From 57d3b92fa4fdd83d29ec194bd00a5ca3b3015a87 Mon Sep 17 00:00:00 2001
From: Janosh Riebesell <janosh.riebesell@gmail.com>
Date: Mon, 2 Jan 2023 17:31:36 -0800
Subject: [PATCH 1/5] pre-commit hook black->black-jupyter

---
 .pre-commit-config.yaml | 15 ++++++---------
 1 file changed, 6 insertions(+), 9 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6d885cdc..329918ea 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -26,10 +26,7 @@
 #
 # /WARNING!
 
-exclude: "build|stubs|^bot/templates/|^notebooks/.*\\.ipynb$"
-
-default_language_version:
-  python: python3
+exclude: build|stubs|^bot/templates/|^notebooks/.*\\.ipynb$
 
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
@@ -42,12 +39,12 @@ repos:
         # and which break the standard YAML check.  The alternative would be to
         # skip any unsafe errors (and thus break YAML compatibility) or use
         # some other checker that may not work in general.
-        exclude: "^copilot/web/addons/.*$"
+        exclude: ^copilot/web/addons/.*$
       - id: check-json
       - id: check-case-conflict
       - id: detect-private-key
       - id: fix-encoding-pragma
-        args: ["--remove"]
+        args: [--remove]
       - id: forbid-submodules
       - id: mixed-line-ending
       - id: requirements-txt-fixer
@@ -57,13 +54,13 @@ repos:
       - id: check-symlinks
       - id: check-merge-conflict
       - id: check-added-large-files
-        args: ["--maxkb=1024"]
+        args: [--maxkb=1024]
       - id: end-of-file-fixer
 
   - repo: https://github.com/psf/black
     rev: 22.12.0
     hooks:
-      - id: black
+      - id: black-jupyter
 
   - repo: https://github.com/pycqa/flake8
     rev: 6.0.0
@@ -79,7 +76,7 @@ repos:
     rev: v2.7.1
     hooks:
       - id: prettier
-        args: ["--prose-wrap=always", "--write"]
+        args: [--prose-wrap=always, --write]
 
   - repo: local
     hooks:

From 413e21176148e3c66bb5d635f667810324ee9258 Mon Sep 17 00:00:00 2001
From: Adrian Cowan <othrayte@gmail.com>
Date: Tue, 3 Jan 2023 23:46:34 +1100
Subject: [PATCH 2/5] website: Fix broken e2e tests

---
 website/src/components/Survey/TaskControls.tsx | 8 ++++++--
 website/src/pages/auth/signin.tsx              | 3 ++-
 website/src/pages/create/assistant_reply.tsx   | 2 +-
 website/src/pages/create/user_reply.tsx        | 2 +-
 4 files changed, 10 insertions(+), 5 deletions(-)

diff --git a/website/src/components/Survey/TaskControls.tsx b/website/src/components/Survey/TaskControls.tsx
index 7847c452..a93889ea 100644
--- a/website/src/components/Survey/TaskControls.tsx
+++ b/website/src/components/Survey/TaskControls.tsx
@@ -30,9 +30,13 @@ export const TaskControls = (props: TaskControlsProps) => {
       <Flex justify="center" ml="auto" gap={2}>
         <SkipButton>Skip</SkipButton>
         {endTask.task.type !== "task_done" ? (
-          <SubmitButton onClick={() => props.onSubmitResponse(props.tasks[0])}>Submit</SubmitButton>
+          <SubmitButton data-cy="submit" onClick={() => props.onSubmitResponse(props.tasks[0])}>
+            Submit
+          </SubmitButton>
         ) : (
-          <SubmitButton onClick={props.onSkip}>Next Task</SubmitButton>
+          <SubmitButton data-cy="next-task" onClick={props.onSkip}>
+            Next Task
+          </SubmitButton>
         )}
       </Flex>
     </section>
diff --git a/website/src/pages/auth/signin.tsx b/website/src/pages/auth/signin.tsx
index 936a3dbf..221eb1f0 100644
--- a/website/src/pages/auth/signin.tsx
+++ b/website/src/pages/auth/signin.tsx
@@ -52,8 +52,9 @@ function Signin({ csrfToken, providers }) {
           {email && (
             <form onSubmit={signinWithEmail}>
               <Stack>
-                <Input variant="outline" size="lg" placeholder="Email Address" ref={emailEl} />
+                <Input data-cy="email-address" variant="outline" size="lg" placeholder="Email Address" ref={emailEl} />
                 <Button
+                  data-cy="signin-email-button"
                   size={"lg"}
                   leftIcon={<FaEnvelope />}
                   type="submit"
diff --git a/website/src/pages/create/assistant_reply.tsx b/website/src/pages/create/assistant_reply.tsx
index 9a9c062e..ceac45be 100644
--- a/website/src/pages/create/assistant_reply.tsx
+++ b/website/src/pages/create/assistant_reply.tsx
@@ -65,7 +65,7 @@ const AssistantReply = () => {
           <p className="text-lg py-1">Given the following conversation, provide an adequate reply</p>
           <Messages messages={task.conversation.messages} post_id={task.id} />
         </>
-        <Textarea name="reply" placeholder="Reply..." ref={inputRef} />
+        <Textarea name="reply" data-cy="reply" placeholder="Reply..." ref={inputRef} />
       </TwoColumnsWithCards>
 
       <TaskControls tasks={tasks} onSubmitResponse={submitResponse} onSkip={fetchNextTask} />
diff --git a/website/src/pages/create/user_reply.tsx b/website/src/pages/create/user_reply.tsx
index 194b09a5..b9022e86 100644
--- a/website/src/pages/create/user_reply.tsx
+++ b/website/src/pages/create/user_reply.tsx
@@ -72,7 +72,7 @@ const UserReply = () => {
           <Messages messages={task.conversation.messages} post_id={task.id} />
           {task.hint && <p className="text-lg py-1">Hint: {task.hint}</p>}
         </>
-        <Textarea name="reply" placeholder="Reply..." ref={inputRef} />
+        <Textarea name="reply" data-cy="reply" placeholder="Reply..." ref={inputRef} />
       </TwoColumnsWithCards>
 
       <TaskControls tasks={tasks} onSubmitResponse={submitResponse} onSkip={fetchNextTask} />

From 81e354dec52f150b39fc0f1ff9cf01ccb9a75a1c Mon Sep 17 00:00:00 2001
From: Adrian Cowan <othrayte@gmail.com>
Date: Tue, 3 Jan 2023 23:50:59 +1100
Subject: [PATCH 3/5] website: Implement page for creating initial prompts

---
 .../cypress/e2e/create/initial_prompt.cy.ts   | 26 +++++++
 .../TaskSelection/TaskSelection.tsx           |  6 ++
 website/src/pages/create/initial_prompt.tsx   | 74 +++++++++++++++++++
 3 files changed, 106 insertions(+)
 create mode 100644 website/cypress/e2e/create/initial_prompt.cy.ts
 create mode 100644 website/src/pages/create/initial_prompt.tsx

diff --git a/website/cypress/e2e/create/initial_prompt.cy.ts b/website/cypress/e2e/create/initial_prompt.cy.ts
new file mode 100644
index 00000000..b17f2dd9
--- /dev/null
+++ b/website/cypress/e2e/create/initial_prompt.cy.ts
@@ -0,0 +1,26 @@
+import { faker } from "@faker-js/faker";
+
+describe("creating initial prompts", () => {
+  it("completes the current task on submit and on request shows a new task", () => {
+    cy.signInWithEmail("cypress@example.com");
+    cy.visit("/create/initial_prompt");
+
+    cy.get('[data-cy="task-id"').then((taskIdElement) => {
+      const taskId = taskIdElement.text();
+
+      const prompt = faker.lorem.sentence();
+      cy.log("prompt", prompt);
+      cy.get('[data-cy="reply"').type(prompt);
+
+      cy.get('[data-cy="submit"]').click();
+
+      cy.get('[data-cy="next-task"]').click();
+
+      cy.get('[data-cy="task-id"').should((taskIdElement) => {
+        expect(taskIdElement.text()).not.to.eq(taskId);
+      });
+    });
+  });
+});
+
+export {};
diff --git a/website/src/components/TaskSelection/TaskSelection.tsx b/website/src/components/TaskSelection/TaskSelection.tsx
index f258a90b..683c80e9 100644
--- a/website/src/components/TaskSelection/TaskSelection.tsx
+++ b/website/src/components/TaskSelection/TaskSelection.tsx
@@ -26,6 +26,12 @@ export const TaskSelection = () => {
           title="Summarize stories"
           link="/create/summarize_story"
         /> */}
+        <TaskOption
+          alt="Create Initial Prompt"
+          img="/images/logos/logo.svg"
+          title="Create Initial Prompt"
+          link="/create/initial_prompt"
+        />
         <TaskOption alt="Reply as User" img="/images/logos/logo.svg" title="Reply as User" link="/create/user_reply" />
         <TaskOption
           alt="Reply as Assistant"
diff --git a/website/src/pages/create/initial_prompt.tsx b/website/src/pages/create/initial_prompt.tsx
new file mode 100644
index 00000000..5aecf98c
--- /dev/null
+++ b/website/src/pages/create/initial_prompt.tsx
@@ -0,0 +1,74 @@
+import { Container, Textarea } from "@chakra-ui/react";
+import { useColorMode } from "@chakra-ui/react";
+import { useRef, useState } from "react";
+import { LoadingScreen } from "src/components/Loading/LoadingScreen";
+import { TaskControls } from "src/components/Survey/TaskControls";
+import { TwoColumnsWithCards } from "src/components/Survey/TwoColumnsWithCards";
+import fetcher from "src/lib/fetcher";
+import poster from "src/lib/poster";
+import useSWRImmutable from "swr/immutable";
+import useSWRMutation from "swr/mutation";
+
+const InitialPrompt = () => {
+  const [tasks, setTasks] = useState([]);
+
+  const inputRef = useRef<HTMLTextAreaElement>(null);
+
+  const { isLoading, mutate } = useSWRImmutable("/api/new_task/initial_prompt ", fetcher, {
+    onSuccess: (data) => {
+      setTasks([data]);
+    },
+  });
+
+  const { trigger } = useSWRMutation("/api/update_task", poster, {
+    onSuccess: async (data) => {
+      const newTask = await data.json();
+      setTasks((oldTasks) => [...oldTasks, newTask]);
+    },
+  });
+
+  const submitResponse = (task: { id: string }) => {
+    const text = inputRef.current.value.trim();
+    trigger({
+      id: task.id,
+      update_type: "text_reply_to_message",
+      content: {
+        text,
+      },
+    });
+  };
+
+  const fetchNextTask = () => {
+    inputRef.current.value = "";
+    mutate();
+  };
+
+  const { colorMode } = useColorMode();
+  const mainBgClasses = colorMode === "light" ? "bg-slate-300 text-gray-800" : "bg-slate-900 text-white";
+
+  if (isLoading) {
+    return <LoadingScreen text="Loading..." />;
+  }
+
+  if (tasks.length == 0) {
+    return <Container className="p-6 text-center text-gray-800">No tasks found...</Container>;
+  }
+
+  const task = tasks[0].task;
+
+  return (
+    <div className={`p-12 ${mainBgClasses}`}>
+      <TwoColumnsWithCards>
+        <>
+          <h5 className="text-lg font-semibold">Start a conversation</h5>
+          <p className="text-lg py-1">Create an initial message to send to the assistant</p>
+        </>
+        <Textarea name="reply" data-cy="reply" placeholder="Question, task, greeting or similar..." ref={inputRef} />
+      </TwoColumnsWithCards>
+
+      <TaskControls tasks={tasks} onSubmitResponse={submitResponse} onSkip={fetchNextTask} />
+    </div>
+  );
+};
+
+export default InitialPrompt;

From 3740e38342d993042132ca5ed156f857d72a09bc Mon Sep 17 00:00:00 2001
From: Janosh Riebesell <janosh.riebesell@gmail.com>
Date: Tue, 3 Jan 2023 06:40:42 -0800
Subject: [PATCH 4/5] pre-commit unexclude notebooks and pre-commit run
 --all-files

---
 .pre-commit-config.yaml                       |   2 +-
 .../EssayInstructions.ipynb                   | 449 +++++++++---------
 .../data-argumentation/EssayRevision.ipynb    | 301 +++++++++++-
 .../DetoxityEvaluation.ipynb                  | 150 +++---
 4 files changed, 611 insertions(+), 291 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 329918ea..b60661b1 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -26,7 +26,7 @@
 #
 # /WARNING!
 
-exclude: build|stubs|^bot/templates/|^notebooks/.*\\.ipynb$
+exclude: build|stubs|^bot/templates/$
 
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
diff --git a/notebooks/data-argumentation/EssayInstructions.ipynb b/notebooks/data-argumentation/EssayInstructions.ipynb
index b81a8b09..c4179382 100644
--- a/notebooks/data-argumentation/EssayInstructions.ipynb
+++ b/notebooks/data-argumentation/EssayInstructions.ipynb
@@ -1,226 +1,229 @@
 {
-  "cells": [
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "8zsmJ96eaL2w"
-      },
-      "outputs": [],
-      "source": [
-        "!pip install transformers"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "Pt6qbTsjW7Kp"
-      },
-      "source": [
-        "Put your essay here, [source of the essay used ](https://https://www.thewisdompost.com/essay/technology-essay/3387#essay-on-technology-for-college-and-university-students-essay-2-750-words)\n",
-        "\n",
-        "Separate paragraphs with one blank line\n",
-        "(this step is annoying but important)\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 2,
-      "metadata": {
-        "id": "d_5_BDFNWneB"
-      },
-      "outputs": [],
-      "source": [
-        "essay = \"\"\"\n",
-        "We live in a world driven by technology — hardly anyone would argue with you if you said this. \n",
-        "Technology, literally meaning the “science of craft”, refers to the collection of techniques, \n",
-        "skills, methods, and processes used to produce goods or services or for accomplishing objectives \n",
-        "such as scientific investigation. Technology can be embedded in machines enabling them to be \n",
-        "used by people even without a detailed knowledge of their inner workings. Technological growth \n",
-        "is closely linked to the expansion of scientific research and knowledge. In the last 50 years, \n",
-        "thanks to the exponential increases in computing power and microchip design and manufacture, \n",
-        "there has been unprecedented innovation and technological growth in nearly every field of human \n",
-        "endeavour from health and transport to industrial production and education.\n",
-        "\n",
-        "It is automotive technology that drives today’s electric and hybrid cars, and which will drive \n",
-        "tomorrow’s driverless cars, hover-taxis and space cabs. It is technology that drives the \n",
-        "ubiquitous mobile phones that you will now find in the hands of even the poorest of the world’s \n",
-        "poor. It is technology that creates hybrid seeds that resist inhospitable climatic conditions \n",
-        "and difficult terrain, giving high yields in shorter times. It is advancing medical technology \n",
-        "that makes remote surgery, minimally invasive surgery and life-saving cures using stem cell \n",
-        "transplants. Technology puts spacecrafts on asteroids and distant planets and lets us see \n",
-        "new worlds. Technology splits atoms, revealing their secrets, and gives us ways to exploit \n",
-        "them to create energy, quantum storage for data, and virtual reality games.\n",
-        "\n",
-        "There are people who strongly oppose technology and claim that it spells the death of \n",
-        "‘humanity’, and that we are approaching the day when machines will rule everything. They refer \n",
-        "to fans of technology as ‘techies’ or sometimes ‘geeks’. On the other hand, proponents of \n",
-        "technology call these people Luddites, a derogatory name for someone who is opposed to \n",
-        "industrialisation, automation, computerisation and new technologies in general.\n",
-        "Is this true? Is technology really a curse disguised as a blessing? Many believe that the \n",
-        "convergence of biotechnology and AI might be the most consequential development of all.\n",
-        "\n",
-        "In the last five decades, two areas in particular have grown faster than the rest, powered \n",
-        "by research and advances in computing power. One is artificial intelligence, or AI; the other \n",
-        "is biotechnology. Huge benefits have emerged from each of them for human beings in general, \n",
-        "such as self-driving cars — which will dramatically reduce the death rate from road accidents \n",
-        "— and robotic surgery, which enables precise, highly efficient and targeted surgical \n",
-        "interventions. Yet, visionaries like Yuval Noah Harari, author of the best-selling \"Homo \n",
-        "Sapiens\" and \"Deus\", are now warning that the convergence of biotechnology and AI will \n",
-        "irreversibly and unpredictably change both the quality of human life and its challenges in \n",
-        "the next few decades. A good example of this is the facial recognition technology that is \n",
-        "now present in all photo management programs. The AI in the software is capable of not \n",
-        "only spotting the faces in every photograph but also recognising the person by name.\n",
-        "This technology has now expanded so that photo apps can recognise cats, dogs, beaches, \n",
-        "mountains and cars too. Computers with AI are already correctly identifying human emotions \n",
-        "through observing facial expressions and body movements. Some robots are able to mimic \n",
-        "human emotions. This is called affective computing, sometimes called artificial emotional \n",
-        "intelligence, and refers to the study and development of systems and devices that can \n",
-        "recognize, interpret, process, and simulate human affects.\n",
-        "\n",
-        "How could this be a negative?\n",
-        "The ability to read human emotions is just a step away from predicting human emotions. For \n",
-        "example, if a computer attached to a video camera could identify which products a consumer \n",
-        "is showing greater interest in or which ones he is really keen to buy, various tactics \n",
-        "could be used to influence her to buy it. Activists worry that computers that can understand \n",
-        "and anticipate human wishes and desires by scanning their irises and analysing their \n",
-        "micro-expressions could also be programmed to exploit and manipulate them. Another very real \n",
-        "fear is that humanoid computers with human-like skin, speech, and expressions could jeopardise \n",
-        "and dehumanise relationship and create emotional vacuums.\n",
-        "\n",
-        "An enduring fear of Luddites has always been that computers will rob humans of their \n",
-        "livelihood by taking their jobs and doing them more efficiently at lower cost. However, in \n",
-        "reality the exact opposite has happened. As computerised machines began taking over mechanical \n",
-        "and repetitive human activities, new jobs for people opened up that needs thinking and \n",
-        "analytical skills and judgement, or human interpersonal skills. A good example is the \n",
-        "worldwide proliferation of call centres. When drones were invented many feared that pilots \n",
-        "would soon be redundant. However, few people know that it takes almost 30 people to fly \n",
-        "one military drone, and an additional 50 people to analyze and make sense of the data being \n",
-        "streamed back by the drone. The US army suffers from a serious shortage of trained, high \n",
-        "quality drone pilots; anyone who masters this skill will have a job. But a social scientist \n",
-        "warns that in 10 years, it is certain that computers will be flying that drone and humans \n",
-        "will be redundant. Equally sure is that some brand new skill requirement will have opened \n",
-        "up with advancing technology, calling for new talents.\n",
-        "\n",
-        "In the 20th century, a young man was supposed to choose a skill, vocation or profession, \n",
-        "master it through education and practice, and then earn a living from it till he or she \n",
-        "retired. However, the fast-changing nature of technology is making skills obsolete at a \n",
-        "higher rate than ever before. To survive, tomorrow young man must keep re-inventing himself \n",
-        "and updating his skills continuously. Life could be difficult if every new skill has a shelf \n",
-        "life of only a decade or so. Or perhaps one could look at it the other way — and say that \n",
-        "changing technology will keep human beings on their toes throughout their life.\n",
-        "\n",
-        "Technology is the result of human inventiveness. It reflects our evolutionary heritage. We \n",
-        "are neither strong like gorillas or tigers, nor fast like cheetahs and hawks, but our \n",
-        "brains and thinking powers have given us the greatest edge of any species on the planet. \n",
-        "Technology is a result. Technology is either inherently good or bad; it is how we use it \n",
-        "that makes it so. The splitting of a hydrogen atom is technology at work. As history has \n",
-        "shown us, technology can equally be used to make a nuclear bomb that kills millions — or \n",
-        "generate electricity that lights up a million homes.\n",
-        "\"\"\""
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 3,
-      "metadata": {
-        "id": "JESY8Y10W6hQ"
-      },
-      "outputs": [],
-      "source": [
-        "essay_paragraphs = essay.split('\\n\\n')"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "t1G-ZiHbZZ-Y"
-      },
-      "outputs": [],
-      "source": [
-        "model_name = \"snrspeaks/t5-one-line-summary\"\n",
-        "\n",
-        "from transformers import AutoModelForSeq2SeqLM, AutoTokenizer\n",
-        "model = AutoModelForSeq2SeqLM.from_pretrained(model_name)\n",
-        "tokenizer = AutoTokenizer.from_pretrained(model_name)"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "8BARyupEemZ-"
-      },
-      "source": [
-        "## Results\n",
-        "Please at least check what is generated here, it's usually good but sometimes it's bs"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "eyR58KFRae7n",
-        "outputId": "b8e4bc29-be89-43c3-d1bc-7e90525c0e09"
-      },
-      "outputs": [],
-      "source": [
-        "preds = []\n",
-        "\n",
-        "for para in essay_paragraphs:\n",
-        "  input_ids = tokenizer.encode(para, return_tensors=\"pt\", add_special_tokens=True)\n",
-        "  generated_ids = model.generate(input_ids=input_ids,\n",
-        "                                 num_beams=5,\n",
-        "                                 max_length=35,\n",
-        "                                 repetition_penalty=4.5,\n",
-        "                                 length_penalty=1.5,\n",
-        "                                 early_stopping=True,\n",
-        "                                 num_return_sequences=1)\n",
-        "  preds.append(tokenizer.decode(generated_ids[0], \n",
-        "                                skip_special_tokens=True, \n",
-        "                                clean_up_tokenization_spaces=True))\n",
-        "\n",
-        "prompts = ['Write an intro paragraph to an essay called'] + \\\n",
-        "          ['Write a paragraph to an essay about']*len(preds[1:-1]) + \\\n",
-        "          ['Write a concluding paragraph about']\n",
-        "\n",
-        "assert len(preds) == len(prompts)\n",
-        "\n",
-        "for prompt, pred in zip(prompts, preds):\n",
-        "  print(prompt, pred.lower())"
-      ]
-    }
-  ],
-  "metadata": {
-    "colab": {
-      "provenance": []
-    },
-    "kernelspec": {
-      "display_name": "Python 3.8.10 64-bit",
-      "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": "3.8.10"
-    },
-    "vscode": {
-      "interpreter": {
-        "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
-      }
-    }
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "8zsmJ96eaL2w"
+   },
+   "outputs": [],
+   "source": [
+    "!pip install transformers"
+   ]
   },
-  "nbformat": 4,
-  "nbformat_minor": 0
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Pt6qbTsjW7Kp"
+   },
+   "source": [
+    "Put your essay here, [source of the essay used ](https://https://www.thewisdompost.com/essay/technology-essay/3387#essay-on-technology-for-college-and-university-students-essay-2-750-words)\n",
+    "\n",
+    "Separate paragraphs with one blank line\n",
+    "(this step is annoying but important)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "id": "d_5_BDFNWneB"
+   },
+   "outputs": [],
+   "source": [
+    "essay = \"\"\"\n",
+    "We live in a world driven by technology — hardly anyone would argue with you if you said this. \n",
+    "Technology, literally meaning the “science of craft”, refers to the collection of techniques, \n",
+    "skills, methods, and processes used to produce goods or services or for accomplishing objectives \n",
+    "such as scientific investigation. Technology can be embedded in machines enabling them to be \n",
+    "used by people even without a detailed knowledge of their inner workings. Technological growth \n",
+    "is closely linked to the expansion of scientific research and knowledge. In the last 50 years, \n",
+    "thanks to the exponential increases in computing power and microchip design and manufacture, \n",
+    "there has been unprecedented innovation and technological growth in nearly every field of human \n",
+    "endeavour from health and transport to industrial production and education.\n",
+    "\n",
+    "It is automotive technology that drives today’s electric and hybrid cars, and which will drive \n",
+    "tomorrow’s driverless cars, hover-taxis and space cabs. It is technology that drives the \n",
+    "ubiquitous mobile phones that you will now find in the hands of even the poorest of the world’s \n",
+    "poor. It is technology that creates hybrid seeds that resist inhospitable climatic conditions \n",
+    "and difficult terrain, giving high yields in shorter times. It is advancing medical technology \n",
+    "that makes remote surgery, minimally invasive surgery and life-saving cures using stem cell \n",
+    "transplants. Technology puts spacecrafts on asteroids and distant planets and lets us see \n",
+    "new worlds. Technology splits atoms, revealing their secrets, and gives us ways to exploit \n",
+    "them to create energy, quantum storage for data, and virtual reality games.\n",
+    "\n",
+    "There are people who strongly oppose technology and claim that it spells the death of \n",
+    "‘humanity’, and that we are approaching the day when machines will rule everything. They refer \n",
+    "to fans of technology as ‘techies’ or sometimes ‘geeks’. On the other hand, proponents of \n",
+    "technology call these people Luddites, a derogatory name for someone who is opposed to \n",
+    "industrialisation, automation, computerisation and new technologies in general.\n",
+    "Is this true? Is technology really a curse disguised as a blessing? Many believe that the \n",
+    "convergence of biotechnology and AI might be the most consequential development of all.\n",
+    "\n",
+    "In the last five decades, two areas in particular have grown faster than the rest, powered \n",
+    "by research and advances in computing power. One is artificial intelligence, or AI; the other \n",
+    "is biotechnology. Huge benefits have emerged from each of them for human beings in general, \n",
+    "such as self-driving cars — which will dramatically reduce the death rate from road accidents \n",
+    "— and robotic surgery, which enables precise, highly efficient and targeted surgical \n",
+    "interventions. Yet, visionaries like Yuval Noah Harari, author of the best-selling \"Homo \n",
+    "Sapiens\" and \"Deus\", are now warning that the convergence of biotechnology and AI will \n",
+    "irreversibly and unpredictably change both the quality of human life and its challenges in \n",
+    "the next few decades. A good example of this is the facial recognition technology that is \n",
+    "now present in all photo management programs. The AI in the software is capable of not \n",
+    "only spotting the faces in every photograph but also recognising the person by name.\n",
+    "This technology has now expanded so that photo apps can recognise cats, dogs, beaches, \n",
+    "mountains and cars too. Computers with AI are already correctly identifying human emotions \n",
+    "through observing facial expressions and body movements. Some robots are able to mimic \n",
+    "human emotions. This is called affective computing, sometimes called artificial emotional \n",
+    "intelligence, and refers to the study and development of systems and devices that can \n",
+    "recognize, interpret, process, and simulate human affects.\n",
+    "\n",
+    "How could this be a negative?\n",
+    "The ability to read human emotions is just a step away from predicting human emotions. For \n",
+    "example, if a computer attached to a video camera could identify which products a consumer \n",
+    "is showing greater interest in or which ones he is really keen to buy, various tactics \n",
+    "could be used to influence her to buy it. Activists worry that computers that can understand \n",
+    "and anticipate human wishes and desires by scanning their irises and analysing their \n",
+    "micro-expressions could also be programmed to exploit and manipulate them. Another very real \n",
+    "fear is that humanoid computers with human-like skin, speech, and expressions could jeopardise \n",
+    "and dehumanise relationship and create emotional vacuums.\n",
+    "\n",
+    "An enduring fear of Luddites has always been that computers will rob humans of their \n",
+    "livelihood by taking their jobs and doing them more efficiently at lower cost. However, in \n",
+    "reality the exact opposite has happened. As computerised machines began taking over mechanical \n",
+    "and repetitive human activities, new jobs for people opened up that needs thinking and \n",
+    "analytical skills and judgement, or human interpersonal skills. A good example is the \n",
+    "worldwide proliferation of call centres. When drones were invented many feared that pilots \n",
+    "would soon be redundant. However, few people know that it takes almost 30 people to fly \n",
+    "one military drone, and an additional 50 people to analyze and make sense of the data being \n",
+    "streamed back by the drone. The US army suffers from a serious shortage of trained, high \n",
+    "quality drone pilots; anyone who masters this skill will have a job. But a social scientist \n",
+    "warns that in 10 years, it is certain that computers will be flying that drone and humans \n",
+    "will be redundant. Equally sure is that some brand new skill requirement will have opened \n",
+    "up with advancing technology, calling for new talents.\n",
+    "\n",
+    "In the 20th century, a young man was supposed to choose a skill, vocation or profession, \n",
+    "master it through education and practice, and then earn a living from it till he or she \n",
+    "retired. However, the fast-changing nature of technology is making skills obsolete at a \n",
+    "higher rate than ever before. To survive, tomorrow young man must keep re-inventing himself \n",
+    "and updating his skills continuously. Life could be difficult if every new skill has a shelf \n",
+    "life of only a decade or so. Or perhaps one could look at it the other way — and say that \n",
+    "changing technology will keep human beings on their toes throughout their life.\n",
+    "\n",
+    "Technology is the result of human inventiveness. It reflects our evolutionary heritage. We \n",
+    "are neither strong like gorillas or tigers, nor fast like cheetahs and hawks, but our \n",
+    "brains and thinking powers have given us the greatest edge of any species on the planet. \n",
+    "Technology is a result. Technology is either inherently good or bad; it is how we use it \n",
+    "that makes it so. The splitting of a hydrogen atom is technology at work. As history has \n",
+    "shown us, technology can equally be used to make a nuclear bomb that kills millions — or \n",
+    "generate electricity that lights up a million homes.\n",
+    "\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "id": "JESY8Y10W6hQ"
+   },
+   "outputs": [],
+   "source": [
+    "essay_paragraphs = essay.split(\"\\n\\n\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "t1G-ZiHbZZ-Y"
+   },
+   "outputs": [],
+   "source": [
+    "model_name = \"snrspeaks/t5-one-line-summary\"\n",
+    "\n",
+    "from transformers import AutoModelForSeq2SeqLM, AutoTokenizer\n",
+    "\n",
+    "model = AutoModelForSeq2SeqLM.from_pretrained(model_name)\n",
+    "tokenizer = AutoTokenizer.from_pretrained(model_name)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "8BARyupEemZ-"
+   },
+   "source": [
+    "## Results\n",
+    "Please at least check what is generated here, it's usually good but sometimes it's bs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "eyR58KFRae7n",
+    "outputId": "b8e4bc29-be89-43c3-d1bc-7e90525c0e09"
+   },
+   "outputs": [],
+   "source": [
+    "preds = []\n",
+    "\n",
+    "for para in essay_paragraphs:\n",
+    "    input_ids = tokenizer.encode(para, return_tensors=\"pt\", add_special_tokens=True)\n",
+    "    generated_ids = model.generate(\n",
+    "        input_ids=input_ids,\n",
+    "        num_beams=5,\n",
+    "        max_length=35,\n",
+    "        repetition_penalty=4.5,\n",
+    "        length_penalty=1.5,\n",
+    "        early_stopping=True,\n",
+    "        num_return_sequences=1,\n",
+    "    )\n",
+    "    preds.append(tokenizer.decode(generated_ids[0], skip_special_tokens=True, clean_up_tokenization_spaces=True))\n",
+    "\n",
+    "prompts = (\n",
+    "    [\"Write an intro paragraph to an essay called\"]\n",
+    "    + [\"Write a paragraph to an essay about\"] * len(preds[1:-1])\n",
+    "    + [\"Write a concluding paragraph about\"]\n",
+    ")\n",
+    "\n",
+    "assert len(preds) == len(prompts)\n",
+    "\n",
+    "for prompt, pred in zip(prompts, preds):\n",
+    "    print(prompt, pred.lower())"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3.8.10 64-bit",
+   "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": "3.8.10"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
 }
diff --git a/notebooks/data-argumentation/EssayRevision.ipynb b/notebooks/data-argumentation/EssayRevision.ipynb
index 10d170ae..1b972579 100644
--- a/notebooks/data-argumentation/EssayRevision.ipynb
+++ b/notebooks/data-argumentation/EssayRevision.ipynb
@@ -1 +1,300 @@
-{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyO8HHo9/NuZY8QnCvjrXaYb"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["#Essay Revision\n","The goal of this notebook is to use data argumentation to have data on improving essays. The way this is done is by taking a template \"good\" essay and making step by step changes that make it worse and add intructions on how to fix it."],"metadata":{"id":"o0lAqmWhsiUe"}},{"cell_type":"code","source":["import nltk\n","nltk.download('wordnet')\n","nltk.download('omw-1.4')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AFUIjc7xw25A","executionInfo":{"status":"ok","timestamp":1672489678465,"user_tz":-60,"elapsed":240,"user":{"displayName":"Graverman","userId":"06659155231973912985"}},"outputId":"01c13cd7-7252-4948-fd9a-f36919f2214b"},"execution_count":35,"outputs":[{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package wordnet to /root/nltk_data...\n","[nltk_data]   Package wordnet is already up-to-date!\n","[nltk_data] Downloading package omw-1.4 to /root/nltk_data...\n"]},{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":35}]},{"cell_type":"markdown","source":["Put your essay here, [source of the essay used ](https://www.thewisdompost.com/essay/technology-essay/3387#essay-on-technology-for-college-and-university-students-essay-2-750-words)"],"metadata":{"id":"EcDYv9cnv18v"}},{"cell_type":"code","source":["essay = \"\"\"\n","We live in a world driven by technology — hardly anyone would argue with you if you said this. Technology, literally meaning the “science of craft”, refers to the collection of techniques, skills, methods, and processes used to produce goods or services or for accomplishing objectives such as scientific investigation. Technology can be embedded in machines enabling them to be used by people even without a detailed knowledge of their inner workings.\n","Technological growth is closely linked to the expansion of scientific research and knowledge. In the last 50 years, thanks to the exponential increases in computing power and microchip design and manufacture, there has been unprecedented innovation and technological growth in nearly every field of human endeavour from health and transport to industrial production and education.\n","\n","It is automotive technology that drives today’s electric and hybrid cars, and which will drive tomorrow’s driverless cars, hover-taxis and space cabs.\n","It is technology that drives the ubiquitous mobile phones that you will now find in the hands of even the poorest of the world’s poor. It is technology that creates hybrid seeds that resist inhospitable climatic conditions and difficult terrain, giving high yields in shorter times.\n","It is advancing medical technology that makes remote surgery, minimally invasive surgery and life-saving cures using stem cell transplants. Technology puts spacecrafts on asteroids and distant planets and lets us see new worlds. Technology splits atoms, revealing their secrets, and gives us ways to exploit them to create energy, quantum storage for data, and virtual reality games.\n","\n","There are people who strongly oppose technology and claim that it spells the death of ‘humanity’, and that we are approaching the day when machines will rule everything. They refer to fans of technology as ‘techies’ or sometimes ‘geeks’. On the other hand, proponents of technology call these people Luddites, a derogatory name for someone who is opposed to industrialisation, automation, computerisation and new technologies in general.\n","Is this true? Is technology really a curse disguised as a blessing? Many believe that the convergence of biotechnology and AI might be the most consequential development of all.\n","\n","In the last five decades, two areas in particular have grown faster than the rest, powered by research and advances in computing power. One is artificial intelligence, or AI; the other is biotechnology. Huge benefits have emerged from each of them for human beings in general, such as self-driving cars — which will dramatically reduce the death rate from road accidents — and robotic surgery, which enables precise, highly efficient and targeted surgical interventions.\n","Yet, visionaries like Yuval Noah Harari, author of the best-selling Homo sapiens and Deus, are now warning that the convergence of biotechnology and AI will irreversibly and unpredictably change both the quality of human life and its challenges in the next few decades. A good example of this is the facial recognition technology that is now present in all photo management programs. The AI in the software is capable of not only spotting the faces in every photograph but also recognising the person by name.\n","This technology has now expanded so that photo apps can recognise cats, dogs, beaches, mountains and cars too. Computers with AI are already correctly identifying human emotions through observing facial expressions and body movements. Some robots are able to mimic human emotions. This is called affective computing, sometimes called artificial emotional intelligence, and refers to the study and development of systems and devices that can recognize, interpret, process, and simulate human affects.\n","\n","The ability to read human emotions is just a step away from predicting human emotions. For example, if a computer attached to a video camera could identify which products a consumer is showing greater interest in or which ones he is really keen to buy, various tactics could be used to influence her to buy it.\n","Activists worry that computers that can understand and anticipate human wishes and desires by scanning their irises and analysing their micro-expressions could also be programmed to exploit and manipulate them.\n","Another very real fear is that humanoid computers with human-like skin, speech, and expressions could jeopardise and dehumanise relationship and create emotional vacuums.\n","\n","An enduring fear of Luddites has always been that computers will rob humans of their livelihood by taking their jobs and doing them more efficiently at lower cost. However, in reality the exact opposite has happened. As computerised machines began taking over mechanical and repetitive human activities, new jobs for people opened up that needs thinking and analytical skills and judgement, or human interpersonal skills. A good example is the worldwide proliferation of call centres.\n","When drones were invented many feared that pilots would soon be redundant. However, few people know that it takes almost 30 people to fly one military drone, and an additional 50 people to analyze and make sense of the data being streamed back by the drone.\n","The US army suffers from a serious shortage of trained, high quality drone pilots; anyone who masters this skill will have a job. But a social scientist warns that in 10 years, it is certain that computers will be flying that drone and humans will be redundant. Equally sure is that some brand new skill requirement will have opened up with advancing technology, calling for new talents.\n","\n","In the 20th century, a young man was supposed to choose a skill, vocation or profession, master it through education and practice, and then earn a living from it till he or she retired. However, the fast-changing nature of technology is making skills obsolete at a higher rate than ever before. To survive, tomorrow young man must keep re-inventing himself and updating his skills continuously. Life could be difficult if every new skill has a shelf life of only a decade or so.\n","Or perhaps one could look at it the other way — and say that changing technology will keep human beings on their toes throughout their life.\n","\n","Technology is the result of human inventiveness. It reflects our evolutionary heritage. We are neither strong like gorillas or tigers, nor fast like cheetahs and hawks, but our brains and thinking powers have given us the greatest edge of any species on the planet. Technology is a result.\n","Technology is either inherently good or bad; it is how we use it that makes it so. The splitting of a hydrogen atom is technology at work. As history has shown us, technology can equally be used to make a nuclear bomb that kills millions — or generate electricity that lights up a million homes.\n","\"\"\""],"metadata":{"id":"wvJHUeTJsiC7","executionInfo":{"status":"ok","timestamp":1672490871113,"user_tz":-60,"elapsed":250,"user":{"displayName":"Graverman","userId":"06659155231973912985"}}},"execution_count":58,"outputs":[]},{"cell_type":"code","execution_count":9,"metadata":{"id":"_ttU0Ma8p1_U","executionInfo":{"status":"ok","timestamp":1672487908938,"user_tz":-60,"elapsed":5,"user":{"displayName":"Graverman","userId":"06659155231973912985"}}},"outputs":[],"source":["instructions = []"]},{"cell_type":"code","source":["# Make stucture error (shuffle one paragraph with another)\n","essay_paragraphs = essay.split('\\n\\n')\n","\n","rand1 = random.randint(0, len(essay_paragraphs) - 1)\n","rand2 = random.randint(0, len(essay_paragraphs) - 1)\n","\n","temp = essay_paragraphs[rand1]\n","essay_paragraphs[rand1] = essay_paragraphs[rand2]\n","essay_paragraphs[rand2] = temp\n","\n","essay = \"\"\n","for i in essay_paragraphs:\n","  essay += i\n","  essay += \"\\n\\n\"\n","\n","instructions.append(\"Fix structure errors in this essay\")"],"metadata":{"id":"Evaej8oH8VLH","executionInfo":{"status":"ok","timestamp":1672490937384,"user_tz":-60,"elapsed":232,"user":{"displayName":"Graverman","userId":"06659155231973912985"}}},"execution_count":64,"outputs":[]},{"cell_type":"code","source":["# Make grammar erros (more like: change random words into words of similar meaning)\n","import nltk\n","from nltk.corpus import wordnet\n","import random\n","\n","essay_words = essay.split()\n","\n","for i in range(len(essay_words)):\n","  if random.randint(0, 100) < 30:\n","    suggestion = []\n","    for syn in wordnet.synsets(essay_words[i]):\n","      for l in syn.lemmas():\n","        suggestion.append(l.name())\n","    if suggestion != []:\n","      essay_words[i] = suggestion[random.randint(0, len(suggestion) - 1)]\n","\n","essay = \"\"\n","for i in essay_words:\n","  essay += i\n","  essay += \" \"\n","\n","\n","instructions.append(\"Fix grammar errors in this essay\")"],"metadata":{"id":"HhJXyfy-2OmT","executionInfo":{"status":"ok","timestamp":1672490091374,"user_tz":-60,"elapsed":257,"user":{"displayName":"Graverman","userId":"06659155231973912985"}}},"execution_count":43,"outputs":[]},{"cell_type":"code","source":["# Make typos\n","import string\n","import random\n","\n","# you can change the number 60 to change how much corrupted this essay will be\n","for i in range(len(essay) // 60):\n","  rand = random.randint(0, len(essay))\n","  essay = essay[:rand] + random.choice(string.ascii_letters) + essay[rand+1:]\n","\n","instructions.append(\"Fix typing errors in this essay\")"],"metadata":{"id":"delvA6xEzNwV","executionInfo":{"status":"ok","timestamp":1672490096010,"user_tz":-60,"elapsed":231,"user":{"displayName":"Graverman","userId":"06659155231973912985"}}},"execution_count":44,"outputs":[]},{"cell_type":"code","source":["# Prints intrcutions (final step)\n","for i in instructions:\n","  print(i)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4XLAXom_zGsR","executionInfo":{"status":"ok","timestamp":1672484222869,"user_tz":-60,"elapsed":364,"user":{"displayName":"Graverman","userId":"06659155231973912985"}},"outputId":"b741c776-41af-4ad5-8ab7-1825b19018ab"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["Fix typing errors in this essay\n"]}]}]}
\ No newline at end of file
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+  "colab": {
+   "provenance": [],
+   "authorship_tag": "ABX9TyO8HHo9/NuZY8QnCvjrXaYb"
+  },
+  "kernelspec": {
+   "name": "python3",
+   "display_name": "Python 3"
+  },
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "#Essay Revision\n",
+    "The goal of this notebook is to use data argumentation to have data on improving essays. The way this is done is by taking a template \"good\" essay and making step by step changes that make it worse and add intructions on how to fix it."
+   ],
+   "metadata": {
+    "id": "o0lAqmWhsiUe"
+   }
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "import nltk\n",
+    "\n",
+    "nltk.download(\"wordnet\")\n",
+    "nltk.download(\"omw-1.4\")"
+   ],
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "AFUIjc7xw25A",
+    "executionInfo": {
+     "status": "ok",
+     "timestamp": 1672489678465,
+     "user_tz": -60,
+     "elapsed": 240,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     }
+    },
+    "outputId": "01c13cd7-7252-4948-fd9a-f36919f2214b"
+   },
+   "execution_count": 35,
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stderr",
+     "text": [
+      "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
+      "[nltk_data]   Package wordnet is already up-to-date!\n",
+      "[nltk_data] Downloading package omw-1.4 to /root/nltk_data...\n"
+     ]
+    },
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "metadata": {},
+     "execution_count": 35
+    }
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Put your essay here, [source of the essay used ](https://www.thewisdompost.com/essay/technology-essay/3387#essay-on-technology-for-college-and-university-students-essay-2-750-words)"
+   ],
+   "metadata": {
+    "id": "EcDYv9cnv18v"
+   }
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "essay = \"\"\"\n",
+    "We live in a world driven by technology — hardly anyone would argue with you if you said this. Technology, literally meaning the “science of craft”, refers to the collection of techniques, skills, methods, and processes used to produce goods or services or for accomplishing objectives such as scientific investigation. Technology can be embedded in machines enabling them to be used by people even without a detailed knowledge of their inner workings.\n",
+    "Technological growth is closely linked to the expansion of scientific research and knowledge. In the last 50 years, thanks to the exponential increases in computing power and microchip design and manufacture, there has been unprecedented innovation and technological growth in nearly every field of human endeavour from health and transport to industrial production and education.\n",
+    "\n",
+    "It is automotive technology that drives today’s electric and hybrid cars, and which will drive tomorrow’s driverless cars, hover-taxis and space cabs.\n",
+    "It is technology that drives the ubiquitous mobile phones that you will now find in the hands of even the poorest of the world’s poor. It is technology that creates hybrid seeds that resist inhospitable climatic conditions and difficult terrain, giving high yields in shorter times.\n",
+    "It is advancing medical technology that makes remote surgery, minimally invasive surgery and life-saving cures using stem cell transplants. Technology puts spacecrafts on asteroids and distant planets and lets us see new worlds. Technology splits atoms, revealing their secrets, and gives us ways to exploit them to create energy, quantum storage for data, and virtual reality games.\n",
+    "\n",
+    "There are people who strongly oppose technology and claim that it spells the death of ‘humanity’, and that we are approaching the day when machines will rule everything. They refer to fans of technology as ‘techies’ or sometimes ‘geeks’. On the other hand, proponents of technology call these people Luddites, a derogatory name for someone who is opposed to industrialisation, automation, computerisation and new technologies in general.\n",
+    "Is this true? Is technology really a curse disguised as a blessing? Many believe that the convergence of biotechnology and AI might be the most consequential development of all.\n",
+    "\n",
+    "In the last five decades, two areas in particular have grown faster than the rest, powered by research and advances in computing power. One is artificial intelligence, or AI; the other is biotechnology. Huge benefits have emerged from each of them for human beings in general, such as self-driving cars — which will dramatically reduce the death rate from road accidents — and robotic surgery, which enables precise, highly efficient and targeted surgical interventions.\n",
+    "Yet, visionaries like Yuval Noah Harari, author of the best-selling Homo sapiens and Deus, are now warning that the convergence of biotechnology and AI will irreversibly and unpredictably change both the quality of human life and its challenges in the next few decades. A good example of this is the facial recognition technology that is now present in all photo management programs. The AI in the software is capable of not only spotting the faces in every photograph but also recognising the person by name.\n",
+    "This technology has now expanded so that photo apps can recognise cats, dogs, beaches, mountains and cars too. Computers with AI are already correctly identifying human emotions through observing facial expressions and body movements. Some robots are able to mimic human emotions. This is called affective computing, sometimes called artificial emotional intelligence, and refers to the study and development of systems and devices that can recognize, interpret, process, and simulate human affects.\n",
+    "\n",
+    "The ability to read human emotions is just a step away from predicting human emotions. For example, if a computer attached to a video camera could identify which products a consumer is showing greater interest in or which ones he is really keen to buy, various tactics could be used to influence her to buy it.\n",
+    "Activists worry that computers that can understand and anticipate human wishes and desires by scanning their irises and analysing their micro-expressions could also be programmed to exploit and manipulate them.\n",
+    "Another very real fear is that humanoid computers with human-like skin, speech, and expressions could jeopardise and dehumanise relationship and create emotional vacuums.\n",
+    "\n",
+    "An enduring fear of Luddites has always been that computers will rob humans of their livelihood by taking their jobs and doing them more efficiently at lower cost. However, in reality the exact opposite has happened. As computerised machines began taking over mechanical and repetitive human activities, new jobs for people opened up that needs thinking and analytical skills and judgement, or human interpersonal skills. A good example is the worldwide proliferation of call centres.\n",
+    "When drones were invented many feared that pilots would soon be redundant. However, few people know that it takes almost 30 people to fly one military drone, and an additional 50 people to analyze and make sense of the data being streamed back by the drone.\n",
+    "The US army suffers from a serious shortage of trained, high quality drone pilots; anyone who masters this skill will have a job. But a social scientist warns that in 10 years, it is certain that computers will be flying that drone and humans will be redundant. Equally sure is that some brand new skill requirement will have opened up with advancing technology, calling for new talents.\n",
+    "\n",
+    "In the 20th century, a young man was supposed to choose a skill, vocation or profession, master it through education and practice, and then earn a living from it till he or she retired. However, the fast-changing nature of technology is making skills obsolete at a higher rate than ever before. To survive, tomorrow young man must keep re-inventing himself and updating his skills continuously. Life could be difficult if every new skill has a shelf life of only a decade or so.\n",
+    "Or perhaps one could look at it the other way — and say that changing technology will keep human beings on their toes throughout their life.\n",
+    "\n",
+    "Technology is the result of human inventiveness. It reflects our evolutionary heritage. We are neither strong like gorillas or tigers, nor fast like cheetahs and hawks, but our brains and thinking powers have given us the greatest edge of any species on the planet. Technology is a result.\n",
+    "Technology is either inherently good or bad; it is how we use it that makes it so. The splitting of a hydrogen atom is technology at work. As history has shown us, technology can equally be used to make a nuclear bomb that kills millions — or generate electricity that lights up a million homes.\n",
+    "\"\"\""
+   ],
+   "metadata": {
+    "id": "wvJHUeTJsiC7",
+    "executionInfo": {
+     "status": "ok",
+     "timestamp": 1672490871113,
+     "user_tz": -60,
+     "elapsed": 250,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     }
+    }
+   },
+   "execution_count": 58,
+   "outputs": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "id": "_ttU0Ma8p1_U",
+    "executionInfo": {
+     "status": "ok",
+     "timestamp": 1672487908938,
+     "user_tz": -60,
+     "elapsed": 5,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     }
+    }
+   },
+   "outputs": [],
+   "source": [
+    "instructions = []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "# Make stucture error (shuffle one paragraph with another)\n",
+    "essay_paragraphs = essay.split(\"\\n\\n\")\n",
+    "\n",
+    "rand1 = random.randint(0, len(essay_paragraphs) - 1)\n",
+    "rand2 = random.randint(0, len(essay_paragraphs) - 1)\n",
+    "\n",
+    "temp = essay_paragraphs[rand1]\n",
+    "essay_paragraphs[rand1] = essay_paragraphs[rand2]\n",
+    "essay_paragraphs[rand2] = temp\n",
+    "\n",
+    "essay = \"\"\n",
+    "for i in essay_paragraphs:\n",
+    "    essay += i\n",
+    "    essay += \"\\n\\n\"\n",
+    "\n",
+    "instructions.append(\"Fix structure errors in this essay\")"
+   ],
+   "metadata": {
+    "id": "Evaej8oH8VLH",
+    "executionInfo": {
+     "status": "ok",
+     "timestamp": 1672490937384,
+     "user_tz": -60,
+     "elapsed": 232,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     }
+    }
+   },
+   "execution_count": 64,
+   "outputs": []
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "# Make grammar erros (more like: change random words into words of similar meaning)\n",
+    "import nltk\n",
+    "from nltk.corpus import wordnet\n",
+    "import random\n",
+    "\n",
+    "essay_words = essay.split()\n",
+    "\n",
+    "for i in range(len(essay_words)):\n",
+    "    if random.randint(0, 100) < 30:\n",
+    "        suggestion = []\n",
+    "        for syn in wordnet.synsets(essay_words[i]):\n",
+    "            for l in syn.lemmas():\n",
+    "                suggestion.append(l.name())\n",
+    "        if suggestion != []:\n",
+    "            essay_words[i] = suggestion[random.randint(0, len(suggestion) - 1)]\n",
+    "\n",
+    "essay = \"\"\n",
+    "for i in essay_words:\n",
+    "    essay += i\n",
+    "    essay += \" \"\n",
+    "\n",
+    "\n",
+    "instructions.append(\"Fix grammar errors in this essay\")"
+   ],
+   "metadata": {
+    "id": "HhJXyfy-2OmT",
+    "executionInfo": {
+     "status": "ok",
+     "timestamp": 1672490091374,
+     "user_tz": -60,
+     "elapsed": 257,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     }
+    }
+   },
+   "execution_count": 43,
+   "outputs": []
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "# Make typos\n",
+    "import string\n",
+    "import random\n",
+    "\n",
+    "# you can change the number 60 to change how much corrupted this essay will be\n",
+    "for i in range(len(essay) // 60):\n",
+    "    rand = random.randint(0, len(essay))\n",
+    "    essay = essay[:rand] + random.choice(string.ascii_letters) + essay[rand + 1 :]\n",
+    "\n",
+    "instructions.append(\"Fix typing errors in this essay\")"
+   ],
+   "metadata": {
+    "id": "delvA6xEzNwV",
+    "executionInfo": {
+     "status": "ok",
+     "timestamp": 1672490096010,
+     "user_tz": -60,
+     "elapsed": 231,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     }
+    }
+   },
+   "execution_count": 44,
+   "outputs": []
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "# Prints intrcutions (final step)\n",
+    "for i in instructions:\n",
+    "    print(i)"
+   ],
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "4XLAXom_zGsR",
+    "executionInfo": {
+     "status": "ok",
+     "timestamp": 1672484222869,
+     "user_tz": -60,
+     "elapsed": 364,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     }
+    },
+    "outputId": "b741c776-41af-4ad5-8ab7-1825b19018ab"
+   },
+   "execution_count": 8,
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "Fix typing errors in this essay\n"
+     ]
+    }
+   ]
+  }
+ ]
+}
diff --git a/notebooks/detoxify-evaluation/DetoxityEvaluation.ipynb b/notebooks/detoxify-evaluation/DetoxityEvaluation.ipynb
index 3924ea29..907c4365 100644
--- a/notebooks/detoxify-evaluation/DetoxityEvaluation.ipynb
+++ b/notebooks/detoxify-evaluation/DetoxityEvaluation.ipynb
@@ -46,14 +46,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "detoxify_models = ['original', \"original-small\", 'multilingual', 'unbiased', 'unbiased-small']\n",
+    "detoxify_models = [\"original\", \"original-small\", \"multilingual\", \"unbiased\", \"unbiased-small\"]\n",
     "\n",
-    "not_obvious_toxic = [ \n",
+    "not_obvious_toxic = [\n",
     "    \"I'm not a racist, but I don't like afroamerican people\",\n",
     "    \"I love my girlfriend, but I don't like her black friends\",\n",
     "    \"My girfriend is the best and most loving person in the world as long as she doesn't leave the kitchen\",\n",
     "    \"My girlfriend is 12 years old but I love her, after all age is just a number\",\n",
-    "    \"You are like a star to me, you should stay milion of light years away\"\n",
+    "    \"You are like a star to me, you should stay milion of light years away\",\n",
     "]\n",
     "\n",
     "not_obvious_non_toxic = [\n",
@@ -61,15 +61,15 @@
     "    \"I love my girlfriend so much I would kill for her\",\n",
     "    \"Wow you have an important event soon? Break a leg!\",\n",
     "    \"I'm 35 and my girlfriend is 12. Can we do quests together with such a huge level gap?\",\n",
-    "    \"I have reat this really awesome book about barbarians slaughtering villages and raping women\"\n",
+    "    \"I have reat this really awesome book about barbarians slaughtering villages and raping women\",\n",
     "]\n",
     "\n",
-    "obvious_toxic =[ \n",
+    "obvious_toxic = [\n",
     "    \"I absolutly hate you man\",\n",
     "    \"This question is pathetic, you are an idiot\",\n",
     "    \"I hate this minority and I think they should be exterminated\",\n",
     "    \"Women should only work in the kitchen and keep the house clean\",\n",
-    "    \"Men should always be muscular and never cry \"\n",
+    "    \"Men should always be muscular and never cry \",\n",
     "]\n",
     "\n",
     "obvious_non_toxic = [\n",
@@ -77,13 +77,13 @@
     "    \"You are a very good friend and you mean a lot to me\",\n",
     "    \"What are we having for dinner tonight?\",\n",
     "    \"People should read more books as they are very educating\",\n",
-    "    \"We just returned from our trip to Spain\"\n",
+    "    \"We just returned from our trip to Spain\",\n",
     "]\n",
     "\n",
     "word_site = \"https://www.mit.edu/~ecprice/wordlist.10000\"\n",
     "response = requests.get(word_site)\n",
-    "WORDS = [word.decode('utf-8') for word in response.content.splitlines()]\n",
-    "DEVICE = 'cuda'"
+    "WORDS = [word.decode(\"utf-8\") for word in response.content.splitlines()]\n",
+    "DEVICE = \"cuda\""
    ]
   },
   {
@@ -93,7 +93,7 @@
    "outputs": [],
    "source": [
     "def random_sentence(sentence_length):\n",
-    "    return ' '.join([WORDS[random.randint(0, len(WORDS)-1)] for i in range(sentence_length)])"
+    "    return \" \".join([WORDS[random.randint(0, len(WORDS) - 1)] for i in range(sentence_length)])"
    ]
   },
   {
@@ -111,10 +111,10 @@
    "outputs": [],
    "source": [
     "for model in detoxify_models:\n",
-    "    print(f'Loading {model} model')\n",
+    "    print(f\"Loading {model} model\")\n",
     "    Detoxify(model)\n",
     "    gc.collect()\n",
-    "    print(f'Loaded {model} model')"
+    "    print(f\"Loaded {model} model\")"
    ]
   },
   {
@@ -187,86 +187,103 @@
     "    torch.cuda.empty_cache()\n",
     "    initial_memory = torch.cuda.memory_allocated()\n",
     "    model = Detoxify(model_name, device=DEVICE)\n",
-    "    model_memory = (torch.cuda.memory_allocated() - initial_memory) / (1024*1024)\n",
+    "    model_memory = (torch.cuda.memory_allocated() - initial_memory) / (1024 * 1024)\n",
     "\n",
     "    max_sentence_length = 4000\n",
     "    max_batch_size = 128\n",
     "    sentence_step = 500\n",
     "    batch_step = 32\n",
     "\n",
-    "    memory_heatmap = pd.DataFrame(columns= [i for i in range(sentence_step, max_sentence_length + 1, sentence_step)], index=[i for i in range(batch_step, max_batch_size + 1, batch_step)])\n",
-    "    execution_time_heatmap = pd.DataFrame(columns=[i for i in range(sentence_step, max_sentence_length + 1, sentence_step)], index=[i for i in range(batch_step, max_batch_size + 1, batch_step)])\n",
+    "    memory_heatmap = pd.DataFrame(\n",
+    "        columns=[i for i in range(sentence_step, max_sentence_length + 1, sentence_step)],\n",
+    "        index=[i for i in range(batch_step, max_batch_size + 1, batch_step)],\n",
+    "    )\n",
+    "    execution_time_heatmap = pd.DataFrame(\n",
+    "        columns=[i for i in range(sentence_step, max_sentence_length + 1, sentence_step)],\n",
+    "        index=[i for i in range(batch_step, max_batch_size + 1, batch_step)],\n",
+    "    )\n",
     "\n",
-    "    for word_size in range (sentence_step, max_sentence_length + 1, sentence_step):\n",
+    "    for word_size in range(sentence_step, max_sentence_length + 1, sentence_step):\n",
     "        for batch_size in range(batch_step, max_batch_size + 1, batch_step):\n",
     "            start_time = time.time()\n",
     "            inputs = [random_sentence(word_size) for i in range(batch_size)]\n",
     "            _ = model.predict(inputs)\n",
-    "                   \n",
-    "            memory_heatmap.loc[batch_size, word_size] = (torch.cuda.max_memory_allocated() - initial_memory)/(1024*1024)\n",
-    "            execution_time_heatmap.loc[batch_size, word_size] =  time.time() - start_time\n",
-    "            \n",
+    "\n",
+    "            memory_heatmap.loc[batch_size, word_size] = (torch.cuda.max_memory_allocated() - initial_memory) / (\n",
+    "                1024 * 1024\n",
+    "            )\n",
+    "            execution_time_heatmap.loc[batch_size, word_size] = time.time() - start_time\n",
+    "\n",
     "            del inputs, _\n",
     "            torch.cuda.empty_cache()\n",
     "            torch.cuda.reset_peak_memory_stats()\n",
     "    plt.figure(figsize=(20, 20))\n",
-    "    plt.suptitle(f'Detoxify model \"{model_name}\" base memory usage = {model_memory:.2f} MB', fontsize=36) \n",
+    "    plt.suptitle(f'Detoxify model \"{model_name}\" base memory usage = {model_memory:.2f} MB', fontsize=36)\n",
     "\n",
-    "    plt.subplot(2,2,1)\n",
-    "    sns.heatmap(memory_heatmap.astype(float), annot=True, fmt=\".0f\", cmap='Blues')\n",
-    "    plt.title(f'{model_name} model inference memory usage (MB)')\n",
-    "    plt.xlabel('Sentence length')\n",
-    "    plt.ylabel('Batch size')\n",
-    "   \n",
-    "    plt.subplot(2,2,2)\n",
-    "    sns.heatmap(execution_time_heatmap.astype(float), annot=True, fmt=\".2f\", cmap='Blues')\n",
-    "    plt.title(f'{model_name} model inference execution time (seconds)')\n",
-    "    plt.xlabel('Sentence length')\n",
-    "    plt.ylabel('Batch size')\n",
-    "    \n",
+    "    plt.subplot(2, 2, 1)\n",
+    "    sns.heatmap(memory_heatmap.astype(float), annot=True, fmt=\".0f\", cmap=\"Blues\")\n",
+    "    plt.title(f\"{model_name} model inference memory usage (MB)\")\n",
+    "    plt.xlabel(\"Sentence length\")\n",
+    "    plt.ylabel(\"Batch size\")\n",
     "\n",
+    "    plt.subplot(2, 2, 2)\n",
+    "    sns.heatmap(execution_time_heatmap.astype(float), annot=True, fmt=\".2f\", cmap=\"Blues\")\n",
+    "    plt.title(f\"{model_name} model inference execution time (seconds)\")\n",
+    "    plt.xlabel(\"Sentence length\")\n",
+    "    plt.ylabel(\"Batch size\")\n",
     "\n",
     "    max_sentence_length = 4000\n",
     "    max_batch_size = 16\n",
     "    sentence_step = 500\n",
     "    batch_step = 4\n",
     "\n",
-    "    memory_heatmap = pd.DataFrame(columns=[i for i in range(sentence_step, max_sentence_length + 1, sentence_step)], index=[i for i in range(batch_step, max_batch_size + 1, batch_step)])\n",
-    "    execution_time_heatmap = pd.DataFrame(columns=[i for i in range(sentence_step, max_sentence_length + 1, sentence_step)], index=[i for i in range(batch_step, max_batch_size + 1, batch_step)])\n",
+    "    memory_heatmap = pd.DataFrame(\n",
+    "        columns=[i for i in range(sentence_step, max_sentence_length + 1, sentence_step)],\n",
+    "        index=[i for i in range(batch_step, max_batch_size + 1, batch_step)],\n",
+    "    )\n",
+    "    execution_time_heatmap = pd.DataFrame(\n",
+    "        columns=[i for i in range(sentence_step, max_sentence_length + 1, sentence_step)],\n",
+    "        index=[i for i in range(batch_step, max_batch_size + 1, batch_step)],\n",
+    "    )\n",
     "\n",
     "    optimizer = torch.optim.Adam(model.model.parameters(), lr=0.0001)\n",
-    "    for word_size in range (sentence_step, max_sentence_length + 1, sentence_step):\n",
+    "    for word_size in range(sentence_step, max_sentence_length + 1, sentence_step):\n",
     "        for batch_size in range(batch_step, max_batch_size + 1, batch_step):\n",
     "            model.model.train()\n",
     "            start_time = time.time()\n",
-    "            \n",
+    "\n",
     "            inputs = [random_sentence(word_size) for i in range(batch_size)]\n",
-    "            outputs = model.model(**model.tokenizer(inputs, return_tensors='pt', padding=True, truncation=True).to(DEVICE))[0]\n",
+    "            outputs = model.model(\n",
+    "                **model.tokenizer(inputs, return_tensors=\"pt\", padding=True, truncation=True).to(DEVICE)\n",
+    "            )[0]\n",
     "            outputs = torch.sigmoid(outputs)\n",
     "            random_outputs = torch.rand(outputs.shape).to(DEVICE)\n",
     "            loss = torch.nn.functional.binary_cross_entropy(outputs, random_outputs)\n",
     "            loss.backward()\n",
     "            optimizer.step()\n",
-    "            \n",
-    "            memory_heatmap.loc[batch_size, word_size] = (torch.cuda.max_memory_allocated() - initial_memory)/(1024*1024)\n",
-    "            execution_time_heatmap.loc[batch_size, word_size] =  time.time() - start_time\n",
-    "            \n",
+    "\n",
+    "            memory_heatmap.loc[batch_size, word_size] = (torch.cuda.max_memory_allocated() - initial_memory) / (\n",
+    "                1024 * 1024\n",
+    "            )\n",
+    "            execution_time_heatmap.loc[batch_size, word_size] = time.time() - start_time\n",
+    "\n",
     "            del inputs, outputs, random_outputs, loss\n",
     "            torch.cuda.empty_cache()\n",
     "            torch.cuda.reset_peak_memory_stats()\n",
-    "    \n",
-    "    plt.subplot(2,2,3)\n",
-    "    sns.heatmap(memory_heatmap.astype(float), annot=True, fmt=\".0f\", cmap='Blues')\n",
-    "    plt.title(f'{model_name} model training memory usage (MB)')\n",
-    "    plt.xlabel('Sentence length')\n",
-    "    plt.ylabel('Batch size')\n",
-    "    \n",
-    "    plt.subplot(2,2,4)\n",
-    "    sns.heatmap(execution_time_heatmap.astype(float), annot=True, fmt=\".2f\", cmap='Blues')\n",
-    "    plt.title(f'{model_name} model training execution time (seconds)')\n",
-    "    plt.xlabel('Sentence length')\n",
-    "    plt.ylabel('Batch size')\n",
-    "  \n",
+    "\n",
+    "    plt.subplot(2, 2, 3)\n",
+    "    sns.heatmap(memory_heatmap.astype(float), annot=True, fmt=\".0f\", cmap=\"Blues\")\n",
+    "    plt.title(f\"{model_name} model training memory usage (MB)\")\n",
+    "    plt.xlabel(\"Sentence length\")\n",
+    "    plt.ylabel(\"Batch size\")\n",
+    "\n",
+    "    plt.subplot(2, 2, 4)\n",
+    "    sns.heatmap(execution_time_heatmap.astype(float), annot=True, fmt=\".2f\", cmap=\"Blues\")\n",
+    "    plt.title(f\"{model_name} model training execution time (seconds)\")\n",
+    "    plt.xlabel(\"Sentence length\")\n",
+    "    plt.ylabel(\"Batch size\")\n",
+    "\n",
+    "\n",
     "for m in detoxify_models:\n",
     "    check_model(m)"
    ]
@@ -369,29 +386,30 @@
     "    must_be_toxic = pd.DataFrame(model.predict(obvious_toxic))\n",
     "    must_not_be_toxic = pd.DataFrame(model.predict(obvious_non_toxic))\n",
     "\n",
-    "    nl = \"\\n\"# f strings don't support new lines\n",
+    "    nl = \"\\n\"  # f strings don't support new lines\n",
     "    plt.figure(figsize=(15, 15))\n",
     "    plt.suptitle(f'Detoxify model \"{model_name}\" outputs', fontsize=30)\n",
-    "    plt.subplot(2,2,1)\n",
-    "    sns.heatmap(should_be_toxic, annot=True, fmt=\".2f\", cmap='Blues')\n",
+    "    plt.subplot(2, 2, 1)\n",
+    "    sns.heatmap(should_be_toxic, annot=True, fmt=\".2f\", cmap=\"Blues\")\n",
     "    plt.title(f'not obvious toxic {nl} { \"\".join([f\"{i}: {s} {nl}\" for i, s in enumerate(not_obvious_toxic)])}')\n",
     "\n",
-    "    plt.subplot(2,2,2)\n",
-    "    sns.heatmap(should_not_be_toxic, annot=True, fmt=\".2f\", cmap='Blues')\n",
+    "    plt.subplot(2, 2, 2)\n",
+    "    sns.heatmap(should_not_be_toxic, annot=True, fmt=\".2f\", cmap=\"Blues\")\n",
     "    plt.title(f'not obvious not toxic {nl} { \"\".join([f\"{i}: {s} {nl}\" for i, s in enumerate(not_obvious_non_toxic)])}')\n",
     "\n",
-    "    plt.subplot(2,2,3)\n",
-    "    sns.heatmap(must_be_toxic, annot=True, fmt=\".2f\", cmap='Blues')\n",
+    "    plt.subplot(2, 2, 3)\n",
+    "    sns.heatmap(must_be_toxic, annot=True, fmt=\".2f\", cmap=\"Blues\")\n",
     "    plt.title(f'obvious toxic {nl} { \"\".join([f\"{i}: {s} {nl}\" for i, s in enumerate(obvious_toxic)])}')\n",
     "\n",
-    "    plt.subplot(2,2,4)\n",
-    "    sns.heatmap(must_not_be_toxic, annot=True, fmt=\".2f\", cmap='Blues')\n",
+    "    plt.subplot(2, 2, 4)\n",
+    "    sns.heatmap(must_not_be_toxic, annot=True, fmt=\".2f\", cmap=\"Blues\")\n",
     "    plt.title(f'obvious not toxic {nl} { \"\".join([f\"{i}: {s} {nl}\" for i, s in enumerate(obvious_non_toxic)])}')\n",
-    "    \n",
+    "\n",
     "    plt.tight_layout()\n",
     "\n",
+    "\n",
     "for m in detoxify_models:\n",
-    "    check_outputs(m)\n"
+    "    check_outputs(m)"
    ]
   },
   {

From d717c48a92e1c74cf9a8cf8ffd6bb90b89230050 Mon Sep 17 00:00:00 2001
From: Janosh Riebesell <janosh.riebesell@gmail.com>
Date: Tue, 3 Jan 2023 06:43:31 -0800
Subject: [PATCH 5/5] black-jupyter again after merge-conflict fix

---
 .../data-argumentation/EssayRevision.ipynb    | 325 +++++++++++++++++-
 1 file changed, 324 insertions(+), 1 deletion(-)

diff --git a/notebooks/data-argumentation/EssayRevision.ipynb b/notebooks/data-argumentation/EssayRevision.ipynb
index bcd13d45..cba9bc5b 100644
--- a/notebooks/data-argumentation/EssayRevision.ipynb
+++ b/notebooks/data-argumentation/EssayRevision.ipynb
@@ -1 +1,324 @@
-{"cells":[{"cell_type":"markdown","metadata":{"id":"o0lAqmWhsiUe"},"source":["#Essay Revision\n","The goal of this notebook is to use data argumentation to have data on improving essays. The way this is done is by taking a template \"good\" essay and making step by step changes that make it worse and add intructions on how to fix it."]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":240,"status":"ok","timestamp":1672489678465,"user":{"displayName":"Graverman","userId":"06659155231973912985"},"user_tz":-60},"id":"AFUIjc7xw25A","outputId":"01c13cd7-7252-4948-fd9a-f36919f2214b"},"outputs":[{"name":"stderr","output_type":"stream","text":["[nltk_data] Downloading package wordnet to\n","[nltk_data]     C:\\Users\\Chandru\\AppData\\Roaming\\nltk_data...\n","[nltk_data]   Package wordnet is already up-to-date!\n","[nltk_data] Downloading package omw-1.4 to\n","[nltk_data]     C:\\Users\\Chandru\\AppData\\Roaming\\nltk_data...\n","[nltk_data]   Package omw-1.4 is already up-to-date!\n"]}],"source":["import nltk\n","nltk.download('wordnet')\n","nltk.download('omw-1.4')\n","import random"]},{"cell_type":"markdown","metadata":{"id":"EcDYv9cnv18v"},"source":["Put your essay here, [source of the essay used ](https://www.thewisdompost.com/essay/technology-essay/3387#essay-on-technology-for-college-and-university-students-essay-2-750-words)"]},{"cell_type":"code","execution_count":6,"metadata":{"executionInfo":{"elapsed":250,"status":"ok","timestamp":1672490871113,"user":{"displayName":"Graverman","userId":"06659155231973912985"},"user_tz":-60},"id":"wvJHUeTJsiC7"},"outputs":[],"source":["essay = \"\"\"\n","We live in a world driven by technology — hardly anyone would argue with you if you said this. Technology, literally meaning the “science of craft”, refers to the collection of techniques, skills, methods, and processes used to produce goods or services or for accomplishing objectives such as scientific investigation. Technology can be embedded in machines enabling them to be used by people even without a detailed knowledge of their inner workings.\n","Technological growth is closely linked to the expansion of scientific research and knowledge. In the last 50 years, thanks to the exponential increases in computing power and microchip design and manufacture, there has been unprecedented innovation and technological growth in nearly every field of human endeavour from health and transport to industrial production and education.\n","\n","It is automotive technology that drives today’s electric and hybrid cars, and which will drive tomorrow’s driverless cars, hover-taxis and space cabs.\n","It is technology that drives the ubiquitous mobile phones that you will now find in the hands of even the poorest of the world’s poor. It is technology that creates hybrid seeds that resist inhospitable climatic conditions and difficult terrain, giving high yields in shorter times.\n","It is advancing medical technology that makes remote surgery, minimally invasive surgery and life-saving cures using stem cell transplants. Technology puts spacecrafts on asteroids and distant planets and lets us see new worlds. Technology splits atoms, revealing their secrets, and gives us ways to exploit them to create energy, quantum storage for data, and virtual reality games.\n","\n","There are people who strongly oppose technology and claim that it spells the death of ‘humanity’, and that we are approaching the day when machines will rule everything. They refer to fans of technology as ‘techies’ or sometimes ‘geeks’. On the other hand, proponents of technology call these people Luddites, a derogatory name for someone who is opposed to industrialisation, automation, computerisation and new technologies in general.\n","Is this true? Is technology really a curse disguised as a blessing? Many believe that the convergence of biotechnology and AI might be the most consequential development of all.\n","\n","In the last five decades, two areas in particular have grown faster than the rest, powered by research and advances in computing power. One is artificial intelligence, or AI; the other is biotechnology. Huge benefits have emerged from each of them for human beings in general, such as self-driving cars — which will dramatically reduce the death rate from road accidents — and robotic surgery, which enables precise, highly efficient and targeted surgical interventions.\n","Yet, visionaries like Yuval Noah Harari, author of the best-selling Homo sapiens and Deus, are now warning that the convergence of biotechnology and AI will irreversibly and unpredictably change both the quality of human life and its challenges in the next few decades. A good example of this is the facial recognition technology that is now present in all photo management programs. The AI in the software is capable of not only spotting the faces in every photograph but also recognising the person by name.\n","This technology has now expanded so that photo apps can recognise cats, dogs, beaches, mountains and cars too. Computers with AI are already correctly identifying human emotions through observing facial expressions and body movements. Some robots are able to mimic human emotions. This is called affective computing, sometimes called artificial emotional intelligence, and refers to the study and development of systems and devices that can recognize, interpret, process, and simulate human affects.\n","\n","The ability to read human emotions is just a step away from predicting human emotions. For example, if a computer attached to a video camera could identify which products a consumer is showing greater interest in or which ones he is really keen to buy, various tactics could be used to influence her to buy it.\n","Activists worry that computers that can understand and anticipate human wishes and desires by scanning their irises and analysing their micro-expressions could also be programmed to exploit and manipulate them.\n","Another very real fear is that humanoid computers with human-like skin, speech, and expressions could jeopardise and dehumanise relationship and create emotional vacuums.\n","\n","An enduring fear of Luddites has always been that computers will rob humans of their livelihood by taking their jobs and doing them more efficiently at lower cost. However, in reality the exact opposite has happened. As computerised machines began taking over mechanical and repetitive human activities, new jobs for people opened up that needs thinking and analytical skills and judgement, or human interpersonal skills. A good example is the worldwide proliferation of call centres.\n","When drones were invented many feared that pilots would soon be redundant. However, few people know that it takes almost 30 people to fly one military drone, and an additional 50 people to analyze and make sense of the data being streamed back by the drone.\n","The US army suffers from a serious shortage of trained, high quality drone pilots; anyone who masters this skill will have a job. But a social scientist warns that in 10 years, it is certain that computers will be flying that drone and humans will be redundant. Equally sure is that some brand new skill requirement will have opened up with advancing technology, calling for new talents.\n","\n","In the 20th century, a young man was supposed to choose a skill, vocation or profession, master it through education and practice, and then earn a living from it till he or she retired. However, the fast-changing nature of technology is making skills obsolete at a higher rate than ever before. To survive, tomorrow young man must keep re-inventing himself and updating his skills continuously. Life could be difficult if every new skill has a shelf life of only a decade or so.\n","Or perhaps one could look at it the other way — and say that changing technology will keep human beings on their toes throughout their life.\n","\n","Technology is the result of human inventiveness. It reflects our evolutionary heritage. We are neither strong like gorillas or tigers, nor fast like cheetahs and hawks, but our brains and thinking powers have given us the greatest edge of any species on the planet. Technology is a result.\n","Technology is either inherently good or bad; it is how we use it that makes it so. The splitting of a hydrogen atom is technology at work. As history has shown us, technology can equally be used to make a nuclear bomb that kills millions — or generate electricity that lights up a million homes.\n","\"\"\""]},{"cell_type":"code","execution_count":7,"metadata":{"executionInfo":{"elapsed":5,"status":"ok","timestamp":1672487908938,"user":{"displayName":"Graverman","userId":"06659155231973912985"},"user_tz":-60},"id":"_ttU0Ma8p1_U"},"outputs":[],"source":["instructions = []"]},{"cell_type":"code","execution_count":8,"metadata":{"executionInfo":{"elapsed":232,"status":"ok","timestamp":1672490937384,"user":{"displayName":"Graverman","userId":"06659155231973912985"},"user_tz":-60},"id":"Evaej8oH8VLH"},"outputs":[],"source":["# Make stucture error (shuffle one paragraph with another)\n","essay_paragraphs = essay.split('\\n\\n') #Splitting a String by newline character (\\n)\n","\n","rand1 = random.randint(0, len(essay_paragraphs) - 1)\n","rand2 = random.randint(0, len(essay_paragraphs) - 1)\n","\n","temp = essay_paragraphs[rand1]\n","essay_paragraphs[rand1] = essay_paragraphs[rand2]\n","essay_paragraphs[rand2] = temp\n","\n","essay = \"\"\n","for i in essay_paragraphs:\n","  essay += i\n","  essay += \"\\n\\n\"\n","\n","instructions.append(\"Fix structure errors in this essay\")"]},{"cell_type":"code","execution_count":9,"metadata":{"executionInfo":{"elapsed":257,"status":"ok","timestamp":1672490091374,"user":{"displayName":"Graverman","userId":"06659155231973912985"},"user_tz":-60},"id":"HhJXyfy-2OmT"},"outputs":[],"source":["# Make grammar erros (more like: change random words into words of similar meaning)\n","import nltk\n","from nltk.corpus import wordnet\n","import random\n","\n","essay_words = essay.split()\n","\n","for i in range(len(essay_words)):\n","  if random.randint(0, 100) < 30:\n","    suggestion = []\n","    for syn in wordnet.synsets(essay_words[i]):\n","      for l in syn.lemmas():\n","        suggestion.append(l.name())\n","    if suggestion != []:\n","      essay_words[i] = suggestion[random.randint(0, len(suggestion) - 1)]\n","\n","essay = \"\"\n","for i in essay_words:\n","  essay += i\n","  essay += \" \"\n","\n","\n","instructions.append(\"Fix grammar errors in this essay\")"]},{"cell_type":"code","execution_count":14,"metadata":{"executionInfo":{"elapsed":231,"status":"ok","timestamp":1672490096010,"user":{"displayName":"Graverman","userId":"06659155231973912985"},"user_tz":-60},"id":"delvA6xEzNwV"},"outputs":[],"source":["# Make typos\n","import string\n","import random\n","\n","# you can change the number 60 to change how much corrupted this essay will be\n","for i in range(len(essay) // 60):\n","  rand = random.randint(0, len(essay))\n","  essay = essay[:rand] + random.choice(string.ascii_letters) + essay[rand+1:]\n","\n","instructions.append(\"Fix typing errors in this essay\")"]},{"cell_type":"code","execution_count":15,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":364,"status":"ok","timestamp":1672484222869,"user":{"displayName":"Graverman","userId":"06659155231973912985"},"user_tz":-60},"id":"4XLAXom_zGsR","outputId":"b741c776-41af-4ad5-8ab7-1825b19018ab"},"outputs":[{"name":"stdout","output_type":"stream","text":["Fix typing errors in this essay\n"]}],"source":["# Prints intrcutions (final step)\n","for i in instructions:\n","  print(i)\n","instructions.clear()"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]}],"metadata":{"colab":{"authorship_tag":"ABX9TyO8HHo9/NuZY8QnCvjrXaYb","provenance":[]},"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":"3.10.4"},"vscode":{"interpreter":{"hash":"492d89208e1af30f4727fd53e254ea56e6b1a843b376782bfa5f6ce13d676265"}}},"nbformat":4,"nbformat_minor":0}
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "o0lAqmWhsiUe"
+   },
+   "source": [
+    "#Essay Revision\n",
+    "The goal of this notebook is to use data argumentation to have data on improving essays. The way this is done is by taking a template \"good\" essay and making step by step changes that make it worse and add intructions on how to fix it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 240,
+     "status": "ok",
+     "timestamp": 1672489678465,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     },
+     "user_tz": -60
+    },
+    "id": "AFUIjc7xw25A",
+    "outputId": "01c13cd7-7252-4948-fd9a-f36919f2214b"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[nltk_data] Downloading package wordnet to\n",
+      "[nltk_data]     C:\\Users\\Chandru\\AppData\\Roaming\\nltk_data...\n",
+      "[nltk_data]   Package wordnet is already up-to-date!\n",
+      "[nltk_data] Downloading package omw-1.4 to\n",
+      "[nltk_data]     C:\\Users\\Chandru\\AppData\\Roaming\\nltk_data...\n",
+      "[nltk_data]   Package omw-1.4 is already up-to-date!\n"
+     ]
+    }
+   ],
+   "source": [
+    "import nltk\n",
+    "\n",
+    "nltk.download(\"wordnet\")\n",
+    "nltk.download(\"omw-1.4\")\n",
+    "import random"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "EcDYv9cnv18v"
+   },
+   "source": [
+    "Put your essay here, [source of the essay used ](https://www.thewisdompost.com/essay/technology-essay/3387#essay-on-technology-for-college-and-university-students-essay-2-750-words)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 250,
+     "status": "ok",
+     "timestamp": 1672490871113,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     },
+     "user_tz": -60
+    },
+    "id": "wvJHUeTJsiC7"
+   },
+   "outputs": [],
+   "source": [
+    "essay = \"\"\"\n",
+    "We live in a world driven by technology — hardly anyone would argue with you if you said this. Technology, literally meaning the “science of craft”, refers to the collection of techniques, skills, methods, and processes used to produce goods or services or for accomplishing objectives such as scientific investigation. Technology can be embedded in machines enabling them to be used by people even without a detailed knowledge of their inner workings.\n",
+    "Technological growth is closely linked to the expansion of scientific research and knowledge. In the last 50 years, thanks to the exponential increases in computing power and microchip design and manufacture, there has been unprecedented innovation and technological growth in nearly every field of human endeavour from health and transport to industrial production and education.\n",
+    "\n",
+    "It is automotive technology that drives today’s electric and hybrid cars, and which will drive tomorrow’s driverless cars, hover-taxis and space cabs.\n",
+    "It is technology that drives the ubiquitous mobile phones that you will now find in the hands of even the poorest of the world’s poor. It is technology that creates hybrid seeds that resist inhospitable climatic conditions and difficult terrain, giving high yields in shorter times.\n",
+    "It is advancing medical technology that makes remote surgery, minimally invasive surgery and life-saving cures using stem cell transplants. Technology puts spacecrafts on asteroids and distant planets and lets us see new worlds. Technology splits atoms, revealing their secrets, and gives us ways to exploit them to create energy, quantum storage for data, and virtual reality games.\n",
+    "\n",
+    "There are people who strongly oppose technology and claim that it spells the death of ‘humanity’, and that we are approaching the day when machines will rule everything. They refer to fans of technology as ‘techies’ or sometimes ‘geeks’. On the other hand, proponents of technology call these people Luddites, a derogatory name for someone who is opposed to industrialisation, automation, computerisation and new technologies in general.\n",
+    "Is this true? Is technology really a curse disguised as a blessing? Many believe that the convergence of biotechnology and AI might be the most consequential development of all.\n",
+    "\n",
+    "In the last five decades, two areas in particular have grown faster than the rest, powered by research and advances in computing power. One is artificial intelligence, or AI; the other is biotechnology. Huge benefits have emerged from each of them for human beings in general, such as self-driving cars — which will dramatically reduce the death rate from road accidents — and robotic surgery, which enables precise, highly efficient and targeted surgical interventions.\n",
+    "Yet, visionaries like Yuval Noah Harari, author of the best-selling Homo sapiens and Deus, are now warning that the convergence of biotechnology and AI will irreversibly and unpredictably change both the quality of human life and its challenges in the next few decades. A good example of this is the facial recognition technology that is now present in all photo management programs. The AI in the software is capable of not only spotting the faces in every photograph but also recognising the person by name.\n",
+    "This technology has now expanded so that photo apps can recognise cats, dogs, beaches, mountains and cars too. Computers with AI are already correctly identifying human emotions through observing facial expressions and body movements. Some robots are able to mimic human emotions. This is called affective computing, sometimes called artificial emotional intelligence, and refers to the study and development of systems and devices that can recognize, interpret, process, and simulate human affects.\n",
+    "\n",
+    "The ability to read human emotions is just a step away from predicting human emotions. For example, if a computer attached to a video camera could identify which products a consumer is showing greater interest in or which ones he is really keen to buy, various tactics could be used to influence her to buy it.\n",
+    "Activists worry that computers that can understand and anticipate human wishes and desires by scanning their irises and analysing their micro-expressions could also be programmed to exploit and manipulate them.\n",
+    "Another very real fear is that humanoid computers with human-like skin, speech, and expressions could jeopardise and dehumanise relationship and create emotional vacuums.\n",
+    "\n",
+    "An enduring fear of Luddites has always been that computers will rob humans of their livelihood by taking their jobs and doing them more efficiently at lower cost. However, in reality the exact opposite has happened. As computerised machines began taking over mechanical and repetitive human activities, new jobs for people opened up that needs thinking and analytical skills and judgement, or human interpersonal skills. A good example is the worldwide proliferation of call centres.\n",
+    "When drones were invented many feared that pilots would soon be redundant. However, few people know that it takes almost 30 people to fly one military drone, and an additional 50 people to analyze and make sense of the data being streamed back by the drone.\n",
+    "The US army suffers from a serious shortage of trained, high quality drone pilots; anyone who masters this skill will have a job. But a social scientist warns that in 10 years, it is certain that computers will be flying that drone and humans will be redundant. Equally sure is that some brand new skill requirement will have opened up with advancing technology, calling for new talents.\n",
+    "\n",
+    "In the 20th century, a young man was supposed to choose a skill, vocation or profession, master it through education and practice, and then earn a living from it till he or she retired. However, the fast-changing nature of technology is making skills obsolete at a higher rate than ever before. To survive, tomorrow young man must keep re-inventing himself and updating his skills continuously. Life could be difficult if every new skill has a shelf life of only a decade or so.\n",
+    "Or perhaps one could look at it the other way — and say that changing technology will keep human beings on their toes throughout their life.\n",
+    "\n",
+    "Technology is the result of human inventiveness. It reflects our evolutionary heritage. We are neither strong like gorillas or tigers, nor fast like cheetahs and hawks, but our brains and thinking powers have given us the greatest edge of any species on the planet. Technology is a result.\n",
+    "Technology is either inherently good or bad; it is how we use it that makes it so. The splitting of a hydrogen atom is technology at work. As history has shown us, technology can equally be used to make a nuclear bomb that kills millions — or generate electricity that lights up a million homes.\n",
+    "\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 5,
+     "status": "ok",
+     "timestamp": 1672487908938,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     },
+     "user_tz": -60
+    },
+    "id": "_ttU0Ma8p1_U"
+   },
+   "outputs": [],
+   "source": [
+    "instructions = []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 232,
+     "status": "ok",
+     "timestamp": 1672490937384,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     },
+     "user_tz": -60
+    },
+    "id": "Evaej8oH8VLH"
+   },
+   "outputs": [],
+   "source": [
+    "# Make stucture error (shuffle one paragraph with another)\n",
+    "essay_paragraphs = essay.split(\"\\n\\n\")  # Splitting a String by newline character (\\n)\n",
+    "\n",
+    "rand1 = random.randint(0, len(essay_paragraphs) - 1)\n",
+    "rand2 = random.randint(0, len(essay_paragraphs) - 1)\n",
+    "\n",
+    "temp = essay_paragraphs[rand1]\n",
+    "essay_paragraphs[rand1] = essay_paragraphs[rand2]\n",
+    "essay_paragraphs[rand2] = temp\n",
+    "\n",
+    "essay = \"\"\n",
+    "for i in essay_paragraphs:\n",
+    "    essay += i\n",
+    "    essay += \"\\n\\n\"\n",
+    "\n",
+    "instructions.append(\"Fix structure errors in this essay\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 257,
+     "status": "ok",
+     "timestamp": 1672490091374,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     },
+     "user_tz": -60
+    },
+    "id": "HhJXyfy-2OmT"
+   },
+   "outputs": [],
+   "source": [
+    "# Make grammar erros (more like: change random words into words of similar meaning)\n",
+    "import nltk\n",
+    "from nltk.corpus import wordnet\n",
+    "import random\n",
+    "\n",
+    "essay_words = essay.split()\n",
+    "\n",
+    "for i in range(len(essay_words)):\n",
+    "    if random.randint(0, 100) < 30:\n",
+    "        suggestion = []\n",
+    "        for syn in wordnet.synsets(essay_words[i]):\n",
+    "            for l in syn.lemmas():\n",
+    "                suggestion.append(l.name())\n",
+    "        if suggestion != []:\n",
+    "            essay_words[i] = suggestion[random.randint(0, len(suggestion) - 1)]\n",
+    "\n",
+    "essay = \"\"\n",
+    "for i in essay_words:\n",
+    "    essay += i\n",
+    "    essay += \" \"\n",
+    "\n",
+    "\n",
+    "instructions.append(\"Fix grammar errors in this essay\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 231,
+     "status": "ok",
+     "timestamp": 1672490096010,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     },
+     "user_tz": -60
+    },
+    "id": "delvA6xEzNwV"
+   },
+   "outputs": [],
+   "source": [
+    "# Make typos\n",
+    "import string\n",
+    "import random\n",
+    "\n",
+    "# you can change the number 60 to change how much corrupted this essay will be\n",
+    "for i in range(len(essay) // 60):\n",
+    "    rand = random.randint(0, len(essay))\n",
+    "    essay = essay[:rand] + random.choice(string.ascii_letters) + essay[rand + 1 :]\n",
+    "\n",
+    "instructions.append(\"Fix typing errors in this essay\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 364,
+     "status": "ok",
+     "timestamp": 1672484222869,
+     "user": {
+      "displayName": "Graverman",
+      "userId": "06659155231973912985"
+     },
+     "user_tz": -60
+    },
+    "id": "4XLAXom_zGsR",
+    "outputId": "b741c776-41af-4ad5-8ab7-1825b19018ab"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fix typing errors in this essay\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Prints intrcutions (final step)\n",
+    "for i in instructions:\n",
+    "    print(i)\n",
+    "instructions.clear()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "authorship_tag": "ABX9TyO8HHo9/NuZY8QnCvjrXaYb",
+   "provenance": []
+  },
+  "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": "3.10.4"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "492d89208e1af30f4727fd53e254ea56e6b1a843b376782bfa5f6ce13d676265"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}