diff --git a/README.md b/README.md
new file mode 100644
index 00000000..ecaaab46
--- /dev/null
+++ b/README.md
@@ -0,0 +1,150 @@
+
+
+# Seeking Enlightment
+*[Anna Riera Pascual]*
+
+*[Data Analytics, Ironhack BCN & Jauary - March, 2020]*
+
+## Content
+- [Project Description](#project-description)
+- [Hypotheses / Questions](#hypotheses-questions)
+- [Dataset](#dataset)
+- [Cleaning](#cleaning)
+- [Analysis](#analysis)
+- [Model Training and Evaluation](#model-training-and-evaluation)
+- [Conclusion](#conclusion)
+- [Future Work](#future-work)
+- [Workflow](#workflow)
+- [Organization](#organization)
+- [Links](#links)
+
+## Project Description
+
+When someone starts the process of searching for a flat, multiple criteria needs to be considered: Price, Location, N of Rooms, etc... and online flat portals are great at supporting with the filtering efforts and narrowing our search.
+
+Nonetheless, the search can still be overwhelming and there are still many factors which cannot be included in our search parameters: Flat luminosity is one of them.
+
+
+
+## Hypotheses / Questions
+
+Questions I have asked myself prior to the project:
+
+* Is luminosity an important factor for people when looking to rent/buy a flat?
+* Could there be a demand for this parameter to be included in Flat Search portals?
+* Is there any way we could establish a measurement for luminosity in a flat?
+* Does the luminosity of a flat have an impact on the price of a flat?
+
+My hypotehsis:
+
+* I belive the luminosty and natural light of a flat is a factor many people would care about.
+* I believe that a flat with greater luminosity would be priced higher.
+
+
+## Dataset
+
+Before starting the actual analysis, I wanted to validate the interest for "Luminosity" in a slat. To do so, I ran a survey amongst 58 respondents.
+
+
+In order to start our analysis, I had to extract a big dataset on flat images. After trying different renamed flat portals in Barcelona : Idealista.com ; Engel&Volkers ; Fotocasa.es I found multple difficulties to access datasets (limited calls, robot blockers, etc...). Eventually I decided to opt for a smaller real estate site, but with enought data to run my analysis.
+
+I explored and scraped the following site : www.eixhabitat.es/
+
+I selected the following parameters : Flats for Sale in Barcelona
+
+The size of my dataset is:
+
+> 96 individual flats analysed
+> 1080 images analysed
+> 11 - 12 images per flat analysed in average
+> 2688 Objects identified with Object detection in our dataset
+
+
+## Cleaning
+
+As mentioned above, I had to scrape a smaller real estate website. Doing it was a challenging task given that the JSON structure was all over the place. I had to scrape each individual flat link, and extract flat information as well as all the images of each.
+
+I also focused my efforts on scraping the important images since my code was initially extracting irrelevant imagery: such as logos, company branding and generic images.
+
+
+## Analysis
+
+I had 3 goals for my analysis :
+1. Understanding the overall interest of the population in "Luminosity" as a parameter
+2. If the response was positive, establishing a luminosity score for each individual flat.
+3. Replicating and visualising an test site, called lightorflight.com, which reflected my Luminosity Score as a filtering parameter.
+
+
+1. The survey and it´s results:
+
+
+ - 100% of people believe having natural light on a flat (to rent or buy) is an important factor.
+ - When asked to choose from 1 to 5 "the importance of having natural light in your flat", 97% of respondents selected 5 (71%) and 4 (26%).
+ - When asked if they would rather choose A) A bigger flat BUT with poor natural light OR B) A smaller flat BUT with great natural light, 93% of respondents chose option B.
+
+Therefore, it is clear that there is an appeal for "luminosity" in flats, but no real estate online agency is offering this paramenter as a classifier. Therefore, i decided to create a Luminosity score myself.
+
+2. Establishing a Luminosity Score
+
+To do this, I analysed into different parameters which I then combined in my overall score:
+
+1. Object recognition : Identifying if the images of a flat had, or not, windows.
+
+I initially tried to create my own algorythm to identify windows but found a lot of difficulties. For example, I tried looking into the window detection by a square/rectangular shape analysis, but this resulted very challenging given that it would also class object such as doors, wardrobes, drawers inefficiently.
+
+Finally, I managed to connect my imagery to a Google Vision algorythm which gave me a dataframe with all the objects classified as well as the accuracy score per each image.
+
+2. Pixel mean analysis: Getting an overall score of the "colour" average of each image.
+
+In this analysis, I split the image into individual pixels, getting an array of values for each. I did a mean analysis for this values and established a pixel mean for each image. Since the values ranged from 0(black) to 255 (white), I normalised the values to be able to get a comparable metric to all the parameters.
+
+3. % of Brightness: Getting the % distribution of the brightness of an image.
+
+In this analysis, I also split the image into individual pixels but this time each pixel was classed (based on the colour) as a "white/bright" pixel or a "black/dark". This allowed me to get a % of brightness in each individual image. This value was also normalised.
+
+
+Finally, considering the 3 parameters analysed, I created an overall Luminosity score per image. I then took this one level up, and managed to get an overall luminosity score for each individual flat.
+
+3. Lightorflight.com
+
+Finally, I created a dummy version of a potential site including the new Luminosity Score as a paramenter. Once you establish the filters, a map get filtered with all individual flats complying your criters. From each flat, you can get it´s individual information, showcasing the Luminosity score as well as the other 3 sub paramenters. It also has an interactive link which takes you to the real site and the relevant information.
+Please test and play of the following link: https://public.tableau.com/shared/GZW6NBJPM?:display_count=y&:origin=viz_share_link
+
+
+## Conclusion
+
+There is a clear interest amongst the population in this type of parameter.
+
+Having looked at the luminosity score achieved and revising the actual flat imagery, I can positively say the score was useful at classifying flats which were more luminous versus those that were not.
+
+## Future Work
+
+Eventually, given the scraping limitations I found, I was not able to scrape a massive dataset for analysis. If done in the future, I would like to expand my analysis by understanding the relationship between luminosity scoring and flat prices. Could we see any pattern between higher luminosity scores and bigger price uplifts per sqm? Something to look out for in the future.
+
+## Workflow
+
+- Finding a topic of interest to me
+- Exploring what was available on the market in terms of similar concepts
+- Generating a survey to gauge people´s interest
+- Establishing the framework to establish the Luminosity Score
+- Finding a relevant site for imagery analysis
+- Scraping the real estate site
+- Undertaking the analysis
+- Finding the results
+- Creating a visualization to mirror a new potential real estate site introducing the new score
+
+
+## Organization
+
+My repository includes:
+- Code folder: Different codes I have trialed and tested for the project
+- Datasets folder: The imagery extracted from the relevant site
+- Final code foler: A version of the latest copy of my code including all documentation
+- Presentation folder : Content used in my final presentation
+
+## Links
+
+[Repository](https://github.com/)
+[Tableau_Viz](https://public.tableau.com/shared/GZW6NBJPM?:display_count=y&:origin=viz_share_link)
+[Slides](https://slides.com/arierapa/seeking-enlightment-2f81da)
+
diff --git a/datasets/flat_images/local_image_['img3538203-5949304'].jpg b/datasets/flat_images/local_image_['img3538203-5949304'].jpg
new file mode 100644
index 00000000..d3b80a10
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949304'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949305'].jpg b/datasets/flat_images/local_image_['img3538203-5949305'].jpg
new file mode 100644
index 00000000..cc04627d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949305'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949306'].jpg b/datasets/flat_images/local_image_['img3538203-5949306'].jpg
new file mode 100644
index 00000000..ade235f7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949306'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949307'].jpg b/datasets/flat_images/local_image_['img3538203-5949307'].jpg
new file mode 100644
index 00000000..9ca273a7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949307'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949308'].jpg b/datasets/flat_images/local_image_['img3538203-5949308'].jpg
new file mode 100644
index 00000000..b3c581d6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949308'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949309'].jpg b/datasets/flat_images/local_image_['img3538203-5949309'].jpg
new file mode 100644
index 00000000..d9d06378
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949309'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949310'].jpg b/datasets/flat_images/local_image_['img3538203-5949310'].jpg
new file mode 100644
index 00000000..093f68f8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949310'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949311'].jpg b/datasets/flat_images/local_image_['img3538203-5949311'].jpg
new file mode 100644
index 00000000..a110fc86
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949311'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949312'].jpg b/datasets/flat_images/local_image_['img3538203-5949312'].jpg
new file mode 100644
index 00000000..25d75cd8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949312'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949313'].jpg b/datasets/flat_images/local_image_['img3538203-5949313'].jpg
new file mode 100644
index 00000000..26957209
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949313'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949314'].jpg b/datasets/flat_images/local_image_['img3538203-5949314'].jpg
new file mode 100644
index 00000000..2ab4bee3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949314'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949315'].jpg b/datasets/flat_images/local_image_['img3538203-5949315'].jpg
new file mode 100644
index 00000000..62cf8812
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949315'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949316'].jpg b/datasets/flat_images/local_image_['img3538203-5949316'].jpg
new file mode 100644
index 00000000..3cfc7be0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949316'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949317'].jpg b/datasets/flat_images/local_image_['img3538203-5949317'].jpg
new file mode 100644
index 00000000..e60f9c92
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949317'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949318'].jpg b/datasets/flat_images/local_image_['img3538203-5949318'].jpg
new file mode 100644
index 00000000..8dfa0c16
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949318'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949319'].jpg b/datasets/flat_images/local_image_['img3538203-5949319'].jpg
new file mode 100644
index 00000000..7b07216e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949319'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949320'].jpg b/datasets/flat_images/local_image_['img3538203-5949320'].jpg
new file mode 100644
index 00000000..87ca7b2e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949320'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949321'].jpg b/datasets/flat_images/local_image_['img3538203-5949321'].jpg
new file mode 100644
index 00000000..e15a1574
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949321'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949322'].jpg b/datasets/flat_images/local_image_['img3538203-5949322'].jpg
new file mode 100644
index 00000000..a884684c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949322'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949323'].jpg b/datasets/flat_images/local_image_['img3538203-5949323'].jpg
new file mode 100644
index 00000000..a865ca27
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949323'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3538203-5949332'].jpg b/datasets/flat_images/local_image_['img3538203-5949332'].jpg
new file mode 100644
index 00000000..b172521a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3538203-5949332'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3609836-6055954'].jpg b/datasets/flat_images/local_image_['img3609836-6055954'].jpg
new file mode 100644
index 00000000..41b84f15
Binary files /dev/null and b/datasets/flat_images/local_image_['img3609836-6055954'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3609836-6110372'].jpg b/datasets/flat_images/local_image_['img3609836-6110372'].jpg
new file mode 100644
index 00000000..a6df4437
Binary files /dev/null and b/datasets/flat_images/local_image_['img3609836-6110372'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3609902-6056163'].jpg b/datasets/flat_images/local_image_['img3609902-6056163'].jpg
new file mode 100644
index 00000000..8cf67c2d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3609902-6056163'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071668'].jpg b/datasets/flat_images/local_image_['img3620842-6071668'].jpg
new file mode 100644
index 00000000..c7d8a5e4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071668'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071669'].jpg b/datasets/flat_images/local_image_['img3620842-6071669'].jpg
new file mode 100644
index 00000000..40dea6e0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071669'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071670'].jpg b/datasets/flat_images/local_image_['img3620842-6071670'].jpg
new file mode 100644
index 00000000..b3a7202e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071670'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071671'].jpg b/datasets/flat_images/local_image_['img3620842-6071671'].jpg
new file mode 100644
index 00000000..fe60e918
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071671'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071672'].jpg b/datasets/flat_images/local_image_['img3620842-6071672'].jpg
new file mode 100644
index 00000000..b60742ae
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071672'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071673'].jpg b/datasets/flat_images/local_image_['img3620842-6071673'].jpg
new file mode 100644
index 00000000..5ad895de
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071673'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071674'].jpg b/datasets/flat_images/local_image_['img3620842-6071674'].jpg
new file mode 100644
index 00000000..b4f27755
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071674'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071675'].jpg b/datasets/flat_images/local_image_['img3620842-6071675'].jpg
new file mode 100644
index 00000000..fb827291
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071675'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071676'].jpg b/datasets/flat_images/local_image_['img3620842-6071676'].jpg
new file mode 100644
index 00000000..8d47149f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071676'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071677'].jpg b/datasets/flat_images/local_image_['img3620842-6071677'].jpg
new file mode 100644
index 00000000..aace1f58
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071677'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071678'].jpg b/datasets/flat_images/local_image_['img3620842-6071678'].jpg
new file mode 100644
index 00000000..3519fd36
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071678'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071679'].jpg b/datasets/flat_images/local_image_['img3620842-6071679'].jpg
new file mode 100644
index 00000000..b6363f72
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071679'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071680'].jpg b/datasets/flat_images/local_image_['img3620842-6071680'].jpg
new file mode 100644
index 00000000..827ae213
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071680'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071681'].jpg b/datasets/flat_images/local_image_['img3620842-6071681'].jpg
new file mode 100644
index 00000000..1821b05c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071681'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071682'].jpg b/datasets/flat_images/local_image_['img3620842-6071682'].jpg
new file mode 100644
index 00000000..940ef833
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071682'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3620842-6071683'].jpg b/datasets/flat_images/local_image_['img3620842-6071683'].jpg
new file mode 100644
index 00000000..a63fceeb
Binary files /dev/null and b/datasets/flat_images/local_image_['img3620842-6071683'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072118'].jpg b/datasets/flat_images/local_image_['img3621191-6072118'].jpg
new file mode 100644
index 00000000..502e8afa
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072118'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072119'].jpg b/datasets/flat_images/local_image_['img3621191-6072119'].jpg
new file mode 100644
index 00000000..b8e65b2d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072119'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072120'].jpg b/datasets/flat_images/local_image_['img3621191-6072120'].jpg
new file mode 100644
index 00000000..a6dc4fb8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072120'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072121'].jpg b/datasets/flat_images/local_image_['img3621191-6072121'].jpg
new file mode 100644
index 00000000..8d270a87
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072121'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072122'].jpg b/datasets/flat_images/local_image_['img3621191-6072122'].jpg
new file mode 100644
index 00000000..49565ef8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072122'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072123'].jpg b/datasets/flat_images/local_image_['img3621191-6072123'].jpg
new file mode 100644
index 00000000..2d2f3cf0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072123'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072124'].jpg b/datasets/flat_images/local_image_['img3621191-6072124'].jpg
new file mode 100644
index 00000000..1ef8e0cc
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072124'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072125'].jpg b/datasets/flat_images/local_image_['img3621191-6072125'].jpg
new file mode 100644
index 00000000..2e518063
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072125'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072126'].jpg b/datasets/flat_images/local_image_['img3621191-6072126'].jpg
new file mode 100644
index 00000000..26d7f30f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072126'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072127'].jpg b/datasets/flat_images/local_image_['img3621191-6072127'].jpg
new file mode 100644
index 00000000..2aa2548c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072127'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072128'].jpg b/datasets/flat_images/local_image_['img3621191-6072128'].jpg
new file mode 100644
index 00000000..14aa1b69
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072128'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621191-6072129'].jpg b/datasets/flat_images/local_image_['img3621191-6072129'].jpg
new file mode 100644
index 00000000..dcf239cc
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621191-6072129'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6121988'].jpg b/datasets/flat_images/local_image_['img3621212-6121988'].jpg
new file mode 100644
index 00000000..aea7a4cd
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6121988'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146726'].jpg b/datasets/flat_images/local_image_['img3621212-6146726'].jpg
