#Python Development Services Chicago
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mltshphq · 7 months ago
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BRB... just upgrading Python
CW: nerdy, technical details.
Originally, MLTSHP (well, MLKSHK back then) was developed for Python 2. That was fine for 2010, but 15 years later, and Python 2 is now pretty ancient and unsupported. January 1st, 2020 was the official sunset for Python 2, and 5 years later, we’re still running things with it. It’s served us well, but we have to transition to Python 3.
Well, I bit the bullet and started working on that in earnest in 2023. The end of that work resulted in a working version of MLTSHP on Python 3. So, just ship it, right? Well, the upgrade process basically required upgrading all Python dependencies as well. And some (flyingcow, torndb, in particular) were never really official, public packages, so those had to be adopted into MLTSHP and upgraded as well. With all those changes, it required some special handling. Namely, setting up an additional web server that could be tested against the production database (unit tests can only go so far).
Here’s what that change comprised: 148 files changed, 1923 insertions, 1725 deletions. Most of those changes were part of the first commit for this branch, made on July 9, 2023 (118 files changed).
But by the end of that July, I took a break from this task - I could tell it wasn’t something I could tackle in my spare time at that time.
Time passes…
Fast forward to late 2024, and I take some time to revisit the Python 3 release work. Making a production web server for the new Python 3 instance was another big update, since I wanted the Docker container OS to be on the latest LTS edition of Ubuntu. For 2023, that was 20.04, but in 2025, it’s 24.04. I also wanted others to be able to test the server, which means the CDN layer would have to be updated to direct traffic to the test server (without affecting general traffic); I went with a client-side cookie that could target the Python 3 canary instance.
In addition to these upgrades, there were others to consider — MySQL, for one. We’ve been running MySQL 5, but version 9 is out. We settled on version 8 for now, but could also upgrade to 8.4… 8.0 is just the version you get for Ubuntu 24.04. RabbitMQ was another server component that was getting behind (3.5.7), so upgrading it to 3.12.1 (latest version for Ubuntu 24.04) seemed proper.
One more thing - our datacenter. We’ve been using Linode’s Fremont region since 2017. It’s been fine, but there are some emerging Linode features that I’ve been wanting. VPC support, for one. And object storage (basically the same as Amazon’s S3, but local, so no egress cost to-from Linode servers). Both were unavailable to Fremont, so I decided to go with their Chicago region for the upgrade.
Now we’re talking… this is now not just a “push a button” release, but a full-fleged, build everything up and tear everything down kind of release that might actually have some downtime (while trying to keep it short)!
I built a release plan document and worked through it. The key to the smooth upgrade I want was to make the cutover as seamless as possible. Picture it: once everything is set up for the new service in Chicago - new database host, new web servers and all, what do we need to do to make the switch almost instant? It’s Fastly, our CDN service.
All traffic to our service runs through Fastly. A request to the site comes in, Fastly routes it to the appropriate host, which in turns speaks to the appropriate database. So, to transition from one datacenter to the other, we need to basically change the hosts Fastly speaks to. Those hosts will already be set to talk to the new database. But that’s a key wrinkle - the new database…
The new database needs the data from the old database. And to make for a seamless transition, it needs to be up to the second in step with the old database. To do that, we have take a copy of the production data and get it up and running on the new database. Then, we need to have some process that will copy any new data to it since the last sync. This sounded a lot like replication to me, but the more I looked at doing it that way, I wasn’t confident I could set that up without bringing the production server down. That’s because any replica needs to start in a synchronized state. You can’t really achieve that with a live database. So, instead, I created my own sync process that would copy new data on a periodic basis as it came in.
Beyond this, we need a proper replication going in the new datacenter. In case the database server goes away unexpectedly, a replica of it allows for faster recovery and some peace of mind. Logical backups can be made from the replica and stored in Linode’s object storage if something really disastrous happens (like tables getting deleted by some intruder or a bad data migration).
