,68,66,57,55,48,40,33,36
-Doug,3,11,11,26,8,4,18,27,25,21,42,24,35,28,42,38,52,39,60,62,55,59,72,74,63,65,75,82,83,73,84,92,82,93,100,90,92,73,68,71,62,65,62,64,66,68,56,46,31,35,39,19
-Andrew,12,21,8,17,12,16,23,12,19,32,27,42,34,44,35,47,45,54,55,60,56,56,62,71,72,62,72,80,85,86,91,98,80,88,84,92,89,88,71,78,63,79,68,67,62,57,54,44,39,30,36,23
-George,18,4,19,31,22,2,7,26,34,25,36,38,36,35,34,38,42,55,48,46,60,60,68,62,65,62,87,73,82,77,82,97,97,80,95,92,73,74,79,78,81,82,63,71,74,57,57,38,38,32,25,21
-Martha,14,12,6,20,10,12,7,26,32,25,41,31,30,38,42,37,50,47,56,51,58,70,74,63,70,76,73,89,77,82,77,80,88,81,81,77,89,73,87,74,77,72,62,61,57,67,56,46,40,32,25,34
-Paul,18,22,12,32,5,8,15,29,16,27,24,25,27,37,37,42,42,36,49,54,59,56,65,62,76,63,83,72,75,89,79,85,97,82,100,76,73,73,81,67,74,73,61,53,59,66,64,44,42,42,25,34
-Helen,14,6,13,18,20,11,12,16,31,19,34,41,44,46,39,50,39,38,50,48,51,61,56,73,78,73,73,90,86,90,82,97,100,90,92,80,73,79,72,82,62,76,72,72,68,56,69,52,41,40,37,36

python-sqlite-sqlalchemy/project/examples/example_1/README.md

-# Example 1
-
-This example uses the raw temp_data.csv file 
-to get data into the program and run
-various Python functions on it.
-
-In particular getting the average temperature
-for a date across all the samples, and getting the
-average temperature for every week for the entire
-year and returning it sorted.
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_1/main.py

 """
-This program gathers information from the temp_data.csv file about temperature
+This is the example 1 program file
+
+This example program was kindly created by Geir Arne Hjelle,
+another RealPython author, as part of the editorial process
+to improve this article and the information it presents.
+You can learn more about Geir from this URL:
+https://realpython.com/team/gahjelle/
 """
 
-import csv
-from pkg_resources import resource_filename
-from datetime import datetime
-from datetime import timedelta
-from typing import List, Dict
-from collections import defaultdict
+from importlib import resources
 
+import pandas as pd
+from treelib import Tree
 
-def get_temperature_data(filepath: str) -> Dict:
-    """
-    This function gets the temperature data from the csv file
-    """
-    with open(filepath) as csvfile:
-        csv_reader = csv.DictReader(csvfile)
-        data = {row["name"]: row for row in csv_reader}
-        for value in data.values():
-            value.pop("name")
-        return data
 
+def get_data(filepath):
+    """Get book data from the csv file"""
+    return pd.read_csv(filepath)
 
-def get_average_temp_by_date(
-    date_string: str, temperature_data: Dict
-) -> float:
-    """
-    This function gets the average temperature for all the samples
-    taken by the students by date
 
-    :param date_string:             date to find average temperature for
-    :param connection:              database connection
-    :return:                        average temp for date, or None if not found
-    """
-    # Target date
-    target_date = datetime.strptime(date_string, "%Y-%m-%d").date()
-
-    # Iterate through the data and get the data
-    data = []
-    for samples in temperature_data.values():
+def get_books_by_publisher(data, ascending=True):
+    """Returns the books by each publisher as a pandas series
 
-        # Iterate through the samples
-        for sample_date, sample in samples.items():
+    Args:
+        data: The pandas dataframe to get the from
+        ascending: The sorting direction for the returned data.
+        Defaults to True.
 
-            # Generate a date range for the sample
-            min_date = datetime.strptime(
-                sample_date, "%Y-%m-%d"
-            ).date() + timedelta(days=-3)
-            max_date = datetime.strptime(
-                sample_date, "%Y-%m-%d"
-            ).date() + timedelta(days=3)
-            if min_date <= target_date <= max_date:
-                data.append(float(sample))
+    Returns:
+        The sorted data as a pandas series
+    """
+    return data.groupby("publisher").size().sort_values(ascending=ascending)
 
-    # Get the average temp
-    return sum(data) / len(data)
 
+def get_authors_by_publisher(data, ascending=True):
+    """Returns the authors by each publisher as a pandas series
 
-def get_average_temp_sorted(direction: str, temperature_data: Dict) -> List:
-    dir = direction.lower()
-    if dir not in ["asc", "desc"]:
-        raise Exception(f"Unknown direction: {direction}")
+    Args:
+        data: The pandas dataframe to get the data from
+        ascending: The sorting direction for the returned data.
+        Defaults to True.
 
-    results = defaultdict(int)
-    for data in temperature_data.values():
-        for date, value in data.items():
-            results[date] += float(value)
+    Returns:
+        The sorted data as a pandas series
+    """
+    return (
+        data.assign(name=data.first_name.str.cat(data.last_name, sep=" "))
+        .groupby("publisher")
+        .nunique()
+        .loc[:, "name"]
+        .sort_values(ascending=ascending)
+    )
 
-    for date, total in results.items():
-        results[date] = float(total) / float(len(temperature_data.keys()))
 
-    # Convert dictionary to list
-    results = results.items()
+def add_new_book(data, author_name, book_title, publisher_name):
+    """Adds a new book to the system"""
 
-    # Sort the list in the appropriate order
-    return sorted(
-        results, key=lambda v: v[1], reverse=False if dir == "asc" else True
+    # Does the book exist?
+    first_name, _, last_name = author_name.partition(" ")
+    if any(
+        (data.first_name == first_name)
+        & (data.last_name == last_name)
+        & (data.title == book_title)
+        & (data.publisher == publisher_name)
+    ):
+        return data
+    # Add the new book
+    return data.append(
+        {
+            "first_name": first_name,
+            "last_name": last_name,
+            "title": book_title,
+            "publisher": publisher_name,
+        },
+        ignore_index=True,
     )
 
 
-def main():
-    print("starting")
+def output_author_hierarchy(data):
+    """Output the data as a hierarchy list of authors"""
+    authors = data.assign(
+        name=data.first_name.str.cat(data.last_name, sep=" ")
+    )
+    authors_tree = Tree()
+    authors_tree.create_node("Authors", "authors")
+    for author, books in authors.groupby("name"):
+        authors_tree.create_node(author, author, parent="authors")
+        for book, publishers in books.groupby("title")["publisher"]:
+            book_id = f"{author}:{book}"
+            authors_tree.create_node(book, book_id, parent=author)
+            for publisher in publishers:
+                authors_tree.create_node(publisher, parent=book_id)
 
-    # Get the temperature data into a dictionary structure
-    filepath = resource_filename("project.data", "temp_data.csv")
-    temperature_data = get_temperature_data(filepath)
+    # Output the hierarchical authors data
+    authors_tree.show()
 
-    # Get the average temperature by date
-    date_string = "2019-02-10"
-    average_temp = get_average_temp_by_date(date_string, temperature_data)
-    print(f"Average temp {date_string}: {average_temp:.2f}")
+
+def main():
+    """The main entry point of the program"""
+
+    # Get the resources for the program
+    with resources.path(
+        "project.data", "author_book_publisher.csv"
+    ) as filepath:
+        data = get_data(filepath)
+
+    # Get the number of books printed by each publisher
+    books_by_publisher = get_books_by_publisher(data, ascending=False)
+    for publisher, total_books in books_by_publisher.items():
+        print(f"Publisher: {publisher}, total books: {total_books}")
     print()
 
-    # Get the average temps for the year sorted ascending or descending
-    average_temps = get_average_temp_sorted("asc", temperature_data)
-    for date, average_temp in average_temps:
-        print(f"Date: {date}, average temp: {average_temp:.2f}")
+    # Get the number of authors each publisher publishes
+    authors_by_publisher = get_authors_by_publisher(data, ascending=False)
+    for publisher, total_authors in authors_by_publisher.items():
+        print(f"Publisher: {publisher}, total authors: {total_authors}")
     print()
 
-    print("finished")
+    # Output hierarchical authors data
+    output_author_hierarchy(data)
+
+    # Add a new book to the data structure
+    data = add_new_book(
+        data,
+        author_name="Stephen King",
+        book_title="The Stand",
+        publisher_name="Random House",
+    )
+    # Output the updated hierarchical authors data
+    output_author_hierarchy(data)
 
 
 if __name__ == "__main__":

python-sqlite-sqlalchemy/project/examples/example_2/README.md

-# Example 2
-
-This example uses temp_data.db database
-file to get data into the program and run
-various functions on it that use Sqlite SQL 
-to access the data.
-
-In particular getting the average temperature
-for a date across all the samples, and getting the
-average temperature for every week for the entire
-year and returning it sorted.
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_2/main.py

 """
-This program gathers information from the database file about temperature
+This program gathers information from the author_book_publisher.db
+SQLite database file
 """
 
-from pkg_resources import resource_filename
-from datetime import datetime
-from datetime import timedelta
-import sqlite3
+from importlib import resources
 
+from sqlalchemy import and_, create_engine
+from sqlalchemy.orm import sessionmaker
+from sqlalchemy.sql import asc, desc, func
 
-def get_average_temp_by_date(date_string, connection):
-    """
-    This function gets the average temperature for all the samples
-    taken by the students by date
+from project.modules.models import Author, Book, Publisher
+from treelib import Tree
 
-    :param date_string:             date to find average temperature for
-    :param connection:              database connection
-    :return:                        average temp for date, or None if not found
-    """
-    # Target date
-    target_date = datetime.strptime(date_string, "%Y-%m-%d").date()
-    min_date = target_date + timedelta(days=-3)
-    max_date = target_date + timedelta(days=3)
-
-    cursor = connection.cursor()
-    sql = """
-        SELECT
-          avg(value) as average
-        FROM temperature_data
-        WHERE date between ? and ?
+
+def get_books_by_publishers(session, ascending=True):
+    """Get a list of publishers and the number of books they've published
+
+    Args:
+        session: database session to use
+        ascending: direction to sort the results
+
+    Returns:
+        List: list of publisher sorted by number of books published
     """
-    result = cursor.execute(sql, (min_date, max_date)).fetchone()
-    return result[0] if result else None
+    if not isinstance(ascending, bool):
+        raise ValueError(f"Sorting value invalid: {ascending}")
 
+    direction = asc if ascending else desc
 
-def get_average_temp_sorted(direction: str, connection) -> list:
+    return (
+        session.query(
+            Publisher.name, func.count(Book.title).label("total_books")
+        )
+        .join(Publisher.books)
+        .group_by(Publisher.name)
+        .order_by(direction("total_books"))
+    )
 
-    dir = direction.lower()
-    if dir not in ["asc", "desc"]:
-        raise Exception(f"Unknown direction: {direction}")
 
