In this chapter we will create a Collage of all the image in the long cadence file. Although it is a bit of a side-track, we will learn valuable things by looking at the image.

If you want, you can take a sneak peek.

We will not go into details of reading the data and writing the transformed data. We assume that the previous chapters have given enough examples to learn from. Instead we are going to focus on processing the data.

There are a few questions we need to answer before we can create our collage.

1. For a row of data and a column in that row, which pixel should we paint?
2. What color should we paint that pixel?

When we created the single image, we did not have to think about positioning explicitly. Because we want to make a collage we have some work to do.

First of all, lets state some facts.

1. Each image is 11x11 pixels.
2. There are 3599 rows of images.

The interesting thing about 3599 is that is 61x59. So we could make our collage almost a square with 61 columns and 59 rows of single images. With 11x11 images as base our collage will come in at 61x11 = 671 by 59x11 = 649.

Let's start by giving names to things. We start out with the tile base size, i.e. the size of the original image. We are going to call that BASE. Next we want 61 of our tiles to go horizontally, and we want 59 of our tiles to go vertically. We will call these HORIZONTAL_TILES and VERTICAL_TILES respectively.

const BASE = 11;
const HORIZONTAL_TILES = 61;
const VERTICAL_TILES = 59;

Now we can express all the other dimensions in terms of our BASE and HORIZONTAL_TILES and VERTICAL_TILES.

# #![allow(unused_variables)]
#fn main() {
const WIDTH = HORIZONTAL_TILES * BASE;
const HEIGHT = VERTICAL_TILES * BASE;
const SIZE = WIDTH * HEIGHT;
#}

For example, SIZE is the number of pixels in our base tile. Let's continue and figure out where the pixels go. There are two factors that determine the position of the pixel. The which row that data is from, and which column the data is in.

We will start with the row. Because we have 61 images along the x-axis of our collage, the X-offset will be

var offset_X = row_index % HORIZONTAL_TILES;

We keep track of the row_index manually.

After HORIZONAL_TILES rows, we need to increase the Y-offset with one. This amounts to

var offset_Y = Math.floor(row_index / HORIZONTAL_TILES);

Now for the offset within the image. The image is BASExBASE. So given an original index in the row, we have for the

# #![allow(unused_variables)]
#fn main() {
var offset_x = original_index % BASE;
var offset_y = Math.floor(original_index / BASE);
#}

Now we can calculate the target index. For each offset_Y we need to go down an entire BASE rows in our collage. This is BASExHORIZONTAL_TILESxBASE (= 7381). For each offset_X we need to shift BASE pixels down. For each offset_y we need to go down an entire row. This is HORIZONTAL_TILESxBASE (= 671). Finally, for each offset_x we need to shift 1 pixel down. All together this is

var target_index = offset_Y * (BASE * HORIZONTAL_TILES * BASE) +
                   offset_X * BASE +
                   offset_y * (HORIZONTAL_TILES * BASE) +
                   offset_x;

With these calculations we know where to paint the image pixel.

From our experience from creating an image we have a fairly good idea which color to use. The only difference between the collage and the single image is that we want to use the same scale for each image.

So instead of dividing our value by the maximum value of a single image, we should divide by the global maximum.

Create a separate script that will determine the global maximum of all the measurements that we can use in determining the color of the pixel.

The following suggestions might help your understanding of the problem we facing, i.e. detecting planets in our image.

Take a long good look at your collage. Write down what you notice about the image. Ask yourself some questions and discuss your observations with somebody else.

Why do we need a global maximum? What would happen if we would stick to the maximum per image? What would that look like, and what would it tell you?