I wanted better monitoring, too. We’ve been using Linode’s Longview service and that’s okay and free, but it doesn’t act on anything that might be going wrong. I decided to license M/Monit for this. M/Monit is so lightweight and nice, along with Monit running on each server to keep track of each service needed to operate stuff. Monit can be given instructions on how to self-heal certain things, but also provides alerts if something needs manual attention.
And finally, Linode’s Chicago region supports a proper VPC setup, which allows for all the connectivity between our servers to be totally private to their own subnet. It also means that I was able to set up an additional small Linode instance to serve as a bastion host - a server that can be used for a secure connection to reach the other servers on the private subnet. This is a lot more secure than before… we’ve never had a breach (at least, not to my knowledge), and this makes that even less likely going forward. Remote access via SSH is now unavailable without using the bastion server, so we don’t have to expose our servers to potential future ssh vulnerabilities.
So, to summarize: the MLTSHP Python 3 upgrade grew from a code release to a full stack upgrade, involving touching just about every layer of the backend of MLTSHP.
Here’s a before / after picture of some of the bigger software updates applied (apologies for using images for these tables, but Tumblr doesn’t do tables):
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And a summary of infrastructure updates:
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I’m pretty happy with how this has turned out. And I learned a lot. I’m a full-stack developer, so I’m familiar with a lot of devops concepts, but actually doing that role is newish to me. I got to learn how to set up a proper secure subnet for our set of hosts, making them more secure than before. I learned more about Fastly configuration, about WireGuard, about MySQL replication, and about deploying a large update to a live site with little to no downtime. A lot of that is due to meticulous release planning and careful execution. The secret for that is to think through each and every step - no matter how small. Document it, and consider the side effects of each. And with each step that could affect the public service, consider the rollback process, just in case it’s needed.
At this time, the server migration is complete and things are running smoothly. Hopefully we won’t need to do everything at once again, but we have a recipe if it comes to that.
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tutorsindia152 · 2 months ago
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travelscrape · 3 months ago
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Boosting Bookings with Scraped Expedia & Priceline Data
Introduction
In the hyper-competitive travel industry, user acquisition and retention heavily rely on pricing accuracy, competitive offerings, and real-time hotel inventory. A US-based OTA startup approached Travel Scrape to develop a robust data acquisition strategy using Expedia and Priceline hotel listing data. The goal? To increase direct hotel bookings, optimize margins, and stay competitive on price.
Objectives
Monitor real-time hotel prices and promotions across top OTAs.
Compare listings and availability to identify gaps and exclusive deals.
Enable dynamic pricing and personalized offers on the client app.
Improve SEO and conversion rates by using enriched hotel metadata and user review trends.
Why Expedia & Priceline?
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Expedia and Priceline are two of the largest OTAs globally, hosting millions of listings. Their platforms offer diverse hotel options with varying rates based on location, time, and user profile.
Target Use Case:
Scrape data across 50 US cities including New York, Miami, Chicago, and Los Angeles.
Focus on mid-range to premium hotels with high booking intent during holidays.
Enable filtering by price drops, free cancellations, user ratings, and last-minute deals.
Travel Scrape’s Data Strategy
1. Web Scraping Architecture
Travel Scrape deployed a custom scraping pipeline with rotating proxies, CAPTCHA solvers, and intelligent scheduling to:
Avoid detection on dynamic pages
Monitor thousands of listings daily
Collect structured data using XPath and JSON parsing
2. Key Fields Extracted
FieldExample ValueHotel NameHoliday Inn Express Downtown LACity / StateLos Angeles, CAPrice per Night$139Discount18% offAmenitiesFree WiFi, Pool, Airport ShuttleStar Rating4.2 / 5User Reviews Count3,245 reviewsCheck-in/out Time3 PM / 11 AMCancellation PolicyFree cancellation until 24 hours priorSourceExpedia / Priceline
3. Sample JSON Snippet
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Implementation
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Phase 1: Data Collection & Cleansing
Collected over 500,000+ listings across Expedia and Priceline in 3 months.
Normalized hotel data to remove duplicates and match similar listings.
Tagged listings with geo-coordinates to map against app location filters.
Phase 2: Price Trend Analysis
Mapped daily fluctuations in prices during peak season.