-    cursor = connection.cursor()
-    sql = f"""
-        SELECT
-            date,
-            AVG(value) as average_temp
-        FROM temperature_data
-        GROUP BY date
-        ORDER BY average_temp {dir}
-    """
-    results = cursor.execute(sql).fetchall()
-    return results
+def get_authors_by_publishers(session, ascending=True):
+    """Get a list of publishers and the number of authors they've published
 
+    Args:
+        session: database session to use
+        ascending: direction to sort the results
 
-def main():
-    print("starting")
+    Returns:
+        List: list of publisher sorted by number of authors published
+    """
+    if not isinstance(ascending, bool):
+        raise ValueError(f"Sorting value invalid: {ascending}")
+
+    direction = asc if ascending else desc
+
+    return (
+        session.query(
+            Publisher.name,
+            func.count(Author.first_name).label("total_authors"),
+        )
+        .join(Publisher.authors)
+        .group_by(Publisher.name)
+        .order_by(direction("total_authors"))
+    )
+
+
+def get_authors(session):
+    """Get a list of author objects sorted by last name"""
+    return session.query(Author).order_by(Author.last_name).all()
+
+
+def add_new_book(session, author_name, book_title, publisher_name):
+    """Adds a new book to the system"""
+
+    # Get the author's first and last names
+    first_name, _, last_name = author_name.partition(" ")
+
+    # Check if the book exists
+    book = (
+        session.query(Book)
+        .join(Author)
+        .filter(Book.title == book_title)
+        .filter(
+            and_(
+                Author.first_name == first_name, Author.last_name == last_name
+            )
+        )
+        .filter(Book.publishers.any(Publisher.name == publisher_name))
+        .one_or_none()
+    )
+    # Does the book by the author and publisher already exist?
+    if book is not None:
+        return
+
+    # Check if the book exists for the author
+    book = (
+        session.query(Book)
+        .join(Author)
+        .filter(Book.title == book_title)
+        .filter(
+            and_(
+                Author.first_name == first_name, Author.last_name == last_name
+            )
+        )
+        .one_or_none()
+    )
+    # Create the new book if needed
+    if book is None:
+        book = Book(title=book_title)
+
+    # Get the author
+    author = (
+        session.query(Author)
+        .filter(
+            and_(
+                Author.first_name == first_name, Author.last_name == last_name
+            )
+        )
+        .one_or_none()
+    )
+    # Do we need to create the author?
+    if author is None:
+        author = Author(first_name=first_name, last_name=last_name)
+        session.add(author)
+
+    # Get the publisher
+    publisher = (
+        session.query(Publisher)
+        .filter(Publisher.name == publisher_name)
+        .one_or_none()
+    )
+    # Do we need to create the publisher?
+    if publisher is None:
+        publisher = Publisher(name=publisher_name)
+        session.add(publisher)
+
+    # Initialize the book relationships
+    book.author = author
+    book.publishers.append(publisher)
+    session.add(book)
+
+    # Commit to the database
+    session.commit()
+
+
+def output_author_hierarchy(authors):
+    """
+    Outputs the author/book/publisher information in
+    a hierarchical manner
+
+    :param authors:         the collection of root author objects
+    :return:                None
+    """
+    authors_tree = Tree()
+    authors_tree.create_node("Authors", "authors")
+    for author in authors:
+        author_id = f"{author.first_name} {author.last_name}"
+        authors_tree.create_node(author_id, author_id, parent="authors")
+        for book in author.books:
+            book_id = f"{author_id}:{book.title}"
+            authors_tree.create_node(book.title, book_id, parent=author_id)
+            for publisher in book.publishers:
+                authors_tree.create_node(publisher.name, parent=book_id)
+    # Output the hierarchical authors data
+    authors_tree.show()
 
-    # Connect to the sqlite database
-    sqlite_filepath = resource_filename("project.data", "temp_data.db")
-    connection = sqlite3.connect(sqlite_filepath)
 
-    # Get the average temperature by date
-    date_string = "2019-02-10"
-    average_temp = get_average_temp_by_date(date_string, connection)
-    print(f"Average temp {date_string}: {average_temp:.2f}")
+def main():
+    """Main entry point of program"""
+
+    # Connect to the database using SQLAlchemy
+    with resources.path(
+        "project.data", "author_book_publisher.db"
+    ) as sqlite_filepath:
+        engine = create_engine(f"sqlite:///{sqlite_filepath}")
+    Session = sessionmaker()
+    Session.configure(bind=engine)
+    session = Session()
+
+    # Get the number of books printed by each publisher
+    books_by_publisher = get_books_by_publishers(session, ascending=False)
+    for row in books_by_publisher:
+        print(f"Publisher: {row.name}, total books: {row.total_books}")
     print()
 
-    # Get the average temps for the year sorted ascending or descending
-    average_temps = get_average_temp_sorted("asc", connection)
-    for date, average_temp in average_temps:
-        print(f"Date: {date}, average temp: {average_temp:.2f}")
+    # Get the number of authors each publisher publishes
+    authors_by_publisher = get_authors_by_publishers(session)
+    for row in authors_by_publisher:
+        print(f"Publisher: {row.name}, total authors: {row.total_authors}")
     print()
 
-    print("finished")
+    # Output hierarchical authors data
+    authors = get_authors(session)
+    output_author_hierarchy(authors)
+
+    # Add a new book
+    add_new_book(
+        session,
+        author_name="Stephen King",
+        book_title="The Stand",
+        publisher_name="Random House",
+    )
+    # Output the updated hierarchical authors data
+    authors = get_authors(session)
+    output_author_hierarchy(authors)
 
 
 if __name__ == "__main__":

python-sqlite-sqlalchemy/project/examples/example_3/README.md

-# Example 3
-
-This example uses SqlAlchemy to access the temp_data.db 
-database to get data into the program and run
-various SqlAlchemy object methods to get the data.
-
-In particular getting the average temperature
-for a date across all the samples, and getting a list 
-of all the average temps for the year in sorted order.
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_3/app/__init__.py

+from flask import Flask
+from flask import render_template
+from flask_bootstrap import Bootstrap
+from flask_sqlalchemy import SQLAlchemy
+from config import Config
+
+# Define the application
+app = Flask(__name__, instance_relative_config=False)
+
+# Configure the application
+app.config.from_object(Config)
+
+# Define the database object
+db = SQLAlchemy(app)
+
+# Initialize Bootstrap connection
+Bootstrap(app)
+
+# Register Blueprings
+from .artists import routes as artist_routes  # noqa: E402
+from .albums import routes as album_routes  # noqa: E402
+from .tracks import routes as track_routes  # noqa: E402
+from .playlists import routes as playlist_routes  # noqa: E402
+from .customers import routes as customer_routes  # noqa: E402
+from .invoices import routes as invoice_routes  # noqa: E402
+from .employees import routes as employee_routes  # noqa: E402
+
+app.register_blueprint(artist_routes.artists_bp)
+app.register_blueprint(album_routes.albums_bp)
+app.register_blueprint(track_routes.tracks_bp)
+app.register_blueprint(playlist_routes.playlists_bp)
+app.register_blueprint(customer_routes.customers_bp)
+app.register_blueprint(invoice_routes.invoices_bp)
+app.register_blueprint(employee_routes.employees_bp)
+
+
+# Sample HTTP error handling
+@app.errorhandler(404)
+def not_found(error):
+    return render_template("404.html"), 404
+
+
+from app import models  # noqa: F401, E402

python-sqlite-sqlalchemy/project/examples/example_3/app/albums/routes.py

+from flask import Blueprint, render_template, redirect, url_for
+from flask_wtf import FlaskForm
+from wtforms import StringField
+from wtforms import HiddenField
+from wtforms.validators import InputRequired, ValidationError
+from app import db
+from app.models import Artist, Album
+
+
+# Setup the Blueprint
+albums_bp = Blueprint(
+    "albums_bp", __name__, template_folder="templates", static_folder="static"
+)
+
+
+def does_album_exist(form, field):
+    album = (
+        db.session.query(Album)
+        .join(Artist)
+        .filter(Artist.name == form.artist.data)
+        .filter(Album.title == field.data)
+        .one_or_none()
+    )
+
+    if album is not None:
+        raise ValidationError("Album already exists", field.data)
+
+
+class CreateAlbumForm(FlaskForm):
+    artist = HiddenField("artist")
+    title = StringField(
+        label="Albums's Name", validators=[InputRequired(), does_album_exist]
+    )
+
+
+@albums_bp.route("/albums", methods=["GET", "POST"])
+@albums_bp.route("/albums/<int:artist_id>", methods=["GET", "POST"])
+def albums(artist_id=None):
+    form = CreateAlbumForm()
+
+    # did we get an artist id?
+    if artist_id is not None:
+        # Get the artist
+        artist = (
+            db.session.query(Artist)
+            .filter(Artist.artist_id == artist_id)
+            .one_or_none()
+        )
+        form.artist.data = artist.name
+    # otherwise, no artist
+    else:
+        artist = None
+
+    # Is the form valid?
+    if form.validate_on_submit():
+        # Create new Album
+        album = Album(title=form.title.data)
+        artist.albums.append(album)
+        db.session.add(artist)
+        db.session.commit()
+        return redirect(url_for("albums_bp.albums", artist_id=artist_id))
+
+    # Start the query for albums
+    query = db.session.query(Album)
+
+    # Display the albums for the artist passed?
+    if artist_id is not None:
+        query = query.filter(Album.artist_id == artist_id)
+
+    albums = query.order_by(Album.title).all()
+
+    return render_template(
+        "albums.html", artist=artist, albums=albums, form=form
+    )

python-sqlite-sqlalchemy/project/examples/example_3/app/albums/templates/albums.html

+{% extends "base.html" %}
+
+
+{% block content %}
+<div class="container-fluid">
+  <div class="m-4">
+    {% if artist is not none %}
+    <div class="card" style="width: 18rem;">
+      <div class="card-header">Create New Album</div>
+      <div class="card-body">
+        <p class="card-text">Artist Name:&nbsp;{{ artist.name }}</p>
+        <form method="POST" action="{{url_for('albums_bp.albums', artist_id=artist.artist_id)}}">
+          {{ form.csrf_token }}
+          {{ render_field(form.title, placeholder=form.title.label.text) }}
+          <button type="submit" class="btn btn-primary">Create</button>
+        </form>
+      </div>
+    </div>
+    {% endif %}
+    <table class="table table-striped table-bordered table-hover table-sm">
+      <caption>List of Albums</caption>
+      <thead>
+        <tr>
+          <th>Album Name</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% for album in albums %}
+        <tr>
+          <td>
+            <a href="{{url_for('tracks_bp.tracks', album_id=album.album_id)}}">
+              {{ album.title }}
+            </a>
+          </td>
+        </tr>
+        {% endfor %}
+      </tbody>
+    </table>
+  </div>
+</div>
+{% endblock %}
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_3/app/artists/routes.py

+from flask import Blueprint
+from flask import render_template
+from flask import redirect
+from flask import url_for
+from flask_wtf import FlaskForm
+from wtforms import StringField
+from wtforms.validators import InputRequired
+from wtforms.validators import ValidationError
+from app import db
+from app.models import Artist
+
+
+# Setup the Blueprint
+artists_bp = Blueprint(
+    "artists_bp", __name__, template_folder="templates", static_folder="static"
+)
+
+
+def does_artist_exist(form, field):
+    artist = (
+        db.session.query(Artist)
+        .filter(Artist.name == field.data)
+        .one_or_none()
+    )
+    if artist is not None:
+        raise ValidationError("Artist already exists", field.data)
+
+
+class CreateArtistForm(FlaskForm):
+    name = StringField(
+        label="Artist's Name", validators=[InputRequired(), does_artist_exist]
+    )
+
+
+@artists_bp.route("/")
+@artists_bp.route("/artists", methods=["GET", "POST"])
+def artists():
+    form = CreateArtistForm()
+
+    # Is the form valid?
+    if form.validate_on_submit():
+        # Create new artist
+        artist = Artist(name=form.name.data)
+        db.session.add(artist)
+        db.session.commit()
+        return redirect(url_for("artists_bp.artists"))
+
+    artists = db.session.query(Artist).order_by(Artist.name).all()
+    return render_template("artists.html", artists=artists, form=form)

python-sqlite-sqlalchemy/project/examples/example_3/app/artists/templates/artists.html

+{% extends "base.html" %}
+
+{% block content %}
+<div class="container-fluid">
+  <div class="m-4">
+    <div class="card" style="width: 18rem;">
+      <div class="card-header">Create New Artist</div>
+      <div class="card-body">
+        <form method="POST" action="{{url_for('artists_bp.artists')}}">
+          {{ form.csrf_token }}
+          {{ render_field(form.name, placeholder=form.name.label.text) }}
+          <button type="submit" class="btn btn-primary">Create</button>
+        </form>
+      </div>
+    </div>
+    <table class="table table-striped table-bordered table-hover table-sm">
+      <caption>List of Artists</caption>
+      <thead>
+        <tr>
+          <th>Artist Name</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% for artist in artists %}
+        <tr>
+          <td>
+            <a href="{{url_for('albums_bp.albums', artist_id=artist.artist_id)}}">
+              {{ artist.name }}
+            </a>
+          </td>
+        </tr>
+        {% endfor %}
+      </tbody>
+    </table>
+  </div>
+</div>
+{% endblock %}
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_3/app/customers/routes.py

+from flask import Blueprint
+from flask import render_template
+from sqlalchemy import func
+from app import db
+from app.models import Customer
+from app.models import Invoice
+from sqlalchemy import desc
+
+
+# Setup the Blueprint
+customers_bp = Blueprint(
+    "customers_bp",
+    __name__,
+    template_folder="templates",
+    static_folder="static",
+)
+
+
+@customers_bp.route("/customers", methods=["GET"])
+@customers_bp.route("/customers/<int:customer_id>", methods=["GET"])
+def customers(customer_id=None):
+
+    # Start the query for customers
+    query = db.session.query(
+        Customer, func.sum(Invoice.total).label("invoices_total")
+    ).join(Invoice)
+
+    # Display the albums for the customer passed?
+    if customer_id is not None:
+        query = query.filter(Customer.customer_id == customer_id)
+
+    results = (
+        query.group_by(Customer.customer_id)
+        .order_by(desc(func.sum(Invoice.total)))
+        .all()
+    )
+    return render_template("customers.html", results=results)

python-sqlite-sqlalchemy/project/examples/example_3/app/customers/templates/customers.html

+{% extends "base.html" %}
+
+{% block content %}
+<div class="container-fluid">
+  <div class="m-4">
+    {# display just the playlists #}
+    {% if results|length > 1 %}
+    <table class="table table-striped table-bordered table-hover table-sm">
+      <caption>Customers</caption>
+      <thead>
+        <tr>
+          <th>Customer Name</th>
+          <th class="text-center">Email</th>
+          <th class="text-center">Total Value Of Orders</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% for customer, invoices_total in results %}
+        <tr>
+          <td>
+            <a href="{{url_for('customers_bp.customers', customer_id=customer.customer_id)}}">
+              {{ customer.full_name }}
+            </a>
+          </td>
+          <td class="text-center">{{ customer.email }}</td>
+          <td class="text-right">{{ '%.2f'|format(invoices_total) }}</td>
+        </tr>
+        {% endfor %}
+      </tbody>
+    </table>
+    {# display the playlist name and the tracks #}
+    {% else %}
+    {% set customer, invoices_total = results[0] %}
+    <div class="card" style="width: 18rem;">
+      <div class="card-header">Customer</div>
+      <div class="card-body">
+        <p class="card-text">Name:&nbsp;{{ customer.full_name }}</p>
+        <p class="card-text">Address:&nbsp;{{ customer.address }}</p>
+        <p class="card-text">
+          City:&nbsp;{{ customer.city }},&nbsp;{{ customer.state }}&nbsp;&nbsp;{{ customer.postal_code }}</p>
+        <p class="card-text">Phone:&nbsp;{{ customer.phone }}</p>
+        <p class="card-text">Email:&nbsp;{{ customer.email }}</p>
+        <p class="card-text">Support Rep:&nbsp;
+          <a href="{{url_for('employees_bp.employees', employee_id=customer.support_rep_id)}}">
+            {{ customer.support_rep.full_name }}
+          </a>
+        </p>
+      </div>
+    </div>
+    <table class="table table-striped table-bordered table-hover table-sm">
+      <caption>Invoices</caption>
+      <thead>
+        <tr>
+          <th class="text-center">Invoice Id</th>
+          <th class="text-center">Invoice Date</th>
+          <th class="text-right">Total</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% set invoices = customer.invoices %}
+        {% for invoice in invoices %}
+        <tr>
+          <td class="text-center">
+            <a href="{{url_for('invoices_bp.invoices', invoice_id=invoice.invoice_id)}}">
+              {{ invoice.invoice_id}}
+            </a>
+          </td>
+          <td class="text-center">{{ invoice.invoice_date }}</td>
+          <td class="text-right">{{ invoice.total }}</td>
+        </tr>
+        {% endfor %}
+        <tr>
+          <td></td>
+          <td class="text-right">Total</td>
+          <td class="text-right">{{ invoices_total }}</td>
+        </tr>
+      </tbody>
+    </table>
+    {% endif %}
+  </div>
+</div>
+{% endblock %}
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_3/app/employees/routes.py

+from flask import Blueprint
+from flask import render_template
+from app import db
+from app.models import Employee
+
+
+# Setup the Blueprint
+employees_bp = Blueprint(
+    "employees_bp",
+    __name__,
+    template_folder="templates",
+    static_folder="static",
+)
+
+
+@employees_bp.route("/employees", methods=["GET"])
+@employees_bp.route("/employees/<int:employee_id>", methods=["GET"])
+def employees(employee_id=None):
+
+    # Start the query for employees
+    query = db.session.query(Employee)
+
+    # Display the employee for the employee id passed?
+    if employee_id is not None:
+        query = query.filter(Employee.employee_id == employee_id)
+
+    employees = query.order_by(Employee.employee_id).all()
+
+    return render_template("employees.html", employees=employees)

python-sqlite-sqlalchemy/project/examples/example_3/app/employees/templates/employees.html

+{% extends "base.html" %}
+
+{% block content %}
+<div class="container-fluid">
+  <div class="m-4">
+    {# display just the employees #}
+    {% if employees|length > 1 %}
+    <table class="table table-striped table-bordered table-hover table-sm">
+      <caption>Employees</caption>
+      <thead>
+        <tr>
+          <th>ID</th>
+          <th class="text-center">Name</th>
+          <th class="text-center">Title</th>
+          <th class="text-center">Reports To</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% for employee in employees %}
+        <tr>
+          <td>{{ employee.employee_id }}</td>
+          <td>
+            <a href="{{url_for('employees_bp.employees', employee_id=employee.employee_id)}}">
+              {{ employee.full_name}}
+            </a>
+          </td>
+          <td class="text-center">{{ employee.title }}</td>
+          <td class="text-center">
+            {% if employee.reports_to_id is none %}
+              Top of org chart
+            {% else %}
+            <a href="{{url_for('employees_bp.employees', employee_id=employee.reports_to_id)}}">
+              {{ employee.reports_to.full_name }}
+            </a>
+            {% endif %}
+          </td>
+        </tr>
+        {% endfor %}
+      </tbody>
+    </table>
+    {# display the employee information #}
+    {% else %}
+    {% set employee = employees[0] %}
+    <div class="card" style="width: 18rem;">
+      <div class="card-header">Employee</div>
+      <div class="card-body">
+        <p class="card-text">Name:&nbsp;{{ employee.full_name }}</p>
+        <p class="card-text">Title:&nbsp;{{ employee.title }}</p>
+        <p class="card-text">Hire Date:&nbsp;{{ employee.hire_date }}</p>
+        <p class="card-text">Birth Date:&nbsp;{{ employee.birth_date }}</p>
+        <p class="card-text">Address:&nbsp;{{ employee.address }}</p>
+        <p class="card-text">City:&nbsp;{{ employee.city }}</p>
+        <p class="card-text">State:&nbsp;{{ employee.state }}</p>
+        <p class="card-text">Postal Code:&nbsp{{ employee.postal_code }}</p>
+        <p class="card-text">Phone:&nbsp;{{ employee.phone }}</p>
+        <p class="card-text">Phone:&nbsp;{{ employee.fax }}</p>
+        <p class="card-text">Email:&nbsp;{{ employee.email }}</p>
+        {% if employee.reports_to_id is not none %}
+        <p class="card-text">Reports To:&nbsp;
+          <a href="{{url_for('employees_bp.employees', employee_id=employee.reports_to_id)}}">
+            {{ employee.reports_to.full_name }}
+          </a>
+        </p>
+        {% endif %}
+      </div>
+    </div>
+    {% endif %}
+  </div>
+</div>
+{% endblock %}
+

python-sqlite-sqlalchemy/project/examples/example_3/app/invoices/routes.py

+from flask import Blueprint
+from flask import render_template
+from app import db
+from app.models import Invoice
+
+
+# Setup the Blueprint
+invoices_bp = Blueprint(
+    "invoices_bp",
+    __name__,
+    template_folder="templates",
+    static_folder="static",
+)
+
+
+@invoices_bp.route("/invoices", methods=["GET"])
+@invoices_bp.route("/invoices/<int:invoice_id>", methods=["GET"])
+def invoices(invoice_id=None):
+    # Start the query for invoices
+    query = db.session.query(Invoice)
+
+    # Display the invoice for the invoice id passed?
+    if invoice_id is not None:
+        query = query.filter(Invoice.invoice_id == invoice_id)
+
+    invoices = query.order_by(Invoice.invoice_id).all()
+    return render_template("invoices.html", invoices=invoices)

python-sqlite-sqlalchemy/project/examples/example_3/app/invoices/templates/invoices.html

+{% extends "base.html" %}
+
+{% block content %}
+<div class="container-fluid">
+  <div class="m-4">
+    {# display just the invoices #}
+    {% if invoices|length > 1 %}
+    <table class="table table-striped table-bordered table-hover table-sm">
+      <caption>Invoices</caption>
+      <thead>
+        <tr>
+          <th class="text-center">Invoice Id</th>
+          <th class="text-center">Customer Name</th>
+          <th class="text-center">Invoice Date</th>
+          <th class="text-center">Billing Address</th>
+          <th class="text-right">Total</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% for invoice in invoices %}
+        <tr>
+          <td>
+            <a href="{{url_for('invoices_bp.invoices', invoice_id=invoice.invoice_id)}}">
+              {{ invoice.invoice_id }}
+            </a>
+          </td>
+          <td>
+            <a href="{{url_for('customers_bp.customers', customer_id=invoice.customer.customer_id)}}">
+              {{ invoice.customer.full_name }}
+            </a>
+          </td>
+          <td class="text-center">{{ invoice.invoice_date }}</td>
+          <td class="text-center">
+            {{ invoice.billing_address }}&nbsp;
+            {{ invoice.billing_city }},&nbsp;
+            {{ invoice.billing_state }}&nbsp;&nbsp;
+            {{ invoice.billing_postal_code }}&nbsp;
+            {{ invoice.billing_country }}
+          </td>
+          <td class="text-right">{{ '%.2f'|format(invoice.total) }}</td>
+        </tr>
+        {% endfor %}
+      </tbody>
+    </table>
+    {# display the invoice items #}
+    {% else %}
+    {% set invoice = invoices[0] %}
+    {% set invoice_items = invoices[0].invoice_items %}
+    <div class="card" style="width: 18rem;">
+      <div class="card-header">Invoice</div>
+      <div class="card-body">
+        <p class="card-text">Customer Name:&nbsp;{{ invoice.customer.full_name }}</p>
+        <p class="card-text">Date:&nbsp;{{ invoice.invoice_date }}</p>
+        <p class="card-text">Billing Address:&nbsp;{{ invoice.billing_address }}</p>
+        <p class="card-text">Billing City:&nbsp;{{ invoice.billing_city }}</p>
+        <p class="card-text">Billing State:&nbsp;{{ invoice.billing_state }}</p>
+        <p class="card-text">Billing Postal Code:&nbsp{{ invoice.billing_postal_code }}</p>
+        <p class="card-text">Billing Country:&nbsp;{{ invoice.billing_country }}</p>
+      </div>
+    </div>
+    <table class="table table-striped table-bordered table-hover table-sm">
+      <caption>Invoice Items</caption>
+      <thead>
+        <tr>
+          <th class="text-center">ID</th>
+          <th class="text-center">Track Id</th>
+          <th class="text-center">Quantity</th>
+          <th class="text-center">Unit Price</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% for invoice_item in invoice_items %}
+        <tr>
+          <td class="text-center">{{ invoice_item.track_id }}</td>
+          <td class="text-center">{{ invoice_item.invoice_id }}</td>
+          <td class="text-center">{{ invoice_item.quantity }}</td>
+          <td class="text-right">{{ invoice_item.unit_price }}</td>
+        </tr>
+        {% endfor %}
+        <tr>
+          <td></td>
+          <td></td>
+          <td class="text-right">Total</td>
+          <td class="text-right">{{ invoice.total }}</td>
+        </tr>
+      </tbody>
+    </table>
+
+    {% endif %}
+  </div>
+</div>
+{% endblock %}
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_3/app/models.py

+# coding: utf-8
+
+from app import db
+from sqlalchemy.ext.hybrid import hybrid_property
+
+
+class Artist(db.Model):
+    __tablename__ = "artists"
+    artist_id = db.Column("ArtistId", db.Integer, primary_key=True)
+    name = db.Column("Name", db.String(120))
+    albums = db.relationship("Album", backref="artist")
+
+
+class Employee(db.Model):
+    __tablename__ = "employees"
+    employee_id = db.Column("EmployeeId", db.Integer, primary_key=True)
+    last_name = db.Column("LastName", db.String(20), nullable=False)
+    first_name = db.Column("FirstName", db.String(20), nullable=False)
+    title = db.Column("Title", db.String(30))
+    reports_to_id = db.Column(
+        "ReportsTo", db.ForeignKey("employees.EmployeeId"), index=True
+    )
+    reports_to = db.relationship(
+        "Employee", uselist=False, remote_side=[employee_id]
+    )
+    birth_date = db.Column("BirthDate", db.DateTime)
+    hire_date = db.Column("HireDate", db.DateTime)
+    address = db.Column("Address", db.String(70))
+    city = db.Column("City", db.String(40))
+    state = db.Column("State", db.String(40))
+    country = db.Column("Country", db.String(40))
+    postal_code = db.Column("PostalCode", db.String(10))
+    phone = db.Column("Phone", db.String(24))
+    fax = db.Column("Fax", db.String(24))
+    email = db.Column("Email", db.String(60))
+    parent = db.relationship(
+        "Employee", remote_side=[employee_id], backref="reporting"
+    )
+
+    @hybrid_property
+    def full_name(self):
+        return f"{self.first_name} {self.last_name}"
+
+
+class Genre(db.Model):
+    __tablename__ = "genres"
+    genre_id = db.Column("GenreId", db.Integer, primary_key=True)
+    name = db.Column("Name", db.String(120))
+    tracks = db.relationship("Track", backref="genre")
+
+
+class MediaType(db.Model):
+    __tablename__ = "media_types"
+    media_type_id = db.Column("MediaTypeId", db.Integer, primary_key=True)
+    name = db.Column("Name", db.String(120))
+    tracks = db.relationship("Track", backref="media_type")
+
+
+class Playlist(db.Model):
+    __tablename__ = "playlists"
+    playlist_id = db.Column("PlaylistId", db.Integer, primary_key=True)
+    name = db.Column("Name", db.String(120))
+    tracks = db.relationship(
+        "Track", secondary="playlist_track", back_populates="playlists"
+    )
+
+
+class Album(db.Model):
+    __tablename__ = "albums"
+    album_id = db.Column("AlbumId", db.Integer, primary_key=True)
+    title = db.Column("Title", db.String(160), nullable=False)
+    artist_id = db.Column(
+        "ArtistId",
+        db.ForeignKey("artists.ArtistId"),
+        nullable=False,
+        index=True,
+    )
+    tracks = db.relationship("Track", backref="album")
+
+
+class Customer(db.Model):
+    __tablename__ = "customers"
+    customer_id = db.Column("CustomerId", db.Integer, primary_key=True)
+    first_name = db.Column("FirstName", db.String(40), nullable=False)
+    last_name = db.Column("LastName", db.String(20), nullable=False)
+    company = db.Column("Company", db.String(80))
+    address = db.Column("Address", db.String(70))
+    city = db.Column("City", db.String(40))
+    state = db.Column("State", db.String(40))
+    country = db.Column("Country", db.String(40))
+    postal_code = db.Column("PostalCode", db.String(10))
+    phone = db.Column("Phone", db.String(24))
+    fax = db.Column("Fax", db.String(24))
+    email = db.Column("Email", db.String(60), nullable=False)
+    support_rep_id = db.Column(
+        "SupportRepId", db.ForeignKey("employees.EmployeeId"), index=True
+    )
+    support_rep = db.relationship(
+        "Employee", backref=db.backref("customers", uselist=False)
+    )
+    invoices = db.relationship("Invoice", backref="customer")
+
+    @hybrid_property
+    def full_name(self):
+        return f"{self.first_name} {self.last_name}"
+
+
+class Invoice(db.Model):
+    __tablename__ = "invoices"
+    invoice_id = db.Column("InvoiceId", db.Integer, primary_key=True)
+    customer_id = db.Column(
+        "CustomerId",
+        db.ForeignKey("customers.CustomerId"),
+        nullable=False,
+        index=True,
+    )
+    invoice_date = db.Column("InvoiceDate", db.DateTime, nullable=False)
+    billing_address = db.Column("BillingAddress", db.String(70))
+    billing_city = db.Column("BillingCity", db.String(40))
+    billing_state = db.Column("BillingState", db.String(40))
+    billing_country = db.Column("BillingCountry", db.String(40))
+    billing_postal_code = db.Column("BillingPostalCode", db.String(10))
+    total = db.Column("Total", db.Float, nullable=False)
+    invoice_items = db.relationship("InvoiceItem", backref="invoice")
+
+
+class Track(db.Model):
+    __tablename__ = "tracks"
+
+    track_id = db.Column("TrackId", db.Integer, primary_key=True)
+    name = db.Column("Name", db.String(200), nullable=False)
+    album_id = db.Column(
+        "AlbumId", db.ForeignKey("albums.AlbumId"), index=True
+    )
+    media_type_id = db.Column(
+        "MediaTypeId",
+        db.ForeignKey("media_types.MediaTypeId"),
+        nullable=False,
+        index=True,
+    )
+    genre_id = db.Column(
+        "GenreId", db.ForeignKey("genres.GenreId"), index=True
+    )
+    composer = db.Column("Composer", db.String(220))
+    milliseconds = db.Column("Milliseconds", db.Integer, nullable=False)
+    bytes = db.Column("Bytes", db.Integer)
+    unit_price = db.Column("UnitPrice", db.Float, nullable=False)
+    invoice_items = db.relationship("InvoiceItem", backref="track")
+    playlists = db.relationship(
+        "Playlist", secondary="playlist_track", back_populates="tracks"
+    )
+
+
+class InvoiceItem(db.Model):
+    __tablename__ = "invoice_items"
+    invoice_line_id = db.Column("InvoiceLineId", db.Integer, primary_key=True)
+    invoice_id = db.Column(
+        "InvoiceId",
+        db.ForeignKey("invoices.InvoiceId"),
+        nullable=False,
+        index=True,
+    )
+    track_id = db.Column(
+        "TrackId", db.ForeignKey("tracks.TrackId"), nullable=False, index=True
+    )
+    unit_price = db.Column("UnitPrice", db.Float, nullable=False)
+    quantity = db.Column("Quantity", db.Integer, nullable=False)
+
+
+playlist_track = db.Table(
+    "playlist_track",
+    db.Column(
+        "PlaylistId",
+        db.Integer,
+        db.ForeignKey("playlists.PlaylistId"),
+        primary_key=True,
+        nullable=False,
+    ),
+    db.Column(
+        "TrackId",
+        db.Integer,
+        db.ForeignKey("tracks.TrackId"),
+        primary_key=True,
+        nullable=False,
+        index=True,
+    ),
+)

python-sqlite-sqlalchemy/project/examples/example_3/app/playlists/routes.py

+from flask import Blueprint
+from flask import render_template
+from app import db
+from app.models import Playlist
+
+
+# Setup the Blueprint
+playlists_bp = Blueprint(
+    "playlists_bp",
+    __name__,
+    template_folder="templates",
+    static_folder="static",
+)
+
+
+@playlists_bp.route("/playlists", methods=["GET"])
+@playlists_bp.route("/playlists/<int:playlist_id>", methods=["GET"])
+def playlists(playlist_id=None):
+
+    # Start the query for playlists
+    query = db.session.query(Playlist)
+
+    # Display the tracks for the playlist passed?
+    if playlist_id is not None:
+        query = query.filter(Playlist.playlist_id == playlist_id)
+
+    playlists = query.order_by(Playlist.name).all()
+
+    return render_template("playlists.html", playlists=playlists)

python-sqlite-sqlalchemy/project/examples/example_3/app/playlists/templates/playlists.html

+{% extends "base.html" %}
+
+{% block content %}
+<div class="container-fluid">
+  <div class="m-4">
+    {# display just the playlists #}
+    {% if playlists|length > 1 %}
+    <table class="table table-striped table-bordered table-hover table-sm">
+      <caption>Playlists</caption>
+      <thead>
+        <tr>
+          <th>Playlist Name</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% for playlist in playlists %}
+        <tr>
+          <td>
+            <a href="{{url_for('playlists_bp.playlists', playlist_id=playlist.playlist_id)}}">
+              {{ playlist.name }}
+            </a>
+          </td>
+        </tr>
+        {% endfor %}
+      </tbody>
+    </table>
+    {# display the playlist name and the tracks #}
+    {% else %}
+    {% set playlist = playlists[0] %}
+    {% set tracks = playlist.tracks %}
+    <div class="card" style="width: 18rem;">
+      <div class="card-header">Playlist Tracks</div>
+      <div class="card-body">
+        <p class="card-text">Playlist Name:&nbsp;{{ playlist.name }}</p>
+      </div>
+    </div>
+    <table class="table table-striped table-bordered table-hover table-sm">
+      <caption>Playlist Tracks</caption>
+      <thead>
+        <tr>
+          <th>Track Name</th>
+          <th class="text-center">Media Type</th>
+          <th class="text-center">Genre</th>
+          <th class="text-center">Unit Price</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% for track in tracks %}
+        <tr>
+          <td>{{ track.name }}</td>
+          <td class="text-center">{{ track.media_type.name }}</td>
+          <td class="text-center">{{ track.genre.name }}</td>
+          <td class="text-right">{{ track.unit_price }}</td>
+        </tr>
+        {% endfor %}
+      </tbody>
+    </table>
+    {% endif %}
+  </div>
+</div>
+{% endblock %}
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_3/app/static/css/base.css

+body {
+    padding-top: 50px;
+}
+
+.card {
+    margin-bottom: 10px;
+}
+

python-sqlite-sqlalchemy/project/examples/example_3/app/static/js/base.js

+/*
+ * Javascript to run the app
+ */
+
+$(document).ready(function() {
+
+    let base_path = $(location)
+        .attr("pathname")
+        .toLowerCase()
+        .split("/")[1];
+    
+    // clear default active link
+    $(".navbar-nav a.active")
+        .removeClass("active");
+
+    // set new active link based on location
+    // if (base_path === "albums")
+    //     $(".navbar-nav a[href$='/albums']")
+    //         .addClass("active");
+    $(`.navbar-nav a[href$='/${base_path}']`)
+        .addClass("active");
+
+});
+

python-sqlite-sqlalchemy/project/examples/example_3/app/templates/404.html

+{% extends "base.html" %}
+
+
+{% block content %}
+<div class="jumbotron">
+  <h1 class="display-4">404</h1>
+  <p class="lead">
+    Sorry, you've reached a page this site doesn't know about.
+  </p>
+  <a class="btn btn-primary btn-lg" href="{{url_for('artists_bp.artists')}}">Home Page</a>
+</div>
+{% endblock %}
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_3/app/templates/base.html

+{% extends "bootstrap/base.html" %}
+{% from "bootstrap/base.html" import render_field %}
+
+{% block title %}
+Chinook Database Web Server
+{% endblock %}
+
+{% block styles %}
+{{ super() }}
+<link rel="stylesheet" href="{{url_for('static', filename='css/base.css')}}">
+{% endblock %}
+
+{% block navbar %}
+<nav class="navbar navbar-expand-lg fixed-top navbar-dark" style="background-color: #361Ddc;">
+    <a class="navbar-brand" href="#">Example 3</a>
+    <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarNavAltMarkup"
+        aria-controls="navbarNavAltMarkup" aria-expanded="false" aria-label="Toggle navigation">
+        <span class="navbar-toggler-icon"></span>
+    </button>
+    <div class="collapse navbar-collapse" id="navbarNavAltMarkup">
+        <div class="navbar-nav">
+            <a class="nav-item nav-link active" href="/artists">Artists</a>
+            <a class="nav-item nav-link" href="/albums">Albums</a>
+            <a class="nav-item nav-link" href="/playlists">Playlists</a>
+            <a class="nav-item nav-link" href="/customers">Customers</a>
+            <a class="nav-item nav-link" href="/invoices">Invoices</a>
+            <a class="nav-item nav-link" href="/employees">Employees</a>
+        </div>
+    </div>
+</nav>
+{% endblock %}
+
+{% block scripts %}
+{{ super() }}
+<script src="{{url_for('static', filename='js/base.js')}}"></script>
+{% endblock %}
+
+
+{% macro render_field(field) %}
+<div class="form-group">
+    {{ field(class_='form-control', **kwargs)|safe }}
+    {% if field.errors %}
+    {% for error in field.errors %}
+    <div class="alert alert-danger" role="alert" style="margin-top: 10px;">
+        {{ error }}
+    </div>
+    {% endfor %}
+    {% endif %}
+</div>
+{% endmacro %}
+
+
+{% macro render_select(field) %}
+<div class="form-group">
+    {{ field(class_='form-control', **kwargs)|safe }}
+    {% if field.errors %}
+    {% for error in field.errors %}
+    <div class="alert alert-danger" role="alert" style="margin-top: 10px;">
+        {{ error }}
+    </div>
+    {% endfor %}
+    {% endif %}
+</div>
+{% endmacro %}
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_3/app/tracks/routes.py

+from flask import Blueprint
+from flask import render_template
+from flask_wtf import FlaskForm
+from wtforms import StringField
+from wtforms import IntegerField
+from wtforms import FloatField
+from wtforms import SelectField
+from wtforms import HiddenField
+from wtforms.validators import InputRequired
+from wtforms.validators import ValidationError
+from app import db
+from app.models import Artist
+from app.models import Album
+from app.models import Track
+from app.models import MediaType
+from app.models import Genre
+
+
+# Setup the Blueprint
+tracks_bp = Blueprint(
+    "tracks_bp", __name__, template_folder="templates", static_folder="static"
+)
+
+
+def does_artist_exist(form, field):
+    artist = (
+        db.session.query(Artist)
+        .filter(Artist.name == field.data)
+        .one_or_none()
+    )
+
+    if artist is not None:
+        raise ValidationError("Artist already exists", field.data)
+
+
+def does_album_exist(form, field):
+    album = (
+        db.session.query(Album).filter(Album.title == field.data).one_or_none()
+    )
+
+    if album is not None:
+        raise ValidationError("Album already exists", field.data)
+
+
+def does_track_exist(form, field):
+    track = (
+        db.session.query(Track)
+        .join(Album)
+        .join(Artist)
+        .filter(Artist.name == form.artist.data)
+        .filter(Album.title == form.album.data)
+        .filter(Track.name == field.data)
+        .one_or_none()
+    )
+
+    if track is not None:
+        raise ValidationError("Track already exists", field.data)
+
+
+class CreateTrackForm(FlaskForm):
+    artist = HiddenField("artist")
+    album = HiddenField("album")
+    name = StringField(
+        label="Track's Name", validators=[InputRequired(), does_track_exist]
+    )
+    media_type = SelectField(label="Media Type", validators=[InputRequired()])
+    genre = SelectField(label="Genre", validators=[InputRequired()])
+    composer = StringField(label="Composer")
+    milliseconds = IntegerField(
+        label="Time in Milliseconds", validators=[InputRequired()]
+    )
+    bytes = IntegerField(label="Size in Bytes", validators=[InputRequired()])
+    unit_price = FloatField(label="Unit Price", validators=[InputRequired()])
+
+
+@tracks_bp.route("/tracks/<int:album_id>", methods=["GET", "POST"])
+def tracks(album_id=None):
+    form = CreateTrackForm()
+
+    # Get MediaType information and populate the form
+    form.media_type.choices = [
+        (str(media_type.media_type_id), media_type.name)
+        for media_type in MediaType.query.order_by(MediaType.media_type_id)
+    ]
+
+    # Get Genre information and populate the form
+    form.genre.choices = [
+        (str(genre.genre_id), genre.name)
+        for genre in Genre.query.order_by(Genre.genre_id)
+    ]
+
+    # Get the album
+    album = (
+        db.session.query(Album)
+        .filter(Album.album_id == album_id)
+        .one_or_none()
+    )
+    form.album.data = album.title
+
+    artist = album.artist
+    form.artist.data = artist.name
+
+    # Is the form valid?
+    if form.validate_on_submit():
+        # Create new Track
+        track = Track(
+            name=form.name.data,
+            media_type_id=form.media_type.data,
+            genre_id=form.genre.data,
+            composer=form.composer.data,
+            milliseconds=form.milliseconds.data,
+            bytes=form.bytes.data,
+            unit_price=form.unit_price.data,
+        )
+        album.tracks.append(track)
+        db.session.add(album)
+        db.session.commit()
+
+    # Get the tracks
+    tracks = db.session.query(Track).filter(Track.album_id == album_id).all()
+
+    return render_template(
+        "tracks.html", artist=artist, album=album, tracks=tracks, form=form
+    )

python-sqlite-sqlalchemy/project/examples/example_3/app/tracks/templates/tracks.html

+{% extends "base.html" %}
+
+
+{% block content %}
+<div class="container-fluid">
+  <div class="m-4">
+    {% if artist is not none %}
+    <div class="card" style="width: 18rem;">
+      <div class="card-header">Create New Track</div>
+      <div class="card-body">
+        <p class="card-text">Artist's Name:&nbsp;{{ artist.name }}</p>
+        <p class="card-text">Album's Name:&nbsp;{{ album.title }}</p>
+        <form method="POST" action="{{url_for('tracks_bp.tracks', album_id=album.album_id)}}">
+          {{ form.csrf_token }}
+          {{ render_field(form.artist) }}
+          {{ render_field(form.album) }}
+          {{ render_field(form.name, placeholder=form.name.label.text) }}
+          {{ render_select(form.media_type, placeholder=form.media_type.label.text) }}
+          {{ render_select(form.genre, placeholder=form.genre.label.text) }}
+          {{ render_field(form.composer, placeholder=form.composer.label.text) }}
+          {{ render_field(form.milliseconds, placeholder=form.milliseconds.label.text) }}
+          {{ render_field(form.bytes, placeholder=form.bytes.label.text) }}
+          {{ render_field(form.unit_price, placeholder=form.unit_price.label.text) }}
+          <button type="submit" class="btn btn-primary">Create</button>
+        </form>
+      </div>
+    </div>
+    {% endif %}
+    <table class="table table-striped table-bordered table-hover table-sm">
+      <caption>List of Tracks</caption>
+      <thead>
+        <tr>
+          <th>Track Name</th>
+          <th class="text-center">Media Type</th>
+          <th class="text-center">Genre</th>
+          <th class="text-center">Unit Price</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% for track in tracks %}
+        <tr>
+          <td>{{ track.name }}</td>
+          <td class="text-center">{{ track.media_type.name }}</td>
+          <td class="text-center">{{ track.genre.name }}</td>
+          <td class="text-right">{{ track.unit_price }}</td>
+        </tr>
+        {% endfor %}
+      </tbody>
+    </table>
+  </div>
+</div>
+{% endblock %}
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_3/chinook_server.py

+from app import app
+
+
+if __name__ == "__main__":
+    app.run("0.0.0.0", port=5000)

python-sqlite-sqlalchemy/project/examples/example_3/config.py

+import os
+import json
+from pathlib import Path
+from dotenv import load_dotenv
+
+# Load the environment variables from .env file
+path = Path(__file__).parent / ".env"
+if path.exists():
+    load_dotenv()
+else:
+    raise IOError(".env file not found")
+
+
+class Config:
+    base_path = Path(__file__).resolve().parent.parent.parent
+    db_path = base_path / "data" / "chinook.db"
+
+    SECRET_KEY = os.getenv("SECRET_KEY")
+    SQLALCHEMY_DATABASE_URI = f"sqlite:///{str(db_path)}"
+    SQLALCHEMY_TRACK_MODIFICATIONS = json.loads(
+        os.getenv("SQLALCHEMY_TRACK_MODIFICATIONS").lower()
+    )
+    SQLALCHEMY_ECHO = json.loads(os.getenv("SQLALCHEMY_ECHO").lower())
+    DEBUG = json.loads(os.getenv("DEBUG").lower())

python-sqlite-sqlalchemy/project/examples/example_3/main.py

-"""
-This program gathers information from the temp_data.csv file about temperature
-"""
-
-from pkg_resources import resource_filename
-from datetime import datetime
-from datetime import timedelta
-from sqlalchemy import create_engine
-from sqlalchemy import Column, String, Integer, Float, Date
-from sqlalchemy.sql import func, and_, asc, desc
-from sqlalchemy.orm import sessionmaker
-from sqlalchemy.ext.declarative import declarative_base
-
-Base = declarative_base()
-
-
-class TemperatureData(Base):
-    __tablename__ = "temperature_data"
-    id = Column(Integer, primary_key=True)
-    name = Column(String)
-    date = Column(Date)
-    value = Column(Float)
-
-
-def get_average_temp_by_date(date_string, session) -> float:
-    """
-    This function gets the average temperature for all the samples
-    taken by the students by date
-
-    :param date_string:             date to find average temperature for
-    :param session:                 SqlAlchemy session
-    :return:                        average temp for date, or None if not found
-    """
-    target_date = datetime.strptime(date_string, "%Y-%m-%d").date()
-    min_date = target_date + timedelta(days=-3)
-    max_date = target_date + timedelta(days=3)
-
-    result = (
-        session.query(func.avg(TemperatureData.value))
-        .filter(
-            and_(
-                TemperatureData.date >= min_date,
-                TemperatureData.date <= max_date,
-            )
-        )
-        .one()
-    )
-    return result[0]
-
-
-def get_average_temp_sorted(direction: str, session) -> list:
-    if direction.lower() not in ["asc", "desc"]:
-        raise Exception(f"Unknown direction: {direction}")
-
-    dir = asc if direction.lower() == "asc" else desc
-
-    results = (
-        session.query(
-            TemperatureData.date,
-            func.avg(TemperatureData.value).label("average_temp"),
-        )
-        .group_by(TemperatureData.date)
-        .order_by(dir("average_temp"))
-        .all()
-    )
-    return results
-
-
-def main():
-    print("starting")
-
-    # Connect to the database using SqlAlchemy
-    sqlite_filepath = resource_filename("project.data", "temp_data.db")
-    engine = create_engine(f"sqlite:///{sqlite_filepath}")
-    Session = sessionmaker()
-    Session.configure(bind=engine)
-    session = Session()
-
-    # Get the average temperature by date
-    date_string = "2019-02-10"
-    average_temp = get_average_temp_by_date(date_string, session)
-    print(f"Average temp {date_string}: {average_temp:.2f}")
-    print()
-
-    # Get the average temps for the year sorted ascending or descending
-    average_temps = get_average_temp_sorted("asc", session)
-    for row in average_temps:
-        print(f"Date: {row.date}, average temp: {row.average_temp:.2f}")
-    print()
-
-    print("finished")
-
-
-if __name__ == "__main__":
-    main()

python-sqlite-sqlalchemy/project/examples/example_4/README.md

-# Example 4
-
-This example uses the raw author_book_publisher.csv file to
-get data into the program and run various python functions
-on it. 
-
-The csv file uses redundant data to hold relationship data
-in the file. The main.py program examines this file to use
-those reletionships to get different kinds of information
-from the file.
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_4/main.py

-"""
-This is the example 4 program file
-"""
-
-import csv
-import copy
-from pkg_resources import resource_filename
-from typing import List
-from collections import defaultdict
-from uuid import uuid4
-from treelib import Tree
-
-
-def get_author_book_publisher_data(filepath: str) -> List:
-    """
-    This function gets the temperature data from the csv file
-    """
-    with open(filepath) as csvfile:
-        csv_reader = csv.DictReader(csvfile)
-        data = [row for row in csv_reader]
-        return data
-
-
-def get_total_number_of_books_by_publishers(data, direction) -> List:
-    """
-    :param data:                author/book/publisher data
-    :param direction:           direction to sort the data by
-    :return:                    List of sorted data
-    """
-    if direction not in ["asc", "desc"]:
-        raise Exception(f"Unknown direction: {direction}")
-
-    # Get total number of books for each publisher
-    publishers = defaultdict(int)
-    for row in data:
-        publishers[row["publisher"]] += 1
-
-    # Convert the dictionary to a list of tuples and sort it
-    retval = [(k, v) for k, v in publishers.items()]
-    return sorted(
-        retval,
-        key=lambda v: v[1],
-        reverse=False if direction == "asc" else True,
-    )
-
-
-def get_total_number_of_authors_by_publishers(data, direction: str) -> List:
-    """
-    :param data:                author/book/publisher data
-    :param direction:           direction to sort the data by
-    :return:                    List of sorted data
-    """
-    if direction not in ["asc", "desc"]:
-        raise Exception("Unknown direction", direction)
-
-    # Get total number of authors for each publisher
-    publishers = defaultdict(list)
-    for row in data:
-        publishers[row["publisher"]] = []
-
-    for row in data:
-        author = f"{row['fname']} {row['lname']}"
-        if author not in publishers[row["publisher"]]:
-            publishers[row["publisher"]].append(author)
-
-    retval = [(k, len(v)) for k, v in publishers.items()]
-    return sorted(
-        retval,
-        key=lambda v: v[1],
-        reverse=False if direction == "asc" else True,
-    )
-
-
-def get_authors(data) -> List:
-    """
-    This function returns a list of authors, including their hierarchical
-    data
-
-    :param data:                author/book/publisher data
-    :return:                    list of authors data
-    """
-    # Get the authors
-    authors = {f"{row['fname']} {row['lname']}": {} for row in data}
-    # Get the books associated with the authors
-    for row in data:
-        author = f"{row['fname']} {row['lname']}"
-        title = row["title"]
-        authors[author][title] = set()
-    # Get the publisher associated with the book
-    for row in data:
-        author = f"{row['fname']} {row['lname']}"
-        title = row["title"]
-        publisher = row["publisher"]
-        authors[author][title].add(publisher)
-    return authors
-
-
-def add_new_book(data, author_name, book_title, publisher_name):
-    """
-    This function adds a new book to the data
-
-    :param data:                author/book/publisher data
-    :param author_name:         author's name
-    :param book_title:          book title
-    :param publisher_name:      publishers name
-    :return:                    updated data
-    """
-    # Create a new copy of the passed in data
-    new_data = copy.deepcopy(data)
-
-    # Does the book exist?
-    books = {row["title"] for row in data}
-    if book_title in books:
-        raise Exception("Book exists", book_title)
-
-    fname, lname = author_name.split(" ")
-
-    # Does the author exist?
-    authors = {f"{row['fname']} {row['lname']}" for row in data}
-    if author_name not in authors:
-        raise Exception("No author found", author_name)
-
-    # Does the publisher exist?
-    publishers = {row["publisher"] for row in data}
-    if publisher_name not in publishers:
-        raise Exception("No publisher found", publisher_name)
-
-    # Add the new book
-    new_data.append(
-        {
-            "fname": fname,
-            "lname": lname,
-            "title": book_title,
-            "publisher": publisher_name,
-        }
-    )
-    return new_data
-
-
-def output_hierarchical_author_data(authors):
-    """
-    This function outputs the author/book/publisher information in
-    a hierarchical manner
-
-    :param authors:         the collection of root author objects
-    :return:                None
-    """
-    authors_tree = Tree()
-    authors_tree.create_node("Authors", "authors")
-    for author, books in authors.items():
-        authors_tree.create_node(author, author, parent="authors")
-        for book, publishers in books.items():
-            authors_tree.create_node(book, book, parent=author)
-            for publisher in publishers:
-                authors_tree.create_node(publisher, uuid4(), parent=book)
-    # Output the hierarchical authors data
-    print(authors_tree.show())
-
-
-def main():
-    """
-    The main entry point of the program
-    """
-    print("starting")
-
-    # Connect to the database using SqlAlchemy
-    filepath = resource_filename("project.data", "author_book_publisher.csv")
-    author_book_publisher_data = get_author_book_publisher_data(filepath)
-
-    # Get the total number of books printed by each publisher
-    total_books_by_publisher = get_total_number_of_books_by_publishers(
-        author_book_publisher_data, "desc"
-    )
-    for publisher, total_books in total_books_by_publisher:
-        print(f"Publisher: {publisher}, total books: {total_books}")
-    print()
-
-    # Get the total number of authors each publisher publishes
-    total_authors_by_publisher = get_total_number_of_authors_by_publishers(
-        author_book_publisher_data, "desc"
-    )
-    for publisher, total_authors in total_authors_by_publisher:
-        print(f"Publisher: {publisher}, total authors: {total_authors}")
-    print()
-
-    # Output hierarchical authors data
-    authors = get_authors(author_book_publisher_data)
-    output_hierarchical_author_data(authors)
-
-    # Add a new book to the data structure
-    author_book_publisher_data = add_new_book(
-        author_book_publisher_data,
-        author_name="Stephen King",
-        book_title="The Stand",
-        publisher_name="Random House",
-    )
-
-    # Output the updated hierarchical authors data
-    authors = get_authors(author_book_publisher_data)
-    output_hierarchical_author_data(authors)
-
-    print("finished")
-
-
-if __name__ == "__main__":
-    main()

python-sqlite-sqlalchemy/project/examples/example_5/README.md

-# Example 5
-
-This example uses Sqlite and SQL queries to access the
-author_book_publisher.db database file to
-get data into the program and run various python functions
-on it.
-
-The database captures the relationships between tables, and 
-this is used to generate interesting data about the database. 
-However, the original CSV file is essentially re-created in 
-the *get_authors()* function in order to create the authors
-hierarchical data necessary to generate the tree view 
-presented by the main program. 