new file mode 100644
index 00000000..d98d502d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146726'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146727'].jpg b/datasets/flat_images/local_image_['img3621212-6146727'].jpg
new file mode 100644
index 00000000..541c801b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146727'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146730'].jpg b/datasets/flat_images/local_image_['img3621212-6146730'].jpg
new file mode 100644
index 00000000..86c5138a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146730'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146731'].jpg b/datasets/flat_images/local_image_['img3621212-6146731'].jpg
new file mode 100644
index 00000000..f538f866
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146731'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146732'].jpg b/datasets/flat_images/local_image_['img3621212-6146732'].jpg
new file mode 100644
index 00000000..500dd650
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146732'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146733'].jpg b/datasets/flat_images/local_image_['img3621212-6146733'].jpg
new file mode 100644
index 00000000..66894ca3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146733'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146734'].jpg b/datasets/flat_images/local_image_['img3621212-6146734'].jpg
new file mode 100644
index 00000000..f1351084
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146734'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146736'].jpg b/datasets/flat_images/local_image_['img3621212-6146736'].jpg
new file mode 100644
index 00000000..42249c6c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146736'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146737'].jpg b/datasets/flat_images/local_image_['img3621212-6146737'].jpg
new file mode 100644
index 00000000..fd4fb950
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146737'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146738'].jpg b/datasets/flat_images/local_image_['img3621212-6146738'].jpg
new file mode 100644
index 00000000..920eb2b7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146738'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146739'].jpg b/datasets/flat_images/local_image_['img3621212-6146739'].jpg
new file mode 100644
index 00000000..9ec3ed42
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146739'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146741'].jpg b/datasets/flat_images/local_image_['img3621212-6146741'].jpg
new file mode 100644
index 00000000..dac28647
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146741'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146742'].jpg b/datasets/flat_images/local_image_['img3621212-6146742'].jpg
new file mode 100644
index 00000000..eef55cfd
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146742'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146743'].jpg b/datasets/flat_images/local_image_['img3621212-6146743'].jpg
new file mode 100644
index 00000000..2873c77e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146743'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146744'].jpg b/datasets/flat_images/local_image_['img3621212-6146744'].jpg
new file mode 100644
index 00000000..1a54e650
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146744'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146745'].jpg b/datasets/flat_images/local_image_['img3621212-6146745'].jpg
new file mode 100644
index 00000000..a9e44e38
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146745'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146746'].jpg b/datasets/flat_images/local_image_['img3621212-6146746'].jpg
new file mode 100644
index 00000000..4c84cd28
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146746'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146747'].jpg b/datasets/flat_images/local_image_['img3621212-6146747'].jpg
new file mode 100644
index 00000000..1688c0c4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146747'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146748'].jpg b/datasets/flat_images/local_image_['img3621212-6146748'].jpg
new file mode 100644
index 00000000..27f8ea45
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146748'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146749'].jpg b/datasets/flat_images/local_image_['img3621212-6146749'].jpg
new file mode 100644
index 00000000..9122ff07
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146749'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146750'].jpg b/datasets/flat_images/local_image_['img3621212-6146750'].jpg
new file mode 100644
index 00000000..59082370
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146750'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146751'].jpg b/datasets/flat_images/local_image_['img3621212-6146751'].jpg
new file mode 100644
index 00000000..b20f3fa7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146751'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146752'].jpg b/datasets/flat_images/local_image_['img3621212-6146752'].jpg
new file mode 100644
index 00000000..7ba6a0d4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146752'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146753'].jpg b/datasets/flat_images/local_image_['img3621212-6146753'].jpg
new file mode 100644
index 00000000..87099e15
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146753'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146754'].jpg b/datasets/flat_images/local_image_['img3621212-6146754'].jpg
new file mode 100644
index 00000000..555ae830
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146754'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621212-6146755'].jpg b/datasets/flat_images/local_image_['img3621212-6146755'].jpg
new file mode 100644
index 00000000..19801a5e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621212-6146755'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621248-6072214'].jpg b/datasets/flat_images/local_image_['img3621248-6072214'].jpg
new file mode 100644
index 00000000..db9a76b1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621248-6072214'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621260-6072236'].jpg b/datasets/flat_images/local_image_['img3621260-6072236'].jpg
new file mode 100644
index 00000000..393e0ff9
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621260-6072236'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621260-6072237'].jpg b/datasets/flat_images/local_image_['img3621260-6072237'].jpg
new file mode 100644
index 00000000..085bf140
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621260-6072237'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621260-6072238'].jpg b/datasets/flat_images/local_image_['img3621260-6072238'].jpg
new file mode 100644
index 00000000..a50472a1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621260-6072238'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621260-6072239'].jpg b/datasets/flat_images/local_image_['img3621260-6072239'].jpg
new file mode 100644
index 00000000..1c2b359a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621260-6072239'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621260-6072240'].jpg b/datasets/flat_images/local_image_['img3621260-6072240'].jpg
new file mode 100644
index 00000000..061141ce
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621260-6072240'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621260-6072241'].jpg b/datasets/flat_images/local_image_['img3621260-6072241'].jpg
new file mode 100644
index 00000000..1e4471d2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621260-6072241'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621260-6072242'].jpg b/datasets/flat_images/local_image_['img3621260-6072242'].jpg
new file mode 100644
index 00000000..0e1ae7fb
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621260-6072242'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621275-6072296'].jpg b/datasets/flat_images/local_image_['img3621275-6072296'].jpg
new file mode 100644
index 00000000..35ce2dae
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621275-6072296'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621275-6072298'].jpg b/datasets/flat_images/local_image_['img3621275-6072298'].jpg
new file mode 100644
index 00000000..97d67ebd
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621275-6072298'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621275-6072299'].jpg b/datasets/flat_images/local_image_['img3621275-6072299'].jpg
new file mode 100644
index 00000000..f6d930de
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621275-6072299'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621275-6072301'].jpg b/datasets/flat_images/local_image_['img3621275-6072301'].jpg
new file mode 100644
index 00000000..0b773765
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621275-6072301'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621275-6072302'].jpg b/datasets/flat_images/local_image_['img3621275-6072302'].jpg
new file mode 100644
index 00000000..ac00d4c9
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621275-6072302'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621275-6072304'].jpg b/datasets/flat_images/local_image_['img3621275-6072304'].jpg
new file mode 100644
index 00000000..367ea9ea
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621275-6072304'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621275-6072307'].jpg b/datasets/flat_images/local_image_['img3621275-6072307'].jpg
new file mode 100644
index 00000000..42c01649
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621275-6072307'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3621275-6072308'].jpg b/datasets/flat_images/local_image_['img3621275-6072308'].jpg
new file mode 100644
index 00000000..166632f1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3621275-6072308'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6093731'].jpg b/datasets/flat_images/local_image_['img3635168-6093731'].jpg
new file mode 100644
index 00000000..e66596d8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6093731'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6093739'].jpg b/datasets/flat_images/local_image_['img3635168-6093739'].jpg
new file mode 100644
index 00000000..f820fbf7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6093739'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6093740'].jpg b/datasets/flat_images/local_image_['img3635168-6093740'].jpg
new file mode 100644
index 00000000..80ff74bb
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6093740'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6093742'].jpg b/datasets/flat_images/local_image_['img3635168-6093742'].jpg
new file mode 100644
index 00000000..d3c83f0d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6093742'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6093743'].jpg b/datasets/flat_images/local_image_['img3635168-6093743'].jpg
new file mode 100644
index 00000000..9ffa32c4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6093743'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6093744'].jpg b/datasets/flat_images/local_image_['img3635168-6093744'].jpg
new file mode 100644
index 00000000..f6f97156
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6093744'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6093755'].jpg b/datasets/flat_images/local_image_['img3635168-6093755'].jpg
new file mode 100644
index 00000000..c8cc9dc0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6093755'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6134022'].jpg b/datasets/flat_images/local_image_['img3635168-6134022'].jpg
new file mode 100644
index 00000000..cfaac179
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6134022'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6134024'].jpg b/datasets/flat_images/local_image_['img3635168-6134024'].jpg
new file mode 100644
index 00000000..bfa9a8b4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6134024'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6134025'].jpg b/datasets/flat_images/local_image_['img3635168-6134025'].jpg
new file mode 100644
index 00000000..2a09ec70
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6134025'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6134026'].jpg b/datasets/flat_images/local_image_['img3635168-6134026'].jpg
new file mode 100644
index 00000000..64d4bbee
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6134026'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6134027'].jpg b/datasets/flat_images/local_image_['img3635168-6134027'].jpg
new file mode 100644
index 00000000..c248698f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6134027'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6134028'].jpg b/datasets/flat_images/local_image_['img3635168-6134028'].jpg
new file mode 100644
index 00000000..b18ee0d1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6134028'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6134029'].jpg b/datasets/flat_images/local_image_['img3635168-6134029'].jpg
new file mode 100644
index 00000000..905652f8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6134029'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6134030'].jpg b/datasets/flat_images/local_image_['img3635168-6134030'].jpg
new file mode 100644
index 00000000..6eef7986
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6134030'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635168-6134031'].jpg b/datasets/flat_images/local_image_['img3635168-6134031'].jpg
new file mode 100644
index 00000000..235b308b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635168-6134031'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3635454-6136219'].jpg b/datasets/flat_images/local_image_['img3635454-6136219'].jpg
new file mode 100644
index 00000000..4186316e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3635454-6136219'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637700-6098178'].jpg b/datasets/flat_images/local_image_['img3637700-6098178'].jpg
new file mode 100644
index 00000000..32cd6f1b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637700-6098178'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637716-6098215'].jpg b/datasets/flat_images/local_image_['img3637716-6098215'].jpg
new file mode 100644
index 00000000..dfbe36d1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637716-6098215'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098476'].jpg b/datasets/flat_images/local_image_['img3637886-6098476'].jpg
new file mode 100644
index 00000000..243e75ca
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098476'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098477'].jpg b/datasets/flat_images/local_image_['img3637886-6098477'].jpg
new file mode 100644
index 00000000..c13bec7f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098477'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098478'].jpg b/datasets/flat_images/local_image_['img3637886-6098478'].jpg
new file mode 100644
index 00000000..3a2e7661
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098478'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098480'].jpg b/datasets/flat_images/local_image_['img3637886-6098480'].jpg
new file mode 100644
index 00000000..45be2a2b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098480'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098481'].jpg b/datasets/flat_images/local_image_['img3637886-6098481'].jpg
new file mode 100644
index 00000000..61715ce3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098481'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098482'].jpg b/datasets/flat_images/local_image_['img3637886-6098482'].jpg
new file mode 100644
index 00000000..93ebd690
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098482'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098484'].jpg b/datasets/flat_images/local_image_['img3637886-6098484'].jpg
new file mode 100644
index 00000000..65d4b844
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098484'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098485'].jpg b/datasets/flat_images/local_image_['img3637886-6098485'].jpg
new file mode 100644
index 00000000..c43ac3e3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098485'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098486'].jpg b/datasets/flat_images/local_image_['img3637886-6098486'].jpg
new file mode 100644
index 00000000..c4a95729
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098486'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098487'].jpg b/datasets/flat_images/local_image_['img3637886-6098487'].jpg
new file mode 100644
index 00000000..da3854e8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098487'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098488'].jpg b/datasets/flat_images/local_image_['img3637886-6098488'].jpg
new file mode 100644
index 00000000..19f67568
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098488'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098489'].jpg b/datasets/flat_images/local_image_['img3637886-6098489'].jpg
new file mode 100644
index 00000000..42eed120
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098489'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098490'].jpg b/datasets/flat_images/local_image_['img3637886-6098490'].jpg
new file mode 100644
index 00000000..14746e09
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098490'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098491'].jpg b/datasets/flat_images/local_image_['img3637886-6098491'].jpg
new file mode 100644
index 00000000..9fb6f4b1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098491'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098492'].jpg b/datasets/flat_images/local_image_['img3637886-6098492'].jpg
new file mode 100644
index 00000000..7fddaabc
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098492'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098493'].jpg b/datasets/flat_images/local_image_['img3637886-6098493'].jpg
new file mode 100644
index 00000000..3aa6402d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098493'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098494'].jpg b/datasets/flat_images/local_image_['img3637886-6098494'].jpg
new file mode 100644
index 00000000..4a4d22b6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098494'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098495'].jpg b/datasets/flat_images/local_image_['img3637886-6098495'].jpg
new file mode 100644
index 00000000..f67be050
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098495'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098530'].jpg b/datasets/flat_images/local_image_['img3637886-6098530'].jpg
new file mode 100644
index 00000000..07ab3efd
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098530'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098531'].jpg b/datasets/flat_images/local_image_['img3637886-6098531'].jpg
new file mode 100644
index 00000000..3ce625c0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098531'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098532'].jpg b/datasets/flat_images/local_image_['img3637886-6098532'].jpg
new file mode 100644
index 00000000..c51353a7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098532'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098533'].jpg b/datasets/flat_images/local_image_['img3637886-6098533'].jpg
new file mode 100644
index 00000000..09c70e79
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098533'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3637886-6098534'].jpg b/datasets/flat_images/local_image_['img3637886-6098534'].jpg
new file mode 100644
index 00000000..47ccbd7d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3637886-6098534'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098719'].jpg b/datasets/flat_images/local_image_['img3638149-6098719'].jpg
new file mode 100644
index 00000000..0ed259f5
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098719'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098720'].jpg b/datasets/flat_images/local_image_['img3638149-6098720'].jpg
new file mode 100644
index 00000000..2a73fbfc
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098720'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098721'].jpg b/datasets/flat_images/local_image_['img3638149-6098721'].jpg
new file mode 100644