Identified time slots when last-minute bookings dropped prices by 20-30%.
Used Python-based data models to flag competitive pricing opportunities.
Phase 3: App Integration
Integrated scraped data via internal APIs to feed the mobile app search results.
Introduced “Best Deal Now” tags on listings matching Expedia discounts.
Highlighted free cancellation deals to drive higher confidence bookings.
Results
MetricBefore Travel ScrapeAfter IntegrationHotel Booking Rate3.8%6.5%Avg. Time on Hotel Page42 seconds1 min 12 secConversion from Deal Alerts5.2%11.4%Refunds/Disputes Ratio4.9%2.1%Daily Active Users (DAU)12,00021,000
Visual Insights
Price Distribution Comparison – Expedia vs. Priceline
Expedia: Wider discount range (10–35%), skewed toward weekend bookings
Priceline: More bundled offers, especially for airport hotels
Heatmap: High-Conversion Hotel Zones (Top 5 Cities)
New York – Midtown & Downtown
Miami – South Beach
Chicago – Magnificent Mile
San Francisco – Union Square
Las Vegas – The Strip
Challenges Solved
ChallengeTravel Scrape SolutionData Blocking & CAPTCHARotating proxies + real browser renderingDynamic Content (JavaScript)Headless browser scraping with PuppeteerGeo-specific Pricing DifferencesSmart geolocation headers and city-wise scrapingHigh Duplication Across OTAsMachine learning for deduplication by hotel ID
Client Feedback
"Travel Scrape’s data feeds transformed our app’s hotel search engine. We were able to beat competitors on pricing accuracy and boost conversions in under 90 days."
- CTO, US Travel App Startup
Conclusion
With Travel Scrape’s hotel data scraping services, the client achieved significant gains in booking conversion rates, user engagement, and price competitiveness. Leveraging real-time hotel data from Expedia and Priceline enabled smarter offers, improved trust, and higher margins.
If you're an OTA, metasearch engine, or hotel chain seeking similar growth, Travel Scrape can help power your platform with precise, real-time travel data intelligence.
Source :- https://www.travelscrape.com/scraped-expedia-priceline-data.php
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hiredeveloperdev · 9 months ago
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 Hire Web Developers in 3 Days: Chicago's Fast-Track Tech Recruitment Guide
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ecommstreet1 · 1 year ago
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From Coast to Coast: Python Development Services Making Waves in the USA
Python development services have become a cornerstone of innovation and technological advancement across the United States. From the bustling tech hubs of Silicon Valley to the vibrant startup scenes of New York City and beyond, Python development companies are making waves with their versatile solutions and cutting-edge applications.
In cities like San Francisco, renowned for its tech ecosystem, Python development services thrive amidst the dynamic landscape of innovation. Startups and established companies alike harness the power of Python to build scalable web applications, streamline data analysis processes, and develop sophisticated machine learning algorithms.
Moving across the country to the East Coast, cities like New York City emerge as vibrant hubs for Python development services. Here, businesses leverage Python's robust libraries and frameworks to create immersive user experiences, drive data-driven decision-making, and stay ahead in competitive markets.
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ahecounselling012 · 2 years ago
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Academic integrity is the foundation of scholarly pursuits, and plagiarism undermines that integrity. In this article, we will explore what plagiarism is, its various forms, the consequences of plagiarism, and provide you with strategies to ensure your writing is free from plagiarism.
Understanding Plagiarism
Plagiarism is the act of using someone else's work or ideas without giving proper credit or acknowledgment. It includes copying text word-for-word, paraphrasing without citation, and self-plagiarism. Understanding what constitutes plagiarism is crucial to maintaining academic integrity and ethical writing practices.
Common Types of Plagiarism
Direct plagiarism: where you copy someone else's work verbatim, 
Paraphrasing plagiarism: where you rewrite someone else's ideas without proper attribution. 
Self-plagiarism: which involves reusing your own previously submitted work without acknowledgment.
Consequences of Plagiarism
Plagiarism has severe consequences in academic settings. The potential academic repercussions, such as receiving failing grades, disciplinary actions, or even expulsion. Additionally, plagiarism undermines the trust and integrity of the academic community.