python-sqlite-sqlalchemy/project/examples/example_5/main.py

-"""
-Example 5 program file
-"""
-
-from pkg_resources import resource_filename
-import sqlite3
-from uuid import uuid4
-from typing import List
-from treelib import Tree
-
-
-def get_total_number_of_books_by_publishers(connection, direction) -> List:
-    """
-    :param connection:          connection to the database
-    :return:                    List of sorted data
-    """
-    if direction not in ["asc", "desc"]:
-        raise Exception("Unknown direction", direction)
-
-    cursor = connection.cursor()
-    sql = f"""
-    SELECT
-      p.name            as publisher_name,
-      count(b.title)    as total_books
-    FROM publisher p
-    JOIN book_publisher bp on bp.publisher_id = p.publisher_id
-    JOIN book b on b.book_id = bp.book_id
-    GROUP BY publisher_name
-    ORDER BY total_books {direction};
-    """
-    result = cursor.execute(sql).fetchall()
-    return result
-
-
-def get_total_number_of_authors_by_publishers(connection, direction) -> List:
-    """
-    :param connection:          connection to the database
-    :return:                    List of sorted data
-    """
-    if direction not in ["asc", "desc"]:
-        raise Exception("Unknown direction", direction)
-
-    cursor = connection.cursor()
-    sql = f"""
-    SELECT
-      p.name            as publisher_name,
-      count(a.lname)    as total_authors
-    FROM publisher p
-    JOIN author_publisher ap on p.publisher_id = ap.publisher_id
-    JOIN author a on ap.author_id = a.author_id
-    GROUP BY publisher_name
-    ORDER BY total_authors {direction};
-    """
-    result = cursor.execute(sql).fetchall()
-    return result
-
-
-def get_authors(connection) -> List:
-    """
-    This method gets the authors data an builds a hierarchical data
-    structure from there for use by the treelib
-
-    :param connection:          connection to the database
-    :return:                    list of authors data
-    """
-    cursor = connection.cursor()
-    sql = """
-    SELECT
-      a.fname || ' ' || a.lname     as author,
-      b.title,
-      p.name
-    FROM author a
-    JOIN book b on b.author_id = a.author_id
-    JOIN author_publisher ap on ap.author_id = a.author_id
-    JOIN publisher p on p.publisher_id = ap.publisher_id
-    """
-    result = cursor.execute(sql).fetchall()
-    # Get the authors
-    authors = {row[0]: {} for row in result}
-    # Get the books associated with the authors
-    for row in result:
-        author = row[0]
-        title = row[1]
-        authors[author][title] = set()
-    # Get the publisher associated with the book
-    for row in result:
-        author = row[0]
-        title = row[1]
-        publisher = row[2]
-        authors[author][title].add(publisher)
-    return authors
-
-
-def add_new_book(connection, author_name, book_title, publisher_name):
-    """
-    This function adds a new book to the database
-
-    :param session:             database session to work with
-    :param author_name:         authors full name
-    :param book_title:          book title
-    :param publisher_name:      publisher of book
-    :return:                    None
-    """
-    connection.row_factory = sqlite3.Row
-    cursor = connection.cursor()
-
-    # Does the book exist?
-    sql = """SELECT 1 FROM book WHERE title = ?"""
-    book = cursor.execute(sql, (book_title,)).fetchone()
-
-    if book is not None:
-        raise Exception("Book exists", book_title)
-
-    # Get author
-    sql = """
-        SELECT
-          author_id
-        FROM author
-        WHERE author.fname = ?
-        AND author.lname = ?
-    """
-    fname, lname = author_name.split(" ")
-    author = cursor.execute(sql, (fname, lname)).fetchone()
-
-    # Did we get an author?
-    if author is None:
-        raise Exception("No author found", author_name)
-
-    # Get publisher
-    sql = """
-        SELECT
-          publisher_id
-        FROM publisher
-        WHERE name = ?
-    """
-    publisher = cursor.execute(sql, (publisher_name,)).fetchone()
-
-    # Did we get a publisher?
-    if publisher is None:
-        raise Exception("No publisher found", publisher_name)
-
-    # Add the book
-    sql = """
-        INSERT INTO book
-        (title, author_id)
-        VALUES(?, ?)
-    """
-    book_id = cursor.execute(sql, (book_title, author["author_id"])).lastrowid
-
-    # Update the relationships
-    sql = """
-        INSERT INTO book_publisher
-        (book_id, publisher_id)
-        VALUES(?, ?)
-    """
-    cursor.execute(sql, (book_id, publisher["publisher_id"]))
-    connection.commit()
-
-
-def output_hierarchical_author_data(authors):
-    """
-    This function outputs the author/book/publisher information in
-    a hierarchical manner
-
-    :param authors:         the collection of root author objects
-    :return:                None
-    """
-    authors_tree = Tree()
-    authors_tree.create_node("Authors", "authors")
-    for author, books in authors.items():
-        authors_tree.create_node(author, author, parent="authors")
-        for book, publishers in books.items():
-            authors_tree.create_node(book, book, parent=author)
-            for publisher in publishers:
-                authors_tree.create_node(publisher, uuid4(), parent=book)
-    # Output the hierarchical authors data
-    print(authors_tree.show())
-
-
-def main():
-    """
-    Main program entry point
-    """
-    print("starting")
-
-    # connect to the sqlite database
-    sqlite_filepath = resource_filename(
-        "project.data", "author_book_publisher.db"
-    )
-    connection = sqlite3.connect(sqlite_filepath)
-
-    # Get the total number of books printed by each publisher
-    total_books_by_publisher = get_total_number_of_books_by_publishers(
-        connection, "desc"
-    )
-    for publisher, total_books in total_books_by_publisher:
-        print(f"Publisher: {publisher}, total books: {total_books}")
-    print()
-
-    # Get the total number of authors each publisher publishes
-    total_authors_by_publisher = get_total_number_of_authors_by_publishers(
-        connection, "desc"
-    )
-    for publisher, total_authors in total_authors_by_publisher:
-        print(f"Publisher: {publisher}, total authors: {total_authors}")
-    print()
-
-    # Output hierarchical authors data
-    authors = get_authors(connection)
-    output_hierarchical_author_data(authors)
-
-    # add a new book
-    add_new_book(
-        connection,
-        author_name="Stephen King",
-        book_title="The Stand",
-        publisher_name="Random House",
-    )
-
-    # Output hierarchical authors data
-    authors = get_authors(connection)
-    output_hierarchical_author_data(authors)
-
-    print("finished")
-
-
-if __name__ == "__main__":
-    main()

python-sqlite-sqlalchemy/project/examples/example_6/README.md

-# Example 6
-
-This example uses SqlAlcheym to access the author_book_publisher.db
-sqlite file to get data into the program and run various python functions
-on it. 
-
-The main.py program file shows how to use the objects returned
-by SqlAlchemy, and the relationships coded into them, to retreive
-the same information the previous example programs did.
\ No newline at end of file

python-sqlite-sqlalchemy/project/examples/example_6/main.py

-"""
-This program gathers information from the temp_data.csv file about temperature
-"""
-
-from pkg_resources import resource_filename
-from typing import List
-from uuid import uuid4
-from sqlalchemy import create_engine
-from sqlalchemy import and_
-from sqlalchemy.sql import func, asc, desc
-from sqlalchemy.orm import sessionmaker
-from treelib import Tree
-from project.modules.models import Author
-from project.modules.models import Book
-from project.modules.models import Publisher
-
-
-def get_total_number_of_books_by_publishers(session, direction: str) -> List:
-    """
-
-    :param session:             database session to work with
-    :param direction:
-    :return:
-    """
-    if direction not in ["asc", "desc"]:
-        raise Exception(f"Unknown direction: {direction}")
-
-    dir = desc if direction == "desc" else asc
-
-    results = (
-        session.query(
-            Publisher.name, func.count(Book.title).label("total_books")
-        )
-        .join(Publisher.books)
-        .group_by(Publisher.name)
-        .order_by(dir("total_books"))
-    )
-    return results
-
-
-def get_total_number_of_authors_by_publishers(session, direction: str) -> List:
-    """
-
-    :param session:             database session to work with
-    :param direction:
-    :return:
-    """
-    if direction not in ["asc", "desc"]:
-        raise Exception(f"Unknown direction: {direction}")
-
-    dir = desc if direction == "desc" else asc
-
-    results = (
-        session.query(
-            Publisher.name, func.count(Author.fname).label("total_authors")
-        )
-        .join(Publisher.authors)
-        .group_by(Publisher.name)
-        .order_by(dir("total_authors"))
-    )
-    return results
-
-
-def get_authors(session) -> List:
-    """
-    This function returns a list of author objects
-
-    :param session:             database session to work with
-    :return:                    list of Author objects
-    """
-    results = session.query(Author).order_by(Author.lname).all()
-    return results
-
-
-def add_new_book(session, author_name, book_title, publisher_name):
-    """
-    This function adds a new book to the database
-
-    :param session:             database session to work with
-    :param author_name:         authors full name
-    :param book_title:          book title
-    :param publisher_name:      publisher of book
-    :return:                    None
-    """
-    fname, lname = author_name.split(" ")
-
-    # Does the book exist?
-    book = session.query(Book).filter(Book.title == book_title).one_or_none()
-    if book is not None:
-        raise Exception("Book exists", book_title)
-
-    # Get author
-    author = (
-        session.query(Author)
-        .filter(and_(Author.fname == fname, Author.lname == lname))
-        .one_or_none()
-    )
-
-    # Did we get an author?
-    if author is None:
-        raise Exception("No author found", author_name)
-
-    # Get publisher
-    publisher = (
-        session.query(Publisher)
-        .filter(Publisher.name == publisher_name)
-        .one_or_none()
-    )
-
-    # Did we get a publisher?
-    if publisher is None:
-        raise Exception("No publisher found", publisher)
-
-    # Create the book
-    new_book = Book(title=book_title)
-
-    # Insert the book and create the relationships
-    author.books.append(new_book)
-    publisher.books.append(new_book)
-    session.commit()
-
-
-def output_hierarchical_author_data(authors):
-    """
-    This function outputs the author/book/publisher information in
-    a hierarchical manner
-
-    :param authors:         the collection of root author objects
-    :return:                None
-    """
-    authors_tree = Tree()
-    authors_tree.create_node("Authors", "authors")
-    for author in authors:
-        authors_tree.create_node(
-            f"{author.fname} {author.lname}",
-            f"{author.fname} {author.lname}",
-            parent="authors",
-        )
-        for book in author.books:
-            authors_tree.create_node(
-                f"{book.title}",
-                f"{book.title}",
-                parent=f"{author.fname} {author.lname}",
-            )
-            for publisher in book.publishers:
-                authors_tree.create_node(
-                    f"{publisher.name}", uuid4(), parent=f"{book.title}"
-                )
-    # Output the hierarchical authors data
-    print(authors_tree.show())
-
-
-def main():
-    """
-    Main entry point of program
-    """
-    print("starting")
-
-    # Connect to the database using SqlAlchemy
-    sqlite_filepath = resource_filename(
-        "project.data", "author_book_publisher.db"
-    )
-    engine = create_engine(f"sqlite:///{sqlite_filepath}")
-    Session = sessionmaker()
-    Session.configure(bind=engine)
-    session = Session()
-
-    # Get the total number of books printed by each publisher
-    total_books_by_publisher = get_total_number_of_books_by_publishers(
-        session, "desc"
-    )
-    for row in total_books_by_publisher:
-        print(f"Publisher: {row.name}, total books: {row.total_books}")
-    print()
-
-    # Get the total number of authors each publisher publishes
-    total_authors_by_publisher = get_total_number_of_authors_by_publishers(
-        session, "desc"
-    )
-    for row in total_authors_by_publisher:
-        print(f"Publisher: {row.name}, total authors: {row.total_authors}")
-    print()
-
-    # Output hierarchical authors data
-    authors = get_authors(session)
-    output_hierarchical_author_data(authors)
-
-    # Add a new book
-    add_new_book(
-        session,
-        author_name="Stephen King",
-        book_title="The Stand",
-        publisher_name="Random House",
-    )
-
-    # Output the updated hierarchical authors data
-    authors = get_authors(session)
-    output_hierarchical_author_data(authors)
-
-    print("finished")
-
-
-if __name__ == "__main__":
-    main()

python-sqlite-sqlalchemy/project/modules/models.py

@@ -4,6 +4,7 @@ from sqlalchemy.ext.declarative import declarative_base
 
 Base = declarative_base()
 
+
 author_publisher = Table(
     "author_publisher",
     Base.metadata,
@@ -11,6 +12,7 @@ author_publisher = Table(
     Column("publisher_id", Integer, ForeignKey("publisher.publisher_id")),
 )
 
+
 book_publisher = Table(
     "book_publisher",
     Base.metadata,
@@ -22,8 +24,8 @@ book_publisher = Table(
 class Author(Base):
     __tablename__ = "author"
     author_id = Column(Integer, primary_key=True)
-    fname = Column(String)
-    lname = Column(String)
+    first_name = Column(String)
+    last_name = Column(String)
     books = relationship("Book", backref=backref("author"))
     publishers = relationship(
         "Publisher", secondary=author_publisher, back_populates="authors"

python-sqlite-sqlalchemy/setup.cfg

+[metadata]
+name = local_project
+version = 0.1.0
+
+[options]
+packages = structure
\ No newline at end of file

python-sqlite-sqlalchemy/setup.py

@@ -4,5 +4,16 @@ setup(
     name="project",
     version="1.0",
     packages=find_packages(),
-    install_requires=["SQLAlchemy", "treelib"],
+    install_requires=[
+        "pandas==1.0.3",
+        "Flask==1.1.1",
+        "SQLAlchemy==1.3.13",
+        "Flask-SQLAlchemy==2.4.1",
+        "Flask-Cors==3.0.8",
+        "Flask-Bootstrap4==4.0.2",
+        "Flask-WTF==0.14.3",
+        "python-dateutil==2.8.1",
+        "python-dotenv==0.10.5",
+        "treelib",
+    ],
 )

requirements.txt

-black==19.10b0
-flake8==3.8.2 
+black==20.8b1
+flake8==3.8.4 

storing-images/storing_images.py

@@ -85,12 +85,12 @@ class CIFAR_Image:
 
 
 def store_single_disk(image, image_id, label):
-    """ Stores a single image as a .png file on disk.
-        Parameters:
-        ---------------
-        image       image array, (32, 32, 3) to be stored
-        image_id    integer unique ID for image
-        label       image label
+    """Stores a single image as a .png file on disk.
+    Parameters:
+    ---------------
+    image       image array, (32, 32, 3) to be stored
+    image_id    integer unique ID for image
+    label       image label
     """
     Image.fromarray(image).save(disk_dir / f"{image_id}.png")
 
@@ -102,12 +102,12 @@ def store_single_disk(image, image_id, label):
 
 
 def store_single_lmdb(image, image_id, label):
-    """ Stores a single image to a LMDB.
-        Parameters:
-        ---------------
-        image       image array, (32, 32, 3) to be stored
-        image_id    integer unique ID for image
-        label       image label
+    """Stores a single image to a LMDB.
+    Parameters:
+    ---------------
+    image       image array, (32, 32, 3) to be stored
+    image_id    integer unique ID for image
+    label       image label
     """
 
     map_size = image.nbytes * 10
@@ -125,12 +125,12 @@ def store_single_lmdb(image, image_id, label):
 
 
 def store_single_hdf5(image, image_id, label):
-    """ Stores a single image to an HDF5 file.
-        Parameters:
-        ---------------
-        image       image array, (32, 32, 3) to be stored
-        image_id    integer unique ID for image
-        label       image label
+    """Stores a single image to an HDF5 file.
+    Parameters:
+    ---------------
+    image       image array, (32, 32, 3) to be stored
+    image_id    integer unique ID for image
+    label       image label
     """
 
     # Create a new HDF5 file
@@ -164,11 +164,11 @@ for method in ("disk", "lmdb", "hdf5"):
 
 
 def store_many_disk(images, labels):
-    """ Stores an array of images to disk
-        Parameters:
-        ---------------
-        images       images array, (N, 32, 32, 3) to be stored
-        labels       labels array, (N, 1) to be stored
+    """Stores an array of images to disk
+    Parameters:
+    ---------------
+    images       images array, (N, 32, 32, 3) to be stored
+    labels       labels array, (N, 1) to be stored
     """
     num_images = len(images)
 
@@ -188,11 +188,11 @@ def store_many_disk(images, labels):
 
 
 def store_many_lmdb(images, labels):
-    """ Stores an array of images to LMDB.
-        Parameters:
-        ---------------
-        images       images array, (N, 32, 32, 3) to be stored
-        labels       labels array, (N, 1) to be stored
+    """Stores an array of images to LMDB.
+    Parameters:
+    ---------------
+    images       images array, (N, 32, 32, 3) to be stored
+    labels       labels array, (N, 1) to be stored
     """
     num_images = len(images)
 
@@ -212,11 +212,11 @@ def store_many_lmdb(images, labels):
 
 
 def store_many_hdf5(images, labels):
-    """ Stores an array of images to HDF5.
-        Parameters:
-        ---------------
-        images       images array, (N, 32, 32, 3) to be stored
-        labels       labels array, (N, 1) to be stored
+    """Stores an array of images to HDF5.
+    Parameters:
+    ---------------
+    images       images array, (N, 32, 32, 3) to be stored
+    labels       labels array, (N, 1) to be stored
     """
     num_images = len(images)
 
@@ -270,14 +270,14 @@ for cutoff in cutoffs:
 def plot_with_legend(
     x_range, y_data, legend_labels, x_label, y_label, title, log=False
 ):
-    """ Displays a single plot with multiple datasets and matching legends.
-        Parameters:
-        --------------
-        x_range         list of lists containing x data
-        y_data          list of lists containing y values
-        legend_labels   list of string legend labels
-        x_label         x axis label
-        y_label         y axis label
+    """Displays a single plot with multiple datasets and matching legends.
+    Parameters:
+    --------------
+    x_range         list of lists containing x data
+    y_data          list of lists containing y values
+    legend_labels   list of string legend labels
+    x_label         x axis label
+    y_label         y axis label
     """
     plt.style.use("seaborn-whitegrid")
     plt.figure(figsize=(10, 7))
@@ -362,15 +362,15 @@ plt.show()
 
 
 def read_single_disk(image_id):
-    """ Stores a single image to disk.
-        Parameters:
-        ---------------
-        image_id    integer unique ID for image
-
-        Returns:
-        ----------
-        image       image array, (32, 32, 3) to be stored
-        label       associated meta data, int label
+    """Stores a single image to disk.
+    Parameters:
+    ---------------
+    image_id    integer unique ID for image
+
+    Returns:
+    ----------
+    image       image array, (32, 32, 3) to be stored
+    label       associated meta data, int label
     """
     image = np.array(Image.open(disk_dir / f"{image_id}.png"))
 
@@ -384,15 +384,15 @@ def read_single_disk(image_id):
 
 
 def read_single_lmdb(image_id):
-    """ Stores a single image to LMDB.
-        Parameters:
-        ---------------
-        image_id    integer unique ID for image
-
-        Returns:
-        ----------
-        image       image array, (32, 32, 3) to be stored
-        label       associated meta data, int label
+    """Stores a single image to LMDB.
+    Parameters:
+    ---------------
+    image_id    integer unique ID for image
+
+    Returns:
+    ----------
+    image       image array, (32, 32, 3) to be stored
+    label       associated meta data, int label
     """
 
     # Open the LMDB environment; see (1)
@@ -413,15 +413,15 @@ def read_single_lmdb(image_id):
 
 
 def read_single_hdf5(image_id):
-    """ Stores a single image to HDF5.
-        Parameters:
-        ---------------
-        image_id    integer unique ID for image
-
-        Returns:
-        ----------
-        image       image array, (32, 32, 3) to be stored
-        label       associated meta data, int label
+    """Stores a single image to HDF5.
+    Parameters:
+    ---------------
+    image_id    integer unique ID for image
+
+    Returns:
+    ----------
+    image       image array, (32, 32, 3) to be stored
+    label       associated meta data, int label
     """
 
     # Open the HDF5 file
@@ -454,15 +454,15 @@ for method in ("disk", "lmdb", "hdf5"):
 
 
 def read_many_disk(num_images):
-    """ Reads image from disk.
-        Parameters:
-        ---------------
-        num_images   number of images to read
-
-        Returns:
-        ----------
-        images      images array, (N, 32, 32, 3) to be stored
-        labels      associated meta data, int label (N, 1)
+    """Reads image from disk.
+    Parameters:
+    ---------------
+    num_images   number of images to read
+
+    Returns:
+    ----------
+    images      images array, (N, 32, 32, 3) to be stored
+    labels      associated meta data, int label (N, 1)
     """
     images, labels = [], []
 
@@ -480,15 +480,15 @@ def read_many_disk(num_images):
 
 
 def read_many_lmdb(num_images):
-    """ Reads image from LMDB.
-        Parameters:
-        ---------------
-        num_images   number of images to read
-
-        Returns:
-        ----------
-        images      images array, (N, 32, 32, 3) to be stored
-        labels      associated meta data, int label (N, 1)
+    """Reads image from LMDB.
+    Parameters:
+    ---------------
+    num_images   number of images to read
+
+    Returns:
+    ----------
+    images      images array, (N, 32, 32, 3) to be stored
+    labels      associated meta data, int label (N, 1)
     """
     images, labels = [], []
     env = lmdb.open(str(lmdb_dir / f"{num_images}_lmdb"), readonly=True)
@@ -509,15 +509,15 @@ def read_many_lmdb(num_images):
 
 
 def read_many_hdf5(num_images):
-    """ Reads image from HDF5.
-        Parameters:
-        ---------------
-        num_images   number of images to read
-
-        Returns:
-        ----------
-        images      images array, (N, 32, 32, 3) to be stored
-        labels      associated meta data, int label (N, 1)
+    """Reads image from HDF5.
+    Parameters:
+    ---------------
+    num_images   number of images to read
+
+    Returns:
+    ----------
+    images      images array, (N, 32, 32, 3) to be stored
+    labels      associated meta data, int label (N, 1)
     """
     images, labels = [], []
 

web-scraping-bs4/README.md

 # Build a Web Scraper With Requests and Beautiful Soup
 
-This repository contains code relating to the Real Python tutorial on how to [Build a Web Scraper With Requests and Beautiful Soup](https://realpython.com/build-web-scraper-with-requests-beautiful-soup/).
+This repository contains code relating to the Real Python tutorial on how to [Build a Web Scraper With Requests and Beautiful Soup](https://realpython.com/beautiful-soup-web-scraper-python/).
 
 There are two available scripts: