diff --git a/ocr/README.md b/ocr/README.md
new file mode 100644
index 0000000..aed4f16
--- /dev/null
+++ b/ocr/README.md
@@ -0,0 +1,73 @@
+# OCR Diagram Tools
+
+This suite of tools is to help create a simpler way to get braille diagrams made.
+This works upon the *original* image and does not create a new diagram from scratch.
+I believe this is optimal for most cases.
+
+You can run each tool individually with `cargo run --bin <binary_name_here> [arg1] [arg2]`.
+
+Go to `braille-diagram-tools` to use the binaries.
+
+## btt-get-ocr
+
+`btt-get-ocr [diagram.png] [out.json]`
+
+This program take the image at `diagram.png` (this is the default value) and output OCR data in JSON format into `out.json` (default).
+
+## btt-label-ocr
+
+`btt-label-ocr [diagram.png] [out.json]`
+
+This program takes the OCR data and lays it overtop the diagram.
+How so?
+It adds a rectangular box around each OCRed piece of text, along with a label (usually a number starting from 0) to the left of the box.
+This allows you to see how acurate the OCR was and to change what is broken with this next tool:
+
+## btt-edit-tools
+
+`btt-edit-tools [out.json]`
+
+The program edits the json (NOT in place) with advanced manipulation functions to help with OCR-related tasks.
+The id to the left of the box is very useful right about now.
+
+Here is a list of all the commands you can use while running `btt-edit-tools`:
+
+```
+merge|id1|id2 # merges two OCRed sections together, least of x and y to greatest of x+width and y+height.
+vsplit|id # split OCRed section into top and bottom pieces.
+hsplit|id # split OCRed section into left and right pieces.
+add|x|y|w|h # add a new OCR section with x, y, width and height.
+rem|id # remove an OCR section
+triml|id|dw # change width by dw (delta width)
+trimr|id|dw # change width by dw (delta width) and move x the same amount (plus)
+trimt|id|dh # change height by dh (delta height) and move y the same amount (minus)
+trimb|id|dh # change height by dh (delta height)
+movel|id|dx # change x by dx (positive = left move)
+mover|id|dx # change x by dx (positive = right move)
+moveu|id|dy # change y by dy (positive = upward move)
+moved|id|dy # change y by dy (positive = downward move)
+paddl|id|dx # change x by dx and add to width same amount
+paddr|id|dx # add dx to width
+paddt|id|dy # negate dy from y
+paddb|id|dy # add dy to height
+text|id|some string # make the text of some string (used for braille printing later) associated with id
+save|filename # save current json data to filename
+```
+
+**NOTE: currently, any command error will crash the program;
+this will be fixed eventually.**
+
+## btt-whiteout-labels
+
+`btt-whiteout-labels [out.img] [out.json]`
+
+This program takes an image and a json file and places a filled white box overtop all OCR sections.
+This is useful before running the next tool.
+
+## btt-add-braille
+
+`btt-add-braille [out.img] [out.json] [font_size]`
+
+This program takes an image and a json file and based upon the position (x,y) adds text of `font_size` (default `20.0`) where each OCR section is in the JSON.
+This often does not work the first time due to the braille using more characters than standard print.
+You'll generally need to go back to editing the json, running `whiteout` and running this tool a few times to get it just right.
diff --git a/ocr/braille-diagram-tools/Cargo.lock b/ocr/braille-diagram-tools/Cargo.lock
new file mode 100644
index 0000000..5f951af
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "70ec6ce85bb158151cae5e5c87f95a8e97d2c0c4b001223f33a334e3ce5de178"
+dependencies = [
+ "winapi",
+]
+
+[[package]]
+name = "winapi-x86_64-pc-windows-gnu"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
diff --git a/ocr/braille-diagram-tools/Cargo.toml b/ocr/braille-diagram-tools/Cargo.toml
new file mode 100644
index 0000000..1f38750
--- /dev/null
+++ b/ocr/braille-diagram-tools/Cargo.toml
@@ -0,0 +1,16 @@
+[package]
+name = "braille-diagram-tools"
+version = "0.1.0"
+edition = "2021"
+
+# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
+
+[dependencies]
+leptess = "^0.13.1"
+ocr-json-common = { path = "../ocr-json-common" }
+serde_json = "^1.0"
+imageproc = "^0.22.0"
+image = "^0.23.14"
+louis = { git = "https://github.com/TTWNO/liblouis-rust" }
+rusttype = "^0.9.2"
+text_io = "^0.1.9"
diff --git a/ocr/braille-diagram-tools/done/and-gate/AND.png b/ocr/braille-diagram-tools/done/and-gate/AND.png
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diff --git a/ocr/braille-diagram-tools/done/and-gate/braille.json b/ocr/braille-diagram-tools/done/and-gate/braille.json
new file mode 100644
index 0000000..e2adfdb
--- /dev/null
+++ b/ocr/braille-diagram-tools/done/and-gate/braille.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/ocr/braille-diagram-tools/done/and-gate/out.json b/ocr/braille-diagram-tools/done/and-gate/out.json
new file mode 100644
index 0000000..3fff728
--- /dev/null
+++ b/ocr/braille-diagram-tools/done/and-gate/out.json
@@ -0,0 +1 @@
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\ No newline at end of file
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new file mode 100644
index 0000000..e2adfdb
--- /dev/null
+++ b/ocr/braille-diagram-tools/done/and-gate/whiteout.json
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\ No newline at end of file
diff --git a/ocr/braille-diagram-tools/done/clock-timing-d-flip-flop/braille.json b/ocr/braille-diagram-tools/done/clock-timing-d-flip-flop/braille.json
new file mode 100644
index 0000000..587951f
--- /dev/null
+++ b/ocr/braille-diagram-tools/done/clock-timing-d-flip-flop/braille.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/ocr/braille-diagram-tools/done/clock-timing-d-flip-flop/diagram.png b/ocr/braille-diagram-tools/done/clock-timing-d-flip-flop/diagram.png
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index 0000000..ac5216a
--- /dev/null
+++ b/ocr/braille-diagram-tools/done/clock-timing-d-flip-flop/whiteout.json
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\ No newline at end of file
diff --git a/ocr/braille-diagram-tools/done/example-of-microprocessor/braille.json b/ocr/braille-diagram-tools/done/example-of-microprocessor/braille.json
new file mode 100644
index 0000000..836927d
--- /dev/null
+++ b/ocr/braille-diagram-tools/done/example-of-microprocessor/braille.json
@@ -0,0 +1 @@
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diff --git a/ocr/braille-diagram-tools/done/or-gate/ready.png b/ocr/braille-diagram-tools/done/or-gate/ready.png
new file mode 100644
index 0000000..633e9a5
Binary files /dev/null and b/ocr/braille-diagram-tools/done/or-gate/ready.png differ
diff --git a/ocr/braille-diagram-tools/done/or-gate/whiteout.json b/ocr/braille-diagram-tools/done/or-gate/whiteout.json
new file mode 100644
index 0000000..46464c1
--- /dev/null
+++ b/ocr/braille-diagram-tools/done/or-gate/whiteout.json
@@ -0,0 +1 @@
+[{"id":"4","hint":"OR","confidence":0,"width":212,"height":118,"x":439,"y":477},{"id":"2","hint":"A+B","confidence":0,"width":319,"height":109,"x":996,"y":171},{"id":"0","hint":"A","confidence":0,"width":189,"height":93,"x":102,"y":83},{"id":"1","hint":"B","confidence":0,"width":194,"height":130,"x":100,"y":227}]
\ No newline at end of file
diff --git a/ocr/braille-diagram-tools/done/xor-gate/XOR.png b/ocr/braille-diagram-tools/done/xor-gate/XOR.png
new file mode 100644
index 0000000..b545938
Binary files /dev/null and b/ocr/braille-diagram-tools/done/xor-gate/XOR.png differ
diff --git a/ocr/braille-diagram-tools/done/xor-gate/braille.json b/ocr/braille-diagram-tools/done/xor-gate/braille.json
new file mode 100644
index 0000000..b7aa47e
--- /dev/null
+++ b/ocr/braille-diagram-tools/done/xor-gate/braille.json
@@ -0,0 +1 @@
+[{"id":"0","hint":"A\n","confidence":96,"width":89,"height":93,"x":171,"y":46},{"id":"2","hint":"XOR\n","confidence":77,"width":310,"height":118,"x":440,"y":435},{"id":"1","hint":"B","confidence":0,"width":162,"height":116,"x":89,"y":185},{"id":"3","hint":"A$=[\"6B","confidence":0,"width":350,"height":125,"x":1025,"y":125}]
\ No newline at end of file
diff --git a/ocr/braille-diagram-tools/done/xor-gate/out.png b/ocr/braille-diagram-tools/done/xor-gate/out.png
new file mode 100644
index 0000000..127a086
Binary files /dev/null and b/ocr/braille-diagram-tools/done/xor-gate/out.png differ
diff --git a/ocr/braille-diagram-tools/done/xor-gate/ready.png b/ocr/braille-diagram-tools/done/xor-gate/ready.png
new file mode 100644
index 0000000..1fac97e
Binary files /dev/null and b/ocr/braille-diagram-tools/done/xor-gate/ready.png differ
diff --git a/ocr/braille-diagram-tools/done/xor-gate/whiteout.json b/ocr/braille-diagram-tools/done/xor-gate/whiteout.json
new file mode 100644
index 0000000..cd9bf36
--- /dev/null
+++ b/ocr/braille-diagram-tools/done/xor-gate/whiteout.json
@@ -0,0 +1 @@
+[{"id":"0","hint":"A\n","confidence":96,"width":89,"height":93,"x":171,"y":46},{"id":"2","hint":"XOR\n","confidence":77,"width":310,"height":118,"x":440,"y":435},{"id":"1","hint":"‘B‘::>D—>A@B\n","confidence":0,"width":162,"height":116,"x":89,"y":185},{"id":"3","hint":"","confidence":0,"width":350,"height":125,"x":1025,"y":125}]
\ No newline at end of file
diff --git a/ocr/braille-diagram-tools/easy.sh b/ocr/braille-diagram-tools/easy.sh
new file mode 100755
index 0000000..7d1f6d4
--- /dev/null
+++ b/ocr/braille-diagram-tools/easy.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+
+prefix="btt-"
+cmd=$1
+extra=$2
+
+
+if [[ "$cmd" == "edit-json" ]]; then
+# TODO: find easier way 
+  json=$(test -z "$extra" && echo "./out.json" || echo "$extra")
+  cargo run --bin "${prefix}edit-tools" "$json"
+elif [[ "$cmd" == "whiteout" ]]; then
+  json=$(test -z "$extra" && echo "./out.json" || echo "$extra")
+  cargo run --bin "${prefix}whiteout-labels" ./diagram.png "$json"
+elif [[ "$cmd" == "gen-ocr" ]]; then
+  cargo run --bin "${prefix}get-ocr" ./diagram.png > out.json
+elif [[ "$cmd" == "show-labels" ]]; then
+  cargo run --bin "${prefix}label-ocr" ./diagram.png ./out.json
+elif [[ "$cmd" == "add-braille" ]]; then
+  json=$(test -z "$extra" && echo "./out.json" || echo "$extra")
+  cargo run --bin "${prefix}add-braille" ./out.png "$json" $3
+fi
diff --git a/ocr/braille-diagram-tools/fonts/DejaVuSans.ttf b/ocr/braille-diagram-tools/fonts/DejaVuSans.ttf
new file mode 100644
index 0000000..494bffe
Binary files /dev/null and b/ocr/braille-diagram-tools/fonts/DejaVuSans.ttf differ
diff --git a/ocr/braille-diagram-tools/fonts/DejaVuSansMono.ttf b/ocr/braille-diagram-tools/fonts/DejaVuSansMono.ttf
new file mode 100644
index 0000000..d017d72
Binary files /dev/null and b/ocr/braille-diagram-tools/fonts/DejaVuSansMono.ttf differ
diff --git a/ocr/braille-diagram-tools/fonts/UBraille.ttf b/ocr/braille-diagram-tools/fonts/UBraille.ttf
new file mode 100644
index 0000000..18a9f12
Binary files /dev/null and b/ocr/braille-diagram-tools/fonts/UBraille.ttf differ
diff --git a/ocr/braille-diagram-tools/fonts/dejavu-font-license.txt b/ocr/braille-diagram-tools/fonts/dejavu-font-license.txt
new file mode 100644
index 0000000..cdf662f
--- /dev/null
+++ b/ocr/braille-diagram-tools/fonts/dejavu-font-license.txt
@@ -0,0 +1,99 @@
+DejaVu Fonts License
+
+Fonts are (c) Bitstream (see below). DejaVu changes are in public domain.
+Glyphs imported from Arev fonts are (c) Tavmjong Bah (see below)
+
+Bitstream Vera Fonts Copyright
+———————————————
+
+Copyright (c) 2003 by Bitstream, Inc. All Rights Reserved. Bitstream Vera is
+a trademark of Bitstream, Inc.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of the fonts accompanying this license (“Fonts”) and associated
+documentation files (the “Font Software”), to reproduce and distribute the
+Font Software, including without limitation the rights to use, copy, merge,
+publish, distribute, and/or sell copies of the Font Software, and to permit
+persons to whom the Font Software is furnished to do so, subject to the
+following conditions:
+
+The above copyright and trademark notices and this permission notice shall
+be included in all copies of one or more of the Font Software typefaces.
+
+The Font Software may be modified, altered, or added to, and in particular
+the designs of glyphs or characters in the Fonts may be modified and
+additional glyphs or characters may be added to the Fonts, only if the fonts
+are renamed to names not containing either the words “Bitstream” or the word
+“Vera”.
+
+This License becomes null and void to the extent applicable to Fonts or Font
+Software that has been modified and is distributed under the “Bitstream
+Vera” names.
+
+The Font Software may be sold as part of a larger software package but no
+copy of one or more of the Font Software typefaces may be sold by itself.
+
+THE FONT SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS
+OR IMPLIED, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT OF COPYRIGHT, PATENT,
+TRADEMARK, OR OTHER RIGHT. IN NO EVENT SHALL BITSTREAM OR THE GNOME
+FOUNDATION BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, INCLUDING
+ANY GENERAL, SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL DAMAGES,
+WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF
+THE USE OR INABILITY TO USE THE FONT SOFTWARE OR FROM OTHER DEALINGS IN THE
+FONT SOFTWARE.
+
+Except as contained in this notice, the names of Gnome, the Gnome
+Foundation, and Bitstream Inc., shall not be used in advertising or
+otherwise to promote the sale, use or other dealings in this Font Software
+without prior written authorization from the Gnome Foundation or Bitstream
+Inc., respectively. For further information, contact: fonts at gnome dot
+org.
+
+Arev Fonts Copyright
+———————————————
+
+Copyright (c) 2006 by Tavmjong Bah. All Rights Reserved.
+
+Permission is hereby granted, free of charge, to any person obtaining
+a copy of the fonts accompanying this license (“Fonts”) and
+associated documentation files (the “Font Software”), to reproduce
+and distribute the modifications to the Bitstream Vera Font Software,
+including without limitation the rights to use, copy, merge, publish,
+distribute, and/or sell copies of the Font Software, and to permit
+persons to whom the Font Software is furnished to do so, subject to
+the following conditions:
+
+The above copyright and trademark notices and this permission notice
+shall be included in all copies of one or more of the Font Software
+typefaces.
+
+The Font Software may be modified, altered, or added to, and in
+particular the designs of glyphs or characters in the Fonts may be
+modified and additional glyphs or characters may be added to the
+Fonts, only if the fonts are renamed to names not containing either
+the words “Tavmjong Bah” or the word “Arev”.
+
+This License becomes null and void to the extent applicable to Fonts
+or Font Software that has been modified and is distributed under the
+“Tavmjong Bah Arev” names.
+
+The Font Software may be sold as part of a larger software package but
+no copy of one or more of the Font Software typefaces may be sold by
+itself.
+
+THE FONT SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT
+OF COPYRIGHT, PATENT, TRADEMARK, OR OTHER RIGHT. IN NO EVENT SHALL
+TAVMJONG BAH BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
+INCLUDING ANY GENERAL, SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL
+DAMAGES, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+FROM, OUT OF THE USE OR INABILITY TO USE THE FONT SOFTWARE OR FROM
+OTHER DEALINGS IN THE FONT SOFTWARE.
+
+Except as contained in this notice, the name of Tavmjong Bah shall not
+be used in advertising or otherwise to promote the sale, use or other
+dealings in this Font Software without prior written authorization
+from Tavmjong Bah. For further information, contact: tavmjong @ free
+. fr.
diff --git a/ocr/braille-diagram-tools/src/bin/btt-add-braille.rs b/ocr/braille-diagram-tools/src/bin/btt-add-braille.rs
new file mode 100644
index 0000000..9162de0
--- /dev/null
+++ b/ocr/braille-diagram-tools/src/bin/btt-add-braille.rs
@@ -0,0 +1,51 @@
+use std::fs;
+use ocr_json_common::TextBox;
+use image::{Rgba};
+use imageproc::drawing::{
+    draw_text_mut,
+};
+use std::env;
+use std::path::Path;
+use rusttype::{Font, Scale};
+use louis::Louis;
+use louis::modes::DOTS_UNICODE;
+
+fn main() {
+    let img_file_name = if env::args().count() >= 2 {
+        env::args().nth(1).unwrap()
+    } else {
+        panic!("Please enter a target file path for image")
+    };
+    let json_file_name = if env::args().count() >= 3 {
+      env::args().nth(2).unwrap()
+    } else{
+      panic!("Please enter a target file path for json")
+    };
+    let font_size_str = if env::args().count() >= 4 {
+      env::args().nth(3).unwrap()
+    } else {
+      "20.0".to_string()
+    };
+    let font_size = font_size_str.parse().unwrap();
+    let json = fs::read_to_string(json_file_name).expect("There was an error reading the file.");
+    let ocr_rects: Vec<TextBox> = serde_json::from_str(&json).unwrap();
+    let image_path = Path::new(&img_file_name);
+    let black = Rgba([0u8, 0u8, 0u8, 255u8]);
+
+    let font_data: &[u8] = include_bytes!("../../fonts/UBraille.ttf");
+    let font: Font<'static> = Font::try_from_bytes(font_data).expect("Error loading font.");
+
+    let mut img = image::open(image_path).unwrap();
+
+    let brl = Louis::new().unwrap();
+
+    // run OCR on each word bounding box
+    for rect in &ocr_rects {
+        let text = rect.hint.clone();
+        let brl_text = brl.translate_simple("en_US.tbl", &text, false, DOTS_UNICODE);
+        println!("[{}]: {}", rect.id, brl_text);
+        draw_text_mut(&mut img, black, rect.x.try_into().unwrap(), rect.y.try_into().unwrap(), Scale::uniform(font_size), &font, &brl_text);
+    }
+
+    img.save("out.png").unwrap();
+}
diff --git a/ocr/braille-diagram-tools/src/bin/btt-edit-tools.rs b/ocr/braille-diagram-tools/src/bin/btt-edit-tools.rs
new file mode 100644
index 0000000..3ce69e8
--- /dev/null
+++ b/ocr/braille-diagram-tools/src/bin/btt-edit-tools.rs
@@ -0,0 +1,473 @@
+use ocr_json_common::TextBox;
+use serde_json;
+use std::{
+  env,
+  cmp::min,
+  process::Command,
+  io::Write,
+  fs::OpenOptions,
+  fs,
+};
+use text_io::read;
+
+// TODO: make more extensible
+fn save_json(json: String, fname: &String) {
+  let mut file = OpenOptions::new().write(true).truncate(true).create(true).open(fname).expect("Unable to open file");
+  file.write_all(json.as_bytes()).expect("unable to write to file");
+}
+
+// TODO: make more exensible!!!
+fn reload_json(fname: &String) {
+  Command::new("cargo")
+    .arg("run")
+    .arg("--bin")
+    .arg("btt-label-ocr")
+    .arg("./diagram.png")
+    .arg(fname)
+    .output()
+    .expect("Failed to execute command");
+}
+
+fn new_id(ids: &Vec<String>) -> String {
+  let mut new_id = 0;
+  let mut new_sid = format!("{}", new_id);
+  while ids.contains(&new_sid) {
+    new_sid = format!("{}", new_id);
+    new_id+=1;
+  }
+  new_sid
+}
+
+fn rem_rect(boxes: &mut Vec<TextBox>, id: String) {
+  boxes.retain(|b| b.id != id);
+}
+
+fn new_rect(boxes: &mut Vec<TextBox>, id: String, x: String, y: String, w: String, h: String) {
+  // TODO: unsafe
+  boxes.push(TextBox {
+    id,
+    x: x.parse().unwrap(),
+    y: y.parse().unwrap(),
+    width: w.parse().unwrap(),
+    height: h.parse().unwrap(),
+    hint: String::new(),
+    confidence: 0
+  });
+}
+
+fn set_text(boxes: &mut Vec<TextBox>, xid: String, new_text: String) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == xid).unwrap().clone();
+  boxes.retain(|b| b.id != xid);
+  boxes.push(TextBox{
+    id: bx.id,
+    confidence: 0,
+    hint: new_text.clone(),
+    x: bx.x,
+    y: bx.y,
+    width: bx.width,
+    height: bx.height,
+  });
+}
+
+fn merge(boxes: &mut Vec<TextBox>, xid: String, yid: String) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == xid).unwrap();
+  // TODO: unsafe
+  let by = boxes.iter().find(|b| b.id == yid).unwrap();
+  let y = min(bx.y, by.y);
+  let x = min(bx.x, by.x);
+  let w = (bx.x - by.x).abs() + (if x == bx.x {by.width as i32} else {bx.width as i32});
+  let h = (bx.y - by.y).abs() + (if y == by.y {by.height as i32} else {bx.height as i32});
+  let text = format!("{} {}", bx.hint, by.hint);
+  let confi = 0;
+  let id = bx.id.clone();
+  boxes.retain(|b| b.id != xid && b.id != yid);
+  boxes.push(TextBox {
+    id,
+    confidence: confi,
+    hint: text,
+    x,
+    y,
+    width: w as u32,
+    height: h as u32,
+  });
+}
+
+fn vsplit(boxes: &mut Vec<TextBox>, sid: String) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap();
+
+  let w = bx.width;
+  let x = bx.x;
+  let h = bx.height/2;
+  let y1 = bx.y;
+  let y2 = bx.y + (bx.height as i32)/2;
+  let hint = bx.hint.clone();
+  let mut tsplit = hint.split("\n"); // tesseract likes to use newlines for some reason... use to our advantage
+  let t1 = tsplit.next().unwrap_or("");
+  let t2 = tsplit.next().unwrap_or("");
+  let id1 = bx.id.clone();
+  let ids: Vec<String> = boxes.iter().map(|b| b.id.clone()).collect();
+  let id2 = new_id(&ids);
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox {
+    x,
+    y: y1,
+    hint: t1.to_string().clone(),
+    confidence: 0,
+    id: id1,
+    width: w,
+    height: h,
+  });
+  boxes.push(TextBox {
+    x,
+    y: y2,
+    hint: t2.to_string().clone(),
+    confidence: 0,
+    id: id2,
+    width: w,
+    height: h,
+  });
+}
+
+fn hsplit(boxes: &mut Vec<TextBox>, sid: String) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap();
+
+  let w = bx.width/2;
+  let y = bx.y;
+  let h = bx.height;
+  let x1 = bx.x;
+  let x2 = bx.x + (bx.width as i32)/2;
+  let hint = bx.hint.clone();
+  let mut tsplit = hint.split("\n"); // tesseract likes to use newlines for some reason... use to our advantage
+  let t1 = tsplit.next().unwrap_or("");
+  let t2 = tsplit.next().unwrap_or("");
+  let id1 = bx.id.clone();
+  let ids: Vec<String> = boxes.iter().map(|b| b.id.clone()).collect();
+  let id2 = new_id(&ids);
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox {
+    x: x1,
+    y,
+    hint: t1.to_string().clone(),
+    confidence: 0,
+    id: id1,
+    width: w,
+    height: h,
+  });
+  boxes.push(TextBox {
+    x: x2,
+    y,
+    hint: t2.to_string().clone(),
+    confidence: 0,
+    id: id2,
+    width: w,
+    height: h,
+  });
+}
+
+fn triml(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x + mw,
+    width: bx.width - (mw as u32),
+    y: bx.y,
+    height: bx.height,
+    confidence: 0,
+  });
+}
+fn trimr(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x,
+    width: bx.width - (mw as u32),
+    y: bx.y,
+    height: bx.height,
+    confidence: 0,
+  });
+}
+fn trimt(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x,
+    width: bx.width,
+    y: bx.y + mw,
+    height: bx.height - (mw as u32),
+    confidence: 0,
+  });
+}
+fn trimb(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x,
+    width: bx.width,
+    y: bx.y,
+    height: bx.height - (mw as u32),
+    confidence: 0,
+  });
+}
+
+fn movel(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x - mw,
+    width: bx.width,
+    y: bx.y,
+    height: bx.height,
+    confidence: 0,
+  });
+}
+fn mover(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x + mw,
+    width: bx.width,
+    y: bx.y,
+    height: bx.height,
+    confidence: 0,
+  });
+}
+fn moveu(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x,
+    width: bx.width,
+    y: bx.y - mw,
+    height: bx.height,
+    confidence: 0,
+  });
+}
+fn moved(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x,
+    width: bx.width,
+    y: bx.y + mw,
+    height: bx.height,
+    confidence: 0,
+  });
+}
+
+fn paddl(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x - mw,
+    width: bx.width + (mw as u32),
+    y: bx.y,
+    height: bx.height,
+    confidence: 0,
+  });
+}
+fn paddr(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x,
+    width: bx.width + (mw as u32),
+    y: bx.y,
+    height: bx.height,
+    confidence: 0,
+  });
+}
+fn paddt(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x,
+    width: bx.width,
+    y: bx.y - mw,
+    height: bx.height + (mw as u32),
+    confidence: 0,
+  });
+}
+fn paddb(boxes: &mut Vec<TextBox>, sid: String, mw: i32) {
+  // TODO: unsafe
+  let bx = boxes.iter().find(|b| b.id == sid).unwrap().clone();
+  boxes.retain(|b| b.id != sid);
+  boxes.push(TextBox{
+    id: bx.id,
+    hint: bx.hint,
+    x: bx.x,
+    width: bx.width,
+    y: bx.y,
+    height: bx.height + (mw as u32),
+    confidence: 0,
+  });
+}
+
+fn main() {
+    let json_fname = if env::args().count() == 2 {
+      env::args().nth(1).unwrap()
+    } else {
+      panic!("Please enter a file path");
+    };
+    let json_str = fs::read_to_string(json_fname.clone()).expect("There was an error reading the provided file.");
+    let mut boxes: Vec<TextBox> = serde_json::from_str(&json_str).unwrap();
+    let mut line: String = String::new();
+    println!("Type 'exit' to quit!");
+    while line != "exit" {
+      line = read!("{}\n");
+      let mut split = line.split("|");
+      let command = split.next();
+      if command == Some("merge") {
+        // TODO: not safe
+        let one_id = split.next().unwrap();
+        let two_id = split.next().unwrap();
+        merge(&mut boxes, one_id.to_string(), two_id.to_string());
+      } else if command == Some("vsplit") {
+        // TODO: not safe
+        let id = split.next().unwrap();
+        vsplit(&mut boxes, id.to_string());
+      } else if command == Some("hsplit") {
+        // TODO: not safe
+        let id = split.next().unwrap();
+        hsplit(&mut boxes, id.to_string());
+      } else if command == Some("triml") {
+        // TODO: not safe
+        let id = split.next().unwrap();
+        let px = split.next().unwrap();
+        triml(&mut boxes, id.to_string(), px.parse().unwrap());
+      } else if command == Some("trimr") {
+        // TODO: not safe
+        let id = split.next().unwrap();
+        let px = split.next().unwrap();
+        trimr(&mut boxes, id.to_string(), px.parse().unwrap());
+      } else if command == Some("trimt") {
+        // TODO: not safe
+        let id = split.next().unwrap();
+        let px = split.next().unwrap();
+        trimt(&mut boxes, id.to_string(), px.parse().unwrap());
+      } else if command == Some("trimb") {
+        // TODO: not safe
+        let id = split.next().unwrap();
+        let px = split.next().unwrap();
+        trimb(&mut boxes, id.to_string(), px.parse().unwrap());
+      } else if command == Some("text") {
+        // TODO: not safe
+        let id = split.next().unwrap();
+        let new_text = split.next().unwrap();
+        set_text(&mut boxes, id.to_string(), new_text.to_string());
+      } else if command == Some("moveu") {
+        // TODO: not safe
+        let id = split.next().unwrap().to_string();
+        let diff = split.next().unwrap().parse().unwrap();
+        moveu(&mut boxes, id, diff);
+      } else if command == Some("moved") {
+        // TODO: not safe
+        let id = split.next().unwrap().to_string();
+        let diff = split.next().unwrap().parse().unwrap();
+        moved(&mut boxes, id, diff);
+      } else if command == Some("mover") {
+        // TODO: not safe
+        let id = split.next().unwrap().to_string();
+        let diff = split.next().unwrap().parse().unwrap();
+        mover(&mut boxes, id, diff);
+      } else if command == Some("movel") {
+        // TODO: not safe
+        let id = split.next().unwrap().to_string();
+        let diff = split.next().unwrap().parse().unwrap();
+        movel(&mut boxes, id, diff);
+      } else if command == Some("paddl") {
+        // TODO: not safe
+        let id = split.next().unwrap().to_string();
+        let diff = split.next().unwrap().parse().unwrap();
+        paddl(&mut boxes, id, diff);
+      } else if command == Some("paddr") {
+        // TODO: not safe
+        let id = split.next().unwrap().to_string();
+        let diff = split.next().unwrap().parse().unwrap();
+        paddr(&mut boxes, id, diff);
+      } else if command == Some("paddt") {
+        // TODO: not safe
+        let id = split.next().unwrap().to_string();
+        let diff = split.next().unwrap().parse().unwrap();
+        paddt(&mut boxes, id, diff);
+      } else if command == Some("paddb") {
+        // TODO: not safe
+        let id = split.next().unwrap().to_string();
+        let diff = split.next().unwrap().parse().unwrap();
+        paddb(&mut boxes, id, diff);
+      } else if command == Some("add") {
+        // TODO: not safe
+        let ids: Vec<String> = boxes.iter().map(|b| b.id.clone()).collect();
+        let id = new_id(&ids);
+        let x = split.next().unwrap();
+        let y = split.next().unwrap();
+        let w = split.next().unwrap();
+        let h = split.next().unwrap();
+        new_rect(&mut boxes,
+        id.to_string(),
+        x.to_string(),
+        y.to_string(),
+        w.to_string(),
+        h.to_string());
+      } else if command == Some("save") {
+        // TODO: unsafe
+        let fname = split.next().unwrap();
+        let json_out = serde_json::to_string(&boxes).unwrap();
+        save_json(json_out, &fname.to_string());
+        println!("Saved as {}", fname);
+      } else if command == Some("show") {
+        // TODO: VERY unsafe
+        let id = split.next().unwrap();
+        let bx = boxes.iter().find(|b| b.id == id).unwrap();
+        let json = serde_json::to_string(bx).unwrap();
+        println!("JSON: {}", json);
+      } else if command == Some("rem") {
+        // TODO: unsafe
+        let id = split.next().unwrap();
+        rem_rect(&mut boxes, id.to_string());
+      } else if command == Some("exit") {
+        continue;
+      } else {
+        println!("Invalid command.");
+      }
+      let json_out = serde_json::to_string(&boxes).unwrap();
+      save_json(json_out, &json_fname);
+      reload_json(&json_fname);
+    }
+}
diff --git a/ocr/braille-diagram-tools/src/bin/btt-get-ocr.rs b/ocr/braille-diagram-tools/src/bin/btt-get-ocr.rs
new file mode 100644
index 0000000..eab872f
--- /dev/null
+++ b/ocr/braille-diagram-tools/src/bin/btt-get-ocr.rs
@@ -0,0 +1,53 @@
+extern crate leptess;
+
+use ocr_json_common::TextBox;
+use leptess::{leptonica, tesseract};
+use std::env;
+use std::path::Path;
+
+/* TODO: preprox here */
+
+fn main() {
+    let mut ocr_rects = Vec::new();
+    let file_name = if env::args().count() == 2 {
+        env::args().nth(1).unwrap()
+    } else {
+        panic!("Please enter a target file path")
+    };
+    let image_path = Path::new(&file_name);
+    let mut api = tesseract::TessApi::new(Some("/usr/share/tessdata/"), "eng").unwrap();
+    let pix = leptonica::pix_read(image_path).unwrap();
+    api.set_image(&pix);
+
+    // detect bounding boxes for words
+    let boxes = api
+        .get_component_images(leptess::capi::TessPageIteratorLevel_RIL_WORD, true)
+        .unwrap();
+
+    let mut boxid = 0;
+    // run OCR on each word bounding box
+    for b in &boxes {
+        api.set_rectangle(&b);
+        let text = api.get_utf8_text().unwrap();
+        let confi = api.mean_text_conf();
+        let bref = b.as_ref();
+        /*
+        println!(
+            "[X: {}, Y: {}, W: {}, H: {}]: confidence: {}, text: {}",
+            bref.x, bref.y, bref.w, bref.h, confi, text
+        );*/
+        ocr_rects.push(TextBox {
+          id: format!("{}", boxid),
+          hint: text,
+          confidence: confi as u32,
+          x: bref.x,
+          y: bref.y,
+          height: bref.h as u32,
+          width: bref.w as u32,
+        });
+        boxid += 1;
+    }
+
+    let json = serde_json::to_string(&ocr_rects).unwrap();
+    println!("{}", json);
+}
diff --git a/ocr/braille-diagram-tools/src/bin/btt-label-ocr.rs b/ocr/braille-diagram-tools/src/bin/btt-label-ocr.rs
new file mode 100644
index 0000000..28dbe29
--- /dev/null
+++ b/ocr/braille-diagram-tools/src/bin/btt-label-ocr.rs
@@ -0,0 +1,45 @@
+use std::fs;
+use ocr_json_common::TextBox;
+use image::{Rgba};
+use imageproc::drawing::{
+    draw_hollow_rect_mut,
+    draw_text_mut,
+};
+use imageproc::rect::Rect;
+use std::env;
+use std::path::Path;
+use rusttype::{Font, Scale};
+
+fn main() {
+    let img_file_name = if env::args().count() >= 2 {
+        env::args().nth(1).unwrap()
+    } else {
+        panic!("Please enter a target file path for image")
+    };
+    let json_file_name = if env::args().count() >= 3 {
+      env::args().nth(2).unwrap()
+    } else{
+      panic!("Please enter a target file path for json")
+    };
+    let json = fs::read_to_string(json_file_name).expect("There was an error reading the file.");
+    let ocr_rects: Vec<TextBox> = serde_json::from_str(&json).unwrap();
+    let image_path = Path::new(&img_file_name);
+    let red = Rgba([255u8, 0u8, 0u8, 255u8]);
+
+    let font_data: &[u8] = include_bytes!("../../fonts/DejaVuSansMono.ttf");
+    let font: Font<'static> = Font::try_from_bytes(font_data).expect("Error loading font.");
+
+    let mut img = image::open(image_path).unwrap();
+
+    // run OCR on each word bounding box
+    for rect in &ocr_rects {
+        draw_hollow_rect_mut(&mut img, Rect::at(rect.x, rect.y).of_size(rect.width, rect.height), red);
+        let y: u32 = rect.y as u32;
+        let x: u32 = (rect.x-25) as u32;
+        let text = String::from(rect.id.clone());
+        //let text = "⠨⠙⠕⠃⠗⠕⠙⠕⠱⠇⠊";
+        draw_text_mut(&mut img, red, x, y, Scale::uniform(20.0), &font, &text);
+    }
+
+    img.save("out.png").unwrap();
+}
diff --git a/ocr/braille-diagram-tools/src/bin/btt-whiteout-labels.rs b/ocr/braille-diagram-tools/src/bin/btt-whiteout-labels.rs
new file mode 100644
index 0000000..19a480f
--- /dev/null
+++ b/ocr/braille-diagram-tools/src/bin/btt-whiteout-labels.rs
@@ -0,0 +1,35 @@
+use std::fs;
+use ocr_json_common::TextBox;
+use image::{Rgba};
+use imageproc::drawing::{
+    draw_filled_rect_mut
+};
+use imageproc::rect::Rect;
+use std::env;
+use std::path::Path;
+
+fn main() {
+    let img_file_name = if env::args().count() >= 2 {
+        env::args().nth(1).unwrap()
+    } else {
+        panic!("Please enter a target file path for image")
+    };
+    let json_file_name = if env::args().count() >= 3 {
+      env::args().nth(2).unwrap()
+    } else{
+      panic!("Please enter a target file path for json")
+    };
+    let json = fs::read_to_string(json_file_name).expect("There was an error reading the file.");
+    let ocr_rects: Vec<TextBox> = serde_json::from_str(&json).unwrap();
+    let image_path = Path::new(&img_file_name);
+    let white = Rgba([255u8, 255u8, 255u8, 255u8]);
+
+    let mut img = image::open(image_path).unwrap();
+
+    // run OCR on each word bounding box
+    for rect in &ocr_rects {
+        draw_filled_rect_mut(&mut img, Rect::at(rect.x, rect.y).of_size(rect.width, rect.height), white);
+    }
+
+    img.save("out.png").unwrap();
+}
diff --git a/ocr/braille-diagram-tools/src/main.rs b/ocr/braille-diagram-tools/src/main.rs
new file mode 100644
index 0000000..e7a11a9
--- /dev/null
+++ b/ocr/braille-diagram-tools/src/main.rs
@@ -0,0 +1,3 @@
+fn main() {
+    println!("Hello, world!");
+}
diff --git a/ocr/ocr-json-common b/ocr/ocr-json-common
new file mode 160000
index 0000000..954e7a2
--- /dev/null
+++ b/ocr/ocr-json-common
@@ -0,0 +1 @@
+Subproject commit 954e7a20b3fbe2bc613d1ec072aa8e4704f2c691