Strategies to Avoid Plagiarism
To prevent plagiarism, we will provide you with effective strategies. Proper citation and referencing are crucial, and we will discuss different citation styles, such as MLA, APA, and Chicago, and how to use them correctly. We will also cover techniques for paraphrasing and summarising, as well as guidelines for incorporating quotations and giving proper attribution.
Effective Research Practices
Thorough research is essential to avoid unintentional plagiarism. We will discuss the importance of exploring multiple sources, taking comprehensive notes, and organizing research materials. Time management will also be addressed, as allocating sufficient time for research, writing, and revising helps prevent rushing and the temptation to plagiarize.
Using Plagiarism Detection Tools
Plagiarism detection tools can be valuable in ensuring your writing is free from unintentional plagiarism. We will introduce you to various software and online tools that help identify instances of plagiarism. You will learn how these tools work and receive tips on using them effectively.
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Developing good writing habits is crucial in maintaining originality and avoiding plagiarism. We will discuss the importance of planning and outlining your work, proper note-taking to differentiate between your thoughts and borrowed material, and the significance of thorough editing and proofreading.
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Seeking support and utilising available resources is essential in your journey to avoid plagiarism. We will encourage you to reach out to professors, writing centers, or academic advisors for guidance and assistance. Additionally, we will highlight the value of style guides, writing manuals, and other online resources to enhance your understanding of plagiarism and academic integrity.
Maintaining academic integrity through plagiarism-free writing is of utmost importance. By understanding plagiarism, recognizing its different forms, and implementing strategies to avoid it, you can ensure that your work is original, credible, and ethically sound. Remember, responsible writing and adherence to ethical standards are essential for your personal growth and contribution to the academic community.
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abacasystem · 3 years ago
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There is no denying the fact that Oracle APEX Development Services is a superb development platform for every industry and has been demonstrated to be incredibly useful in commercial procedures. APEX is unmatched, safe, and user-friendly. The wisest decision you can make for your company might be to invest in Oracle apex development.
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subcodevs0 · 5 years ago
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HOW CAN SKILLED SOFTWARE DEVELOPERS PROVE TO BE THE LADDER OF SUCCESS IN THE LONG RUN?
A software developer’s job is to define, plan, deploy, and test a software framework that they’ve designed from the ground up for a client. It can range from developing internal services that can support companies from making products that can be sold on the open market more effectively. Upon the release of the final operating framework by software engineers, they will then help manage and upgrade the platform and guarantee that any security problems are resolved, and it can work with new databases.   know more-https://subcodevs.com/how-can-skilled-software-developers-prove-to-be-the-ladder-of-success-in-the-long-run/
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anna621world · 5 years ago
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Leo Technosoft to Adopt Microsoft Azure Cloud Operating System
Leo Technosoft is one of the earliest adopters of Microsoft Azure cloud platform (currently in beta), primarily for clinical application development.
Backed by technical experts with a deep understanding of the Microsoft Azure Services Platform and vast experience in executing an array of cloud-based projects, Leo Technosoft is well equipped to drive cloud deployments. “We are very pleased to offer clients cloud services in Microsoft Azure by offering on-demand storage to host and manage web applications through the internet. The Azure platform enables seamless hosting and management of highly-scalable, cloud-based applications. With Leo Technosoft’s proven track record of implementing successful software solutions for clients’ world-wide, supported by our Azure Development team we are confident of providing efficient cloud hosting solutions to our new customers.” observed Mr. Satyen Jain, Managing Director of Leo Technosoft. 
Visit our website
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ageetha · 5 years ago
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Python is an open source for web development platform. It is a simple, flexible, robust, reliable, and interactive programming language. Given its easily accessible framework, Python uses object oriented programming for quicker application development.
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faiyneen · 6 years ago
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tutorsindia152 · 2 months ago
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Best Assignment Writing Help UK – Expert SPSS, Editing, Formatting & Plagiarism-Free Services
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nehasingh123 · 6 years ago
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nupurvaidya · 6 years ago
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gibelwho · 5 years ago
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Top 5: Directorial Debuts
This Top 5 reviews Directorial Debuts, considering the film that was the opening gambit in a director’s career. The requirements for this list are straightforward - the films considered must be full length and had a theatrical run, so short films (although oftentimes a way into the business for directors) were not counted and neither were made for TV movies. Additionally, this list is considering films that were directed by a single person, so first films with co-director’s were not considered (although some fantastic films fall into this category, such as On the Town or Monty Python and the Holy Grail). The final consideration, although not a firm requirement, was that this first film was an opening artistic achievement that became a launching point for a notable and long career to follow.
Gibelwho Productions Presents Directorial Debuts:
5. Spike Jonze / Being John Malkovich
4. Rob Reiner / This is Spinal Tap
3. Pete Doctor / Monsters, Inc.
2. Alex Garland / Ex Machina
Rob Marshall / Chicago
Spike Jonze / Being John Malkovich (1999): This film was not only the theatrical directorial debut for music video savant Spike Jonze, but was also the first feature penned by the now acclaimed screenwriter Charlie Kaufman. Their appreciation for bizarre storylines and unique artistic sensibilities combined to make a mark on the cinematic landscape of Hollywood and opened the doors for both to careers that continue to tell non-traditional stories. Jonze had to contend with a confounding script, but managed to keep the audiences engaged with the twists and turns, and also tuned into the emotional journeys of his main players, including a representation of real-life actor John Malkovich himself. The film is filled with memorable visual sequences, including an office floor with cramped ceilings, John Malkovich’s point of view shot when ordering bath towels, and the incredible mind-bending sequence when John Malkovich enters the portal into his own mind, encountering a world filled with multiple John Malkovichs.
Rob Reiner / This is Spinal Tap (1984): Not only is Rob Reiner’s first feature a hilarious mixture of conceits with a generous helping of improvisation from comedic actors, but it also launched an entirely new genre - the mockumentary. To keep the documentary feel, Reiner produced a mix of shooting styles, including hand-held cinema-verite style, titles to introduce band members, creating black and white faux television “archival” footage, traditional documentary interview footage, and also capturing onstage theatrics. While most of the humor is in the actor’s improvised lines, the camera is not just silently observing, but also gets into the jokes and elevates the gags with visual commentary. With this film, Reiner transitioned from an actor to an established director and continued into a fabulous career that dipped into a multitude of different genres, producing several films now considered modern classics.
Pete Doctor / Monsters, Inc. (2001): While Toy Story was the original revolutionary release from the new animation studio Pixar (also with a first time director), Monsters, Inc. earns its place on this list because of the genius of Pete Doctor. The film was the fourth feature from Pixar, and the first to be helmed by a director other than John Lasseter. Pixar’s legacy (and now future, as he has assumed the role of Chief Creative Officer at Pixar following Lasseter’s exit for inappropriate behavior), was in safe hands with Doctor, who has consistently produced the Pixar films with the most unique conceits and beloved characters. This all started with his story development and leadership on Monsters, Inc., a film that achieved technical advancement with the realistic rendering of monster Sulley’s fur, but also one of the most breathtaking action sequences Pixar has ever envisioned, involving the hunt for little Boo’s bedroom door amongst a cavalcade of children’s doors, all swirling around madly in the warehouse storage space. Doctor’s first effort at Pixar produced a delightful tale, proving that Pixar could still herald the magic when the reigns were handed to other directors, and setting him up for more delightful classics to be directed.
Alex Garland / Ex Machina (2014): Alex Garland transitioned from a successful screenwriting career to directing with this astonishing piece of art - intellectual, challenging, visually stunning, and with a twisting plot that ensures the audience is on the edge of their seat throughout the film’s runtime. The screenplay was especially tight, as to be expected from a writer of Garland’s quality, but his work behind the camera was also incredibly solid, playing with the various textures of the setting’s remote mansion’s stone, wood, metal, and glass and also with the robot Ava’s combination of machine metal and human flesh. Garland expertly uncoils a new element in each conversation, scene, and session, slowly expanding the audience's understanding of the world and motivations of each character, until an explosive ending that revels in a woman taking control of her own destiny.
Rob Marshall / Chicago (2002): What are the odds that a directorial debut revitalizes the musical genre for a modern audience - and then goes on to win the Academy Award? Rob Marshall’s background as a dancer and choreographer masterly transferred to the filmmaking space - expertly conceiving the musical numbers (and entire film!), using all the tools at a filmmaker's disposal that a live theatrical experience cannot - camera composition such as close ups, crafting pacing through editing cuts, and matching sound to image. In the best tradition of Bob Fosse, newly minted director Rob Marshall set his mark upon the filmmaking landscape and brought back musicals as a viable avenue for the industry - a popular success at both the box office and amongst critical circles. Plus the film is so damn fun, with inspired performances by Renee Zellweger and Catherine Zeta-Jones as the two murderers on death’s row that just want to make it in show business. Each number tops the next and (with the small exception of Richerd Gere’s tepid singing and dancing skills) are executed with such spirit and razzle dazzle. And all that jazz!
Honorable Mentions:
Orson Welles / Citizen Kane (1941): For the movie that is consistently hailed as the greatest cinematic film ever to be made, it is quite amazing that it was created by a first time director who also cast himself as the lead role. After Orson Welles notorious stunt with the radio broadcast of The War of the Worlds (which caused mayhem as many in the public believed the play was in fact news outlets reporting actual happenings), Hollywood courted this untried director, giving him immense freedom inside the usually structured studio system. The result was a film that experimented with cinematography, editing, writing and narrative structure - all which have since been hailed as innovative leaps forward in the conception and construction of filmmaking. While the film at the time was a box office flop, Welles left his indelible mark on the industry after the promotion of his efforts by the celebrated French film critic and auteur theory supporter Andre Bazan in Cahiers du Cinema. The film can be a bit rough to the tastes of modern audiences, including the exaggerated performance style, but its technical achievements are not to be missed.
Frank Darabont / The Shawshank Redemption (1994): Another film that did middling during its initial box office run, but has since achieved the status of cult and critical favorite, came from the creative spirit of Frank Darabont, who adapted a Stephen King novella and, by sticking to his resolution to lead the film, was eventually given the chance to direct the feature. With a tight screenplay, phenomenal performances by Tim Robbins and Morgan Freeman, and cinematography by the masterful Roger Deakins - it flourished in the rental market and endured to become one of the highest rated films across many critical lists.  
Andrew Niccol / Gattaca (1997): Another writer / new director’s debut contains provocative ideas and powerful imagery paired with striking production design. It is incredible what Andrew Niccol accomplished on a smaller budget, all in service of the story’s dystopian future that feels as though it could be only a few generations away from our own time, where genetics determine a human’s entire future and those who were conceived naturally are condemned to live as a lower caste. The human’s desire to improve their lot in life and explore the universe comes in direct conflict with how science can be used to create fissures in society, enabling human expansion to space, but also limiting a single human’s rights and liberties. Grand ideas and grand design are the drapery for a compelling human story. 
Upcoming
Lin-Manuel Miranda /  tick, tick...Boom! (TBD): Based on the first stage musical by Jonathan Larson, this will be Lin-Manuel Miranda’s first foray into the directorial seat. Since the debut of the smash hit Hamilton, his career has been expanding by leaps and bounds, but he has taken a studied, measured approach to stepping into the director’s role. Miranda cited one reason for signing on to the Mary Poppins Returns movie as a chance to study under the masterful Rob Marshall, receiving a front row seat to a masterclass from one of the best filmmakers to capture musical theater in the cinematic format. Miranda himself was part of a theatrical production of tick, tick...Boom! earlier in his career, so he is very familiar with the material (although the screenplay will need to significantly expand the set of characters from a modest three to include the many roles that have been cast). Unfortunately, at the time of writing, due to the pandemic, filming has shut down; but once they have resumed and the film has a chance to see the light of day on Netflix, I will be eagerly awaiting one of my most beloved musicals to come to life through Miranda’s nascent directorial vision.
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