index 00000000..b3e988c1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098721'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098722'].jpg b/datasets/flat_images/local_image_['img3638149-6098722'].jpg
new file mode 100644
index 00000000..3d954c87
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098722'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098723'].jpg b/datasets/flat_images/local_image_['img3638149-6098723'].jpg
new file mode 100644
index 00000000..f677d6c1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098723'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098724'].jpg b/datasets/flat_images/local_image_['img3638149-6098724'].jpg
new file mode 100644
index 00000000..71edf0bc
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098724'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098725'].jpg b/datasets/flat_images/local_image_['img3638149-6098725'].jpg
new file mode 100644
index 00000000..6c955bb3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098725'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098726'].jpg b/datasets/flat_images/local_image_['img3638149-6098726'].jpg
new file mode 100644
index 00000000..8c07ec6b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098726'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098727'].jpg b/datasets/flat_images/local_image_['img3638149-6098727'].jpg
new file mode 100644
index 00000000..402fbc54
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098727'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098728'].jpg b/datasets/flat_images/local_image_['img3638149-6098728'].jpg
new file mode 100644
index 00000000..df59951c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098728'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098729'].jpg b/datasets/flat_images/local_image_['img3638149-6098729'].jpg
new file mode 100644
index 00000000..c6d611ae
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098729'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098730'].jpg b/datasets/flat_images/local_image_['img3638149-6098730'].jpg
new file mode 100644
index 00000000..26a99413
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098730'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098731'].jpg b/datasets/flat_images/local_image_['img3638149-6098731'].jpg
new file mode 100644
index 00000000..534640ca
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098731'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098732'].jpg b/datasets/flat_images/local_image_['img3638149-6098732'].jpg
new file mode 100644
index 00000000..13c15d25
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098732'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098733'].jpg b/datasets/flat_images/local_image_['img3638149-6098733'].jpg
new file mode 100644
index 00000000..2ae784f4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098733'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098734'].jpg b/datasets/flat_images/local_image_['img3638149-6098734'].jpg
new file mode 100644
index 00000000..ee47e7d2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098734'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098735'].jpg b/datasets/flat_images/local_image_['img3638149-6098735'].jpg
new file mode 100644
index 00000000..dc998d15
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098735'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638149-6098736'].jpg b/datasets/flat_images/local_image_['img3638149-6098736'].jpg
new file mode 100644
index 00000000..cd46d724
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638149-6098736'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3638974-6100649'].jpg b/datasets/flat_images/local_image_['img3638974-6100649'].jpg
new file mode 100644
index 00000000..772a96b3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3638974-6100649'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639047-6100794'].jpg b/datasets/flat_images/local_image_['img3639047-6100794'].jpg
new file mode 100644
index 00000000..834d6d73
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639047-6100794'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639056-6100798'].jpg b/datasets/flat_images/local_image_['img3639056-6100798'].jpg
new file mode 100644
index 00000000..14291a99
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639056-6100798'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639056-6100799'].jpg b/datasets/flat_images/local_image_['img3639056-6100799'].jpg
new file mode 100644
index 00000000..70afea74
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639056-6100799'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639056-6100800'].jpg b/datasets/flat_images/local_image_['img3639056-6100800'].jpg
new file mode 100644
index 00000000..ddf47d5c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639056-6100800'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639056-6100802'].jpg b/datasets/flat_images/local_image_['img3639056-6100802'].jpg
new file mode 100644
index 00000000..21ba0ea8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639056-6100802'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639056-6100803'].jpg b/datasets/flat_images/local_image_['img3639056-6100803'].jpg
new file mode 100644
index 00000000..315bfd79
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639056-6100803'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639056-6100804'].jpg b/datasets/flat_images/local_image_['img3639056-6100804'].jpg
new file mode 100644
index 00000000..cd02ba02
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639056-6100804'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639056-6100806'].jpg b/datasets/flat_images/local_image_['img3639056-6100806'].jpg
new file mode 100644
index 00000000..ad8a1423
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639056-6100806'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639056-6100808'].jpg b/datasets/flat_images/local_image_['img3639056-6100808'].jpg
new file mode 100644
index 00000000..924c335a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639056-6100808'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639056-6100809'].jpg b/datasets/flat_images/local_image_['img3639056-6100809'].jpg
new file mode 100644
index 00000000..14704e9e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639056-6100809'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3639066-6100870'].jpg b/datasets/flat_images/local_image_['img3639066-6100870'].jpg
new file mode 100644
index 00000000..8b603306
Binary files /dev/null and b/datasets/flat_images/local_image_['img3639066-6100870'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128949'].jpg b/datasets/flat_images/local_image_['img3659578-6128949'].jpg
new file mode 100644
index 00000000..786878d1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128949'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128950'].jpg b/datasets/flat_images/local_image_['img3659578-6128950'].jpg
new file mode 100644
index 00000000..fbb42658
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128950'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128951'].jpg b/datasets/flat_images/local_image_['img3659578-6128951'].jpg
new file mode 100644
index 00000000..6f07c586
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128951'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128952'].jpg b/datasets/flat_images/local_image_['img3659578-6128952'].jpg
new file mode 100644
index 00000000..7984b258
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128952'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128953'].jpg b/datasets/flat_images/local_image_['img3659578-6128953'].jpg
new file mode 100644
index 00000000..08583d6b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128953'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128954'].jpg b/datasets/flat_images/local_image_['img3659578-6128954'].jpg
new file mode 100644
index 00000000..4f136940
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128954'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128955'].jpg b/datasets/flat_images/local_image_['img3659578-6128955'].jpg
new file mode 100644
index 00000000..139dbe4c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128955'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128956'].jpg b/datasets/flat_images/local_image_['img3659578-6128956'].jpg
new file mode 100644
index 00000000..093b1077
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128956'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128957'].jpg b/datasets/flat_images/local_image_['img3659578-6128957'].jpg
new file mode 100644
index 00000000..eddbbb38
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128957'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128958'].jpg b/datasets/flat_images/local_image_['img3659578-6128958'].jpg
new file mode 100644
index 00000000..d8176bec
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128958'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128960'].jpg b/datasets/flat_images/local_image_['img3659578-6128960'].jpg
new file mode 100644
index 00000000..15d92074
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128960'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128961'].jpg b/datasets/flat_images/local_image_['img3659578-6128961'].jpg
new file mode 100644
index 00000000..e691a7cd
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128961'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128962'].jpg b/datasets/flat_images/local_image_['img3659578-6128962'].jpg
new file mode 100644
index 00000000..bad0b8ae
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128962'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128963'].jpg b/datasets/flat_images/local_image_['img3659578-6128963'].jpg
new file mode 100644
index 00000000..8e12e464
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128963'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128964'].jpg b/datasets/flat_images/local_image_['img3659578-6128964'].jpg
new file mode 100644
index 00000000..c2babcd3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128964'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128965'].jpg b/datasets/flat_images/local_image_['img3659578-6128965'].jpg
new file mode 100644
index 00000000..04da05d2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128965'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128966'].jpg b/datasets/flat_images/local_image_['img3659578-6128966'].jpg
new file mode 100644
index 00000000..7d9a840f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128966'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128967'].jpg b/datasets/flat_images/local_image_['img3659578-6128967'].jpg
new file mode 100644
index 00000000..f646540d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128967'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128968'].jpg b/datasets/flat_images/local_image_['img3659578-6128968'].jpg
new file mode 100644
index 00000000..e9120cc3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128968'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128969'].jpg b/datasets/flat_images/local_image_['img3659578-6128969'].jpg
new file mode 100644
index 00000000..2ec1daec
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128969'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128970'].jpg b/datasets/flat_images/local_image_['img3659578-6128970'].jpg
new file mode 100644
index 00000000..f3dc68cf
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128970'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3659578-6128971'].jpg b/datasets/flat_images/local_image_['img3659578-6128971'].jpg
new file mode 100644
index 00000000..043da895
Binary files /dev/null and b/datasets/flat_images/local_image_['img3659578-6128971'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129114'].jpg b/datasets/flat_images/local_image_['img3660086-6129114'].jpg
new file mode 100644
index 00000000..6b6a0179
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129114'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129115'].jpg b/datasets/flat_images/local_image_['img3660086-6129115'].jpg
new file mode 100644
index 00000000..af9c3926
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129115'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129116'].jpg b/datasets/flat_images/local_image_['img3660086-6129116'].jpg
new file mode 100644
index 00000000..bf23297d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129116'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129117'].jpg b/datasets/flat_images/local_image_['img3660086-6129117'].jpg
new file mode 100644
index 00000000..71c0135e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129117'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129118'].jpg b/datasets/flat_images/local_image_['img3660086-6129118'].jpg
new file mode 100644
index 00000000..b24e17ba
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129118'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129119'].jpg b/datasets/flat_images/local_image_['img3660086-6129119'].jpg
new file mode 100644
index 00000000..d7076e57
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129119'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129120'].jpg b/datasets/flat_images/local_image_['img3660086-6129120'].jpg
new file mode 100644
index 00000000..e3dd5054
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129120'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129121'].jpg b/datasets/flat_images/local_image_['img3660086-6129121'].jpg
new file mode 100644
index 00000000..c7639c22
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129121'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129122'].jpg b/datasets/flat_images/local_image_['img3660086-6129122'].jpg
new file mode 100644
index 00000000..cbce015d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129122'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129123'].jpg b/datasets/flat_images/local_image_['img3660086-6129123'].jpg
new file mode 100644
index 00000000..6762793a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129123'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129124'].jpg b/datasets/flat_images/local_image_['img3660086-6129124'].jpg
new file mode 100644
index 00000000..823f7fc4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129124'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129125'].jpg b/datasets/flat_images/local_image_['img3660086-6129125'].jpg
new file mode 100644
index 00000000..5afc46af
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129125'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129126'].jpg b/datasets/flat_images/local_image_['img3660086-6129126'].jpg
new file mode 100644
index 00000000..a030ccf2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129126'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129127'].jpg b/datasets/flat_images/local_image_['img3660086-6129127'].jpg
new file mode 100644
index 00000000..e745687c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129127'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129128'].jpg b/datasets/flat_images/local_image_['img3660086-6129128'].jpg
new file mode 100644
index 00000000..d94df353
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129128'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129129'].jpg b/datasets/flat_images/local_image_['img3660086-6129129'].jpg
new file mode 100644
index 00000000..2610b8e0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129129'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129130'].jpg b/datasets/flat_images/local_image_['img3660086-6129130'].jpg
new file mode 100644
index 00000000..0a2d24c5
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129130'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129132'].jpg b/datasets/flat_images/local_image_['img3660086-6129132'].jpg
new file mode 100644
index 00000000..8ffc643e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129132'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129133'].jpg b/datasets/flat_images/local_image_['img3660086-6129133'].jpg
new file mode 100644
index 00000000..03e072be
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129133'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129134'].jpg b/datasets/flat_images/local_image_['img3660086-6129134'].jpg
new file mode 100644
index 00000000..abbeb266
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129134'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129135'].jpg b/datasets/flat_images/local_image_['img3660086-6129135'].jpg
new file mode 100644
index 00000000..5163c495
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129135'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129136'].jpg b/datasets/flat_images/local_image_['img3660086-6129136'].jpg
new file mode 100644
index 00000000..9a14f8dc
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129136'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129137'].jpg b/datasets/flat_images/local_image_['img3660086-6129137'].jpg
new file mode 100644
index 00000000..c929134d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129137'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129138'].jpg b/datasets/flat_images/local_image_['img3660086-6129138'].jpg
new file mode 100644
index 00000000..057b0f70
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129138'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129139'].jpg b/datasets/flat_images/local_image_['img3660086-6129139'].jpg
new file mode 100644
index 00000000..96700cfe
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129139'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129140'].jpg b/datasets/flat_images/local_image_['img3660086-6129140'].jpg
new file mode 100644
index 00000000..94e1c365
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129140'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3660086-6129141'].jpg b/datasets/flat_images/local_image_['img3660086-6129141'].jpg
new file mode 100644
index 00000000..9c949579
Binary files /dev/null and b/datasets/flat_images/local_image_['img3660086-6129141'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130562'].jpg b/datasets/flat_images/local_image_['img3661467-6130562'].jpg
new file mode 100644
index 00000000..dcc5aa12
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130562'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130563'].jpg b/datasets/flat_images/local_image_['img3661467-6130563'].jpg
new file mode 100644
index 00000000..f59efa2d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130563'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130564'].jpg b/datasets/flat_images/local_image_['img3661467-6130564'].jpg
new file mode 100644
index 00000000..c220fc90
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130564'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130565'].jpg b/datasets/flat_images/local_image_['img3661467-6130565'].jpg
new file mode 100644
index 00000000..506f1c0d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130565'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130566'].jpg b/datasets/flat_images/local_image_['img3661467-6130566'].jpg
new file mode 100644
index 00000000..1557865a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130566'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130567'].jpg b/datasets/flat_images/local_image_['img3661467-6130567'].jpg
new file mode 100644
index 00000000..300f1cc7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130567'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130568'].jpg b/datasets/flat_images/local_image_['img3661467-6130568'].jpg
new file mode 100644
index 00000000..95feb76c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130568'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130569'].jpg b/datasets/flat_images/local_image_['img3661467-6130569'].jpg
new file mode 100644
index 00000000..b92ddb2b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130569'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130570'].jpg b/datasets/flat_images/local_image_['img3661467-6130570'].jpg
new file mode 100644
index 00000000..a5db586d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130570'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130573'].jpg b/datasets/flat_images/local_image_['img3661467-6130573'].jpg
new file mode 100644
index 00000000..263006e6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130573'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130582'].jpg b/datasets/flat_images/local_image_['img3661467-6130582'].jpg
new file mode 100644
index 00000000..9158ac53
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130582'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130583'].jpg b/datasets/flat_images/local_image_['img3661467-6130583'].jpg
new file mode 100644
index 00000000..249682eb
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130583'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130584'].jpg b/datasets/flat_images/local_image_['img3661467-6130584'].jpg
new file mode 100644
index 00000000..18e8fe91
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130584'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130586'].jpg b/datasets/flat_images/local_image_['img3661467-6130586'].jpg
new file mode 100644
index 00000000..b4cef7c7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130586'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130587'].jpg b/datasets/flat_images/local_image_['img3661467-6130587'].jpg
new file mode 100644
index 00000000..f9c79007
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130587'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130588'].jpg b/datasets/flat_images/local_image_['img3661467-6130588'].jpg
new file mode 100644
index 00000000..d9508e49
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130588'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130589'].jpg b/datasets/flat_images/local_image_['img3661467-6130589'].jpg
new file mode 100644
index 00000000..00a73060
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130589'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130590'].jpg b/datasets/flat_images/local_image_['img3661467-6130590'].jpg
new file mode 100644
index 00000000..beb1f43a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130590'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661467-6130591'].jpg b/datasets/flat_images/local_image_['img3661467-6130591'].jpg
new file mode 100644
index 00000000..e0d89075
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661467-6130591'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130710'].jpg b/datasets/flat_images/local_image_['img3661523-6130710'].jpg
new file mode 100644
index 00000000..8d47149f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130710'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130711'].jpg b/datasets/flat_images/local_image_['img3661523-6130711'].jpg
new file mode 100644
index 00000000..c7d8a5e4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130711'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130712'].jpg b/datasets/flat_images/local_image_['img3661523-6130712'].jpg
new file mode 100644
index 00000000..aace1f58
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130712'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130713'].jpg b/datasets/flat_images/local_image_['img3661523-6130713'].jpg
new file mode 100644
index 00000000..40dea6e0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130713'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130714'].jpg b/datasets/flat_images/local_image_['img3661523-6130714'].jpg
new file mode 100644
index 00000000..b3a7202e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130714'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130715'].jpg b/datasets/flat_images/local_image_['img3661523-6130715'].jpg
new file mode 100644
index 00000000..fe60e918
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130715'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130716'].jpg b/datasets/flat_images/local_image_['img3661523-6130716'].jpg
new file mode 100644
index 00000000..b60742ae
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130716'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130717'].jpg b/datasets/flat_images/local_image_['img3661523-6130717'].jpg
new file mode 100644
index 00000000..5ad895de
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130717'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130718'].jpg b/datasets/flat_images/local_image_['img3661523-6130718'].jpg
new file mode 100644
index 00000000..b4f27755
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130718'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130719'].jpg b/datasets/flat_images/local_image_['img3661523-6130719'].jpg
new file mode 100644
index 00000000..fb827291
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130719'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130720'].jpg b/datasets/flat_images/local_image_['img3661523-6130720'].jpg
new file mode 100644
index 00000000..3519fd36
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130720'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130721'].jpg b/datasets/flat_images/local_image_['img3661523-6130721'].jpg
new file mode 100644
index 00000000..b6363f72
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130721'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130722'].jpg b/datasets/flat_images/local_image_['img3661523-6130722'].jpg
new file mode 100644
index 00000000..827ae213
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130722'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130723'].jpg b/datasets/flat_images/local_image_['img3661523-6130723'].jpg
new file mode 100644
index 00000000..1821b05c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130723'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130724'].jpg b/datasets/flat_images/local_image_['img3661523-6130724'].jpg
new file mode 100644
index 00000000..940ef833
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130724'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661523-6130725'].jpg b/datasets/flat_images/local_image_['img3661523-6130725'].jpg
new file mode 100644
index 00000000..a63fceeb
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661523-6130725'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130817'].jpg b/datasets/flat_images/local_image_['img3661653-6130817'].jpg
new file mode 100644
index 00000000..e231a352
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130817'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130818'].jpg b/datasets/flat_images/local_image_['img3661653-6130818'].jpg
new file mode 100644
index 00000000..92974b69
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130818'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130819'].jpg b/datasets/flat_images/local_image_['img3661653-6130819'].jpg
new file mode 100644
index 00000000..4975f378
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130819'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130820'].jpg b/datasets/flat_images/local_image_['img3661653-6130820'].jpg
new file mode 100644
index 00000000..aa958d16
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130820'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130821'].jpg b/datasets/flat_images/local_image_['img3661653-6130821'].jpg
new file mode 100644
index 00000000..f46bd485
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130821'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130822'].jpg b/datasets/flat_images/local_image_['img3661653-6130822'].jpg
new file mode 100644
index 00000000..f32fcb02
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130822'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130823'].jpg b/datasets/flat_images/local_image_['img3661653-6130823'].jpg
new file mode 100644
index 00000000..8d566707
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130823'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130824'].jpg b/datasets/flat_images/local_image_['img3661653-6130824'].jpg
new file mode 100644
index 00000000..e87c28ed
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130824'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130825'].jpg b/datasets/flat_images/local_image_['img3661653-6130825'].jpg
new file mode 100644
index 00000000..43a68bef
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130825'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130826'].jpg b/datasets/flat_images/local_image_['img3661653-6130826'].jpg
new file mode 100644
index 00000000..a0e8d2e9
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130826'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130827'].jpg b/datasets/flat_images/local_image_['img3661653-6130827'].jpg
new file mode 100644
index 00000000..0091d559
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130827'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130828'].jpg b/datasets/flat_images/local_image_['img3661653-6130828'].jpg
new file mode 100644
index 00000000..137fdc34
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130828'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130829'].jpg b/datasets/flat_images/local_image_['img3661653-6130829'].jpg
new file mode 100644
index 00000000..906a6c0d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130829'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130830'].jpg b/datasets/flat_images/local_image_['img3661653-6130830'].jpg
new file mode 100644
index 00000000..e4fd076b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130830'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130831'].jpg b/datasets/flat_images/local_image_['img3661653-6130831'].jpg
new file mode 100644
index 00000000..f62b74f5
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130831'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130832'].jpg b/datasets/flat_images/local_image_['img3661653-6130832'].jpg
new file mode 100644
index 00000000..8856a0ff
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130832'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661653-6130833'].jpg b/datasets/flat_images/local_image_['img3661653-6130833'].jpg
new file mode 100644
index 00000000..a4e806f6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661653-6130833'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130899'].jpg b/datasets/flat_images/local_image_['img3661692-6130899'].jpg
new file mode 100644
index 00000000..d54dd4e2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130899'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130900'].jpg b/datasets/flat_images/local_image_['img3661692-6130900'].jpg
new file mode 100644
index 00000000..3e9e4d0b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130900'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130901'].jpg b/datasets/flat_images/local_image_['img3661692-6130901'].jpg
new file mode 100644
index 00000000..fe7efa13
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130901'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130902'].jpg b/datasets/flat_images/local_image_['img3661692-6130902'].jpg
new file mode 100644
index 00000000..8a44e479
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130902'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130903'].jpg b/datasets/flat_images/local_image_['img3661692-6130903'].jpg
new file mode 100644
index 00000000..8c11eeb2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130903'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130904'].jpg b/datasets/flat_images/local_image_['img3661692-6130904'].jpg
new file mode 100644
index 00000000..0cd0c049
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130904'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130905'].jpg b/datasets/flat_images/local_image_['img3661692-6130905'].jpg
new file mode 100644
index 00000000..ec1339c7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130905'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130906'].jpg b/datasets/flat_images/local_image_['img3661692-6130906'].jpg
new file mode 100644
index 00000000..dd4303a9
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130906'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130907'].jpg b/datasets/flat_images/local_image_['img3661692-6130907'].jpg
new file mode 100644
index 00000000..d1351581
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130907'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130908'].jpg b/datasets/flat_images/local_image_['img3661692-6130908'].jpg
new file mode 100644
index 00000000..47793279
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130908'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130915'].jpg b/datasets/flat_images/local_image_['img3661692-6130915'].jpg
new file mode 100644
index 00000000..ab104a44
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130915'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130916'].jpg b/datasets/flat_images/local_image_['img3661692-6130916'].jpg
new file mode 100644
index 00000000..5f5753a2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130916'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130917'].jpg b/datasets/flat_images/local_image_['img3661692-6130917'].jpg
new file mode 100644
index 00000000..46509076
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130917'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130918'].jpg b/datasets/flat_images/local_image_['img3661692-6130918'].jpg
new file mode 100644
index 00000000..317c9f38
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130918'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130919'].jpg b/datasets/flat_images/local_image_['img3661692-6130919'].jpg
new file mode 100644
index 00000000..17b44fec
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130919'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130920'].jpg b/datasets/flat_images/local_image_['img3661692-6130920'].jpg
new file mode 100644
index 00000000..94497959
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130920'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130921'].jpg b/datasets/flat_images/local_image_['img3661692-6130921'].jpg
new file mode 100644
index 00000000..a4606706
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130921'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130922'].jpg b/datasets/flat_images/local_image_['img3661692-6130922'].jpg
new file mode 100644
index 00000000..c9cf62f7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130922'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130923'].jpg b/datasets/flat_images/local_image_['img3661692-6130923'].jpg
new file mode 100644
index 00000000..d5864bd0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130923'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130924'].jpg b/datasets/flat_images/local_image_['img3661692-6130924'].jpg
new file mode 100644
index 00000000..7f80ed50
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130924'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130927'].jpg b/datasets/flat_images/local_image_['img3661692-6130927'].jpg
new file mode 100644
index 00000000..13911a6e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130927'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130929'].jpg b/datasets/flat_images/local_image_['img3661692-6130929'].jpg
new file mode 100644
index 00000000..0d0bbd64
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130929'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130930'].jpg b/datasets/flat_images/local_image_['img3661692-6130930'].jpg
new file mode 100644
index 00000000..16f67783
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130930'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130931'].jpg b/datasets/flat_images/local_image_['img3661692-6130931'].jpg
new file mode 100644
index 00000000..3ecfd0c6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130931'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130932'].jpg b/datasets/flat_images/local_image_['img3661692-6130932'].jpg
new file mode 100644
index 00000000..25637b7c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130932'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661692-6130933'].jpg b/datasets/flat_images/local_image_['img3661692-6130933'].jpg
new file mode 100644
index 00000000..b3b7e5f4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661692-6130933'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3661722-6130968'].jpg b/datasets/flat_images/local_image_['img3661722-6130968'].jpg
new file mode 100644
index 00000000..c0752b4a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3661722-6130968'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140353'].jpg b/datasets/flat_images/local_image_['img3667532-6140353'].jpg
new file mode 100644
index 00000000..c47227ba
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140353'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140354'].jpg b/datasets/flat_images/local_image_['img3667532-6140354'].jpg
new file mode 100644
index 00000000..79b17093
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140354'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140355'].jpg b/datasets/flat_images/local_image_['img3667532-6140355'].jpg
new file mode 100644
index 00000000..c543c14f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140355'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140356'].jpg b/datasets/flat_images/local_image_['img3667532-6140356'].jpg
new file mode 100644
index 00000000..24a747a1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140356'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140357'].jpg b/datasets/flat_images/local_image_['img3667532-6140357'].jpg
new file mode 100644
index 00000000..c533b324
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140357'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140358'].jpg b/datasets/flat_images/local_image_['img3667532-6140358'].jpg
new file mode 100644
index 00000000..9d73cac5
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140358'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140359'].jpg b/datasets/flat_images/local_image_['img3667532-6140359'].jpg
new file mode 100644
index 00000000..0ad8974a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140359'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140360'].jpg b/datasets/flat_images/local_image_['img3667532-6140360'].jpg
new file mode 100644
index 00000000..b01b3aab
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140360'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140361'].jpg b/datasets/flat_images/local_image_['img3667532-6140361'].jpg
new file mode 100644
index 00000000..8eb561e0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140361'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140362'].jpg b/datasets/flat_images/local_image_['img3667532-6140362'].jpg
new file mode 100644
index 00000000..d12854b9
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140362'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140410'].jpg b/datasets/flat_images/local_image_['img3667532-6140410'].jpg
new file mode 100644
index 00000000..bf6fda72
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140410'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140411'].jpg b/datasets/flat_images/local_image_['img3667532-6140411'].jpg
new file mode 100644
index 00000000..939bfdb0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140411'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140412'].jpg b/datasets/flat_images/local_image_['img3667532-6140412'].jpg
new file mode 100644
index 00000000..6f7eae9a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140412'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140413'].jpg b/datasets/flat_images/local_image_['img3667532-6140413'].jpg
new file mode 100644
index 00000000..9d58e272
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140413'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140414'].jpg b/datasets/flat_images/local_image_['img3667532-6140414'].jpg
new file mode 100644
index 00000000..22c7b6ab
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140414'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140415'].jpg b/datasets/flat_images/local_image_['img3667532-6140415'].jpg
new file mode 100644
index 00000000..cdda784c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140415'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140416'].jpg b/datasets/flat_images/local_image_['img3667532-6140416'].jpg
new file mode 100644
index 00000000..a5b9d828
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140416'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140417'].jpg b/datasets/flat_images/local_image_['img3667532-6140417'].jpg
new file mode 100644
index 00000000..8c2c9ba0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140417'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140418'].jpg b/datasets/flat_images/local_image_['img3667532-6140418'].jpg
new file mode 100644
index 00000000..2bd0df69
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140418'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140419'].jpg b/datasets/flat_images/local_image_['img3667532-6140419'].jpg
new file mode 100644
index 00000000..0bc8fae3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140419'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140420'].jpg b/datasets/flat_images/local_image_['img3667532-6140420'].jpg
new file mode 100644
index 00000000..e530e86d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140420'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140421'].jpg b/datasets/flat_images/local_image_['img3667532-6140421'].jpg
new file mode 100644
index 00000000..0f244e72
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140421'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140422'].jpg b/datasets/flat_images/local_image_['img3667532-6140422'].jpg
new file mode 100644
index 00000000..1718429a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140422'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140423'].jpg b/datasets/flat_images/local_image_['img3667532-6140423'].jpg
new file mode 100644
index 00000000..52b09930
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140423'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140424'].jpg b/datasets/flat_images/local_image_['img3667532-6140424'].jpg
new file mode 100644
index 00000000..c690f780
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140424'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140425'].jpg b/datasets/flat_images/local_image_['img3667532-6140425'].jpg
new file mode 100644
index 00000000..e332b0f4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140425'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140426'].jpg b/datasets/flat_images/local_image_['img3667532-6140426'].jpg
new file mode 100644
index 00000000..5095ab14
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140426'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140427'].jpg b/datasets/flat_images/local_image_['img3667532-6140427'].jpg
new file mode 100644
index 00000000..329dd427
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140427'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3667532-6140428'].jpg b/datasets/flat_images/local_image_['img3667532-6140428'].jpg
new file mode 100644
index 00000000..a05c3252
Binary files /dev/null and b/datasets/flat_images/local_image_['img3667532-6140428'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147100'].jpg b/datasets/flat_images/local_image_['img3671999-6147100'].jpg
new file mode 100644
index 00000000..f5212a96
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147100'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147101'].jpg b/datasets/flat_images/local_image_['img3671999-6147101'].jpg
new file mode 100644
index 00000000..048f53cb
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147101'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147102'].jpg b/datasets/flat_images/local_image_['img3671999-6147102'].jpg
new file mode 100644
index 00000000..655298f6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147102'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147103'].jpg b/datasets/flat_images/local_image_['img3671999-6147103'].jpg
new file mode 100644
index 00000000..50bbdfee
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147103'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147104'].jpg b/datasets/flat_images/local_image_['img3671999-6147104'].jpg
new file mode 100644
index 00000000..00f42664
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147104'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147105'].jpg b/datasets/flat_images/local_image_['img3671999-6147105'].jpg
new file mode 100644
index 00000000..324c7546
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147105'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147107'].jpg b/datasets/flat_images/local_image_['img3671999-6147107'].jpg
new file mode 100644
index 00000000..ed6039c2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147107'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147108'].jpg b/datasets/flat_images/local_image_['img3671999-6147108'].jpg
new file mode 100644
index 00000000..416426b1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147108'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147109'].jpg b/datasets/flat_images/local_image_['img3671999-6147109'].jpg
new file mode 100644
index 00000000..e776def2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147109'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147110'].jpg b/datasets/flat_images/local_image_['img3671999-6147110'].jpg
new file mode 100644
index 00000000..791840dd
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147110'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147111'].jpg b/datasets/flat_images/local_image_['img3671999-6147111'].jpg
new file mode 100644
index 00000000..14ce2778
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147111'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147112'].jpg b/datasets/flat_images/local_image_['img3671999-6147112'].jpg
new file mode 100644
index 00000000..d5a23ed2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147112'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147113'].jpg b/datasets/flat_images/local_image_['img3671999-6147113'].jpg
new file mode 100644
index 00000000..40425ae1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147113'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147114'].jpg b/datasets/flat_images/local_image_['img3671999-6147114'].jpg
new file mode 100644
index 00000000..b246a65c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147114'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147115'].jpg b/datasets/flat_images/local_image_['img3671999-6147115'].jpg
new file mode 100644
index 00000000..d2f57b56
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147115'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147117'].jpg b/datasets/flat_images/local_image_['img3671999-6147117'].jpg
new file mode 100644
index 00000000..47c4df89
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147117'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147118'].jpg b/datasets/flat_images/local_image_['img3671999-6147118'].jpg
new file mode 100644
index 00000000..ed5346d1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147118'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147119'].jpg b/datasets/flat_images/local_image_['img3671999-6147119'].jpg
new file mode 100644
index 00000000..8032e671
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147119'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3671999-6147120'].jpg b/datasets/flat_images/local_image_['img3671999-6147120'].jpg
new file mode 100644
index 00000000..6cd38277
Binary files /dev/null and b/datasets/flat_images/local_image_['img3671999-6147120'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147771'].jpg b/datasets/flat_images/local_image_['img3672308-6147771'].jpg
new file mode 100644
index 00000000..880fc822
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147771'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147772'].jpg b/datasets/flat_images/local_image_['img3672308-6147772'].jpg
new file mode 100644
index 00000000..f9649ccb
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147772'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147773'].jpg b/datasets/flat_images/local_image_['img3672308-6147773'].jpg
new file mode 100644
index 00000000..532bdb8c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147773'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147774'].jpg b/datasets/flat_images/local_image_['img3672308-6147774'].jpg
new file mode 100644
index 00000000..1a40d160
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147774'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147775'].jpg b/datasets/flat_images/local_image_['img3672308-6147775'].jpg
new file mode 100644
index 00000000..c7d71895
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147775'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147776'].jpg b/datasets/flat_images/local_image_['img3672308-6147776'].jpg
new file mode 100644
index 00000000..c220ddc0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147776'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147777'].jpg b/datasets/flat_images/local_image_['img3672308-6147777'].jpg
new file mode 100644
index 00000000..dd5816a1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147777'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147778'].jpg b/datasets/flat_images/local_image_['img3672308-6147778'].jpg
new file mode 100644
index 00000000..38b8e853
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147778'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147779'].jpg b/datasets/flat_images/local_image_['img3672308-6147779'].jpg
new file mode 100644
index 00000000..c248cc39
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147779'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147780'].jpg b/datasets/flat_images/local_image_['img3672308-6147780'].jpg
new file mode 100644
index 00000000..dc1044d0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147780'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147781'].jpg b/datasets/flat_images/local_image_['img3672308-6147781'].jpg
new file mode 100644
index 00000000..1465f41f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147781'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147782'].jpg b/datasets/flat_images/local_image_['img3672308-6147782'].jpg
new file mode 100644
index 00000000..9e611634
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147782'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147783'].jpg b/datasets/flat_images/local_image_['img3672308-6147783'].jpg
new file mode 100644
index 00000000..63d51c1b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147783'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147784'].jpg b/datasets/flat_images/local_image_['img3672308-6147784'].jpg
new file mode 100644
index 00000000..993a54f7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147784'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147785'].jpg b/datasets/flat_images/local_image_['img3672308-6147785'].jpg
new file mode 100644
index 00000000..95107746
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147785'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147786'].jpg b/datasets/flat_images/local_image_['img3672308-6147786'].jpg
new file mode 100644
index 00000000..0334e3ba
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147786'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147787'].jpg b/datasets/flat_images/local_image_['img3672308-6147787'].jpg
new file mode 100644
index 00000000..e1981792
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147787'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147788'].jpg b/datasets/flat_images/local_image_['img3672308-6147788'].jpg
new file mode 100644
index 00000000..984c0470
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147788'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3672308-6147789'].jpg b/datasets/flat_images/local_image_['img3672308-6147789'].jpg
new file mode 100644
index 00000000..e5ee0e86
Binary files /dev/null and b/datasets/flat_images/local_image_['img3672308-6147789'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151102'].jpg b/datasets/flat_images/local_image_['img3674163-6151102'].jpg
new file mode 100644
index 00000000..ccbdc805
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151102'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151103'].jpg b/datasets/flat_images/local_image_['img3674163-6151103'].jpg
new file mode 100644
index 00000000..f72218d4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151103'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151104'].jpg b/datasets/flat_images/local_image_['img3674163-6151104'].jpg
new file mode 100644
index 00000000..b9671c0a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151104'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151105'].jpg b/datasets/flat_images/local_image_['img3674163-6151105'].jpg
new file mode 100644
index 00000000..4f8473a4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151105'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151106'].jpg b/datasets/flat_images/local_image_['img3674163-6151106'].jpg
new file mode 100644
index 00000000..dd4bc2a1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151106'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151107'].jpg b/datasets/flat_images/local_image_['img3674163-6151107'].jpg
new file mode 100644
index 00000000..9615a581
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151107'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151108'].jpg b/datasets/flat_images/local_image_['img3674163-6151108'].jpg
new file mode 100644
index 00000000..0faf72c5
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151108'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151110'].jpg b/datasets/flat_images/local_image_['img3674163-6151110'].jpg
new file mode 100644
index 00000000..985b9db9
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151110'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151111'].jpg b/datasets/flat_images/local_image_['img3674163-6151111'].jpg
new file mode 100644
index 00000000..94e885f2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151111'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151112'].jpg b/datasets/flat_images/local_image_['img3674163-6151112'].jpg
new file mode 100644
index 00000000..361985d4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151112'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151113'].jpg b/datasets/flat_images/local_image_['img3674163-6151113'].jpg
new file mode 100644
index 00000000..8cbf991d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151113'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151114'].jpg b/datasets/flat_images/local_image_['img3674163-6151114'].jpg
new file mode 100644
index 00000000..9a0cd5f4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151114'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151115'].jpg b/datasets/flat_images/local_image_['img3674163-6151115'].jpg
new file mode 100644
index 00000000..b5bc5b46
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151115'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151116'].jpg b/datasets/flat_images/local_image_['img3674163-6151116'].jpg
new file mode 100644
index 00000000..87ee50b3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151116'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151117'].jpg b/datasets/flat_images/local_image_['img3674163-6151117'].jpg
new file mode 100644
index 00000000..e661316e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151117'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151119'].jpg b/datasets/flat_images/local_image_['img3674163-6151119'].jpg
new file mode 100644
index 00000000..fd51d790
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151119'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151120'].jpg b/datasets/flat_images/local_image_['img3674163-6151120'].jpg
new file mode 100644
index 00000000..678dadc7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151120'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151121'].jpg b/datasets/flat_images/local_image_['img3674163-6151121'].jpg
new file mode 100644
index 00000000..d6dee49e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151121'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151122'].jpg b/datasets/flat_images/local_image_['img3674163-6151122'].jpg
new file mode 100644
index 00000000..e89ca515
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151122'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151124'].jpg b/datasets/flat_images/local_image_['img3674163-6151124'].jpg
new file mode 100644
index 00000000..c085b43a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151124'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151125'].jpg b/datasets/flat_images/local_image_['img3674163-6151125'].jpg
new file mode 100644
index 00000000..001e8f2a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151125'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151126'].jpg b/datasets/flat_images/local_image_['img3674163-6151126'].jpg
new file mode 100644
index 00000000..35e46174
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151126'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151127'].jpg b/datasets/flat_images/local_image_['img3674163-6151127'].jpg
new file mode 100644
index 00000000..c0ad7a10
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151127'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151128'].jpg b/datasets/flat_images/local_image_['img3674163-6151128'].jpg
new file mode 100644
index 00000000..ac349a39
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151128'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151129'].jpg b/datasets/flat_images/local_image_['img3674163-6151129'].jpg
new file mode 100644
index 00000000..22354517
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151129'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3674163-6151130'].jpg b/datasets/flat_images/local_image_['img3674163-6151130'].jpg
new file mode 100644
index 00000000..0bbc4bf7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3674163-6151130'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155904'].jpg b/datasets/flat_images/local_image_['img3676909-6155904'].jpg
new file mode 100644
index 00000000..7ed178ce
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155904'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155905'].jpg b/datasets/flat_images/local_image_['img3676909-6155905'].jpg
new file mode 100644
index 00000000..56547119
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155905'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155906'].jpg b/datasets/flat_images/local_image_['img3676909-6155906'].jpg
new file mode 100644
index 00000000..a4dac0b6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155906'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155907'].jpg b/datasets/flat_images/local_image_['img3676909-6155907'].jpg
new file mode 100644
index 00000000..e4bd7b75
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155907'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155908'].jpg b/datasets/flat_images/local_image_['img3676909-6155908'].jpg
new file mode 100644
index 00000000..b5cb58a2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155908'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155909'].jpg b/datasets/flat_images/local_image_['img3676909-6155909'].jpg
new file mode 100644
index 00000000..5db98343
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155909'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155910'].jpg b/datasets/flat_images/local_image_['img3676909-6155910'].jpg
new file mode 100644
index 00000000..abb40a62
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155910'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155911'].jpg b/datasets/flat_images/local_image_['img3676909-6155911'].jpg
new file mode 100644
index 00000000..abbf224c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155911'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155912'].jpg b/datasets/flat_images/local_image_['img3676909-6155912'].jpg
new file mode 100644
index 00000000..decab587
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155912'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155913'].jpg b/datasets/flat_images/local_image_['img3676909-6155913'].jpg
new file mode 100644
index 00000000..099b40f2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155913'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3676909-6155914'].jpg b/datasets/flat_images/local_image_['img3676909-6155914'].jpg
new file mode 100644
index 00000000..4ebfb064
Binary files /dev/null and b/datasets/flat_images/local_image_['img3676909-6155914'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156973'].jpg b/datasets/flat_images/local_image_['img3677881-6156973'].jpg
new file mode 100644
index 00000000..6eb6b287
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156973'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156974'].jpg b/datasets/flat_images/local_image_['img3677881-6156974'].jpg
new file mode 100644
index 00000000..a3620cdb
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156974'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156977'].jpg b/datasets/flat_images/local_image_['img3677881-6156977'].jpg
new file mode 100644
index 00000000..456253ec
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156977'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156978'].jpg b/datasets/flat_images/local_image_['img3677881-6156978'].jpg
new file mode 100644
index 00000000..2c66dec7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156978'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156979'].jpg b/datasets/flat_images/local_image_['img3677881-6156979'].jpg
new file mode 100644
index 00000000..fe1add1b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156979'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156980'].jpg b/datasets/flat_images/local_image_['img3677881-6156980'].jpg
new file mode 100644
index 00000000..3d03ce1b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156980'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156981'].jpg b/datasets/flat_images/local_image_['img3677881-6156981'].jpg
new file mode 100644
index 00000000..77a7b0ec
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156981'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156982'].jpg b/datasets/flat_images/local_image_['img3677881-6156982'].jpg
new file mode 100644
index 00000000..7eb1d982
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156982'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156983'].jpg b/datasets/flat_images/local_image_['img3677881-6156983'].jpg
new file mode 100644
index 00000000..07bf9531
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156983'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156984'].jpg b/datasets/flat_images/local_image_['img3677881-6156984'].jpg
new file mode 100644
index 00000000..4278bdd5
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156984'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156985'].jpg b/datasets/flat_images/local_image_['img3677881-6156985'].jpg
new file mode 100644
index 00000000..fe9ed894
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156985'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156986'].jpg b/datasets/flat_images/local_image_['img3677881-6156986'].jpg
new file mode 100644
index 00000000..0c6edd67
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156986'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156987'].jpg b/datasets/flat_images/local_image_['img3677881-6156987'].jpg
new file mode 100644
index 00000000..c73d37e9
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156987'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156988'].jpg b/datasets/flat_images/local_image_['img3677881-6156988'].jpg
new file mode 100644
index 00000000..fc86b05c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156988'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156990'].jpg b/datasets/flat_images/local_image_['img3677881-6156990'].jpg
new file mode 100644
index 00000000..2c2af4db
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156990'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156991'].jpg b/datasets/flat_images/local_image_['img3677881-6156991'].jpg
new file mode 100644
index 00000000..b6879e19
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156991'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6156992'].jpg b/datasets/flat_images/local_image_['img3677881-6156992'].jpg
new file mode 100644
index 00000000..ddc7f636
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6156992'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6157015'].jpg b/datasets/flat_images/local_image_['img3677881-6157015'].jpg
new file mode 100644
index 00000000..1d5ed87b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6157015'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6157016'].jpg b/datasets/flat_images/local_image_['img3677881-6157016'].jpg
new file mode 100644
index 00000000..e33c0af3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6157016'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6157017'].jpg b/datasets/flat_images/local_image_['img3677881-6157017'].jpg
new file mode 100644
index 00000000..75397772
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6157017'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6157018'].jpg b/datasets/flat_images/local_image_['img3677881-6157018'].jpg
new file mode 100644
index 00000000..be764647
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6157018'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6157019'].jpg b/datasets/flat_images/local_image_['img3677881-6157019'].jpg
new file mode 100644
index 00000000..e50b84d6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6157019'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6157020'].jpg b/datasets/flat_images/local_image_['img3677881-6157020'].jpg
new file mode 100644
index 00000000..44c462e7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6157020'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6157022'].jpg b/datasets/flat_images/local_image_['img3677881-6157022'].jpg
new file mode 100644
index 00000000..3bf40641
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6157022'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3677881-6157023'].jpg b/datasets/flat_images/local_image_['img3677881-6157023'].jpg
new file mode 100644
index 00000000..73539d47
Binary files /dev/null and b/datasets/flat_images/local_image_['img3677881-6157023'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157928'].jpg b/datasets/flat_images/local_image_['img3678419-6157928'].jpg
new file mode 100644
index 00000000..bd0a2bfe
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157928'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157929'].jpg b/datasets/flat_images/local_image_['img3678419-6157929'].jpg
new file mode 100644
index 00000000..4d39bf12
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157929'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157930'].jpg b/datasets/flat_images/local_image_['img3678419-6157930'].jpg
new file mode 100644
index 00000000..37c9bf7b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157930'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157931'].jpg b/datasets/flat_images/local_image_['img3678419-6157931'].jpg
new file mode 100644
index 00000000..b239bc21
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157931'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157932'].jpg b/datasets/flat_images/local_image_['img3678419-6157932'].jpg
new file mode 100644
index 00000000..2979085a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157932'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157933'].jpg b/datasets/flat_images/local_image_['img3678419-6157933'].jpg
new file mode 100644
index 00000000..4f7e5542
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157933'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157934'].jpg b/datasets/flat_images/local_image_['img3678419-6157934'].jpg
new file mode 100644
index 00000000..a59642a9
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157934'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157935'].jpg b/datasets/flat_images/local_image_['img3678419-6157935'].jpg
new file mode 100644
index 00000000..739324be
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157935'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157936'].jpg b/datasets/flat_images/local_image_['img3678419-6157936'].jpg
new file mode 100644
index 00000000..dacddc5f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157936'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157937'].jpg b/datasets/flat_images/local_image_['img3678419-6157937'].jpg
new file mode 100644
index 00000000..f0e206d1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157937'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3678419-6157938'].jpg b/datasets/flat_images/local_image_['img3678419-6157938'].jpg
new file mode 100644
index 00000000..f17b3077
Binary files /dev/null and b/datasets/flat_images/local_image_['img3678419-6157938'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159859'].jpg b/datasets/flat_images/local_image_['img3679462-6159859'].jpg
new file mode 100644
index 00000000..37dbd501
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159859'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159860'].jpg b/datasets/flat_images/local_image_['img3679462-6159860'].jpg
new file mode 100644
index 00000000..a8b42ceb
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159860'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159861'].jpg b/datasets/flat_images/local_image_['img3679462-6159861'].jpg
new file mode 100644
index 00000000..1bd57d2a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159861'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159862'].jpg b/datasets/flat_images/local_image_['img3679462-6159862'].jpg
new file mode 100644
index 00000000..b11a3721
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159862'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159863'].jpg b/datasets/flat_images/local_image_['img3679462-6159863'].jpg
new file mode 100644
index 00000000..a54c492e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159863'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159864'].jpg b/datasets/flat_images/local_image_['img3679462-6159864'].jpg
new file mode 100644
index 00000000..5e6c76de
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159864'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159865'].jpg b/datasets/flat_images/local_image_['img3679462-6159865'].jpg
new file mode 100644
index 00000000..27369b79
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159865'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159866'].jpg b/datasets/flat_images/local_image_['img3679462-6159866'].jpg
new file mode 100644
index 00000000..39ad0d0e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159866'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159867'].jpg b/datasets/flat_images/local_image_['img3679462-6159867'].jpg
new file mode 100644
index 00000000..c1e07133
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159867'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159868'].jpg b/datasets/flat_images/local_image_['img3679462-6159868'].jpg
new file mode 100644
index 00000000..9dac169e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159868'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159869'].jpg b/datasets/flat_images/local_image_['img3679462-6159869'].jpg
new file mode 100644
index 00000000..6e4c3c7a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159869'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159870'].jpg b/datasets/flat_images/local_image_['img3679462-6159870'].jpg
new file mode 100644
index 00000000..59f72a2e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159870'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3679462-6159871'].jpg b/datasets/flat_images/local_image_['img3679462-6159871'].jpg
new file mode 100644
index 00000000..d564ecdf
Binary files /dev/null and b/datasets/flat_images/local_image_['img3679462-6159871'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170022'].jpg b/datasets/flat_images/local_image_['img3685454-6170022'].jpg
new file mode 100644
index 00000000..6976efb9
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170022'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170024'].jpg b/datasets/flat_images/local_image_['img3685454-6170024'].jpg
new file mode 100644
index 00000000..4ab1182b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170024'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170025'].jpg b/datasets/flat_images/local_image_['img3685454-6170025'].jpg
new file mode 100644
index 00000000..f0f4caa7
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170025'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170026'].jpg b/datasets/flat_images/local_image_['img3685454-6170026'].jpg
new file mode 100644
index 00000000..8bd98a50
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170026'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170027'].jpg b/datasets/flat_images/local_image_['img3685454-6170027'].jpg
new file mode 100644
index 00000000..9358b84e
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170027'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170028'].jpg b/datasets/flat_images/local_image_['img3685454-6170028'].jpg
new file mode 100644
index 00000000..62ca3c13
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170028'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170029'].jpg b/datasets/flat_images/local_image_['img3685454-6170029'].jpg
new file mode 100644
index 00000000..1cef11ee
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170029'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170030'].jpg b/datasets/flat_images/local_image_['img3685454-6170030'].jpg
new file mode 100644
index 00000000..3c41a4fc
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170030'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170031'].jpg b/datasets/flat_images/local_image_['img3685454-6170031'].jpg
new file mode 100644
index 00000000..4900510f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170031'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170032'].jpg b/datasets/flat_images/local_image_['img3685454-6170032'].jpg
new file mode 100644
index 00000000..1344bf72
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170032'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170033'].jpg b/datasets/flat_images/local_image_['img3685454-6170033'].jpg
new file mode 100644
index 00000000..c1850c50
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170033'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170034'].jpg b/datasets/flat_images/local_image_['img3685454-6170034'].jpg
new file mode 100644
index 00000000..a147dd83
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170034'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170035'].jpg b/datasets/flat_images/local_image_['img3685454-6170035'].jpg
new file mode 100644
index 00000000..c5c76ac0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170035'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170036'].jpg b/datasets/flat_images/local_image_['img3685454-6170036'].jpg
new file mode 100644
index 00000000..a5950fb0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170036'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170037'].jpg b/datasets/flat_images/local_image_['img3685454-6170037'].jpg
new file mode 100644
index 00000000..5f030fab
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170037'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170038'].jpg b/datasets/flat_images/local_image_['img3685454-6170038'].jpg
new file mode 100644
index 00000000..2e43b429
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170038'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170039'].jpg b/datasets/flat_images/local_image_['img3685454-6170039'].jpg
new file mode 100644
index 00000000..67457af1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170039'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170040'].jpg b/datasets/flat_images/local_image_['img3685454-6170040'].jpg
new file mode 100644
index 00000000..889ac5f6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170040'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170041'].jpg b/datasets/flat_images/local_image_['img3685454-6170041'].jpg
new file mode 100644
index 00000000..ed9685ef
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170041'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170042'].jpg b/datasets/flat_images/local_image_['img3685454-6170042'].jpg
new file mode 100644
index 00000000..1c4e4766
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170042'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170043'].jpg b/datasets/flat_images/local_image_['img3685454-6170043'].jpg
new file mode 100644
index 00000000..2006862c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170043'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170044'].jpg b/datasets/flat_images/local_image_['img3685454-6170044'].jpg
new file mode 100644
index 00000000..d8cb666d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170044'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170045'].jpg b/datasets/flat_images/local_image_['img3685454-6170045'].jpg
new file mode 100644
index 00000000..d796c84d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170045'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170046'].jpg b/datasets/flat_images/local_image_['img3685454-6170046'].jpg
new file mode 100644
index 00000000..44d74a84
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170046'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170047'].jpg b/datasets/flat_images/local_image_['img3685454-6170047'].jpg
new file mode 100644
index 00000000..4fbef28b
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170047'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170048'].jpg b/datasets/flat_images/local_image_['img3685454-6170048'].jpg
new file mode 100644
index 00000000..ed32026a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170048'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170049'].jpg b/datasets/flat_images/local_image_['img3685454-6170049'].jpg
new file mode 100644
index 00000000..79b5b0ea
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170049'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170050'].jpg b/datasets/flat_images/local_image_['img3685454-6170050'].jpg
new file mode 100644
index 00000000..c3522bd8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170050'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170051'].jpg b/datasets/flat_images/local_image_['img3685454-6170051'].jpg
new file mode 100644
index 00000000..3f0aa5ab
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170051'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170052'].jpg b/datasets/flat_images/local_image_['img3685454-6170052'].jpg
new file mode 100644
index 00000000..63ed5028
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170052'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170053'].jpg b/datasets/flat_images/local_image_['img3685454-6170053'].jpg
new file mode 100644
index 00000000..96efb9e4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170053'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170054'].jpg b/datasets/flat_images/local_image_['img3685454-6170054'].jpg
new file mode 100644
index 00000000..9620a993
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170054'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170056'].jpg b/datasets/flat_images/local_image_['img3685454-6170056'].jpg
new file mode 100644
index 00000000..0e536f09
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170056'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3685454-6170057'].jpg b/datasets/flat_images/local_image_['img3685454-6170057'].jpg
new file mode 100644
index 00000000..76df595d
Binary files /dev/null and b/datasets/flat_images/local_image_['img3685454-6170057'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171766'].jpg b/datasets/flat_images/local_image_['img3686610-6171766'].jpg
new file mode 100644
index 00000000..7e88116a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171766'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171767'].jpg b/datasets/flat_images/local_image_['img3686610-6171767'].jpg
new file mode 100644
index 00000000..ef3a17c6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171767'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171768'].jpg b/datasets/flat_images/local_image_['img3686610-6171768'].jpg
new file mode 100644
index 00000000..bd2cdd86
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171768'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171769'].jpg b/datasets/flat_images/local_image_['img3686610-6171769'].jpg
new file mode 100644
index 00000000..1450d7fc
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171769'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171770'].jpg b/datasets/flat_images/local_image_['img3686610-6171770'].jpg
new file mode 100644
index 00000000..5a831c42
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171770'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171771'].jpg b/datasets/flat_images/local_image_['img3686610-6171771'].jpg
new file mode 100644
index 00000000..501df770
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171771'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171772'].jpg b/datasets/flat_images/local_image_['img3686610-6171772'].jpg
new file mode 100644
index 00000000..da0b7789
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171772'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171773'].jpg b/datasets/flat_images/local_image_['img3686610-6171773'].jpg
new file mode 100644
index 00000000..a0243f9f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171773'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171774'].jpg b/datasets/flat_images/local_image_['img3686610-6171774'].jpg
new file mode 100644
index 00000000..70f0a1c2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171774'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171775'].jpg b/datasets/flat_images/local_image_['img3686610-6171775'].jpg
new file mode 100644
index 00000000..f9f1ae59
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171775'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171776'].jpg b/datasets/flat_images/local_image_['img3686610-6171776'].jpg
new file mode 100644
index 00000000..99c902a2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171776'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171777'].jpg b/datasets/flat_images/local_image_['img3686610-6171777'].jpg
new file mode 100644
index 00000000..0070b802
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171777'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171778'].jpg b/datasets/flat_images/local_image_['img3686610-6171778'].jpg
new file mode 100644
index 00000000..d045c6e6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171778'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171779'].jpg b/datasets/flat_images/local_image_['img3686610-6171779'].jpg
new file mode 100644
index 00000000..fd393891
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171779'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171780'].jpg b/datasets/flat_images/local_image_['img3686610-6171780'].jpg
new file mode 100644
index 00000000..525ab275
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171780'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171781'].jpg b/datasets/flat_images/local_image_['img3686610-6171781'].jpg
new file mode 100644
index 00000000..6d45fdc3
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171781'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171783'].jpg b/datasets/flat_images/local_image_['img3686610-6171783'].jpg
new file mode 100644
index 00000000..546cf3f8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171783'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171784'].jpg b/datasets/flat_images/local_image_['img3686610-6171784'].jpg
new file mode 100644
index 00000000..08954294
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171784'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171785'].jpg b/datasets/flat_images/local_image_['img3686610-6171785'].jpg
new file mode 100644
index 00000000..2b1bca45
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171785'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171786'].jpg b/datasets/flat_images/local_image_['img3686610-6171786'].jpg
new file mode 100644
index 00000000..b0db45be
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171786'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3686610-6171787'].jpg b/datasets/flat_images/local_image_['img3686610-6171787'].jpg
new file mode 100644
index 00000000..1e78ebc8
Binary files /dev/null and b/datasets/flat_images/local_image_['img3686610-6171787'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3691321-6178675'].jpg b/datasets/flat_images/local_image_['img3691321-6178675'].jpg
new file mode 100644
index 00000000..99779f56
Binary files /dev/null and b/datasets/flat_images/local_image_['img3691321-6178675'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3691358-6178706'].jpg b/datasets/flat_images/local_image_['img3691358-6178706'].jpg
new file mode 100644
index 00000000..99779f56
Binary files /dev/null and b/datasets/flat_images/local_image_['img3691358-6178706'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181693'].jpg b/datasets/flat_images/local_image_['img3693771-6181693'].jpg
new file mode 100644
index 00000000..bc21eaf5
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181693'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181694'].jpg b/datasets/flat_images/local_image_['img3693771-6181694'].jpg
new file mode 100644
index 00000000..755644c1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181694'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181695'].jpg b/datasets/flat_images/local_image_['img3693771-6181695'].jpg
new file mode 100644
index 00000000..6dbdee00
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181695'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181696'].jpg b/datasets/flat_images/local_image_['img3693771-6181696'].jpg
new file mode 100644
index 00000000..750ef633
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181696'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181697'].jpg b/datasets/flat_images/local_image_['img3693771-6181697'].jpg
new file mode 100644
index 00000000..d9d15b33
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181697'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181698'].jpg b/datasets/flat_images/local_image_['img3693771-6181698'].jpg
new file mode 100644
index 00000000..7ea79474
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181698'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181699'].jpg b/datasets/flat_images/local_image_['img3693771-6181699'].jpg
new file mode 100644
index 00000000..6bcea1ed
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181699'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181700'].jpg b/datasets/flat_images/local_image_['img3693771-6181700'].jpg
new file mode 100644
index 00000000..dbd4f0fa
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181700'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181701'].jpg b/datasets/flat_images/local_image_['img3693771-6181701'].jpg
new file mode 100644
index 00000000..423f28e6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181701'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181702'].jpg b/datasets/flat_images/local_image_['img3693771-6181702'].jpg
new file mode 100644
index 00000000..21dc289f
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181702'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181744'].jpg b/datasets/flat_images/local_image_['img3693771-6181744'].jpg
new file mode 100644
index 00000000..12c165d4
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181744'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181745'].jpg b/datasets/flat_images/local_image_['img3693771-6181745'].jpg
new file mode 100644
index 00000000..a4465356
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181745'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181746'].jpg b/datasets/flat_images/local_image_['img3693771-6181746'].jpg
new file mode 100644
index 00000000..5fe7142c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181746'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181747'].jpg b/datasets/flat_images/local_image_['img3693771-6181747'].jpg
new file mode 100644
index 00000000..f1541a5c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181747'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181748'].jpg b/datasets/flat_images/local_image_['img3693771-6181748'].jpg
new file mode 100644
index 00000000..6eaf6572
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181748'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181749'].jpg b/datasets/flat_images/local_image_['img3693771-6181749'].jpg
new file mode 100644
index 00000000..c39dda14
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181749'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181750'].jpg b/datasets/flat_images/local_image_['img3693771-6181750'].jpg
new file mode 100644
index 00000000..b645b2a1
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181750'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181751'].jpg b/datasets/flat_images/local_image_['img3693771-6181751'].jpg
new file mode 100644
index 00000000..69c1f3d5
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181751'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181752'].jpg b/datasets/flat_images/local_image_['img3693771-6181752'].jpg
new file mode 100644
index 00000000..dff91ef5
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181752'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181753'].jpg b/datasets/flat_images/local_image_['img3693771-6181753'].jpg
new file mode 100644
index 00000000..f56af32a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181753'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181754'].jpg b/datasets/flat_images/local_image_['img3693771-6181754'].jpg
new file mode 100644
index 00000000..20c57093
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181754'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3693771-6181755'].jpg b/datasets/flat_images/local_image_['img3693771-6181755'].jpg
new file mode 100644
index 00000000..3e3c6abd
Binary files /dev/null and b/datasets/flat_images/local_image_['img3693771-6181755'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185787'].jpg b/datasets/flat_images/local_image_['img3695018-6185787'].jpg
new file mode 100644
index 00000000..ea2d3aa2
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185787'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185788'].jpg b/datasets/flat_images/local_image_['img3695018-6185788'].jpg
new file mode 100644
index 00000000..8e26596c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185788'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185789'].jpg b/datasets/flat_images/local_image_['img3695018-6185789'].jpg
new file mode 100644
index 00000000..9f1b49f0
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185789'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185790'].jpg b/datasets/flat_images/local_image_['img3695018-6185790'].jpg
new file mode 100644
index 00000000..25410632
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185790'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185791'].jpg b/datasets/flat_images/local_image_['img3695018-6185791'].jpg
new file mode 100644
index 00000000..7784487c
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185791'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185792'].jpg b/datasets/flat_images/local_image_['img3695018-6185792'].jpg
new file mode 100644
index 00000000..54cc57bb
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185792'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185793'].jpg b/datasets/flat_images/local_image_['img3695018-6185793'].jpg
new file mode 100644
index 00000000..1f109459
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185793'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185794'].jpg b/datasets/flat_images/local_image_['img3695018-6185794'].jpg
new file mode 100644
index 00000000..1b2c9c76
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185794'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185795'].jpg b/datasets/flat_images/local_image_['img3695018-6185795'].jpg
new file mode 100644
index 00000000..43d6a111
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185795'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185796'].jpg b/datasets/flat_images/local_image_['img3695018-6185796'].jpg
new file mode 100644
index 00000000..d914b257
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185796'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185843'].jpg b/datasets/flat_images/local_image_['img3695018-6185843'].jpg
new file mode 100644
index 00000000..ecd464de
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185843'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185844'].jpg b/datasets/flat_images/local_image_['img3695018-6185844'].jpg
new file mode 100644
index 00000000..1b5bbbd6
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185844'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185845'].jpg b/datasets/flat_images/local_image_['img3695018-6185845'].jpg
new file mode 100644
index 00000000..663b13db
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185845'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185846'].jpg b/datasets/flat_images/local_image_['img3695018-6185846'].jpg
new file mode 100644
index 00000000..a0451884
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185846'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185848'].jpg b/datasets/flat_images/local_image_['img3695018-6185848'].jpg
new file mode 100644
index 00000000..78ceb036
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185848'].jpg differ
diff --git a/datasets/flat_images/local_image_['img3695018-6185849'].jpg b/datasets/flat_images/local_image_['img3695018-6185849'].jpg
new file mode 100644
index 00000000..fea9063a
Binary files /dev/null and b/datasets/flat_images/local_image_['img3695018-6185849'].jpg differ
diff --git a/datasets/flat_images/natural_light_rooms/.ipynb_checkpoints/anna-checkpoint.ipynb b/datasets/flat_images/natural_light_rooms/.ipynb_checkpoints/anna-checkpoint.ipynb
new file mode 100644
index 00000000..0940e17e
--- /dev/null
+++ b/datasets/flat_images/natural_light_rooms/.ipynb_checkpoints/anna-checkpoint.ipynb
@@ -0,0 +1,115 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def bright_or_not(img_name):\n",
+ " # returns the fraction of bright pixels\n",
+ " import cv2\n",
+ " import numpy as np\n",
+ " nr_pixels_white = 0\n",
+ " \n",
+ " img = cv2.imread(img_name)\n",
+ " gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
+ " retval, threshold1 = cv2.threshold(gray, 170, 255, cv2.THRESH_BINARY)\n",
+ " cv2.imshow('title',threshold1)\n",
+ "\n",
+ " # set 255 to 1\n",
+ " threshold1[threshold1==255] = 1\n",
+ " nr_pixels_white = threshold1.sum()\n",
+ " nr_pixels = threshold1.shape[0]*threshold1.shape[1]\n",
+ "\n",
+ " brightness = nr_pixels_white / nr_pixels\n",
+ "\n",
+ " print(img_name+' Brightness = ' + str(brightness))\n",
+ " \n",
+ " cv2.waitKey()\n",
+ " return brightness\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "anna.ipynb natural_light_room_5.jpeg\r\n",
+ "brightness_score.ipynb natural_light_room_6.jpeg\r\n",
+ "natural_light_room_1.jpeg natural_light_room_7.jpeg\r\n",
+ "natural_light_room_10.jpeg natural_light_room_8.jpeg\r\n",
+ "natural_light_room_2.jpeg natural_light_room_9.jpeg\r\n",
+ "natural_light_room_4.jpeg\r\n"
+ ]
+ }
+ ],
+ "source": [
+ "!ls\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "natural_light_room_1.jpeg Brightness = 0.7367847091932458\n"
+ ]
+ }
+ ],
+ "source": [
+ "files = ['natural_light_room_1.jpeg', 'natural_light_room_2.jpeg', 'natural_light_room_3.jpeg', 'natural_light_room_4.jpeg', 'natural_light_room_5.jpeg', 'natural_light_room_6.jpeg','natural_light_room_7.jpeg', 'natural_light_room_8.jpeg', 'natural_light_room_9.jpeg','natural_light_room_10.jpeg']\n",
+ "for file in files:\n",
+ " bright_or_not(file)\n",
+ " input('next?')\n",
+ " \n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#bright_or_not('img.jpg')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/datasets/flat_images/natural_light_rooms/.ipynb_checkpoints/brightness_score-checkpoint.ipynb b/datasets/flat_images/natural_light_rooms/.ipynb_checkpoints/brightness_score-checkpoint.ipynb
new file mode 100644
index 00000000..ad6b987c
--- /dev/null
+++ b/datasets/flat_images/natural_light_rooms/.ipynb_checkpoints/brightness_score-checkpoint.ipynb
@@ -0,0 +1,211 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "def bright_or_not(img_name):\n",
+ " # returns the fraction of bright pixels\n",
+ " import cv2\n",
+ " import numpy as np\n",
+ " import pandas as pd\n",
+ " nr_pixels_white = 0\n",
+ " \n",
+ " img = cv2.imread(img_name)\n",
+ " gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
+ " retval, threshold1 = cv2.threshold(gray, 170, 255, cv2.THRESH_BINARY)\n",
+ " cv2.imshow('title',threshold1)\n",
+ "\n",
+ " # set 255 to 1\n",
+ " threshold1[threshold1==255] = 1\n",
+ " nr_pixels_white = threshold1.sum()\n",
+ " nr_pixels = threshold1.shape[0]*threshold1.shape[1]\n",
+ "\n",
+ " brightness = nr_pixels_white / nr_pixels\n",
+ "\n",
+ " print(img_name+' Brightness = ' + str(brightness))\n",
+ " \n",
+ " # Establish a dataframe with the values\n",
+ " \n",
+ " df = pd.DataFrame(columns=['file_name', 'brightness_score'])\n",
+ " df = df.append({'file_name':img_name, 'brightness_score':brightness},ignore_index = True)\n",
+ " \n",
+ " cv2.waitKey()\n",
+ " return brightness,df\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "bright_or_not('natural_light_room_2.jpeg')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
| \n", + " | asdf | \n", + "sdf | \n", + "
|---|---|---|
| 0 | \n", + "1.0 | \n", + "2.0 | \n", + "
| \n", + " | asdf | \n", + "sdf | \n", + "
|---|---|---|
| 0 | \n", + "1.0 | \n", + "2.0 | \n", + "
| \n", + " | url | \n", + "price_per_sqm | \n", + "latitude | \n", + "longitude | \n", + "
|---|---|---|---|---|
| 0 | \n", + "https://www.eixhabitat.es/f-E-6388-3609836 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "https://www.eixhabitat.es/f-E-6388-3679462 | \n", + "3.171 | \n", + "41.374167 | \n", + "2.168704 | \n", + "
| 2 | \n", + "https://www.eixhabitat.es/f-E-6388-3635168 | \n", + "2.250 | \n", + "41.375680 | \n", + "2.135038 | \n", + "
| 3 | \n", + "https://www.eixhabitat.es/f-E-6388-3661467 | \n", + "5.500 | \n", + "41.404840 | \n", + "2.206045 | \n", + "
| 4 | \n", + "https://www.eixhabitat.es/f-E-6388-3661722 | \n", + "4.462 | \n", + "41.381516 | \n", + "2.135554 | \n", + "
| \n", + " | url | \n", + "price_per_sqm | \n", + "latitude | \n", + "longitude | \n", + "flat_id | \n", + "
|---|---|---|---|---|---|
| 0 | \n", + "https://www.eixhabitat.es/f-E-6388-3609836 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "3609836 | \n", + "
| 1 | \n", + "https://www.eixhabitat.es/f-E-6388-3679462 | \n", + "3.171 | \n", + "41.374167 | \n", + "2.168704 | \n", + "3679462 | \n", + "
| 2 | \n", + "https://www.eixhabitat.es/f-E-6388-3635168 | \n", + "2.250 | \n", + "41.375680 | \n", + "2.135038 | \n", + "3635168 | \n", + "
| 3 | \n", + "https://www.eixhabitat.es/f-E-6388-3661467 | \n", + "5.500 | \n", + "41.404840 | \n", + "2.206045 | \n", + "3661467 | \n", + "
| 4 | \n", + "https://www.eixhabitat.es/f-E-6388-3661722 | \n", + "4.462 | \n", + "41.381516 | \n", + "2.135554 | \n", + "3661722 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 83 | \n", + "https://www.eixhabitat.es/f-E-6388-3621260 | \n", + "6.385 | \n", + "41.402483 | \n", + "2.159372 | \n", + "3621260 | \n", + "
| 84 | \n", + "https://www.eixhabitat.es/f-E-6388-3693771 | \n", + "4.048 | \n", + "41.412841 | \n", + "2.176405 | \n", + "3693771 | \n", + "
| 85 | \n", + "https://www.eixhabitat.es/f-E-6388-3661653 | \n", + "4.120 | \n", + "41.383477 | \n", + "2.153332 | \n", + "3661653 | \n", + "
| 86 | \n", + "https://www.eixhabitat.es/f-E-6388-3639056 | \n", + "4.622 | \n", + "41.383755 | \n", + "2.148974 | \n", + "3639056 | \n", + "
| 87 | \n", + "https://www.eixhabitat.es/f-E-6388-3661523 | \n", + "5.391 | \n", + "41.382252 | \n", + "2.157697 | \n", + "3661523 | \n", + "
88 rows × 5 columns
\n", + "| \n", + " | file_name | \n", + "name | \n", + "score | \n", + "
|---|---|---|---|
| 0 | \n", + "local_image_['img3686610-6171784'].jpg | \n", + "Building | \n", + "0.675572 | \n", + "
| 1 | \n", + "local_image_['img3686610-6171784'].jpg | \n", + "Building | \n", + "0.631744 | \n", + "
| 2 | \n", + "local_image_['img3678419-6157934'].jpg | \n", + "Door | \n", + "0.659018 | \n", + "
| 3 | \n", + "local_image_['img3685454-6170037'].jpg | \n", + "Picture frame | \n", + "0.750355 | \n", + "
| 4 | \n", + "local_image_['img3677881-6157020'].jpg | \n", + "Television | \n", + "0.935630 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 1438 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "Window | \n", + "0.511259 | \n", + "
| 1439 | \n", + "local_image_['img3667532-6140357'].jpg | \n", + "Cabinetry | \n", + "0.799434 | \n", + "
| 1440 | \n", + "local_image_['img3667532-6140357'].jpg | \n", + "Microwave oven | \n", + "0.739837 | \n", + "
| 1441 | \n", + "local_image_['img3678419-6157937'].jpg | \n", + "Door | \n", + "0.609383 | \n", + "
| 1442 | \n", + "local_image_['img3685454-6170030'].jpg | \n", + "Door | \n", + "0.928250 | \n", + "
1443 rows × 3 columns
\n", + "| \n", + " | file_name | \n", + "name | \n", + "score | \n", + "
|---|---|---|---|
| 7 | \n", + "local_image_['img3674163-6151120'].jpg | \n", + "Window | \n", + "0.880269 | \n", + "
| 25 | \n", + "local_image_['img3661653-6130820'].jpg | \n", + "Window | \n", + "0.760090 | \n", + "
| 32 | \n", + "local_image_['img3660086-6129118'].jpg | \n", + "Window | \n", + "0.527955 | \n", + "
| 41 | \n", + "local_image_['img3685454-6170025'].jpg | \n", + "Window | \n", + "0.703736 | \n", + "
| 44 | \n", + "local_image_['img3685454-6170025'].jpg | \n", + "Window | \n", + "0.560040 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 1381 | \n", + "local_image_['img3661467-6130590'].jpg | \n", + "Window | \n", + "0.516531 | \n", + "
| 1391 | \n", + "local_image_['img3677881-6156981'].jpg | \n", + "Window | \n", + "0.856674 | \n", + "
| 1398 | \n", + "local_image_['img3635168-6134028'].jpg | \n", + "Window | \n", + "0.798396 | \n", + "
| 1429 | \n", + "local_image_['img3661692-6130933'].jpg | \n", + "Window | \n", + "0.904347 | \n", + "
| 1438 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "Window | \n", + "0.511259 | \n", + "
143 rows × 3 columns
\n", + "| \n", + " | file_name | \n", + "name | \n", + "score | \n", + "Window_True | \n", + "
|---|---|---|---|---|
| 7 | \n", + "local_image_['img3674163-6151120'].jpg | \n", + "Window | \n", + "0.880269 | \n", + "1 | \n", + "
| 25 | \n", + "local_image_['img3661653-6130820'].jpg | \n", + "Window | \n", + "0.760090 | \n", + "1 | \n", + "
| 32 | \n", + "local_image_['img3660086-6129118'].jpg | \n", + "Window | \n", + "0.527955 | \n", + "1 | \n", + "
| 41 | \n", + "local_image_['img3685454-6170025'].jpg | \n", + "Window | \n", + "0.703736 | \n", + "1 | \n", + "
| 44 | \n", + "local_image_['img3685454-6170025'].jpg | \n", + "Window | \n", + "0.560040 | \n", + "1 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 1381 | \n", + "local_image_['img3661467-6130590'].jpg | \n", + "Window | \n", + "0.516531 | \n", + "1 | \n", + "
| 1391 | \n", + "local_image_['img3677881-6156981'].jpg | \n", + "Window | \n", + "0.856674 | \n", + "1 | \n", + "
| 1398 | \n", + "local_image_['img3635168-6134028'].jpg | \n", + "Window | \n", + "0.798396 | \n", + "1 | \n", + "
| 1429 | \n", + "local_image_['img3661692-6130933'].jpg | \n", + "Window | \n", + "0.904347 | \n", + "1 | \n", + "
| 1438 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "Window | \n", + "0.511259 | \n", + "1 | \n", + "
143 rows × 4 columns
\n", + "| \n", + " | file_name | \n", + "pixel_mean | \n", + "normalized_pixel_mean | \n", + "
|---|---|---|---|
| 0 | \n", + "local_image_['img3686610-6171784'].jpg | \n", + "132.306719 | \n", + "0.518850 | \n", + "
| 1 | \n", + "local_image_['img3678419-6157934'].jpg | \n", + "148.208324 | \n", + "0.581209 | \n", + "
| 2 | \n", + "local_image_['img3685454-6170037'].jpg | \n", + "191.790713 | \n", + "0.752120 | \n", + "
| 3 | \n", + "local_image_['img3677881-6157020'].jpg | \n", + "94.989757 | \n", + "0.372509 | \n", + "
| 4 | \n", + "local_image_['img3674163-6151120'].jpg | \n", + "182.415041 | \n", + "0.715353 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 538 | \n", + "local_image_['img3621275-6072307'].jpg | \n", + "151.971432 | \n", + "0.595966 | \n", + "
| 539 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "116.405208 | \n", + "0.456491 | \n", + "
| 540 | \n", + "local_image_['img3667532-6140357'].jpg | \n", + "146.727416 | \n", + "0.575402 | \n", + "
| 541 | \n", + "local_image_['img3678419-6157937'].jpg | \n", + "161.837253 | \n", + "0.634656 | \n", + "
| 542 | \n", + "local_image_['img3685454-6170030'].jpg | \n", + "155.712934 | \n", + "0.610639 | \n", + "
543 rows × 3 columns
\n", + "| \n", + " | file_name | \n", + "light_proportion | \n", + "
|---|---|---|
| 0 | \n", + "local_image_['img3686610-6171784'].jpg | \n", + "0.491563 | \n", + "
| 1 | \n", + "local_image_['img3678419-6157934'].jpg | \n", + "0.314935 | \n", + "
| 2 | \n", + "local_image_['img3685454-6170037'].jpg | \n", + "0.750425 | \n", + "
| 3 | \n", + "local_image_['img3677881-6157020'].jpg | \n", + "0.106263 | \n", + "
| 4 | \n", + "local_image_['img3674163-6151120'].jpg | \n", + "0.753623 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 538 | \n", + "local_image_['img3621275-6072307'].jpg | \n", + "0.378242 | \n", + "
| 539 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "0.048003 | \n", + "
| 540 | \n", + "local_image_['img3667532-6140357'].jpg | \n", + "0.468075 | \n", + "
| 541 | \n", + "local_image_['img3678419-6157937'].jpg | \n", + "0.518177 | \n", + "
| 542 | \n", + "local_image_['img3685454-6170030'].jpg | \n", + "0.465187 | \n", + "
543 rows × 2 columns
\n", + "| \n", + " | file_name | \n", + "pixel_mean | \n", + "normalized_pixel_mean | \n", + "light_proportion | \n", + "
|---|---|---|---|---|
| 0 | \n", + "local_image_['img3686610-6171784'].jpg | \n", + "132.306719 | \n", + "0.518850 | \n", + "0.491563 | \n", + "
| 1 | \n", + "local_image_['img3678419-6157934'].jpg | \n", + "148.208324 | \n", + "0.581209 | \n", + "0.314935 | \n", + "
| 2 | \n", + "local_image_['img3685454-6170037'].jpg | \n", + "191.790713 | \n", + "0.752120 | \n", + "0.750425 | \n", + "
| 3 | \n", + "local_image_['img3677881-6157020'].jpg | \n", + "94.989757 | \n", + "0.372509 | \n", + "0.106263 | \n", + "
| 4 | \n", + "local_image_['img3674163-6151120'].jpg | \n", + "182.415041 | \n", + "0.715353 | \n", + "0.753623 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 538 | \n", + "local_image_['img3621275-6072307'].jpg | \n", + "151.971432 | \n", + "0.595966 | \n", + "0.378242 | \n", + "
| 539 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "116.405208 | \n", + "0.456491 | \n", + "0.048003 | \n", + "
| 540 | \n", + "local_image_['img3667532-6140357'].jpg | \n", + "146.727416 | \n", + "0.575402 | \n", + "0.468075 | \n", + "
| 541 | \n", + "local_image_['img3678419-6157937'].jpg | \n", + "161.837253 | \n", + "0.634656 | \n", + "0.518177 | \n", + "
| 542 | \n", + "local_image_['img3685454-6170030'].jpg | \n", + "155.712934 | \n", + "0.610639 | \n", + "0.465187 | \n", + "
543 rows × 4 columns
\n", + "| \n", + " | file_name | \n", + "pixel_mean | \n", + "normalized_pixel_mean | \n", + "light_proportion | \n", + "name | \n", + "score | \n", + "Window_True | \n", + "
|---|---|---|---|---|---|---|---|
| 0 | \n", + "local_image_['img3686610-6171784'].jpg | \n", + "132.306719 | \n", + "0.518850 | \n", + "0.491563 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "local_image_['img3678419-6157934'].jpg | \n", + "148.208324 | \n", + "0.581209 | \n", + "0.314935 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "local_image_['img3685454-6170037'].jpg | \n", + "191.790713 | \n", + "0.752120 | \n", + "0.750425 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "local_image_['img3677881-6157020'].jpg | \n", + "94.989757 | \n", + "0.372509 | \n", + "0.106263 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "local_image_['img3674163-6151120'].jpg | \n", + "182.415041 | \n", + "0.715353 | \n", + "0.753623 | \n", + "Window | \n", + "0.880269 | \n", + "1.0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 576 | \n", + "local_image_['img3621275-6072307'].jpg | \n", + "151.971432 | \n", + "0.595966 | \n", + "0.378242 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 577 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "116.405208 | \n", + "0.456491 | \n", + "0.048003 | \n", + "Window | \n", + "0.511259 | \n", + "1.0 | \n", + "
| 578 | \n", + "local_image_['img3667532-6140357'].jpg | \n", + "146.727416 | \n", + "0.575402 | \n", + "0.468075 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 579 | \n", + "local_image_['img3678419-6157937'].jpg | \n", + "161.837253 | \n", + "0.634656 | \n", + "0.518177 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 580 | \n", + "local_image_['img3685454-6170030'].jpg | \n", + "155.712934 | \n", + "0.610639 | \n", + "0.465187 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
581 rows × 7 columns
\n", + "| \n", + " | file_name | \n", + "pixel_mean | \n", + "normalized_pixel_mean | \n", + "light_proportion | \n", + "name | \n", + "score | \n", + "Window_True | \n", + "
|---|---|---|---|---|---|---|---|
| 0 | \n", + "local_image_['img3686610-6171784'].jpg | \n", + "132.306719 | \n", + "0.518850 | \n", + "0.491563 | \n", + "NaN | \n", + "NaN | \n", + "0.0 | \n", + "
| 1 | \n", + "local_image_['img3678419-6157934'].jpg | \n", + "148.208324 | \n", + "0.581209 | \n", + "0.314935 | \n", + "NaN | \n", + "NaN | \n", + "0.0 | \n", + "
| 2 | \n", + "local_image_['img3685454-6170037'].jpg | \n", + "191.790713 | \n", + "0.752120 | \n", + "0.750425 | \n", + "NaN | \n", + "NaN | \n", + "0.0 | \n", + "
| 3 | \n", + "local_image_['img3677881-6157020'].jpg | \n", + "94.989757 | \n", + "0.372509 | \n", + "0.106263 | \n", + "NaN | \n", + "NaN | \n", + "0.0 | \n", + "
| 4 | \n", + "local_image_['img3674163-6151120'].jpg | \n", + "182.415041 | \n", + "0.715353 | \n", + "0.753623 | \n", + "Window | \n", + "0.880269 | \n", + "1.0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 576 | \n", + "local_image_['img3621275-6072307'].jpg | \n", + "151.971432 | \n", + "0.595966 | \n", + "0.378242 | \n", + "NaN | \n", + "NaN | \n", + "0.0 | \n", + "
| 577 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "116.405208 | \n", + "0.456491 | \n", + "0.048003 | \n", + "Window | \n", + "0.511259 | \n", + "1.0 | \n", + "
| 578 | \n", + "local_image_['img3667532-6140357'].jpg | \n", + "146.727416 | \n", + "0.575402 | \n", + "0.468075 | \n", + "NaN | \n", + "NaN | \n", + "0.0 | \n", + "
| 579 | \n", + "local_image_['img3678419-6157937'].jpg | \n", + "161.837253 | \n", + "0.634656 | \n", + "0.518177 | \n", + "NaN | \n", + "NaN | \n", + "0.0 | \n", + "
| 580 | \n", + "local_image_['img3685454-6170030'].jpg | \n", + "155.712934 | \n", + "0.610639 | \n", + "0.465187 | \n", + "NaN | \n", + "NaN | \n", + "0.0 | \n", + "
581 rows × 7 columns
\n", + "| \n", + " | file_name | \n", + "normalized_pixel_mean | \n", + "light_proportion | \n", + "Window_True | \n", + "score | \n", + "luminosity_score | \n", + "
|---|---|---|---|---|---|---|
| 0 | \n", + "local_image_['img3686610-6171784'].jpg | \n", + "0.518850 | \n", + "0.491563 | \n", + "0.0 | \n", + "NaN | \n", + "normalized_pixel_meanlight_proportionWindow_True | \n", + "
| 1 | \n", + "local_image_['img3678419-6157934'].jpg | \n", + "0.581209 | \n", + "0.314935 | \n", + "0.0 | \n", + "NaN | \n", + "normalized_pixel_meanlight_proportionWindow_True | \n", + "
| 2 | \n", + "local_image_['img3685454-6170037'].jpg | \n", + "0.752120 | \n", + "0.750425 | \n", + "0.0 | \n", + "NaN | \n", + "normalized_pixel_meanlight_proportionWindow_True | \n", + "
| 3 | \n", + "local_image_['img3677881-6157020'].jpg | \n", + "0.372509 | \n", + "0.106263 | \n", + "0.0 | \n", + "NaN | \n", + "normalized_pixel_meanlight_proportionWindow_True | \n", + "
| 4 | \n", + "local_image_['img3674163-6151120'].jpg | \n", + "0.715353 | \n", + "0.753623 | \n", + "1.0 | \n", + "0.880269 | \n", + "normalized_pixel_meanlight_proportionWindow_True | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 576 | \n", + "local_image_['img3621275-6072307'].jpg | \n", + "0.595966 | \n", + "0.378242 | \n", + "0.0 | \n", + "NaN | \n", + "normalized_pixel_meanlight_proportionWindow_True | \n", + "
| 577 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "0.456491 | \n", + "0.048003 | \n", + "1.0 | \n", + "0.511259 | \n", + "normalized_pixel_meanlight_proportionWindow_True | \n", + "
| 578 | \n", + "local_image_['img3667532-6140357'].jpg | \n", + "0.575402 | \n", + "0.468075 | \n", + "0.0 | \n", + "NaN | \n", + "normalized_pixel_meanlight_proportionWindow_True | \n", + "
| 579 | \n", + "local_image_['img3678419-6157937'].jpg | \n", + "0.634656 | \n", + "0.518177 | \n", + "0.0 | \n", + "NaN | \n", + "normalized_pixel_meanlight_proportionWindow_True | \n", + "
| 580 | \n", + "local_image_['img3685454-6170030'].jpg | \n", + "0.610639 | \n", + "0.465187 | \n", + "0.0 | \n", + "NaN | \n", + "normalized_pixel_meanlight_proportionWindow_True | \n", + "
581 rows × 6 columns
\n", + "| \n", + " | file_name | \n", + "normalized_pixel_mean | \n", + "light_proportion | \n", + "Window_True | \n", + "score | \n", + "luminosity_score | \n", + "
|---|---|---|---|---|---|---|
| 0 | \n", + "local_image_['img3686610-6171784'].jpg | \n", + "0.518850 | \n", + "0.491563 | \n", + "0.0 | \n", + "NaN | \n", + "0.336804 | \n", + "
| 1 | \n", + "local_image_['img3678419-6157934'].jpg | \n", + "0.581209 | \n", + "0.314935 | \n", + "0.0 | \n", + "NaN | \n", + "0.298715 | \n", + "
| 2 | \n", + "local_image_['img3685454-6170037'].jpg | \n", + "0.752120 | \n", + "0.750425 | \n", + "0.0 | \n", + "NaN | \n", + "0.500849 | \n", + "
| 3 | \n", + "local_image_['img3677881-6157020'].jpg | \n", + "0.372509 | \n", + "0.106263 | \n", + "0.0 | \n", + "NaN | \n", + "0.159591 | \n", + "
| 4 | \n", + "local_image_['img3674163-6151120'].jpg | \n", + "0.715353 | \n", + "0.753623 | \n", + "1.0 | \n", + "0.880269 | \n", + "0.822992 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 576 | \n", + "local_image_['img3621275-6072307'].jpg | \n", + "0.595966 | \n", + "0.378242 | \n", + "0.0 | \n", + "NaN | \n", + "0.324736 | \n", + "
| 577 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "0.456491 | \n", + "0.048003 | \n", + "1.0 | \n", + "0.511259 | \n", + "0.501498 | \n", + "
| 578 | \n", + "local_image_['img3667532-6140357'].jpg | \n", + "0.575402 | \n", + "0.468075 | \n", + "0.0 | \n", + "NaN | \n", + "0.347826 | \n", + "
| 579 | \n", + "local_image_['img3678419-6157937'].jpg | \n", + "0.634656 | \n", + "0.518177 | \n", + "0.0 | \n", + "NaN | \n", + "0.384278 | \n", + "
| 580 | \n", + "local_image_['img3685454-6170030'].jpg | \n", + "0.610639 | \n", + "0.465187 | \n", + "0.0 | \n", + "NaN | \n", + "0.358609 | \n", + "
581 rows × 6 columns
\n", + "| \n", + " | file_name | \n", + "normalized_pixel_mean | \n", + "light_proportion | \n", + "Window_True | \n", + "score | \n", + "luminosity_score | \n", + "flat_id | \n", + "
|---|---|---|---|---|---|---|---|
| 0 | \n", + "local_image_['img3686610-6171784'].jpg | \n", + "0.518850 | \n", + "0.491563 | \n", + "0.0 | \n", + "NaN | \n", + "0.336804 | \n", + "3686610 | \n", + "
| 1 | \n", + "local_image_['img3678419-6157934'].jpg | \n", + "0.581209 | \n", + "0.314935 | \n", + "0.0 | \n", + "NaN | \n", + "0.298715 | \n", + "3678419 | \n", + "
| 2 | \n", + "local_image_['img3685454-6170037'].jpg | \n", + "0.752120 | \n", + "0.750425 | \n", + "0.0 | \n", + "NaN | \n", + "0.500849 | \n", + "3685454 | \n", + "
| 3 | \n", + "local_image_['img3677881-6157020'].jpg | \n", + "0.372509 | \n", + "0.106263 | \n", + "0.0 | \n", + "NaN | \n", + "0.159591 | \n", + "3677881 | \n", + "
| 4 | \n", + "local_image_['img3674163-6151120'].jpg | \n", + "0.715353 | \n", + "0.753623 | \n", + "1.0 | \n", + "0.880269 | \n", + "0.822992 | \n", + "3674163 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 576 | \n", + "local_image_['img3621275-6072307'].jpg | \n", + "0.595966 | \n", + "0.378242 | \n", + "0.0 | \n", + "NaN | \n", + "0.324736 | \n", + "3621275 | \n", + "
| 577 | \n", + "local_image_['img3677881-6156991'].jpg | \n", + "0.456491 | \n", + "0.048003 | \n", + "1.0 | \n", + "0.511259 | \n", + "0.501498 | \n", + "3677881 | \n", + "
| 578 | \n", + "local_image_['img3667532-6140357'].jpg | \n", + "0.575402 | \n", + "0.468075 | \n", + "0.0 | \n", + "NaN | \n", + "0.347826 | \n", + "3667532 | \n", + "
| 579 | \n", + "local_image_['img3678419-6157937'].jpg | \n", + "0.634656 | \n", + "0.518177 | \n", + "0.0 | \n", + "NaN | \n", + "0.384278 | \n", + "3678419 | \n", + "
| 580 | \n", + "local_image_['img3685454-6170030'].jpg | \n", + "0.610639 | \n", + "0.465187 | \n", + "0.0 | \n", + "NaN | \n", + "0.358609 | \n", + "3685454 | \n", + "
581 rows × 7 columns
\n", + "| \n", + " | normalized_pixel_mean | \n", + "light_proportion | \n", + "Window_True | \n", + "score | \n", + "luminosity_score | \n", + "
|---|---|---|---|---|---|
| flat_id | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 3538203 | \n", + "0.580062 | \n", + "0.444734 | \n", + "0.095238 | \n", + "0.614306 | \n", + "0.373345 | \n", + "
| 3609836 | \n", + "0.583528 | \n", + "0.485210 | \n", + "0.000000 | \n", + "NaN | \n", + "0.356246 | \n", + "
| 3609902 | \n", + "0.526143 | \n", + "0.233099 | \n", + "0.000000 | \n", + "NaN | \n", + "0.253081 | \n", + "
| 3620842 | \n", + "0.809370 | \n", + "0.867168 | \n", + "0.125000 | \n", + "0.761683 | \n", + "0.600513 | \n", + "
| 3621191 | \n", + "0.521659 | \n", + "0.271857 | \n", + "0.083333 | \n", + "0.671557 | \n", + "0.292283 | \n", + "
| 3621212 | \n", + "0.633996 | \n", + "0.508944 | \n", + "0.206897 | \n", + "0.822262 | \n", + "0.449946 | \n", + "
| 3621248 | \n", + "0.556664 | \n", + "0.220848 | \n", + "0.000000 | \n", + "NaN | \n", + "0.259171 | \n", + "
| 3621260 | \n", + "0.536316 | \n", + "0.271728 | \n", + "0.285714 | \n", + "0.793966 | \n", + "0.364586 | \n", + "
| 3621275 | \n", + "0.540318 | \n", + "0.298947 | \n", + "0.000000 | \n", + "NaN | \n", + "0.279755 | \n", + "
| 3635168 | \n", + "0.486362 | \n", + "0.271600 | \n", + "0.125000 | \n", + "0.832494 | \n", + "0.294321 | \n", + "
| 3635454 | \n", + "0.537227 | \n", + "0.347321 | \n", + "1.000000 | \n", + "0.645484 | \n", + "0.628183 | \n", + "
| 3637700 | \n", + "0.893143 | \n", + "0.856320 | \n", + "0.000000 | \n", + "NaN | \n", + "0.583155 | \n", + "
| 3637716 | \n", + "0.575851 | \n", + "0.303574 | \n", + "0.000000 | \n", + "NaN | \n", + "0.293142 | \n", + "
| 3637886 | \n", + "0.568281 | \n", + "0.417040 | \n", + "0.173913 | \n", + "0.641964 | \n", + "0.386411 | \n", + "
| 3638149 | \n", + "0.546717 | \n", + "0.407000 | \n", + "0.375000 | \n", + "0.778042 | \n", + "0.442906 | \n", + "
| 3638974 | \n", + "0.542354 | \n", + "0.236215 | \n", + "0.000000 | \n", + "NaN | \n", + "0.259523 | \n", + "
| 3639047 | \n", + "0.595279 | \n", + "0.570021 | \n", + "0.000000 | \n", + "NaN | \n", + "0.388433 | \n", + "
| 3639056 | \n", + "0.435718 | \n", + "0.193273 | \n", + "0.555556 | \n", + "0.804746 | \n", + "0.394849 | \n", + "
| 3639066 | \n", + "0.509176 | \n", + "0.344777 | \n", + "0.000000 | \n", + "NaN | \n", + "0.284651 | \n", + "
| 3659578 | \n", + "0.657105 | \n", + "0.555910 | \n", + "0.227273 | \n", + "0.721247 | \n", + "0.480096 | \n", + "
| 3660086 | \n", + "0.698148 | \n", + "0.642592 | \n", + "0.185185 | \n", + "0.769961 | \n", + "0.508642 | \n", + "
| 3661467 | \n", + "0.562995 | \n", + "0.377483 | \n", + "0.655172 | \n", + "0.698449 | \n", + "0.531884 | \n", + "
| 3661523 | \n", + "0.809370 | \n", + "0.867168 | \n", + "0.125000 | \n", + "0.761683 | \n", + "0.600513 | \n", + "
| 3661653 | \n", + "0.587999 | \n", + "0.416774 | \n", + "0.117647 | \n", + "0.729435 | \n", + "0.374140 | \n", + "
| 3661692 | \n", + "0.602878 | \n", + "0.414525 | \n", + "0.115385 | \n", + "0.887289 | \n", + "0.377596 | \n", + "
| 3661722 | \n", + "0.453941 | \n", + "0.276745 | \n", + "0.000000 | \n", + "NaN | \n", + "0.243562 | \n", + "
| 3667532 | \n", + "0.662290 | \n", + "0.572808 | \n", + "0.172414 | \n", + "0.671435 | \n", + "0.469171 | \n", + "
| 3671999 | \n", + "0.583506 | \n", + "0.467214 | \n", + "0.263158 | \n", + "0.625731 | \n", + "0.437959 | \n", + "
| 3672308 | \n", + "0.661368 | \n", + "0.586502 | \n", + "0.318182 | \n", + "0.714093 | \n", + "0.522017 | \n", + "
| 3674163 | \n", + "0.681154 | \n", + "0.601717 | \n", + "0.370370 | \n", + "0.842945 | \n", + "0.551081 | \n", + "
| 3676909 | \n", + "0.476453 | \n", + "0.196487 | \n", + "0.583333 | \n", + "0.813424 | \n", + "0.418758 | \n", + "
| 3677881 | \n", + "0.424396 | \n", + "0.129514 | \n", + "0.360000 | \n", + "0.761438 | \n", + "0.304637 | \n", + "
| 3678419 | \n", + "0.572148 | \n", + "0.335092 | \n", + "0.090909 | \n", + "0.798214 | \n", + "0.332716 | \n", + "
| 3679462 | \n", + "0.577170 | \n", + "0.430884 | \n", + "0.076923 | \n", + "0.510362 | \n", + "0.361659 | \n", + "
| 3685454 | \n", + "0.691490 | \n", + "0.661564 | \n", + "0.225000 | \n", + "0.566519 | \n", + "0.526018 | \n", + "
| 3686610 | \n", + "0.488277 | \n", + "0.253294 | \n", + "0.142857 | \n", + "0.742463 | \n", + "0.294809 | \n", + "
| 3691321 | \n", + "0.578879 | \n", + "0.313262 | \n", + "0.000000 | \n", + "NaN | \n", + "0.297380 | \n", + "
| 3691358 | \n", + "0.578879 | \n", + "0.313262 | \n", + "0.000000 | \n", + "NaN | \n", + "0.297380 | \n", + "
| 3693771 | \n", + "0.411231 | \n", + "0.223981 | \n", + "0.318182 | \n", + "0.674144 | \n", + "0.317798 | \n", + "
| 3695018 | \n", + "0.560616 | \n", + "0.359025 | \n", + "0.000000 | \n", + "NaN | \n", + "0.306547 | \n", + "
| \n", + " | normalized_pixel_mean | \n", + "light_proportion | \n", + "Window_True | \n", + "score | \n", + "luminosity_score | \n", + "
|---|---|---|---|---|---|
| normalized_pixel_mean | \n", + "1.000000 | \n", + "0.939411 | \n", + "-0.191827 | \n", + "-0.029930 | \n", + "0.705914 | \n", + "
| light_proportion | \n", + "0.939411 | \n", + "1.000000 | \n", + "-0.106906 | \n", + "-0.105565 | \n", + "0.776913 | \n", + "
| Window_True | \n", + "-0.191827 | \n", + "-0.106906 | \n", + "1.000000 | \n", + "0.030833 | \n", + "0.534908 | \n", + "
| score | \n", + "-0.029930 | \n", + "-0.105565 | \n", + "0.030833 | \n", + "1.000000 | \n", + "-0.054851 | \n", + "
| luminosity_score | \n", + "0.705914 | \n", + "0.776913 | \n", + "0.534908 | \n", + "-0.054851 | \n", + "1.000000 | \n", + "