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diff --git a/_sources/docs/about_py.ipynb b/_sources/docs/about_py.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2eb4e9da",
+   "id": "ca5faf77",
    "metadata": {},
    "source": [
     "(about_py)=\n",

diff --git a/_sources/docs/afterthoughts/2020_thoughts.ipynb b/_sources/docs/afterthoughts/2020_thoughts.ipynb
diff --git a/_sources/docs/afterthoughts/2021_thoughts.ipynb b/_sources/docs/afterthoughts/2021_thoughts.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "82cbe5f2",
+   "id": "1f34d03c",
    "metadata": {},
    "source": [
     "# Stock Purchases Thoughts\n",

diff --git a/_sources/docs/afterthoughts/2022_thoughts.ipynb b/_sources/docs/afterthoughts/2022_thoughts.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "532763f7",
+   "id": "5cb3d7d4",
    "metadata": {},
    "source": [
     "# Initial Thoughts\n",

diff --git a/_sources/docs/afterthoughts/2023_thoughts.ipynb b/_sources/docs/afterthoughts/2023_thoughts.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "e5aa7514",
+   "id": "022e56da",
    "metadata": {},
    "outputs": [
     {

diff --git a/_sources/docs/afterthoughts/Industry_notes_trends.ipynb b/_sources/docs/afterthoughts/Industry_notes_trends.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f8e78eca",
+   "id": "8469da9d",
    "metadata": {},
    "source": [
     "# Best Buy And Apple\n",

diff --git a/_sources/docs/ch1_trade_rules_to_live_by.ipynb b/_sources/docs/ch1_trade_rules_to_live_by.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "103d4186",
+   "id": "08484d34",
    "metadata": {},
    "source": [
     "(trading_rules)=\n",

diff --git a/_sources/docs/ch2_code_4trading.ipynb b/_sources/docs/ch2_code_4trading.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c36cdebd",
+   "id": "125eb2dd",
    "metadata": {},
    "source": [
     "(pd_functions)=\n",
@@ -16,7 +16,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "85a38fdd",
+   "id": "6df88369",
    "metadata": {},
    "outputs": [
     {
@@ -59,7 +59,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b1e0ab5",
+   "id": "6fa1042b",
    "metadata": {},
    "source": [
     "% Continue on with pandas examples\n",

diff --git a/_sources/docs/ch3_utility_code.ipynb b/_sources/docs/ch3_utility_code.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7a070d5f",
+   "id": "760675c3",
    "metadata": {},
    "source": [
     "# Web Scrapping and Data Extraction\n",

diff --git a/_sources/docs/ch4_parameters.ipynb b/_sources/docs/ch4_parameters.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6e1e714a",
+   "id": "e089ab8c",
    "metadata": {},
    "source": [
     "(ch4_parameters)=\n",

diff --git a/_sources/docs/ch5_afterthoughts.ipynb b/_sources/docs/ch5_afterthoughts.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "74562352",
+   "id": "f0cd0120",
    "metadata": {},
    "source": [
     "(Afterthoughts)=\n",

diff --git a/_sources/docs/ch6_predictions.ipynb b/_sources/docs/ch6_predictions.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fdc897f0",
+   "id": "6cde73b7",
    "metadata": {},
    "source": [
     "(Predictions)=\n",

diff --git a/_sources/docs/code/projects.ipynb b/_sources/docs/code/projects.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7e9f8b99",
+   "id": "d63979b0",
    "metadata": {},
    "source": [
     "# Stock Investing Projects\n",

diff --git a/_sources/docs/code/task_list.ipynb b/_sources/docs/code/task_list.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "08b80919",
+   "id": "32442c95",
    "metadata": {},
    "source": [
     "# Tasks\n",

diff --git a/_sources/docs/getting_started.ipynb b/_sources/docs/getting_started.ipynb
diff --git a/_sources/docs/glossary.ipynb b/_sources/docs/glossary.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f55c3f14",
+   "id": "f38ebe4f",
    "metadata": {},
    "source": [
     "(glossary)=\n",

diff --git a/_sources/docs/learn_more.ipynb b/_sources/docs/learn_more.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8e60c647",
+   "id": "44365c10",
    "metadata": {},
    "source": [
     "# Learn More\n",
@@ -25,7 +25,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "bc98b744",
+   "id": "65c23211",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35babfaf",
+   "id": "bcb9d96b",
    "metadata": {},
    "source": [
     "Now let\\'s take the inner product"
@@ -47,7 +47,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "9852e1fb",
+   "id": "4b8db8d6",
    "metadata": {},
    "outputs": [
     {
@@ -67,7 +67,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6297c04",
+   "id": "85e7f5b2",
    "metadata": {},
    "source": [
     "The number you see here might vary slightly due to floating point arithmetic\n",
@@ -94,7 +94,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "19750cf5",
+   "id": "fbd7c247",
    "metadata": {},
    "outputs": [
     {
@@ -120,7 +120,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12f31551",
+   "id": "a34819a4",
    "metadata": {},
    "source": [
     "SciPy includes many of the standard routines used in\n",
@@ -182,7 +182,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4514ac7a",
+   "id": "1f1019e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -194,7 +194,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a782add2",
+   "id": "8d6293b8",
    "metadata": {},
    "source": [
     "We can manipulate expressions"
@@ -203,7 +203,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "26045698",
+   "id": "2642c799",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -213,7 +213,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7576418",
+   "id": "8a5f92f7",
    "metadata": {},
    "source": [
     "solve polynomials"
@@ -222,7 +222,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "61dd4385",
+   "id": "d612a04e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -233,7 +233,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "15409a4d",
+   "id": "4ef5e2f7",
    "metadata": {},
    "source": [
     "and calculate limits, derivatives and integrals"
@@ -242,7 +242,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "059ce24e",
+   "id": "fea32b7a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -254,7 +254,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9b7c8b7e",
+   "id": "013d8f38",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -264,7 +264,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dbb6cfe2",
+   "id": "201e0761",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -273,7 +273,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dfa1aa9f",
+   "id": "1cc7b681",
    "metadata": {},
    "source": [
     "The beauty of importing this functionality into Python is that we are\n",
@@ -296,7 +296,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2869c9d8",
+   "id": "5a5ef260",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -313,7 +313,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f267e3d6",
+   "id": "d0791ae1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -322,7 +322,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d1e32eff",
+   "id": "e7d6dab1",
    "metadata": {},
    "source": [
     "## Further Reading\n",

diff --git a/_sources/docs/notes_from_courses.ipynb b/_sources/docs/notes_from_courses.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a736b2f7",
+   "id": "59c97e63",
    "metadata": {},
    "source": [
     "# Course Notes\n",

diff --git a/_sources/docs/predictions/2020_eoy_predictions.ipynb b/_sources/docs/predictions/2020_eoy_predictions.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "22977825",
+   "id": "d3e3b385",
    "metadata": {},
    "source": [
     "(Predictions)=\n",

diff --git a/_sources/docs/predictions/2022_stonk_predictions.ipynb b/_sources/docs/predictions/2022_stonk_predictions.ipynb
diff --git a/_sources/docs/python_by_example.ipynb b/_sources/docs/python_by_example.ipynb
diff --git a/docs/afterthoughts/2020_thoughts.html b/docs/afterthoughts/2020_thoughts.html
@@ -580,7 +580,7 @@ <h1>Stock Purchases Thoughts<a class="headerlink" href="#stock-purchases-thought
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/fc9cae2d00d12a07263b19aa18a5e371d98c3708d52029f75044dd5b8342f44c.png" src="../../_images/fc9cae2d00d12a07263b19aa18a5e371d98c3708d52029f75044dd5b8342f44c.png" />
+<img alt="../../_images/f893e734d666e882a9d73227fa7e14ec7db2578912bf37f58a4aa6706e59e65e.png" src="../../_images/f893e734d666e882a9d73227fa7e14ec7db2578912bf37f58a4aa6706e59e65e.png" />
 </div>
 </div>
 <p>The first few purchases on August 26 and September 03 were profitable, after the failed Sept 08 purchases and surprise drop I emailed the investor relations guy asking about india approval.</p>

diff --git a/docs/getting_started.html b/docs/getting_started.html
@@ -734,7 +734,7 @@ <h4>Inserting Unicode (e.g., Greek Letters)<a class="headerlink" href="#insertin
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/30fcd3d4397769b539c618023ab2c14d1da7332e132671632c181ab46e03dcab.png" src="../_images/30fcd3d4397769b539c618023ab2c14d1da7332e132671632c181ab46e03dcab.png" />
+<img alt="../_images/1654a7a2e5e46041fbc365fd778b434f891e96039e71a3f583e456bbc86859d8.png" src="../_images/1654a7a2e5e46041fbc365fd778b434f891e96039e71a3f583e456bbc86859d8.png" />
 </div>
 </div>
 <p>Don’t worry about the details for now — let’s just run it and see