diff --git a/3exercises/ex23.py b/3exercises/ex23.py
new file mode 100644
index 0000000..1c4c135
--- /dev/null
+++ b/3exercises/ex23.py
@@ -0,0 +1,23 @@
+import sys
+script, input_encoding, error = sys.argv
+
+
+def main(language_file, encoding, errors): # Define "main" function.
+    line = language_file.readline() # Read 1 line.
+
+    if line: # If this is true (which it will be as long as it is not the end of the file)
+        print_line(line, encoding, errors) # Call print_line function
+        return main(language_file, encoding, errors) # Call this function, the if statement will keep it from being an infinite loop. An ingenious sort of "for loop".
+
+
+def print_line(line, encoding, errors): # Define print line function, which does actual encoding of lanugages.
+    next_lang = line.strip() # Strip trailing \n
+    raw_bytes = next_lang.encode(encoding, errors=errors) # Encode language from languages.txt and ecode it into raw bytes. Pass encoding argument to encode()
+    cooked_string = raw_bytes.decode(encoding, errors=errors) # Decode from raw bytes to a string.
+
+    print(raw_bytes, "<==>", cooked_string) # Print raw bytes on the left side, strings on the right.
+
+
+languages = open("languages.txt", encoding="utf-8") # Open languages file.
+
+main(languages, input_encoding, error) # Run main function with current paramaters and kick-start the loop.
diff --git a/3exercises/languages.txt b/3exercises/languages.txt
new file mode 100644
index 0000000..6d47317
--- /dev/null
+++ b/3exercises/languages.txt
@@ -0,0 +1,97 @@
+Afrikaans
+አማርኛ
+Аҧсшәа
+العربية
+Aragonés
+Arpetan
+Azərbaycanca
+Bamanankan
+বাংলা
+Bân-lâm-gú
+Беларуская
+Български
+Boarisch
+Bosanski
+Буряад
+Català
+Чӑвашла
+Čeština
+Cymraeg
+Dansk
+Deutsch
+Eesti
+Ελληνικά
+Español
+Esperanto
+فارسی
+Français
+Frysk
+Gaelg
+Gàidhlig
+Galego
+한국어
+Հայերեն
+हिन्दी
+Hrvatski
+Ido
+Interlingua
+Italiano
+עברית
+ಕನ್ನಡ
+Kapampangan
+ქართული
+Қазақша
+Kreyòl ayisyen
+Latgaļu
+Latina
+Latviešu
+Lëtzebuergesch
+Lietuvių
+Magyar
+Македонски
+Malti
+मराठी
+მარგალური
+مازِرونی
+Bahasa Melayu
+Монгол
+Nederlands
+नेपाल भाषा
+日本語
+Norsk bokmål
+Nouormand
+Occitan
+Oʻzbekcha/ўзбекча
+ਪੰਜਾਬੀ
+پنجابی
+پښتو
+Plattdüütsch
+Polski
+Português
+Română
+Romani
+Русский
+Seeltersk
+Shqip
+Simple English
+Slovenčina
+کوردیی ناوەندی
+Српски / srpski
+Suomi
+Svenska
+Tagalog
+தமிழ்
+ภาษาไทย
+Taqbaylit
+Татарча/tatarça
+తెలుగు
+Тоҷикӣ
+Türkçe
+Українська
+اردو
+Tiếng Việt
+Võro
+文言
+吴语
+ייִדיש
+中文
diff --git a/Codecadmey Projects/Reggie's+Linear+Regression/.ipynb_checkpoints/Reggie_Linear_Regression_Skeleton-checkpoint.ipynb b/Codecadmey Projects/Reggie's+Linear+Regression/.ipynb_checkpoints/Reggie_Linear_Regression_Skeleton-checkpoint.ipynb
index 301cceb..d45c819 100644
--- a/Codecadmey Projects/Reggie's+Linear+Regression/.ipynb_checkpoints/Reggie_Linear_Regression_Skeleton-checkpoint.ipynb	
+++ b/Codecadmey Projects/Reggie's+Linear+Regression/.ipynb_checkpoints/Reggie_Linear_Regression_Skeleton-checkpoint.ipynb	
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -76,7 +76,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -103,7 +103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -113,7 +113,9 @@
       "0\n",
       "1\n",
       "1\n",
-      "5\n"
+      "5\n",
+      "0.40000000000000036\n",
+      "0.0\n"
      ]
     }
    ],
@@ -125,7 +127,9 @@
     "#the point (3, 3) should be 1 unit away from the line y = x - 1:\n",
     "print(calculate_error(1, -1, (3, 3)))\n",
     "#the point (3, 3) should be 5 units away from the line y = -x + 1:\n",
-    "print(calculate_error(-1, 1, (3, 3)))"
+    "print(calculate_error(-1, 1, (3, 3)))\n",
+    "print(calculate_error(0.3, 1.7, (3, 3)))\n",
+    "print(calculate_error(1.0, 0.0, (3, 3)))"
    ]
   },
   {
@@ -139,7 +143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -161,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -172,7 +176,7 @@
     "    for point in points:\n",
     "        totalerror += calculate_error(m, b, point)\n",
     "        \n",
-    "    return totalerror"
+    "    return abs(totalerror)"
    ]
   },
   {
@@ -184,7 +188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -249,12 +253,10 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
-    "possible_ms =  #your list comprehension here "
+    "possible_ms = [mv * 0.1 for mv in range(-100, 100)] #your list comprehension here "
    ]
   },
   {
@@ -267,12 +269,10 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
-    "possible_bs = #your list comprehension here"
+    "possible_bs = [bv * 0.1 for bv in range(-200, 200)] #your list comprehension here"
    ]
   },
   {
@@ -300,18 +300,2461 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.30000000000000004 1.7000000000000002 4.999999999999999\n"
+      "168.0\n",
+      "-10.0\n",
+      "-20.0\n",
+      "167.60000000000002\n",
+      "-10.0\n",
+      "-19.900000000000002\n",
+      "167.2\n",
+      "-10.0\n",
+      "-19.8\n",
+      "166.8\n",
+      "-10.0\n",
+      "-19.700000000000003\n",
+      "166.4\n",
+      "-10.0\n",
+      "-19.6\n",
+      "166.0\n",
+      "-10.0\n",
+      "-19.5\n",
+      "165.60000000000002\n",
+      "-10.0\n",
+      "-19.400000000000002\n",
+      "165.2\n",
+      "-10.0\n",
+      "-19.3\n",
+      "164.8\n",
+      "-10.0\n",
+      "-19.200000000000003\n",
+      "164.4\n",
+      "-10.0\n",
+      "-19.1\n",
+      "164.0\n",
+      "-10.0\n",
+      "-19.0\n",
+      "163.60000000000002\n",
+      "-10.0\n",
+      "-18.900000000000002\n",
+      "163.2\n",
+      "-10.0\n",
+      "-18.8\n",
+      "162.8\n",
+      "-10.0\n",
+      "-18.7\n",
+      "162.4\n",
+      "-10.0\n",
+      "-18.6\n",
+      "162.0\n",
+      "-10.0\n",
+      "-18.5\n",
+      "161.60000000000002\n",
+      "-10.0\n",
+      "-18.400000000000002\n",
+      "161.2\n",
+      "-10.0\n",
+      "-18.3\n",
+      "160.8\n",
+      "-10.0\n",
+      "-18.2\n",
+      "160.4\n",
+      "-10.0\n",
+      "-18.1\n",
+      "160.0\n",
+      "-10.0\n",
+      "-18.0\n",
+      "159.60000000000002\n",
+      "-10.0\n",
+      "-17.900000000000002\n",
+      "159.2\n",
+      "-10.0\n",
+      "-17.8\n",
+      "158.8\n",
+      "-10.0\n",
+      "-17.7\n",
+      "158.4\n",
+      "-10.0\n",
+      "-17.6\n",
+      "158.0\n",
+      "-10.0\n",
+      "-17.5\n",
+      "157.60000000000002\n",
+      "-10.0\n",
+      "-17.400000000000002\n",
+      "157.2\n",
+      "-10.0\n",
+      "-17.3\n",
+      "156.8\n",
+      "-10.0\n",
+      "-17.2\n",
+      "156.4\n",
+      "-10.0\n",
+      "-17.1\n",
+      "156.0\n",
+      "-10.0\n",
+      "-17.0\n",
+      "155.60000000000002\n",
+      "-10.0\n",
+      "-16.900000000000002\n",
+      "155.2\n",
+      "-10.0\n",
+      "-16.8\n",
+      "154.8\n",
+      "-10.0\n",
+      "-16.7\n",
+      "154.4\n",
+      "-10.0\n",
+      "-16.6\n",
+      "154.0\n",
+      "-10.0\n",
+      "-16.5\n",
+      "153.60000000000002\n",
+      "-10.0\n",
+      "-16.400000000000002\n",
+      "153.2\n",
+      "-10.0\n",
+      "-16.3\n",
+      "152.8\n",
+      "-10.0\n",
+      "-16.2\n",
+      "152.4\n",
+      "-10.0\n",
+      "-16.1\n",
+      "152.0\n",
+      "-10.0\n",
+      "-16.0\n",
+      "151.6\n",
+      "-10.0\n",
+      "-15.9\n",
+      "151.2\n",
+      "-10.0\n",
+      "-15.8\n",
+      "150.8\n",
+      "-10.0\n",
+      "-15.700000000000001\n",
+      "150.4\n",
+      "-10.0\n",
+      "-15.600000000000001\n",
+      "150.0\n",
+      "-10.0\n",
+      "-15.5\n",
+      "149.6\n",
+      "-10.0\n",
+      "-15.4\n",
+      "149.2\n",
+      "-10.0\n",
+      "-15.3\n",
+      "148.8\n",
+      "-10.0\n",
+      "-15.200000000000001\n",
+      "148.4\n",
+      "-10.0\n",
+      "-15.100000000000001\n",
+      "148.0\n",
+      "-10.0\n",
+      "-15.0\n",
+      "147.6\n",
+      "-10.0\n",
+      "-14.9\n",
+      "147.2\n",
+      "-10.0\n",
+      "-14.8\n",
+      "146.8\n",
+      "-10.0\n",
+      "-14.700000000000001\n",
+      "146.4\n",
+      "-10.0\n",
+      "-14.600000000000001\n",
+      "146.0\n",
+      "-10.0\n",
+      "-14.5\n",
+      "145.6\n",
+      "-10.0\n",
+      "-14.4\n",
+      "145.2\n",
+      "-10.0\n",
+      "-14.3\n",
+      "144.8\n",
+      "-10.0\n",
+      "-14.200000000000001\n",
+      "144.4\n",
+      "-10.0\n",
+      "-14.100000000000001\n",
+      "144.0\n",
+      "-10.0\n",
+      "-14.0\n",
+      "143.6\n",
+      "-10.0\n",
+      "-13.9\n",
+      "143.2\n",
+      "-10.0\n",
+      "-13.8\n",
+      "142.8\n",
+      "-10.0\n",
+      "-13.700000000000001\n",
+      "142.4\n",
+      "-10.0\n",
+      "-13.600000000000001\n",
+      "142.0\n",
+      "-10.0\n",
+      "-13.5\n",
+      "141.6\n",
+      "-10.0\n",
+      "-13.4\n",
+      "141.2\n",
+      "-10.0\n",
+      "-13.3\n",
+      "140.8\n",
+      "-10.0\n",
+      "-13.200000000000001\n",
+      "140.4\n",
+      "-10.0\n",
+      "-13.100000000000001\n",
+      "140.0\n",
+      "-10.0\n",
+      "-13.0\n",
+      "139.6\n",
+      "-10.0\n",
+      "-12.9\n",
+      "139.2\n",
+      "-10.0\n",
+      "-12.8\n",
+      "138.8\n",
+      "-10.0\n",
+      "-12.700000000000001\n",
+      "138.4\n",
+      "-10.0\n",
+      "-12.600000000000001\n",
+      "138.0\n",
+      "-10.0\n",
+      "-12.5\n",
+      "137.6\n",
+      "-10.0\n",
+      "-12.4\n",
+      "137.2\n",
+      "-10.0\n",
+      "-12.3\n",
+      "136.8\n",
+      "-10.0\n",
+      "-12.200000000000001\n",
+      "136.4\n",
+      "-10.0\n",
+      "-12.100000000000001\n",
+      "136.0\n",
+      "-10.0\n",
+      "-12.0\n",
+      "135.6\n",
+      "-10.0\n",
+      "-11.9\n",
+      "135.2\n",
+      "-10.0\n",
+      "-11.8\n",
+      "134.8\n",
+      "-10.0\n",
+      "-11.700000000000001\n",
+      "134.4\n",
+      "-10.0\n",
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+      "134.0\n",
+      "-10.0\n",
+      "-11.5\n",
+      "133.6\n",
+      "-10.0\n",
+      "-11.4\n",
+      "133.2\n",
+      "-10.0\n",
+      "-11.3\n",
+      "132.8\n",
+      "-10.0\n",
+      "-11.200000000000001\n",
+      "132.4\n",
+      "-10.0\n",
+      "-11.100000000000001\n",
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+      "128.2\n",
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+      "-10.0\n",
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+      "-10.0\n",
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+      "-10.0\n",
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+      "-10.0\n",
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+      "-10.0\n",
+      "-5.9\n",
+      "121.6\n",
+      "-10.0\n",
+      "-5.800000000000001\n",
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+      "-10.0\n",
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+      "120.20000000000002\n",
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+      "-10.0\n",
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+      "-4.7\n",
+      "119.20000000000002\n",
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+      "-10.0\n",
+      "-4.5\n",
+      "118.79999999999998\n",
+      "-10.0\n",
+      "-4.4\n",
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+      "25.599999999999998\n",
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+      "-1.4000000000000001\n",
+      "2.2\n",
+      "19.400000000000002\n",
+      "-1.4000000000000001\n",
+      "2.3000000000000003\n",
+      "19.200000000000003\n",
+      "-1.4000000000000001\n",
+      "2.4000000000000004\n",
+      "19.2\n",
+      "-1.4000000000000001\n",
+      "2.6\n",
+      "19.0\n",
+      "-1.3\n",
+      "2.0\n",
+      "18.800000000000004\n",
+      "-1.3\n",
+      "2.1\n",
+      "18.6\n",
+      "-1.3\n",
+      "2.2\n",
+      "18.4\n",
+      "-1.3\n",
+      "2.3000000000000003\n",
+      "18.200000000000003\n",
+      "-1.2000000000000002\n",
+      "1.9000000000000001\n",
+      "18.0\n",
+      "-1.2000000000000002\n",
+      "2.0\n",
+      "17.8\n",
+      "-1.2000000000000002\n",
+      "2.1\n",
+      "17.6\n",
+      "-1.2000000000000002\n",
+      "2.2\n",
+      "17.4\n",
+      "-1.1\n",
+      "1.8\n",
+      "17.2\n",
+      "-1.1\n",
+      "1.9000000000000001\n",
+      "17.0\n",
+      "-1.1\n",
+      "2.0\n",
+      "16.8\n",
+      "-1.1\n",
+      "2.1\n",
+      "16.799999999999997\n",
+      "-1.1\n",
+      "2.3000000000000003\n",
+      "16.6\n",
+      "-1.0\n",
+      "1.7000000000000002\n",
+      "16.4\n",
+      "-1.0\n",
+      "1.8\n",
+      "16.2\n",
+      "-1.0\n",
+      "1.9000000000000001\n",
+      "16.0\n",
+      "-1.0\n",
+      "2.0\n",
+      "15.8\n",
+      "-0.9\n",
+      "1.6\n",
+      "15.6\n",
+      "-0.9\n",
+      "1.7000000000000002\n",
+      "15.399999999999999\n",
+      "-0.9\n",
+      "1.8\n",
+      "15.2\n",
+      "-0.9\n",
+      "1.9000000000000001\n",
+      "15.0\n",
+      "-0.8\n",
+      "1.5\n",
+      "14.8\n",
+      "-0.8\n",
+      "1.6\n",
+      "14.6\n",
+      "-0.8\n",
+      "1.7000000000000002\n",
+      "14.4\n",
+      "-0.8\n",
+      "1.8\n",
+      "14.399999999999999\n",
+      "-0.8\n",
+      "1.9000000000000001\n",
+      "14.200000000000001\n",
+      "-0.7000000000000001\n",
+      "1.4000000000000001\n",
+      "14.0\n",
+      "-0.7000000000000001\n",
+      "1.5\n",
+      "13.8\n",
+      "-0.7000000000000001\n",
+      "1.6\n",
+      "13.600000000000001\n",
+      "-0.7000000000000001\n",
+      "1.7000000000000002\n",
+      "13.6\n",
+      "-0.7000000000000001\n",
+      "1.8\n",
+      "13.4\n",
+      "-0.6000000000000001\n",
+      "1.3\n",
+      "13.200000000000001\n",
+      "-0.6000000000000001\n",
+      "1.4000000000000001\n",
+      "13.0\n",
+      "-0.6000000000000001\n",
+      "1.5\n",
+      "12.8\n",
+      "-0.6000000000000001\n",
+      "1.6\n",
+      "12.799999999999999\n",
+      "-0.6000000000000001\n",
+      "2.0\n",
+      "12.599999999999998\n",
+      "-0.5\n",
+      "1.2000000000000002\n",
+      "12.400000000000002\n",
+      "-0.5\n",
+      "1.3\n",
+      "12.2\n",
+      "-0.5\n",
+      "1.4000000000000001\n",
+      "12.0\n",
+      "-0.5\n",
+      "1.5\n",
+      "11.8\n",
+      "-0.4\n",
+      "1.1\n",
+      "11.6\n",
+      "-0.4\n",
+      "1.2000000000000002\n",
+      "11.400000000000002\n",
+      "-0.4\n",
+      "1.3\n",
+      "11.2\n",
+      "-0.4\n",
+      "1.4000000000000001\n",
+      "11.0\n",
+      "-0.30000000000000004\n",
+      "1.0\n",
+      "10.8\n",
+      "-0.30000000000000004\n",
+      "1.1\n",
+      "10.6\n",
+      "-0.30000000000000004\n",
+      "1.2000000000000002\n",
+      "10.4\n",
+      "-0.30000000000000004\n",
+      "1.3\n",
+      "10.399999999999999\n",
+      "-0.30000000000000004\n",
+      "1.4000000000000001\n",
+      "10.2\n",
+      "-0.2\n",
+      "0.9\n",
+      "10.0\n",
+      "-0.2\n",
+      "1.0\n",
+      "9.8\n",
+      "-0.2\n",
+      "1.1\n",
+      "9.600000000000001\n",
+      "-0.2\n",
+      "1.2000000000000002\n",
+      "9.6\n",
+      "-0.2\n",
+      "1.3\n",
+      "9.4\n",
+      "-0.1\n",
+      "0.8\n",
+      "9.2\n",
+      "-0.1\n",
+      "0.9\n",
+      "9.0\n",
+      "-0.1\n",
+      "1.0\n",
+      "8.8\n",
+      "-0.1\n",
+      "1.1\n",
+      "8.799999999999999\n",
+      "-0.1\n",
+      "2.4000000000000004\n",
+      "8.6\n",
+      "0.0\n",
+      "0.7000000000000001\n",
+      "8.4\n",
+      "0.0\n",
+      "0.8\n",
+      "8.2\n",
+      "0.0\n",
+      "0.9\n",
+      "8.0\n",
+      "0.0\n",
+      "1.0\n",
+      "7.799999999999999\n",
+      "0.1\n",
+      "0.6000000000000001\n",
+      "7.6\n",
+      "0.1\n",
+      "0.7000000000000001\n",
+      "7.4\n",
+      "0.1\n",
+      "0.8\n",
+      "7.2\n",
+      "0.1\n",
+      "0.9\n",
+      "7.199999999999999\n",
+      "0.1\n",
+      "1.0\n",
+      "7.0\n",
+      "0.2\n",
+      "0.5\n",
+      "6.8\n",
+      "0.2\n",
+      "0.6000000000000001\n",
+      "6.6\n",
+      "0.2\n",
+      "0.7000000000000001\n",
+      "6.4\n",
+      "0.2\n",
+      "0.8\n",
+      "6.3999999999999995\n",
+      "0.2\n",
+      "1.0\n",
+      "6.199999999999999\n",
+      "0.30000000000000004\n",
+      "0.4\n",
+      "6.0\n",
+      "0.30000000000000004\n",
+      "0.5\n",
+      "5.799999999999999\n",
+      "0.30000000000000004\n",
+      "0.6000000000000001\n",
+      "5.6\n",
+      "0.30000000000000004\n",
+      "0.7000000000000001\n",
+      "5.4\n",
+      "0.4\n",
+      "0.30000000000000004\n",
+      "5.2\n",
+      "0.4\n",
+      "0.4\n",
+      "5.0\n",
+      "0.4\n",
+      "0.5\n",
+      "4.8\n",
+      "0.4\n",
+      "0.6000000000000001\n",
+      "4.799999999999999\n",
+      "0.4\n",
+      "1.4000000000000001\n",
+      "4.6\n",
+      "0.5\n",
+      "0.2\n",
+      "4.4\n",
+      "0.5\n",
+      "0.30000000000000004\n",
+      "4.2\n",
+      "0.5\n",
+      "0.4\n",
+      "4.0\n",
+      "0.5\n",
+      "0.5\n",
+      "3.999999999999999\n",
+      "0.6000000000000001\n",
+      "0.0\n",
+      "3.799999999999999\n",
+      "0.6000000000000001\n",
+      "0.1\n",
+      "3.5999999999999988\n",
+      "0.6000000000000001\n",
+      "0.2\n",
+      "3.3999999999999986\n",
+      "0.6000000000000001\n",
+      "0.30000000000000004\n",
+      "3.1999999999999993\n",
+      "0.6000000000000001\n",
+      "0.4\n",
+      "3.199999999999999\n",
+      "0.6000000000000001\n",
+      "0.8\n",
+      "2.999999999999999\n",
+      "0.7000000000000001\n",
+      "0.0\n",
+      "2.7999999999999994\n",
+      "0.7000000000000001\n",
+      "0.1\n",
+      "2.5999999999999988\n",
+      "0.7000000000000001\n",
+      "0.2\n",
+      "2.399999999999999\n",
+      "0.7000000000000001\n",
+      "0.30000000000000004\n",
+      "2.1999999999999997\n",
+      "0.8\n",
+      "-0.1\n",
+      "1.9999999999999996\n",
+      "0.8\n",
+      "0.0\n",
+      "1.7999999999999998\n",
+      "0.8\n",
+      "0.1\n",
+      "1.5999999999999992\n",
+      "0.8\n",
+      "0.2\n",
+      "1.1999999999999995\n",
+      "0.9\n",
+      "-0.1\n",
+      "0.9999999999999998\n",
+      "0.9\n",
+      "0.0\n",
+      "0.8\n",
+      "0.9\n",
+      "0.1\n",
+      "0.7999999999999996\n",
+      "0.9\n",
+      "0.2\n",
+      "0.3999999999999998\n",
+      "1.0\n",
+      "-0.1\n",
+      "0.0\n",
+      "1.0\n",
+      "0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.0\n",
+      "0.0\n",
+      "0.0\n"
      ]
     }
    ],
-   "source": []
+   "source": [
+    "smallest_error = float(\"inf\")\n",
+    "best_m = 0\n",
+    "best_b = 0\n",
+    "\n",
+    "for m in possible_ms:\n",
+    "    for b in possible_bs:\n",
+    "        err = calculate_all_error(m, b, datapoints)\n",
+    "        if smallest_error > err:\n",
+    "            smallest_error = err\n",
+    "            print(smallest_error)\n",
+    "            best_m = m\n",
+    "            print(best_m)\n",
+    "            best_b = b\n",
+    "            print(best_b)\n",
+    "            \n",
+    "print(best_m)\n",
+    "print(best_b)\n",
+    "print(smallest_error)\n",
+    "        "
+   ]
   },
   {
    "cell_type": "markdown",
@@ -336,7 +2779,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -345,12 +2788,14 @@
        "3.5"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": []
+   "source": [
+    "get_y(0.3, 1.7, 6)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -361,12 +2806,50 @@
     "Now, Reggie can use this model to predict the bounce of all kinds of sizes of balls he may choose to include in the ball pit!"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4.1"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get_y(0.3, 1.7, 8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4.3999999999999995"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get_y(0.3, 1.7, 9)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
diff --git a/Codecadmey Projects/Reggie's+Linear+Regression/Reggie_Linear_Regression_Skeleton.ipynb b/Codecadmey Projects/Reggie's+Linear+Regression/Reggie_Linear_Regression_Skeleton.ipynb
index 301cceb..d45c819 100644
--- a/Codecadmey Projects/Reggie's+Linear+Regression/Reggie_Linear_Regression_Skeleton.ipynb	
+++ b/Codecadmey Projects/Reggie's+Linear+Regression/Reggie_Linear_Regression_Skeleton.ipynb	
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -76,7 +76,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -103,7 +103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -113,7 +113,9 @@
       "0\n",
       "1\n",
       "1\n",
-      "5\n"
+      "5\n",
+      "0.40000000000000036\n",
+      "0.0\n"
      ]
     }
    ],
@@ -125,7 +127,9 @@
     "#the point (3, 3) should be 1 unit away from the line y = x - 1:\n",
     "print(calculate_error(1, -1, (3, 3)))\n",
     "#the point (3, 3) should be 5 units away from the line y = -x + 1:\n",
-    "print(calculate_error(-1, 1, (3, 3)))"
+    "print(calculate_error(-1, 1, (3, 3)))\n",
+    "print(calculate_error(0.3, 1.7, (3, 3)))\n",
+    "print(calculate_error(1.0, 0.0, (3, 3)))"
    ]
   },
   {
@@ -139,7 +143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -161,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -172,7 +176,7 @@
     "    for point in points:\n",
     "        totalerror += calculate_error(m, b, point)\n",
     "        \n",
-    "    return totalerror"
+    "    return abs(totalerror)"
    ]
   },
   {
@@ -184,7 +188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -249,12 +253,10 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
-    "possible_ms =  #your list comprehension here "
+    "possible_ms = [mv * 0.1 for mv in range(-100, 100)] #your list comprehension here "
    ]
   },
   {
@@ -267,12 +269,10 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
-    "possible_bs = #your list comprehension here"
+    "possible_bs = [bv * 0.1 for bv in range(-200, 200)] #your list comprehension here"
    ]
   },
   {
@@ -300,18 +300,2461 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
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+      "25.599999999999998\n",
+      "-2.2\n",
+      "3.5\n",
+      "25.4\n",
+      "-2.1\n",
+      "2.8000000000000003\n",
+      "25.2\n",
+      "-2.1\n",
+      "2.9000000000000004\n",
+      "25.0\n",
+      "-2.1\n",
+      "3.0\n",
+      "24.8\n",
+      "-2.1\n",
+      "3.1\n",
+      "24.799999999999997\n",
+      "-2.1\n",
+      "3.3000000000000003\n",
+      "24.599999999999998\n",
+      "-2.0\n",
+      "2.7\n",
+      "24.4\n",
+      "-2.0\n",
+      "2.8000000000000003\n",
+      "24.199999999999996\n",
+      "-2.0\n",
+      "2.9000000000000004\n",
+      "24.0\n",
+      "-2.0\n",
+      "3.0\n",
+      "23.8\n",
+      "-1.9000000000000001\n",
+      "2.6\n",
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+      "-1.9000000000000001\n",
+      "2.7\n",
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+      "23.2\n",
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+      "2.9000000000000004\n",
+      "23.0\n",
+      "-1.8\n",
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+      "22.800000000000004\n",
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+      "2.8000000000000003\n",
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+      "-1.7000000000000002\n",
+      "2.4000000000000004\n",
+      "22.0\n",
+      "-1.7000000000000002\n",
+      "2.5\n",
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+      "2.3000000000000003\n",
+      "21.2\n",
+      "-1.6\n",
+      "2.4000000000000004\n",
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+      "-1.6\n",
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+      "20.799999999999997\n",
+      "-1.6\n",
+      "2.8000000000000003\n",
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+      "-1.5\n",
+      "2.3000000000000003\n",
+      "20.2\n",
+      "-1.5\n",
+      "2.4000000000000004\n",
+      "20.0\n",
+      "-1.5\n",
+      "2.5\n",
+      "19.8\n",
+      "-1.4000000000000001\n",
+      "2.1\n",
+      "19.6\n",
+      "-1.4000000000000001\n",
+      "2.2\n",
+      "19.400000000000002\n",
+      "-1.4000000000000001\n",
+      "2.3000000000000003\n",
+      "19.200000000000003\n",
+      "-1.4000000000000001\n",
+      "2.4000000000000004\n",
+      "19.2\n",
+      "-1.4000000000000001\n",
+      "2.6\n",
+      "19.0\n",
+      "-1.3\n",
+      "2.0\n",
+      "18.800000000000004\n",
+      "-1.3\n",
+      "2.1\n",
+      "18.6\n",
+      "-1.3\n",
+      "2.2\n",
+      "18.4\n",
+      "-1.3\n",
+      "2.3000000000000003\n",
+      "18.200000000000003\n",
+      "-1.2000000000000002\n",
+      "1.9000000000000001\n",
+      "18.0\n",
+      "-1.2000000000000002\n",
+      "2.0\n",
+      "17.8\n",
+      "-1.2000000000000002\n",
+      "2.1\n",
+      "17.6\n",
+      "-1.2000000000000002\n",
+      "2.2\n",
+      "17.4\n",
+      "-1.1\n",
+      "1.8\n",
+      "17.2\n",
+      "-1.1\n",
+      "1.9000000000000001\n",
+      "17.0\n",
+      "-1.1\n",
+      "2.0\n",
+      "16.8\n",
+      "-1.1\n",
+      "2.1\n",
+      "16.799999999999997\n",
+      "-1.1\n",
+      "2.3000000000000003\n",
+      "16.6\n",
+      "-1.0\n",
+      "1.7000000000000002\n",
+      "16.4\n",
+      "-1.0\n",
+      "1.8\n",
+      "16.2\n",
+      "-1.0\n",
+      "1.9000000000000001\n",
+      "16.0\n",
+      "-1.0\n",
+      "2.0\n",
+      "15.8\n",
+      "-0.9\n",
+      "1.6\n",
+      "15.6\n",
+      "-0.9\n",
+      "1.7000000000000002\n",
+      "15.399999999999999\n",
+      "-0.9\n",
+      "1.8\n",
+      "15.2\n",
+      "-0.9\n",
+      "1.9000000000000001\n",
+      "15.0\n",
+      "-0.8\n",
+      "1.5\n",
+      "14.8\n",
+      "-0.8\n",
+      "1.6\n",
+      "14.6\n",
+      "-0.8\n",
+      "1.7000000000000002\n",
+      "14.4\n",
+      "-0.8\n",
+      "1.8\n",
+      "14.399999999999999\n",
+      "-0.8\n",
+      "1.9000000000000001\n",
+      "14.200000000000001\n",
+      "-0.7000000000000001\n",
+      "1.4000000000000001\n",
+      "14.0\n",
+      "-0.7000000000000001\n",
+      "1.5\n",
+      "13.8\n",
+      "-0.7000000000000001\n",
+      "1.6\n",
+      "13.600000000000001\n",
+      "-0.7000000000000001\n",
+      "1.7000000000000002\n",
+      "13.6\n",
+      "-0.7000000000000001\n",
+      "1.8\n",
+      "13.4\n",
+      "-0.6000000000000001\n",
+      "1.3\n",
+      "13.200000000000001\n",
+      "-0.6000000000000001\n",
+      "1.4000000000000001\n",
+      "13.0\n",
+      "-0.6000000000000001\n",
+      "1.5\n",
+      "12.8\n",
+      "-0.6000000000000001\n",
+      "1.6\n",
+      "12.799999999999999\n",
+      "-0.6000000000000001\n",
+      "2.0\n",
+      "12.599999999999998\n",
+      "-0.5\n",
+      "1.2000000000000002\n",
+      "12.400000000000002\n",
+      "-0.5\n",
+      "1.3\n",
+      "12.2\n",
+      "-0.5\n",
+      "1.4000000000000001\n",
+      "12.0\n",
+      "-0.5\n",
+      "1.5\n",
+      "11.8\n",
+      "-0.4\n",
+      "1.1\n",
+      "11.6\n",
+      "-0.4\n",
+      "1.2000000000000002\n",
+      "11.400000000000002\n",
+      "-0.4\n",
+      "1.3\n",
+      "11.2\n",
+      "-0.4\n",
+      "1.4000000000000001\n",
+      "11.0\n",
+      "-0.30000000000000004\n",
+      "1.0\n",
+      "10.8\n",
+      "-0.30000000000000004\n",
+      "1.1\n",
+      "10.6\n",
+      "-0.30000000000000004\n",
+      "1.2000000000000002\n",
+      "10.4\n",
+      "-0.30000000000000004\n",
+      "1.3\n",
+      "10.399999999999999\n",
+      "-0.30000000000000004\n",
+      "1.4000000000000001\n",
+      "10.2\n",
+      "-0.2\n",
+      "0.9\n",
+      "10.0\n",
+      "-0.2\n",
+      "1.0\n",
+      "9.8\n",
+      "-0.2\n",
+      "1.1\n",
+      "9.600000000000001\n",
+      "-0.2\n",
+      "1.2000000000000002\n",
+      "9.6\n",
+      "-0.2\n",
+      "1.3\n",
+      "9.4\n",
+      "-0.1\n",
+      "0.8\n",
+      "9.2\n",
+      "-0.1\n",
+      "0.9\n",
+      "9.0\n",
+      "-0.1\n",
+      "1.0\n",
+      "8.8\n",
+      "-0.1\n",
+      "1.1\n",
+      "8.799999999999999\n",
+      "-0.1\n",
+      "2.4000000000000004\n",
+      "8.6\n",
+      "0.0\n",
+      "0.7000000000000001\n",
+      "8.4\n",
+      "0.0\n",
+      "0.8\n",
+      "8.2\n",
+      "0.0\n",
+      "0.9\n",
+      "8.0\n",
+      "0.0\n",
+      "1.0\n",
+      "7.799999999999999\n",
+      "0.1\n",
+      "0.6000000000000001\n",
+      "7.6\n",
+      "0.1\n",
+      "0.7000000000000001\n",
+      "7.4\n",
+      "0.1\n",
+      "0.8\n",
+      "7.2\n",
+      "0.1\n",
+      "0.9\n",
+      "7.199999999999999\n",
+      "0.1\n",
+      "1.0\n",
+      "7.0\n",
+      "0.2\n",
+      "0.5\n",
+      "6.8\n",
+      "0.2\n",
+      "0.6000000000000001\n",
+      "6.6\n",
+      "0.2\n",
+      "0.7000000000000001\n",
+      "6.4\n",
+      "0.2\n",
+      "0.8\n",
+      "6.3999999999999995\n",
+      "0.2\n",
+      "1.0\n",
+      "6.199999999999999\n",
+      "0.30000000000000004\n",
+      "0.4\n",
+      "6.0\n",
+      "0.30000000000000004\n",
+      "0.5\n",
+      "5.799999999999999\n",
+      "0.30000000000000004\n",
+      "0.6000000000000001\n",
+      "5.6\n",
+      "0.30000000000000004\n",
+      "0.7000000000000001\n",
+      "5.4\n",
+      "0.4\n",
+      "0.30000000000000004\n",
+      "5.2\n",
+      "0.4\n",
+      "0.4\n",
+      "5.0\n",
+      "0.4\n",
+      "0.5\n",
+      "4.8\n",
+      "0.4\n",
+      "0.6000000000000001\n",
+      "4.799999999999999\n",
+      "0.4\n",
+      "1.4000000000000001\n",
+      "4.6\n",
+      "0.5\n",
+      "0.2\n",
+      "4.4\n",
+      "0.5\n",
+      "0.30000000000000004\n",
+      "4.2\n",
+      "0.5\n",
+      "0.4\n",
+      "4.0\n",
+      "0.5\n",
+      "0.5\n",
+      "3.999999999999999\n",
+      "0.6000000000000001\n",
+      "0.0\n",
+      "3.799999999999999\n",
+      "0.6000000000000001\n",
+      "0.1\n",
+      "3.5999999999999988\n",
+      "0.6000000000000001\n",
+      "0.2\n",
+      "3.3999999999999986\n",
+      "0.6000000000000001\n",
+      "0.30000000000000004\n",
+      "3.1999999999999993\n",
+      "0.6000000000000001\n",
+      "0.4\n",
+      "3.199999999999999\n",
+      "0.6000000000000001\n",
+      "0.8\n",
+      "2.999999999999999\n",
+      "0.7000000000000001\n",
+      "0.0\n",
+      "2.7999999999999994\n",
+      "0.7000000000000001\n",
+      "0.1\n",
+      "2.5999999999999988\n",
+      "0.7000000000000001\n",
+      "0.2\n",
+      "2.399999999999999\n",
+      "0.7000000000000001\n",
+      "0.30000000000000004\n",
+      "2.1999999999999997\n",
+      "0.8\n",
+      "-0.1\n",
+      "1.9999999999999996\n",
+      "0.8\n",
+      "0.0\n",
+      "1.7999999999999998\n",
+      "0.8\n",
+      "0.1\n",
+      "1.5999999999999992\n",
+      "0.8\n",
+      "0.2\n",
+      "1.1999999999999995\n",
+      "0.9\n",
+      "-0.1\n",
+      "0.9999999999999998\n",
+      "0.9\n",
+      "0.0\n",
+      "0.8\n",
+      "0.9\n",
+      "0.1\n",
+      "0.7999999999999996\n",
+      "0.9\n",
+      "0.2\n",
+      "0.3999999999999998\n",
+      "1.0\n",
+      "-0.1\n",
+      "0.0\n",
+      "1.0\n",
+      "0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.0\n",
+      "0.0\n",
+      "0.0\n"
      ]
     }
    ],
-   "source": []
+   "source": [
+    "smallest_error = float(\"inf\")\n",
+    "best_m = 0\n",
+    "best_b = 0\n",
+    "\n",
+    "for m in possible_ms:\n",
+    "    for b in possible_bs:\n",
+    "        err = calculate_all_error(m, b, datapoints)\n",
+    "        if smallest_error > err:\n",
+    "            smallest_error = err\n",
+    "            print(smallest_error)\n",
+    "            best_m = m\n",
+    "            print(best_m)\n",
+    "            best_b = b\n",
+    "            print(best_b)\n",
+    "            \n",
+    "print(best_m)\n",
+    "print(best_b)\n",
+    "print(smallest_error)\n",
+    "        "
+   ]
   },
   {
    "cell_type": "markdown",
@@ -336,7 +2779,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -345,12 +2788,14 @@
        "3.5"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": []
+   "source": [
+    "get_y(0.3, 1.7, 6)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -361,12 +2806,50 @@
     "Now, Reggie can use this model to predict the bounce of all kinds of sizes of balls he may choose to include in the ball pit!"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4.1"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get_y(0.3, 1.7, 8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4.3999999999999995"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get_y(0.3, 1.7, 9)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }