diff --git a/Baby'sFirstDataScience/.gitignore b/Baby'sFirstDataScience/.gitignore
new file mode 100644
index 0000000..4deb97f
--- /dev/null
+++ b/Baby'sFirstDataScience/.gitignore
@@ -0,0 +1,4 @@
+.DS_Store
+ll_env/
+__pycache__/
+*.sqlite3
diff --git a/Baby'sFirstDataScience/.ipynb_checkpoints/DemoTest-checkpoint.ipynb b/Baby'sFirstDataScience/.ipynb_checkpoints/DemoTest-checkpoint.ipynb
new file mode 100644
index 0000000..363fcab
--- /dev/null
+++ b/Baby'sFirstDataScience/.ipynb_checkpoints/DemoTest-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Baby'sFirstDataScience/FirstChart.png b/Baby'sFirstDataScience/FirstChart.png
new file mode 100644
index 0000000..160a907
Binary files /dev/null and b/Baby'sFirstDataScience/FirstChart.png differ
diff --git a/Baby'sFirstDataScience/FirstNotebook.ipynb b/Baby'sFirstDataScience/FirstNotebook.ipynb
new file mode 100644
index 0000000..07f6463
--- /dev/null
+++ b/Baby'sFirstDataScience/FirstNotebook.ipynb
@@ -0,0 +1,387 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "44635ee2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import scipy as sp\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "8c3230df",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 3.2 s, sys: 7.5 ms, total: 3.21 s\n",
+      "Wall time: 3.21 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "\n",
+    "for x in range(100000000):\n",
+    "    pass"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "9b695719",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<object at 0x7fb0a23b3140>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "object()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "aac1da88",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    0\n",
+       "1    1\n",
+       "2    2\n",
+       "3    3\n",
+       "4    4\n",
+       "5    5\n",
+       "6    6\n",
+       "7    7\n",
+       "8    8\n",
+       "9    9\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = pd.Series(range(10))\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a809b703",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x.plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "028175e6",
+   "metadata": {},
+   "source": [
+    "## The above is a graph!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f184be02",
+   "metadata": {},
+   "source": [
+    "- bullet point"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "7f00d6aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>a</th>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>b</th>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>c</th>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>d</th>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>e</th>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>f</th>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>g</th>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>h</th>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>i</th>\n",
+       "      <td>8</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>j</th>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   A  B\n",
+       "a  0  9\n",
+       "b  1  8\n",
+       "c  2  7\n",
+       "d  3  6\n",
+       "e  4  5\n",
+       "f  5  4\n",
+       "g  6  3\n",
+       "h  7  2\n",
+       "i  8  1\n",
+       "j  9  0"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.DataFrame({'A': range(10), 'B': range(9, -1, -1)}, index=list('abcdefghij'))\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "3b9ed524",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "99cd46ad",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "ee6b5109",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import ipywidgets as widgets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "e71905a9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def f(x):\n",
+    "    return x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "b368f12c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "de48b657c36a49f7a7038a8439c50ad3",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(IntSlider(value=10, description='x', max=30, min=-10), Output()), _dom_classes=('widget-…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "widgets.interact(f, x=10);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "8d352fa9",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "99b9b6c9",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "05f6f1e0",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "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": "3.6.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Baby'sFirstDataScience/README.md b/Baby'sFirstDataScience/README.md
new file mode 100644
index 0000000..8e453d2
--- /dev/null
+++ b/Baby'sFirstDataScience/README.md
@@ -0,0 +1,60 @@
+### Ohmigosh my first matplotlib graph!! 📈
+
+![My First Chart!](FirstChart.png)
+
+* * *
+
+### THIS IS MY SECOND GRAPH U GUISE!
+
+![Square Number Chart!](SquareNumbers.png)
+
+* * *
+
+### Doing random walks, feeling like a wizard:
+
+![Random Walk 1](randomwalk_1.png)
+
+![Random Walk 2](randomwalk_2.png)
+
+### More random walks, with different styles added!
+
+Pretty random walk:
+![Pretty](gradient_randomwalk.png)
+
+A huuuge random walk:
+![Massive](massive_randomwalk.png)
+
+A plot that shows the start (green) and end (red) points:
+![Start and End](randomwalk_startandend.png)
+
+Random walk with 50,000 plotted points:
+![Random Walk w/ 50,000 Plotted Points](randomwalk_50_000_points.png)
+
+* * *
+
+### Visualizing dice roll probabilities!
+
+Rolling one D6 1,000 times:
+![d6](d6_visualization.png)
+
+Rolling two D6s 1,000 times:
+![d6 d6](d6_d6_visualization.png)
+
+Going "Full Nerd Mode"! Rolling a D10 and D20 50,000 times:
+![d10 d20](d10_d20_visualization.png)
+
+* * *
+
+### Getting Data from the GitHub API!
+
+⭐️ Most-Starred Python Repositories as of 5/21/2021 ⭐️:
+![most-starred python repos](githubstars.png)
+
+And now, with more ✨style✨:
+![stylized repo chart](githubstarredreposstylized.png)
+
+* * *
+
+### Most-Commented Stories on Hacker News
+
+![most-commented stories on HN](hackernewsoutput.png)
diff --git a/Baby'sFirstDataScience/SquareNumbers.png b/Baby'sFirstDataScience/SquareNumbers.png
new file mode 100644
index 0000000..c5388e5
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diff --git a/Baby'sFirstDataScience/d10_d20_visualization.png b/Baby'sFirstDataScience/d10_d20_visualization.png
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index 0000000..6edd9eb
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diff --git a/Baby'sFirstDataScience/d6_d6_visualization.png b/Baby'sFirstDataScience/d6_d6_visualization.png
new file mode 100644
index 0000000..f90b1d5
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diff --git a/Baby'sFirstDataScience/d6_visualization.png b/Baby'sFirstDataScience/d6_visualization.png
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index 0000000..c16852c
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diff --git a/Baby'sFirstDataScience/data/death_valley_2018_simple.csv b/Baby'sFirstDataScience/data/death_valley_2018_simple.csv
new file mode 100644
index 0000000..fbace95
--- /dev/null
+++ b/Baby'sFirstDataScience/data/death_valley_2018_simple.csv
@@ -0,0 +1,365 @@
+"STATION","NAME","DATE","PRCP","TMAX","TMIN","TOBS"
+"USC00042319","DEATH VALLEY, CA US","2018-01-01","0.00","65","34","42"
+"USC00042319","DEATH VALLEY, CA US","2018-01-02","0.00","61","38","46"
+"USC00042319","DEATH VALLEY, CA US","2018-01-03","0.00","69","34","54"
+"USC00042319","DEATH VALLEY, CA US","2018-01-04","0.00","69","39","48"
+"USC00042319","DEATH VALLEY, CA US","2018-01-05","0.00","74","40","57"
+"USC00042319","DEATH VALLEY, CA US","2018-01-06","0.00","74","47","65"
+"USC00042319","DEATH VALLEY, CA US","2018-01-07","0.00","77","54","60"
+"USC00042319","DEATH VALLEY, CA US","2018-01-08","0.07","62","52","52"
+"USC00042319","DEATH VALLEY, CA US","2018-01-09","0.40","60","51","51"
+"USC00042319","DEATH VALLEY, CA US","2018-01-10","0.00","64","49","50"
+"USC00042319","DEATH VALLEY, CA US","2018-01-11","0.00","67","45","51"
+"USC00042319","DEATH VALLEY, CA US","2018-01-12","0.00","68","44","51"
+"USC00042319","DEATH VALLEY, CA US","2018-01-13","0.00","73","45","55"
+"USC00042319","DEATH VALLEY, CA US","2018-01-14","0.00","72","44","55"
+"USC00042319","DEATH VALLEY, CA US","2018-01-15","0.00","73","46","55"
+"USC00042319","DEATH VALLEY, CA US","2018-01-16","0.00","70","49","54"
+"USC00042319","DEATH VALLEY, CA US","2018-01-17","0.00","71","47","54"
+"USC00042319","DEATH VALLEY, CA US","2018-01-18","0.00","71","46","53"
+"USC00042319","DEATH VALLEY, CA US","2018-01-19","0.01","78","48","56"
+"USC00042319","DEATH VALLEY, CA US","2018-01-20","0.00","68","54","56"
+"USC00042319","DEATH VALLEY, CA US","2018-01-21","0.00","69","46","47"
+"USC00042319","DEATH VALLEY, CA US","2018-01-22","0.00","66","39","45"
+"USC00042319","DEATH VALLEY, CA US","2018-01-23","0.00","69","37","46"
+"USC00042319","DEATH VALLEY, CA US","2018-01-24","0.00","69","37","47"
+"USC00042319","DEATH VALLEY, CA US","2018-01-25","0.00","75","42","52"
+"USC00042319","DEATH VALLEY, CA US","2018-01-26","0.00","69","42","53"
+"USC00042319","DEATH VALLEY, CA US","2018-01-27","0.00","69","38","50"
+"USC00042319","DEATH VALLEY, CA US","2018-01-28","0.00","81","44","56"
+"USC00042319","DEATH VALLEY, CA US","2018-01-29","0.00","81","48","61"
+"USC00042319","DEATH VALLEY, CA US","2018-01-30","0.00","79","48","60"
+"USC00042319","DEATH VALLEY, CA US","2018-01-31","0.00","78","44","53"
+"USC00042319","DEATH VALLEY, CA US","2018-02-01","0.00","79","45","52"
+"USC00042319","DEATH VALLEY, CA US","2018-02-02","0.00","81","45","59"
+"USC00042319","DEATH VALLEY, CA US","2018-02-03","0.00","81","46","59"
+"USC00042319","DEATH VALLEY, CA US","2018-02-04","0.00","87","57","61"
+"USC00042319","DEATH VALLEY, CA US","2018-02-05","0.00","85","47","63"
+"USC00042319","DEATH VALLEY, CA US","2018-02-06","0.00","88","51","70"
+"USC00042319","DEATH VALLEY, CA US","2018-02-07","0.00","83","53","60"
+"USC00042319","DEATH VALLEY, CA US","2018-02-08","0.00","85","48","57"
+"USC00042319","DEATH VALLEY, CA US","2018-02-09","0.00","82","46","55"
+"USC00042319","DEATH VALLEY, CA US","2018-02-10","0.00","82","48","62"
+"USC00042319","DEATH VALLEY, CA US","2018-02-11","0.00","73","49","56"
+"USC00042319","DEATH VALLEY, CA US","2018-02-12","0.00","70","47","57"
+"USC00042319","DEATH VALLEY, CA US","2018-02-13","0.00","72","54","57"
+"USC00042319","DEATH VALLEY, CA US","2018-02-14","0.00","74","50","58"
+"USC00042319","DEATH VALLEY, CA US","2018-02-15","0.00","76","48","63"
+"USC00042319","DEATH VALLEY, CA US","2018-02-16","0.00","76","53","56"
+"USC00042319","DEATH VALLEY, CA US","2018-02-17","0.00","76","42","55"
+"USC00042319","DEATH VALLEY, CA US","2018-02-18","0.00","","",""
+"USC00042319","DEATH VALLEY, CA US","2018-02-19","0.00","66","46","46"
+"USC00042319","DEATH VALLEY, CA US","2018-02-20","0.00","62","38","45"
+"USC00042319","DEATH VALLEY, CA US","2018-02-21","0.00","65","39","48"
+"USC00042319","DEATH VALLEY, CA US","2018-02-22","0.00","67","37","49"
+"USC00042319","DEATH VALLEY, CA US","2018-02-23","0.00","64","40","43"
+"USC00042319","DEATH VALLEY, CA US","2018-02-24","0.00","60","38","45"
+"USC00042319","DEATH VALLEY, CA US","2018-02-25","0.00","70","42","47"
+"USC00042319","DEATH VALLEY, CA US","2018-02-26","0.05","69","36","62"
+"USC00042319","DEATH VALLEY, CA US","2018-02-27","0.00","62","44","45"
+"USC00042319","DEATH VALLEY, CA US","2018-02-28","0.00","69","38","53"
+"USC00042319","DEATH VALLEY, CA US","2018-03-01","0.00","77","47","62"
+"USC00042319","DEATH VALLEY, CA US","2018-03-02","0.00","77","61","65"
+"USC00042319","DEATH VALLEY, CA US","2018-03-03","0.00","73","52","53"
+"USC00042319","DEATH VALLEY, CA US","2018-03-04","0.00","70","44","52"
+"USC00042319","DEATH VALLEY, CA US","2018-03-05","0.00","72","47","53"
+"USC00042319","DEATH VALLEY, CA US","2018-03-06","0.00","79","48","59"
+"USC00042319","DEATH VALLEY, CA US","2018-03-07","0.00","75","48","50"
+"USC00042319","DEATH VALLEY, CA US","2018-03-08","0.00","80","41","60"
+"USC00042319","DEATH VALLEY, CA US","2018-03-09","0.00","83","48","63"
+"USC00042319","DEATH VALLEY, CA US","2018-03-10","0.04","80","58","59"
+"USC00042319","DEATH VALLEY, CA US","2018-03-11","0.08","82","58","67"
+"USC00042319","DEATH VALLEY, CA US","2018-03-12","0.00","85","58","72"
+"USC00042319","DEATH VALLEY, CA US","2018-03-13","0.00","90","59","75"
+"USC00042319","DEATH VALLEY, CA US","2018-03-14","0.00","80","64","65"
+"USC00042319","DEATH VALLEY, CA US","2018-03-15","0.00","77","56","64"
+"USC00042319","DEATH VALLEY, CA US","2018-03-16","0.00","77","55","63"
+"USC00042319","DEATH VALLEY, CA US","2018-03-17","0.00","73","55","60"
+"USC00042319","DEATH VALLEY, CA US","2018-03-18","0.00","74","47","61"
+"USC00042319","DEATH VALLEY, CA US","2018-03-19","0.00","81","49","65"
+"USC00042319","DEATH VALLEY, CA US","2018-03-20","0.00","79","52","68"
+"USC00042319","DEATH VALLEY, CA US","2018-03-21","0.00","83","58","72"
+"USC00042319","DEATH VALLEY, CA US","2018-03-22","0.03","79","66","67"
+"USC00042319","DEATH VALLEY, CA US","2018-03-23","0.00","84","59","67"
+"USC00042319","DEATH VALLEY, CA US","2018-03-24","0.00","81","63","63"
+"USC00042319","DEATH VALLEY, CA US","2018-03-25","0.00","79","57","65"
+"USC00042319","DEATH VALLEY, CA US","2018-03-26","0.00","79","56","64"
+"USC00042319","DEATH VALLEY, CA US","2018-03-27","0.00","84","59","75"
+"USC00042319","DEATH VALLEY, CA US","2018-03-28","0.00","94","70","75"
+"USC00042319","DEATH VALLEY, CA US","2018-03-29","0.00","96","68","83"
+"USC00042319","DEATH VALLEY, CA US","2018-03-30","0.00","97","68","78"
+"USC00042319","DEATH VALLEY, CA US","2018-03-31","0.00","99","65","84"
+"USC00042319","DEATH VALLEY, CA US","2018-04-01","0.00","97","66","81"
+"USC00042319","DEATH VALLEY, CA US","2018-04-02","0.00","90","69","80"
+"USC00042319","DEATH VALLEY, CA US","2018-04-03","0.00","93","72","74"
+"USC00042319","DEATH VALLEY, CA US","2018-04-04","0.00","95","61","76"
+"USC00042319","DEATH VALLEY, CA US","2018-04-05","0.00","96","70","85"
+"USC00042319","DEATH VALLEY, CA US","2018-04-06","0.00","98","76","83"
+"USC00042319","DEATH VALLEY, CA US","2018-04-07","0.00","100","77","79"
+"USC00042319","DEATH VALLEY, CA US","2018-04-08","0.00","96","65","76"
+"USC00042319","DEATH VALLEY, CA US","2018-04-09","0.00","97","69","80"
+"USC00042319","DEATH VALLEY, CA US","2018-04-10","0.00","104","64","91"
+"USC00042319","DEATH VALLEY, CA US","2018-04-11","0.00","103","80","80"
+"USC00042319","DEATH VALLEY, CA US","2018-04-12","0.00","83","67","68"
+"USC00042319","DEATH VALLEY, CA US","2018-04-13","0.00","86","59","69"
+"USC00042319","DEATH VALLEY, CA US","2018-04-14","0.00","91","64","75"
+"USC00042319","DEATH VALLEY, CA US","2018-04-15","0.00","95","64","77"
+"USC00042319","DEATH VALLEY, CA US","2018-04-16","0.00","82","59","59"
+"USC00042319","DEATH VALLEY, CA US","2018-04-17","0.00","79","54","66"
+"USC00042319","DEATH VALLEY, CA US","2018-04-18","0.00","87","54","74"
+"USC00042319","DEATH VALLEY, CA US","2018-04-19","0.00","78","62","67"
+"USC00042319","DEATH VALLEY, CA US","2018-04-20","0.00","95","59","76"
+"USC00042319","DEATH VALLEY, CA US","2018-04-21","0.00","99","67","81"
+"USC00042319","DEATH VALLEY, CA US","2018-04-22","0.00","103","68","87"
+"USC00042319","DEATH VALLEY, CA US","2018-04-23","0.00","104","76","83"
+"USC00042319","DEATH VALLEY, CA US","2018-04-24","0.00","105","73","87"
+"USC00042319","DEATH VALLEY, CA US","2018-04-25","0.00","106","70","85"
+"USC00042319","DEATH VALLEY, CA US","2018-04-26","0.00","108","73","90"
+"USC00042319","DEATH VALLEY, CA US","2018-04-27","0.00","104","80","80"
+"USC00042319","DEATH VALLEY, CA US","2018-04-28","0.00","95","70","79"
+"USC00042319","DEATH VALLEY, CA US","2018-04-29","0.00","95","71","74"
+"USC00042319","DEATH VALLEY, CA US","2018-04-30","0.00","85","65","73"
+"USC00042319","DEATH VALLEY, CA US","2018-05-01","0.00","84","60","60"
+"USC00042319","DEATH VALLEY, CA US","2018-05-02","0.00","82","59","73"
+"USC00042319","DEATH VALLEY, CA US","2018-05-03","0.00","97","63","83"
+"USC00042319","DEATH VALLEY, CA US","2018-05-04","0.00","102","66","87"
+"USC00042319","DEATH VALLEY, CA US","2018-05-05","0.00","105","72","91"
+"USC00042319","DEATH VALLEY, CA US","2018-05-06","0.00","110","77","92"
+"USC00042319","DEATH VALLEY, CA US","2018-05-07","0.00","108","82","89"
+"USC00042319","DEATH VALLEY, CA US","2018-05-08","0.00","109","77","96"
+"USC00042319","DEATH VALLEY, CA US","2018-05-09","0.00","116","82","91"
+"USC00042319","DEATH VALLEY, CA US","2018-05-10","0.00","107","79","89"
+"USC00042319","DEATH VALLEY, CA US","2018-05-11","0.00","104","78","78"
+"USC00042319","DEATH VALLEY, CA US","2018-05-12","0.00","94","69","77"
+"USC00042319","DEATH VALLEY, CA US","2018-05-13","0.00","95","71","83"
+"USC00042319","DEATH VALLEY, CA US","2018-05-14","0.00","97","74","80"
+"USC00042319","DEATH VALLEY, CA US","2018-05-15","0.00","100","72","85"
+"USC00042319","DEATH VALLEY, CA US","2018-05-16","0.00","101","79","80"
+"USC00042319","DEATH VALLEY, CA US","2018-05-17","0.00","97","69","81"
+"USC00042319","DEATH VALLEY, CA US","2018-05-18","0.00","102","75","88"
+"USC00042319","DEATH VALLEY, CA US","2018-05-19","0.00","105","82","83"
+"USC00042319","DEATH VALLEY, CA US","2018-05-20","0.00","103","81","83"
+"USC00042319","DEATH VALLEY, CA US","2018-05-21","0.00","97","81","82"
+"USC00042319","DEATH VALLEY, CA US","2018-05-22","0.00","100","76","86"
+"USC00042319","DEATH VALLEY, CA US","2018-05-23","0.00","103","80","88"
+"USC00042319","DEATH VALLEY, CA US","2018-05-24","0.00","104","83","89"
+"USC00042319","DEATH VALLEY, CA US","2018-05-25","0.00","95","75","75"
+"USC00042319","DEATH VALLEY, CA US","2018-05-26","0.00","94","70","76"
+"USC00042319","DEATH VALLEY, CA US","2018-05-27","0.00","102","74","87"
+"USC00042319","DEATH VALLEY, CA US","2018-05-28","0.00","108","79","91"
+"USC00042319","DEATH VALLEY, CA US","2018-05-29","0.00","111","84","91"
+"USC00042319","DEATH VALLEY, CA US","2018-05-30","0.00","110","89","90"
+"USC00042319","DEATH VALLEY, CA US","2018-05-31","0.00","101","81","81"
+"USC00042319","DEATH VALLEY, CA US","2018-06-01","0.00","107","71","83"
+"USC00042319","DEATH VALLEY, CA US","2018-06-02","0.00","113","82","94"
+"USC00042319","DEATH VALLEY, CA US","2018-06-03","0.00","118","79","101"
+"USC00042319","DEATH VALLEY, CA US","2018-06-04","0.00","117","87","98"
+"USC00042319","DEATH VALLEY, CA US","2018-06-05","0.00","114","88","95"
+"USC00042319","DEATH VALLEY, CA US","2018-06-06","0.00","109","88","90"
+"USC00042319","DEATH VALLEY, CA US","2018-06-07","0.00","109","85","90"
+"USC00042319","DEATH VALLEY, CA US","2018-06-08","0.00","111","81","94"
+"USC00042319","DEATH VALLEY, CA US","2018-06-09","0.00","113","88","90"
+"USC00042319","DEATH VALLEY, CA US","2018-06-10","0.00","106","85","88"
+"USC00042319","DEATH VALLEY, CA US","2018-06-11","0.00","113","78","95"
+"USC00042319","DEATH VALLEY, CA US","2018-06-12","0.00","117","82","101"
+"USC00042319","DEATH VALLEY, CA US","2018-06-13","0.00","119","95","98"
+"USC00042319","DEATH VALLEY, CA US","2018-06-14","0.00","117","90","96"
+"USC00042319","DEATH VALLEY, CA US","2018-06-15","0.00","112","92","92"
+"USC00042319","DEATH VALLEY, CA US","2018-06-16","0.00","107","85","86"
+"USC00042319","DEATH VALLEY, CA US","2018-06-17","0.00","101","78","82"
+"USC00042319","DEATH VALLEY, CA US","2018-06-18","0.00","103","75","88"
+"USC00042319","DEATH VALLEY, CA US","2018-06-19","0.00","111","79","94"
+"USC00042319","DEATH VALLEY, CA US","2018-06-20","0.00","118","87","101"
+"USC00042319","DEATH VALLEY, CA US","2018-06-21","0.00","126","94","105"
+"USC00042319","DEATH VALLEY, CA US","2018-06-22","0.00","121","96","100"
+"USC00042319","DEATH VALLEY, CA US","2018-06-23","0.00","120","92","100"
+"USC00042319","DEATH VALLEY, CA US","2018-06-24","0.00","119","92","102"
+"USC00042319","DEATH VALLEY, CA US","2018-06-25","0.00","121","97","103"
+"USC00042319","DEATH VALLEY, CA US","2018-06-26","0.00","120","96","102"
+"USC00042319","DEATH VALLEY, CA US","2018-06-27","0.00","117","94","100"
+"USC00042319","DEATH VALLEY, CA US","2018-06-28","0.00","116","89","94"
+"USC00042319","DEATH VALLEY, CA US","2018-06-29","0.00","111","86","97"
+"USC00042319","DEATH VALLEY, CA US","2018-06-30","0.00","118","88","102"
+"USC00042319","DEATH VALLEY, CA US","2018-07-01","0.00","118","89","102"
+"USC00042319","DEATH VALLEY, CA US","2018-07-02","0.00","119","96","100"
+"USC00042319","DEATH VALLEY, CA US","2018-07-03","0.00","117","94","96"
+"USC00042319","DEATH VALLEY, CA US","2018-07-04","0.00","113","90","97"
+"USC00042319","DEATH VALLEY, CA US","2018-07-05","0.00","117","89","95"
+"USC00042319","DEATH VALLEY, CA US","2018-07-06","0.00","121","82","107"
+"USC00042319","DEATH VALLEY, CA US","2018-07-07","0.00","121","94","108"
+"USC00042319","DEATH VALLEY, CA US","2018-07-08","0.00","126","96","107"
+"USC00042319","DEATH VALLEY, CA US","2018-07-09","0.03","121","103","105"
+"USC00042319","DEATH VALLEY, CA US","2018-07-10","0.01","114","94","97"
+"USC00042319","DEATH VALLEY, CA US","2018-07-11","0.00","113","94","99"
+"USC00042319","DEATH VALLEY, CA US","2018-07-12","0.01","115","86","94"
+"USC00042319","DEATH VALLEY, CA US","2018-07-13","0.00","114","86","105"
+"USC00042319","DEATH VALLEY, CA US","2018-07-14","0.00","120","97","106"
+"USC00042319","DEATH VALLEY, CA US","2018-07-15","0.00","120","99","107"
+"USC00042319","DEATH VALLEY, CA US","2018-07-16","0.00","124","96","108"
+"USC00042319","DEATH VALLEY, CA US","2018-07-17","0.00","123","102","109"
+"USC00042319","DEATH VALLEY, CA US","2018-07-18","0.00","120","103","109"
+"USC00042319","DEATH VALLEY, CA US","2018-07-19","0.00","121","101","101"
+"USC00042319","DEATH VALLEY, CA US","2018-07-20","0.00","120","93","105"
+"USC00042319","DEATH VALLEY, CA US","2018-07-21","0.00","115","96","103"
+"USC00042319","DEATH VALLEY, CA US","2018-07-22","0.00","120","93","103"
+"USC00042319","DEATH VALLEY, CA US","2018-07-23","0.00","125","96","107"
+"USC00042319","DEATH VALLEY, CA US","2018-07-24","0.00","127","95","111"
+"USC00042319","DEATH VALLEY, CA US","2018-07-25","0.00","127","102","109"
+"USC00042319","DEATH VALLEY, CA US","2018-07-26","0.00","127","100","110"
+"USC00042319","DEATH VALLEY, CA US","2018-07-27","0.00","127","94","107"
+"USC00042319","DEATH VALLEY, CA US","2018-07-28","0.00","124","101","107"
+"USC00042319","DEATH VALLEY, CA US","2018-07-29","0.00","124","100","105"
+"USC00042319","DEATH VALLEY, CA US","2018-07-30","0.00","123","103","107"
+"USC00042319","DEATH VALLEY, CA US","2018-07-31","0.00","121","103","104"
+"USC00042319","DEATH VALLEY, CA US","2018-08-01","0.00","120","96","103"
+"USC00042319","DEATH VALLEY, CA US","2018-08-02","0.00","121","97","105"
+"USC00042319","DEATH VALLEY, CA US","2018-08-03","0.00","120","98","104"
+"USC00042319","DEATH VALLEY, CA US","2018-08-04","0.00","119","97","101"
+"USC00042319","DEATH VALLEY, CA US","2018-08-05","0.00","117","88","101"
+"USC00042319","DEATH VALLEY, CA US","2018-08-06","0.00","119","85","95"
+"USC00042319","DEATH VALLEY, CA US","2018-08-07","0.00","121","80","97"
+"USC00042319","DEATH VALLEY, CA US","2018-08-08","0.00","122","85","103"
+"USC00042319","DEATH VALLEY, CA US","2018-08-09","0.00","122","90","106"
+"USC00042319","DEATH VALLEY, CA US","2018-08-10","0.00","119","98","102"
+"USC00042319","DEATH VALLEY, CA US","2018-08-11","0.00","119","97","102"
+"USC00042319","DEATH VALLEY, CA US","2018-08-12","0.00","112","93","103"
+"USC00042319","DEATH VALLEY, CA US","2018-08-13","0.00","117","94","105"
+"USC00042319","DEATH VALLEY, CA US","2018-08-14","0.00","118","95","102"
+"USC00042319","DEATH VALLEY, CA US","2018-08-15","0.00","117","95","101"
+"USC00042319","DEATH VALLEY, CA US","2018-08-16","0.00","117","95","100"
+"USC00042319","DEATH VALLEY, CA US","2018-08-17","0.00","116","93","104"
+"USC00042319","DEATH VALLEY, CA US","2018-08-18","0.00","119","97","104"
+"USC00042319","DEATH VALLEY, CA US","2018-08-19","0.00","122","92","104"
+"USC00042319","DEATH VALLEY, CA US","2018-08-20","0.00","119","99","103"
+"USC00042319","DEATH VALLEY, CA US","2018-08-21","0.00","117","96","96"
+"USC00042319","DEATH VALLEY, CA US","2018-08-22","0.00","115","92","98"
+"USC00042319","DEATH VALLEY, CA US","2018-08-23","0.00","115","91","96"
+"USC00042319","DEATH VALLEY, CA US","2018-08-24","0.00","113","88","98"
+"USC00042319","DEATH VALLEY, CA US","2018-08-25","0.00","113","88","96"
+"USC00042319","DEATH VALLEY, CA US","2018-08-26","0.00","114","87","95"
+"USC00042319","DEATH VALLEY, CA US","2018-08-27","0.00","111","86","94"
+"USC00042319","DEATH VALLEY, CA US","2018-08-28","0.00","109","83","94"
+"USC00042319","DEATH VALLEY, CA US","2018-08-29","0.00","112","88","96"
+"USC00042319","DEATH VALLEY, CA US","2018-08-30","0.00","113","91","95"
+"USC00042319","DEATH VALLEY, CA US","2018-08-31","0.00","109","83","94"
+"USC00042319","DEATH VALLEY, CA US","2018-09-01","0.00","113","83","89"
+"USC00042319","DEATH VALLEY, CA US","2018-09-02","0.00","113","78","101"
+"USC00042319","DEATH VALLEY, CA US","2018-09-03","0.00","113","89","98"
+"USC00042319","DEATH VALLEY, CA US","2018-09-04","0.00","112","87","95"
+"USC00042319","DEATH VALLEY, CA US","2018-09-05","0.00","110","84","98"
+"USC00042319","DEATH VALLEY, CA US","2018-09-06","0.00","114","82","98"
+"USC00042319","DEATH VALLEY, CA US","2018-09-07","0.00","115","85","99"
+"USC00042319","DEATH VALLEY, CA US","2018-09-08","0.00","120","83","99"
+"USC00042319","DEATH VALLEY, CA US","2018-09-09","0.00","116","88","96"
+"USC00042319","DEATH VALLEY, CA US","2018-09-10","0.00","111","87","94"
+"USC00042319","DEATH VALLEY, CA US","2018-09-11","0.00","109","84","93"
+"USC00042319","DEATH VALLEY, CA US","2018-09-12","0.00","110","85","93"
+"USC00042319","DEATH VALLEY, CA US","2018-09-13","0.00","107","78","91"
+"USC00042319","DEATH VALLEY, CA US","2018-09-14","0.00","109","82","91"
+"USC00042319","DEATH VALLEY, CA US","2018-09-15","0.00","107","84","88"
+"USC00042319","DEATH VALLEY, CA US","2018-09-16","0.00","109","78","92"
+"USC00042319","DEATH VALLEY, CA US","2018-09-17","0.00","108","76","92"
+"USC00042319","DEATH VALLEY, CA US","2018-09-18","0.00","106","74","86"
+"USC00042319","DEATH VALLEY, CA US","2018-09-19","0.00","108","71","84"
+"USC00042319","DEATH VALLEY, CA US","2018-09-20","0.00","107","77","81"
+"USC00042319","DEATH VALLEY, CA US","2018-09-21","0.00","109","71","86"
+"USC00042319","DEATH VALLEY, CA US","2018-09-22","0.00","110","74","94"
+"USC00042319","DEATH VALLEY, CA US","2018-09-23","0.00","111","85","90"
+"USC00042319","DEATH VALLEY, CA US","2018-09-24","0.00","108","77","89"
+"USC00042319","DEATH VALLEY, CA US","2018-09-25","0.00","111","79","86"
+"USC00042319","DEATH VALLEY, CA US","2018-09-26","0.00","109","78","85"
+"USC00042319","DEATH VALLEY, CA US","2018-09-27","0.00","110","69","87"
+"USC00042319","DEATH VALLEY, CA US","2018-09-28","0.00","110","70","94"
+"USC00042319","DEATH VALLEY, CA US","2018-09-29","0.00","105","86","88"
+"USC00042319","DEATH VALLEY, CA US","2018-09-30","0.00","103","82","90"
+"USC00042319","DEATH VALLEY, CA US","2018-10-01","0.00","104","86","89"
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diff --git a/Baby'sFirstDataScience/data/eq_1_day_m1.json b/Baby'sFirstDataScience/data/eq_1_day_m1.json
new file mode 100644
index 0000000..99a7847
--- /dev/null
+++ b/Baby'sFirstDataScience/data/eq_1_day_m1.json
@@ -0,0 +1,158 @@
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diff --git a/Baby'sFirstDataScience/data/eq_data_30_day_m1.json b/Baby'sFirstDataScience/data/eq_data_30_day_m1.json
new file mode 100644
index 0000000..45185f8
--- /dev/null
+++ b/Baby'sFirstDataScience/data/eq_data_30_day_m1.json
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diff --git a/Baby'sFirstDataScience/data/readable_eq_data.json b/Baby'sFirstDataScience/data/readable_eq_data.json
new file mode 100644
index 0000000..b5d4ff8
--- /dev/null
+++ b/Baby'sFirstDataScience/data/readable_eq_data.json
@@ -0,0 +1,6341 @@
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+                "dmin": 0.571,
+                "rms": 0.25,
+                "gap": 333,
+                "magType": "md",
+                "type": "earthquake",
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+            },
+            "geometry": {
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+                ]
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+}
\ No newline at end of file
diff --git a/Baby'sFirstDataScience/data/readable_hn_data.json b/Baby'sFirstDataScience/data/readable_hn_data.json
new file mode 100644
index 0000000..50263d0
--- /dev/null
+++ b/Baby'sFirstDataScience/data/readable_hn_data.json
@@ -0,0 +1,42 @@
+{
+    "by": "jimktrains2",
+    "descendants": 221,
+    "id": 19155826,
+    "kids": [
+        19156572,
+        19158857,
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+        19157251,
+        19156415,
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+    "score": 728,
+    "time": 1550085414,
+    "title": "Nasa\u2019s Mars Rover Opportunity Concludes a 15-Year Mission",
+    "type": "story",
+    "url": "https://www.nytimes.com/2019/02/13/science/mars-opportunity-rover-dead.html"
+}
\ No newline at end of file
diff --git a/Baby'sFirstDataScience/data/sitka_weather_07-2018_simple.csv b/Baby'sFirstDataScience/data/sitka_weather_07-2018_simple.csv
new file mode 100644
index 0000000..1640814
--- /dev/null
+++ b/Baby'sFirstDataScience/data/sitka_weather_07-2018_simple.csv
@@ -0,0 +1,32 @@
+"STATION","NAME","DATE","PRCP","TAVG","TMAX","TMIN"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-01","0.25",,"62","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-02","0.01",,"58","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-03","0.00",,"70","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-04","0.00",,"70","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-05","0.00",,"67","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-06","0.00",,"59","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-07","0.00",,"58","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-08","0.00",,"62","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-09","0.00",,"66","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-10","0.44",,"59","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-11","0.29",,"56","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-12","0.02",,"63","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-13","0.00",,"65","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-14","0.32",,"58","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-15","0.75",,"56","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-16","0.61",,"59","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-17","0.00",,"64","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-18","0.16",,"60","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-19","0.14",,"60","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-20","0.00",,"61","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-21","0.00",,"65","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-22","0.00",,"65","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-23","0.00",,"63","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-24","0.00",,"59","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-25","0.00",,"64","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-26","0.00",,"65","58"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-27","0.00",,"68","58"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-28","0.00",,"66","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-29","0.00",,"64","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-30","0.00",,"67","58"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-31","0.00",,"65","56"
diff --git a/Baby'sFirstDataScience/data/sitka_weather_2018_simple.csv b/Baby'sFirstDataScience/data/sitka_weather_2018_simple.csv
new file mode 100644
index 0000000..18b8b37
--- /dev/null
+++ b/Baby'sFirstDataScience/data/sitka_weather_2018_simple.csv
@@ -0,0 +1,364 @@
+"STATION","NAME","DATE","PRCP","TAVG","TMAX","TMIN"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-01","0.45",,"48","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-02","0.56",,"48","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-03","0.40",,"46","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-04","0.99",,"42","40"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-05","0.25",,"46","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-06","0.46",,"44","37"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-07","0.01",,"39","30"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-08","0.00",,"36","28"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-09","0.13",,"34","25"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-10","0.00",,"28","24"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-11","0.00",,"34","23"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-12","0.18",,"41","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-13","0.05",,"53","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-14","0.07",,"63","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-15","0.01",,"60","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-16","0.40",,"54","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-17","0.01",,"47","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-18","0.00",,"46","35"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-19","0.00",,"42","37"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-20","0.00",,"45","39"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-21","0.00",,"43","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-22","0.42",,"41","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-23","0.00",,"41","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-24","0.04",,"40","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-25","0.00",,"40","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-26","0.16",,"41","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-27","0.00",,"39","29"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-28","0.00",,"40","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-29","0.00",,"40","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-30","0.00",,"39","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-01-31","0.00",,"36","29"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-01","0.00",,"35","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-02","0.00",,"35","26"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-03","0.00",,"34","24"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-04","0.00",,"42","28"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-05","0.00",,"41","28"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-06","0.10",,"39","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-07","0.00",,"42","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-08","0.00",,"39","28"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-09","0.00",,"37","25"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-10","0.00",,"37","24"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-11","0.00",,"40","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-12","1.24",,"43","35"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-13","0.37",,"41","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-14","0.00",,"40","29"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-15","0.43",,"38","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-16","0.00",,"36","28"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-17","0.00",,"37","30"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-18","0.00",,"39","25"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-19","0.03",,"39","29"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-20","0.03",,"38","28"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-21","0.00",,"41","29"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-22","0.46",,"42","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-23","0.24",,"41","30"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-24","0.58",,"39","30"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-25","0.02",,"38","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-26","0.45",,"42","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-27","0.32",,"39","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-02-28","0.60",,"40","30"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-01","0.00",,"35","27"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-02","0.00",,"40","26"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-03","0.00",,"41","25"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-04","0.00",,"40","27"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-05","0.00",,"39","25"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-06","0.00",,"39","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-07","0.31",,"40","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-08","0.24",,"39","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-09","0.42",,"42","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-10","0.48",,"43","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-11","0.51",,"44","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-12","0.01",,"54","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-13","0.00",,"58","39"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-14","0.00",,"54","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-15","0.00",,"45","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-16","0.00",,"45","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-17","0.00",,"45","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-18","0.02",,"43","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-19","0.90",,"41","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-20","0.17",,"41","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-21","0.00",,"42","30"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-22","0.00",,"46","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-23","0.00",,"42","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-24","0.01",,"42","28"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-25","0.00",,"41","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-26","0.49",,"42","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-27","0.22",,"43","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-28","0.07",,"43","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-29","0.00",,"46","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-30","0.05",,"45","28"
+"USW00025333","SITKA AIRPORT, AK US","2018-03-31","0.00",,"43","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-01","0.00",,"45","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-02","0.00",,"41","30"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-03","0.00",,"43","28"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-04","0.00",,"45","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-05","0.00",,"52","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-06","0.00",,"51","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-07","0.00",,"59","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-08","0.02",,"52","40"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-09","0.01",,"54","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-10","0.00",,"57","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-11","0.00",,"58","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-12","0.01",,"51","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-13","0.01",,"51","40"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-14","0.05",,"48","37"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-15","0.00",,"50","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-16","0.00",,"49","35"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-17","0.00",,"46","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-18","0.95",,"46","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-19","0.85",,"45","40"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-20","0.06",,"45","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-21","0.22",,"47","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-22","0.13",,"47","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-23","0.49",,"45","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-24","0.23",,"46","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-25","0.11",,"45","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-26","0.04",,"45","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-27","0.01",,"46","40"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-28","0.02",,"47","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-29","0.01",,"46","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-04-30","0.08",,"44","39"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-01","0.88",,"44","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-02","0.14",,"47","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-03","0.03",,"45","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-04","0.10",,"48","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-05","0.31",,"50","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-06","0.00",,"56","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-07","0.00",,"53","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-08","0.00",,"51","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-09","0.20",,"56","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-10","0.00",,"52","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-11","0.76",,"48","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-12","0.16",,"49","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-13","0.16",,"54","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-14","0.27",,"45","39"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-15","0.03",,"50","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-16","0.00",,"51","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-17","0.00",,"57","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-18","0.00",,"52","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-19","0.00",,"50","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-20","0.37",,"52","46"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-21","0.63",,"53","47"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-22","0.16",,"52","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-23","0.00",,"55","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-24","0.17",,"52","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-25","0.11",,"50","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-26","0.31",,"52","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-27","0.23",,"51","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-28","1.03",,"50","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-29","0.00",,"54","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-30","0.00",,"53","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-05-31","0.00",,"54","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-01","0.02",,"58","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-02","0.19",,"53","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-03","0.00",,"57","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-04","0.07",,"52","46"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-05","0.00",,"63","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-06","0.07",,"57","47"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-07","0.04",,"59","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-08","0.02",,"59","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-09","0.19",,"60","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-10","1.09",,"53","46"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-11","0.07",,"51","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-12","0.02",,"63","46"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-13","0.10",,"56","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-14","0.01",,"54","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-15","0.00",,"60","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-16","0.36",,"57","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-17","0.02",,"54","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-18","0.00",,"62","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-19","0.00",,"67","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-20","0.00",,"62","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-21","0.00",,"57","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-22","0.00",,"60","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-23","0.00",,"57","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-24","0.05",,"61","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-25","0.01",,"60","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-26","0.11",,"55","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-27","0.00",,"56","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-28","0.20",,"61","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-29","0.38",,"57","51"
+"USW00025333","SITKA AIRPORT, AK US","2018-06-30","0.14",,"57","51"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-01","0.25",,"62","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-02","0.01",,"58","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-03","0.00",,"70","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-04","0.00",,"70","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-05","0.00",,"67","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-06","0.00",,"59","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-07","0.00",,"58","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-08","0.00",,"62","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-09","0.00",,"66","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-10","0.44",,"59","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-11","0.29",,"56","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-12","0.02",,"63","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-13","0.00",,"65","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-14","0.32",,"58","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-15","0.75",,"56","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-16","0.61",,"59","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-17","0.00",,"64","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-18","0.16",,"60","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-19","0.14",,"60","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-20","0.00",,"61","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-21","0.00",,"65","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-22","0.00",,"65","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-23","0.00",,"63","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-24","0.00",,"59","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-25","0.00",,"64","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-26","0.00",,"65","58"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-27","0.00",,"68","58"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-28","0.00",,"66","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-29","0.00",,"64","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-30","0.00",,"67","58"
+"USW00025333","SITKA AIRPORT, AK US","2018-07-31","0.00",,"65","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-01","0.00",,"66","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-02","0.17",,"59","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-03","0.01",,"67","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-04","0.00",,"73","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-05","0.00",,"72","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-06","0.00",,"64","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-07","0.07",,"62","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-08","2.62",,"61","57"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-09","0.65",,"61","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-10","0.01",,"63","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-11","0.00",,"65","51"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-12","0.05",,"62","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-13","1.29",,"59","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-14","0.09",,"61","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-15","0.00",,"60","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-16","0.00",,"63","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-17","0.20",,"66","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-18","0.00",,"63","51"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-19","0.00",,"67","51"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-20","0.00",,"65","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-21","0.25",,"63","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-22","0.46",,"59","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-23","0.02",,"60","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-24","0.39",,"58","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-25","0.32",,"58","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-26","0.00",,"63","51"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-27","0.63",,"59","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-28","1.33",,"61","56"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-29","0.00",,"62","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-30","0.21",,"61","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-08-31","0.23",,"61","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-01","0.39",,"57","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-02","0.00",,"63","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-03","0.00",,"62","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-04","0.00",,"65","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-05","0.00",,"67","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-06","0.00",,"64","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-07","0.14",,"65","52"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-08","0.01",,"68","55"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-09","0.01",,"66","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-10","0.00",,"71","51"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-11","0.00",,"69","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-12","0.00",,"67","47"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-13","0.00",,"61","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-14","0.00",,"65","46"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-15","0.00",,"62","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-16","0.00",,"59","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-17","0.00",,"60","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-18","0.00",,"64","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-19","0.00",,"63","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-20","0.00",,"58","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-21","0.00",,"64","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-22","0.12",,"56","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-23","0.79",,"56","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-24","0.22",,"56","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-25","1.52",,"57","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-26","0.31",,"57","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-27","0.03",,"57","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-28","0.01",,"61","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-29","0.00",,"64","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-09-30","0.00",,"63","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-01","0.00",,"66","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-02","0.00",,"56","40"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-03","0.00",,"54","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-04","0.01",,"54","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-05","0.78",,"57","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-06","0.08",,"52","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-07","0.25",,"53","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-08","0.23",,"56","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-09","0.00",,"54","40"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-10","1.51",,"53","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-11","0.40",,"52","46"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-12","0.02",,"54","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-13","0.40",,"56","47"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-14","0.38",,"57","54"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-15","0.02",,"60","53"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-16","1.50",,"59","51"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-17","0.16",,"55","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-18","0.08",,"55","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-19","0.87",,"56","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-20","0.20",,"54","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-21","0.08",,"56","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-22","0.93",,"61","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-23","0.25",,"61","51"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-24","0.00",,"55","50"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-25","0.49",,"55","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-26","0.60",,"51","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-27","0.01",,"54","46"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-28","0.00",,"54","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-29","0.24",,"55","46"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-30","0.23",,"51","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-10-31","0.03",,"47","39"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-01","0.06",,"49","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-02","0.30",,"45","40"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-03","0.35",,"50","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-04","0.30",,"48","44"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-05","0.01",,"47","35"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-06","0.00",,"46","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-07","0.04",,"50","33"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-08","0.49",,"51","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-09","0.25",,"50","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-10","0.23",,"47","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-11","0.13",,"50","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-12","0.08",,"54","49"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-13","0.56",,"53","46"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-14","0.92",,"49","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-15","0.14",,"48","37"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-16","0.52",,"48","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-17","1.65",,"54","47"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-18","0.88",,"52","47"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-19","0.02",,"52","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-20","0.43",,"51","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-21","0.06",,"46","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-22","0.18",,"47","39"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-23","0.00",,"44","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-24","0.04",,"48","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-25","0.04",,"54","48"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-26","0.73",,"53","46"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-27","0.00",,"47","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-28","0.28",,"45","40"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-29","0.13",,"43","34"
+"USW00025333","SITKA AIRPORT, AK US","2018-11-30","0.03",,"39","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-01","0.00",,"36","28"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-02","0.02",,"39","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-03","0.02",,"39","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-04","0.02",,"41","35"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-05","0.00",,"41","35"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-06","0.01",,"44","39"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-07","0.04",,"48","40"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-08","0.06",,"52","45"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-09","0.42",,"50","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-10","1.30",,"45","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-11","0.92",,"46","38"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-12","0.05",,"43","37"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-15","0.00",,"46","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-16","0.31",,"49","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-17","0.35",,"48","43"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-18","0.62",,"48","41"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-19","0.28",,"43","35"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-20","0.42",,"39","31"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-21","0.00",,"41","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-22","0.00",,"44","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-23","0.08",,"43","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-24","0.61",,"41","37"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-25","0.00",,"44","35"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-26","0.21",,"46","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-27","0.26",,"47","42"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-28","0.03",,"44","35"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-29","0.13",,"38","32"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-30","0.20",,"42","36"
+"USW00025333","SITKA AIRPORT, AK US","2018-12-31","0.89",,"48","41"
diff --git a/Baby'sFirstDataScience/death_valley_highs_lows.py b/Baby'sFirstDataScience/death_valley_highs_lows.py
new file mode 100644
index 0000000..9c10f9c
--- /dev/null
+++ b/Baby'sFirstDataScience/death_valley_highs_lows.py
@@ -0,0 +1,42 @@
+import csv
+from datetime import datetime
+
+import matplotlib.pyplot as plt
+
+filename = 'data/death_valley_2018_simple.csv'
+with open(filename) as f:
+    reader = csv.reader(f)
+    header_row = next(reader)
+    
+    # Get dates as well as high and low temperatures from this file.
+    dates, highs, lows = [], [], []
+    for row in reader:
+        current_date = datetime.strptime(row[2], '%Y-%m-%d')
+        try:
+            high = int(row[4])
+            low = int(row[5])
+        except ValueError:
+            print(f"Missing data for {current_date}")
+            # This handles any missing data and will output to the terminal
+        else:
+            dates.append(current_date)
+            highs.append(high)
+            lows.append(low)
+
+    # Plot the high and low temperatures.
+    plt.style.use('seaborn')
+    fig, ax = plt.subplots()
+    ax.plot(dates, highs, c='red', alpha=0.5)
+    ax.plot(dates, lows, c='blue', alpha=0.5)
+    ax.fill_between(dates, highs, lows, facecolor='blue', alpha=0.1)
+    # The above fills the region between the two data sets
+    
+    # Format plot.
+    title = "Daily high and low temperatures for 2018 in Death Valley, CA"
+    ax.set_title(title, fontsize=20)
+    ax.set_xlabel('', fontsize=16)
+    fig.autofmt_xdate()
+    ax.set_ylabel("Temperature (F)", fontsize=16)
+    ax.tick_params(axis='both', which='major', labelsize=16)
+    
+    plt.show()
diff --git a/Baby'sFirstDataScience/dice_visual.py b/Baby'sFirstDataScience/dice_visual.py
new file mode 100644
index 0000000..2df5451
--- /dev/null
+++ b/Baby'sFirstDataScience/dice_visual.py
@@ -0,0 +1,37 @@
+from plotly.graph_objs import Bar, Layout
+from plotly import offline
+
+from die import Die
+
+# Create two D6 dice
+die_1 = Die()
+die_2 = Die()
+
+# Make some rolls, and store results in a list
+results = []
+for roll_num in range(1000):
+    result = die_1.roll() + die_2.roll()
+    results.append(result)
+
+# Analyze the results
+frequencies = []
+max_result = die_1.num_sides + die_2.num_sides
+for value in range(2, max_result+1):
+    frequency = results.count(value)
+    frequencies.append(frequency)
+
+# Visualize the results
+x_values = list(range(2, max_result+1))
+data = [Bar(x=x_values, y=frequencies)]
+# The class Bar must be wrapped in square brackets, because a data set can have
+# multiple elements.
+
+x_axis_config = {'title': 'Result', 'dtick': 1}
+y_axis_config = {'title': 'Frequency of Result'}
+my_layout = Layout(title='Results of rolling two D6 dice 1000 times',
+    xaxis=x_axis_config, yaxis=y_axis_config)
+offline.plot({'data': data, 'layout': my_layout}, filename='d6_d6.html')
+# The offline.plot() function needs a dictionary containing the data and layout
+# objects, and it also accepts a name for the file where the graph will be saved.
+
+# print(frequencies)
diff --git a/Baby'sFirstDataScience/dice_visual_more_sides.py b/Baby'sFirstDataScience/dice_visual_more_sides.py
new file mode 100644
index 0000000..1c34841
--- /dev/null
+++ b/Baby'sFirstDataScience/dice_visual_more_sides.py
@@ -0,0 +1,37 @@
+from plotly.graph_objs import Bar, Layout
+from plotly import offline
+
+from die import Die
+
+# Create a D10 and a D20
+die_1 = Die(10)
+die_2 = Die(20)
+
+# Make some rolls, and store results in a list
+results = []
+for roll_num in range(50_000):
+    result = die_1.roll() + die_2.roll()
+    results.append(result)
+
+# Analyze the results
+frequencies = []
+max_result = die_1.num_sides + die_2.num_sides
+for value in range(2, max_result+1):
+    frequency = results.count(value)
+    frequencies.append(frequency)
+
+# Visualize the results
+x_values = list(range(2, max_result+1))
+data = [Bar(x=x_values, y=frequencies)]
+# The class Bar must be wrapped in square brackets, because a data set can have
+# multiple elements.
+
+x_axis_config = {'title': 'Result', 'dtick': 1}
+y_axis_config = {'title': 'Frequency of Result'}
+my_layout = Layout(title='Results of rolling a D10 and D20 dice 50,000 times',
+    xaxis=x_axis_config, yaxis=y_axis_config)
+offline.plot({'data': data, 'layout': my_layout}, filename='d10_d20.html')
+# The offline.plot() function needs a dictionary containing the data and layout
+# objects, and it also accepts a name for the file where the graph will be saved.
+
+# print(frequencies)
diff --git a/Baby'sFirstDataScience/die.py b/Baby'sFirstDataScience/die.py
new file mode 100644
index 0000000..afc2dac
--- /dev/null
+++ b/Baby'sFirstDataScience/die.py
@@ -0,0 +1,14 @@
+from random import randint
+
+class Die:
+    """A class representint a single die."""
+
+    def __init__(self, num_sides=6):
+        """Assume a six-sided die."""
+        # If an argument is included, that value will set the number of sides
+        # on the die
+        self.num_sides = num_sides
+
+    def roll(self):
+        """Return a random value between 1 and number of sides."""
+        return randint(1, self.num_sides)
diff --git a/Baby'sFirstDataScience/die_visual.py b/Baby'sFirstDataScience/die_visual.py
new file mode 100644
index 0000000..7ac6b52
--- /dev/null
+++ b/Baby'sFirstDataScience/die_visual.py
@@ -0,0 +1,37 @@
+from plotly.graph_objs import Bar, Layout
+from plotly import offline
+
+from die import Die
+
+# Create a D6
+die = Die()
+
+# Make some rolls, and store results in a list
+results = []
+for roll_num in range(1000):
+    result = die.roll()
+    results.append(result)
+
+# Analyze the results
+frequencies = []
+for value in range(1, die.num_sides+1):
+    frequency = results.count(value)
+    frequencies.append(frequency)
+
+# Visualize the results
+x_values = list(range(1, die.num_sides+1))
+# Plotly doesn’t accept the results of the range() function directly, so we
+# need to convert the range to a list explicitly using the list() function.
+data = [Bar(x=x_values, y=frequencies)]
+# The class Bar must be wrapped in square brackets, because a data set can have
+# multiple elements.
+
+x_axis_config = {'title': 'Result'}
+y_axis_config = {'title': 'Frequency of Result'}
+my_layout = Layout(title='Results of rolling one D6 1000 times',
+    xaxis=x_axis_config, yaxis=y_axis_config)
+offline.plot({'data': data, 'layout': my_layout}, filename='d6.html')
+# The offline.plot() function needs a dictionary containing the data and layout
+# objects, and it also accepts a name for the file where the graph will be saved.
+
+# print(frequencies)
diff --git a/Baby'sFirstDataScience/earthquake_map.png b/Baby'sFirstDataScience/earthquake_map.png
new file mode 100644
index 0000000..38d42f6
Binary files /dev/null and b/Baby'sFirstDataScience/earthquake_map.png differ
diff --git a/Baby'sFirstDataScience/eq_explore_data.py b/Baby'sFirstDataScience/eq_explore_data.py
new file mode 100644
index 0000000..6e0387d
--- /dev/null
+++ b/Baby'sFirstDataScience/eq_explore_data.py
@@ -0,0 +1,28 @@
+import json 
+
+# Explore the structure of the data.
+filename = 'data/eq_1_day_m1.json'
+with open(filename) as f:
+    all_eq_data = json.load(f)
+    # The json.load() function converts the data into a format Python can work 
+    # with: in this case, a giant dictionary.
+
+all_eq_dicts = all_eq_data['features']
+# print(len(all_eq_dicts))
+
+mags, lons, lats = [], [], []
+for eq_dict in all_eq_dicts:
+    mag = eq_dict['properties']['mag']
+    lon = eq_dict['geometry']['coordinates'][0]
+    lat = eq_dict['geometry']['coordinates'][1]
+    mags.append(mag)
+    lons.append(lon)
+    lats.append(lat)
+print(mags[:10])
+print(lons[:10])
+print(lats[:10])
+
+readable_file = 'data/readable_eq_data.json'
+with open(readable_file, 'w') as f:
+    # Here we create a file to write this same data into a more readable format.
+    json.dump(all_eq_data, f, indent=4)
diff --git a/Baby'sFirstDataScience/eq_world_map.py b/Baby'sFirstDataScience/eq_world_map.py
new file mode 100644
index 0000000..68e047a
--- /dev/null
+++ b/Baby'sFirstDataScience/eq_world_map.py
@@ -0,0 +1,46 @@
+import json 
+
+from plotly.graph_objs import Scattergeo, Layout
+from plotly import offline
+# The offline module renders the map
+
+# Explore the structure of the data.
+filename = 'data/eq_data_30_day_m1.json'
+with open(filename) as f:
+    all_eq_data = json.load(f)
+    # The json.load() function converts the data into a format Python can work 
+    # with: in this case, a giant dictionary.
+
+all_eq_dicts = all_eq_data['features']
+# print(len(all_eq_dicts))
+
+mags, lons, lats, hover_texts = [], [], [], []
+for eq_dict in all_eq_dicts:
+    mag = eq_dict['properties']['mag']
+    lon = eq_dict['geometry']['coordinates'][0]
+    lat = eq_dict['geometry']['coordinates'][1]
+    title = eq_dict['properties']['title']
+    mags.append(mag)
+    lons.append(lon)
+    lats.append(lat)
+    hover_texts.append(title)
+
+# Map the earthquakes.
+data = [{
+    'type': 'scattergeo',
+    'lon': lons,
+    'lat': lats,
+    'text': hover_texts,
+    'marker': {
+        'size': [5*mag for mag in mags],
+        'color': mags,
+        'colorscale': 'Hot',
+        'reversescale': True,
+        'colorbar': {'title': 'Magnitude'},
+    },
+}]
+# Scattergeo(lon=lons, lat=lats)]
+my_layout = Layout(title='Global Earthquakes')
+
+fig = {'data': data, 'layout': my_layout}
+offline.plot(fig, filename='global_earthquakes.html')
diff --git a/Baby'sFirstDataScience/githubstarredreposstylized.png b/Baby'sFirstDataScience/githubstarredreposstylized.png
new file mode 100644
index 0000000..5fcf16b
Binary files /dev/null and b/Baby'sFirstDataScience/githubstarredreposstylized.png differ
diff --git a/Baby'sFirstDataScience/githubstars.png b/Baby'sFirstDataScience/githubstars.png
new file mode 100644
index 0000000..cc35547
Binary files /dev/null and b/Baby'sFirstDataScience/githubstars.png differ
diff --git a/Baby'sFirstDataScience/gradient_randomwalk.png b/Baby'sFirstDataScience/gradient_randomwalk.png
new file mode 100644
index 0000000..a6fd4c7
Binary files /dev/null and b/Baby'sFirstDataScience/gradient_randomwalk.png differ
diff --git a/Baby'sFirstDataScience/hackernewsoutput.png b/Baby'sFirstDataScience/hackernewsoutput.png
new file mode 100644
index 0000000..e56a41a
Binary files /dev/null and b/Baby'sFirstDataScience/hackernewsoutput.png differ
diff --git a/Baby'sFirstDataScience/hn_article.py b/Baby'sFirstDataScience/hn_article.py
new file mode 100644
index 0000000..157596e
--- /dev/null
+++ b/Baby'sFirstDataScience/hn_article.py
@@ -0,0 +1,13 @@
+import requests
+import json
+
+# Make an API call and then store the response
+url = 'https://hacker-news.firebaseio.com/v0/item/19155826.json'
+r = requests.get(url)
+print(f"Status code: {r.status_code}")
+
+# Explore the structure of the data 
+response_dict = r.json()
+readable_file = 'data/readable_hn_data.json'
+with open(readable_file, 'w') as f:
+    json.dump(response_dict, f, indent=4)
diff --git a/Baby'sFirstDataScience/hn_submissions.py b/Baby'sFirstDataScience/hn_submissions.py
new file mode 100644
index 0000000..fd7e27a
--- /dev/null
+++ b/Baby'sFirstDataScience/hn_submissions.py
@@ -0,0 +1,40 @@
+from operator import itemgetter
+
+import requests
+
+# Make an API call and store the response.
+url = 'https://hacker-news.firebaseio.com/v0/topstories.json'
+r = requests.get(url)
+print(f"Status code: {r.status_code}")
+
+# Process information about each submission.
+submission_ids = r.json()
+submission_dicts = []
+for submission_id in submission_ids[:30]:
+    # Make a separate API call for each submission.
+    url = f"https://hacker-news.firebaseio.com/v0/item/{submission_id}.json"
+    r = requests.get(url)
+    print(f"id: {submission_id}\tstatus: {r.status_code}")
+    response_dict = r.json()
+    
+    # Build a dictionary for each article.
+    submission_dict = {
+        'title': response_dict['title'],
+        'hn_link': f"http://news.ycombinator.com/item?id={submission_id}",
+        'story_id': response_dict['id'],
+        'score': response_dict['score'],
+        'author': response_dict['by'],
+        'comments': response_dict.get('descendants', 0),
+    }
+    submission_dicts.append(submission_dict)
+
+# Output is sorted by number of comments
+submission_dicts = sorted(submission_dicts, key=itemgetter('comments'), reverse=True)
+
+for submission_dict in submission_dicts:
+    print(f"\nTitle: {submission_dict['title']}")
+    print(f"Discussion link: {submission_dict['hn_link']}")
+    print(f"Story ID: {submission_dict['story_id']}")
+    print(f"Author: {submission_dict['author']}")
+    print(f"Score: {submission_dict['score']}")
+    print(f"Comments: {submission_dict['comments']}")
diff --git a/Baby'sFirstDataScience/massive_randomwalk.png b/Baby'sFirstDataScience/massive_randomwalk.png
new file mode 100644
index 0000000..205b914
Binary files /dev/null and b/Baby'sFirstDataScience/massive_randomwalk.png differ
diff --git a/Baby'sFirstDataScience/matplotlib_squares_visualization.py b/Baby'sFirstDataScience/matplotlib_squares_visualization.py
new file mode 100644
index 0000000..fcba3f4
--- /dev/null
+++ b/Baby'sFirstDataScience/matplotlib_squares_visualization.py
@@ -0,0 +1,18 @@
+import matplotlib.pyplot as plt
+
+input_values = [1, 2, 3, 4, 5]
+squares = [1, 4, 9, 16, 25]
+fig, ax = plt.subplots()
+ax.plot(input_values, squares, linewidth=3)
+# Without input_values, the above line will do a default of [0, 1, 2, 3 (etc)]
+# with the critical thing being that it starts with 0 instead of 1
+
+# Set chart title and label axes.
+ax.set_title("Square Numbers", fontsize=24)
+ax.set_xlabel("Value", fontsize=14)
+ax.set_ylabel("Square of Value", fontsize=14)
+
+# Set size of tick labels.
+ax.tick_params(axis='both', labelsize=14)
+
+plt.show()
diff --git a/Baby'sFirstDataScience/python_repos.py b/Baby'sFirstDataScience/python_repos.py
new file mode 100644
index 0000000..7248683
--- /dev/null
+++ b/Baby'sFirstDataScience/python_repos.py
@@ -0,0 +1,37 @@
+import requests
+
+# Make an API call and store the response
+url = 'https://api.github.com/search/repositories?q=language:python&sort=stars'
+headers = {'Accept': 'application/vnd.github.v3+json'}
+r = requests.get(url, headers=headers)
+print(f"Status code: {r.status_code}")
+# Store API response in a variable
+response_dict = r.json()
+# The json() method above converts the info to a Python dictionary
+print(f"Total repositories: {response_dict['total_count']}")
+
+# Explore information about the repositories
+repo_dicts = response_dict['items']
+print(f"Repositories returned: {len(repo_dicts)}")
+
+# Examine the first repository
+repo_dict = repo_dicts[0]
+
+# print("\nSelected information about first repository:")
+print("\nSelected information about each repository:")
+for repo_dict in repo_dicts:
+    print(f"Name: {repo_dict['name']}")
+    print(f"Owner: {repo_dict['owner']['login']}")
+    print(f"Stars: {repo_dict['stargazers_count']}")
+    print(f"Repository: {repo_dict['html_url']}")
+    print(f"Created: {repo_dict['created_at']}")
+    print(f"Updated: {repo_dict['updated_at']}")
+    print(f"Description: {repo_dict['description']}")
+    print("\n")
+
+# print(f"\nKeys: {len(repo_dict)}")
+# for key in sorted(repo_dict.keys()):
+#     print(key)
+
+# # Process results
+# print(response_dict.keys())
diff --git a/Baby'sFirstDataScience/python_repos_visual.py b/Baby'sFirstDataScience/python_repos_visual.py
new file mode 100644
index 0000000..b2c9407
--- /dev/null
+++ b/Baby'sFirstDataScience/python_repos_visual.py
@@ -0,0 +1,61 @@
+import requests
+
+from plotly.graph_objs import Bar
+from plotly import offline
+
+# Make an API call and store the response
+url = 'https://api.github.com/search/repositories?q=language:python&sort=stars'
+headers = {'Accept': 'application/vnd.github.v3+json'}
+r = requests.get(url, headers=headers)
+print(f"Status code: {r.status_code}")
+
+# Process results
+response_dict = r.json()
+# The json() method above converts the info to a Python dictionary
+repo_dicts = response_dict['items']
+repo_links, stars, labels = [], [], []
+for repo_dict in repo_dicts:
+    repo_name = repo_dict['name']
+    repo_url = repo_dict['html_url']
+    repo_link = f"<a href = '{repo_url}'>{repo_name}</a>"
+    repo_links.append(repo_link)
+
+    stars.append(repo_dict['stargazers_count'])
+    
+    owner = repo_dict['owner']['login']
+    description = repo_dict['description']
+    label = f"{owner}<br />{description}"
+    # ^^ Plotly allows you to use HTML code within text elements!
+    labels.append(label)
+
+# Make visualization
+data = [{
+    'type': 'bar',
+    'x': repo_links,
+    'y': stars,
+    'hovertext': labels,
+    # The marker settings below affect the design of the bars!
+    'marker': {
+        'color': 'rgb(255, 255, 10)',
+        'line': {'width': 1.5, 'color': 'rgb(25, 25, 25)'}
+    },
+    'opacity': 0.5,
+}]    
+
+my_layout = {
+    'title': '🌠 Most-Starred Python Projects on GitHub 🌠',
+    'titlefont': {'size': 28},
+    'xaxis': {
+        'title': 'Repository',
+        'titlefont': {'size': 24},
+        'tickfont': {'size': 14},
+    },
+    'yaxis': {
+        'title': 'Stars',
+        'titlefont': {'size': 24},
+        'tickfont': {'size': 14},
+    },
+}
+
+fig = {'data': data, 'layout': my_layout}
+offline.plot(fig, filename='python_repos.html')
diff --git a/Baby'sFirstDataScience/random_walk.py b/Baby'sFirstDataScience/random_walk.py
new file mode 100644
index 0000000..04c00c1
--- /dev/null
+++ b/Baby'sFirstDataScience/random_walk.py
@@ -0,0 +1,52 @@
+from random import choice
+
+class RandomWalk:
+    """A class to generate random walks."""
+
+    def __init__(self, num_points=5000):
+        """Initialize attributes of a walk."""
+        self.num_points = num_points
+
+        # All walks start at (0, 0)
+        self.x_values = [0]
+        self.y_values = [0]
+
+    def get_step(self):
+        direction = choice([1, -1])
+        # We decide with the above "Will the walk go right or left?""
+        distance = choice([0, 1, 2, 3, 4])
+        # We decide with the above "How far will the walk go?"
+        step = direction * distance
+        return step
+
+    def fill_walk(self):
+        """Calculate all the points in the walk."""
+
+        # Keep taking steps until the walk reaches the desired length
+        while len(self.x_values) < self.num_points:
+        # ^^ This is setting up a loop that runs until the walk is filled with
+        # the correct number of points.
+
+            # The below is commented out in favor of the refactoring into get_step()
+            # method above! Showing here just to display what was refactored.
+            # x_direction = choice([1, -1])
+            # x_distance = choice([0, 1, 2, 3, 4])
+            # x_step = x_direction * x_distance
+            #
+            # y_direction = choice([1, -1])
+            # y_distance = choice([0, 1, 2, 3, 4])
+            # y_step = y_direction * y_distance
+
+            x_step = self.get_step()
+            y_step = self.get_step()
+
+            # Reject moves that go nowhere
+            if x_step == 0 and y_step == 0:
+                continue
+
+            # Calculate the new position
+            x = self.x_values[-1] + x_step
+            y = self.y_values[-1] + y_step
+
+            self.x_values.append(x)
+            self.y_values.append(y)
diff --git a/Baby'sFirstDataScience/randomwalk_1.png b/Baby'sFirstDataScience/randomwalk_1.png
new file mode 100644
index 0000000..9f964fd
Binary files /dev/null and b/Baby'sFirstDataScience/randomwalk_1.png differ
diff --git a/Baby'sFirstDataScience/randomwalk_2.png b/Baby'sFirstDataScience/randomwalk_2.png
new file mode 100644
index 0000000..e7f7334
Binary files /dev/null and b/Baby'sFirstDataScience/randomwalk_2.png differ
diff --git a/Baby'sFirstDataScience/randomwalk_50_000_points.png b/Baby'sFirstDataScience/randomwalk_50_000_points.png
new file mode 100644
index 0000000..37c6f14
Binary files /dev/null and b/Baby'sFirstDataScience/randomwalk_50_000_points.png differ
diff --git a/Baby'sFirstDataScience/randomwalk_startandend.png b/Baby'sFirstDataScience/randomwalk_startandend.png
new file mode 100644
index 0000000..bc7c925
Binary files /dev/null and b/Baby'sFirstDataScience/randomwalk_startandend.png differ
diff --git a/Baby'sFirstDataScience/randomwalk_visual.py b/Baby'sFirstDataScience/randomwalk_visual.py
new file mode 100644
index 0000000..3aeb5c0
--- /dev/null
+++ b/Baby'sFirstDataScience/randomwalk_visual.py
@@ -0,0 +1,51 @@
+import matplotlib.pyplot as plt
+
+from random_walk import RandomWalk
+
+# First iteration of this file:
+
+# # Make a random walk
+# rw = RandomWalk()
+# rw.fill_walk()
+#
+# # Plot the points in the walk
+# plt.style.use('classic')
+# fig, ax = plt.subplots()
+# ax.scatter(rw.x_values, rw.y_values, s=15)
+# plt.show()
+
+
+# Second iteration of this file, as a while-loop:
+
+# Keep making new walks, as long as the program is active
+while True:
+
+    # Make a random walk
+    rw = RandomWalk(50_000)
+    rw.fill_walk()
+
+    # Plot the points in the walk
+    plt.style.use('classic')
+    fig, ax = plt.subplots(figsize=(15, 9))
+    # The figsize parameter takes a tuple, which tells Matplotlib the dimensions
+    # of the plotting window in inches (matplotlib assumes that your screen resolution
+    # is 100 pixels per inch)
+    point_numbers = range(rw.num_points)
+    ax.scatter(rw.x_values, rw.y_values, c=point_numbers, cmap=plt.cm.Blues,
+        edgecolors='none', s=1)
+
+    # Emphasize the first and last num_points
+    ax.scatter(0, 0, c='green', edgecolors='none', s=100)
+    ax.scatter(rw.x_values[-1], rw.y_values[-1], c='red', edgecolors='none', s=100)
+
+    # Remove the axes
+    ax.get_xaxis().set_visible(False)
+    ax.get_yaxis().set_visible(False)
+
+    ax.set_facecolor((0.5, 0.1, 0.2))
+
+    plt.show()
+
+    keep_running = input("Make another walk? (y/n): ")
+    if keep_running == 'n':
+        break
diff --git a/Baby'sFirstDataScience/scatter_squares.py b/Baby'sFirstDataScience/scatter_squares.py
new file mode 100644
index 0000000..bab16ff
--- /dev/null
+++ b/Baby'sFirstDataScience/scatter_squares.py
@@ -0,0 +1,53 @@
+import matplotlib.pyplot as plt
+
+# First version of this file:
+
+# x_values = [1, 2, 3, 4, 5]
+# y_values = [1, 4, 9, 16, 25]
+#
+# plt.style.use('seaborn')
+# fig, ax = plt.subplots()
+# ax.scatter(x_values, y_values, s=100)
+#
+# # Set chart title and label axes.
+# ax.set_title("Square Numbers", fontsize=24)
+# ax.set_xlabel("Value", fontsize=14)
+# ax.set_ylabel("Square of Value", fontsize=14)
+#
+# # Set size of tick labels.
+# ax.tick_params(axis='both', which='major', labelsize=14)
+#
+# plt.show()
+
+
+# Second versino of this file:
+
+x_values = range(1, 1001)
+y_values = [x**2 for x in x_values]
+
+plt.style.use('seaborn')
+fig, ax = plt.subplots()
+
+# ax.scatter(x_values, y_values, c=(0, 0.8, 0), s=10)
+# ^^ To define a color, pass the c argument a tuple with three decimal values
+# (one each for red, green, and blue in that order), using values between 0 and 1.
+# Values closer to 0 produce dark colors, and values closer to 1 produce lighter colors.
+
+ax.scatter(x_values, y_values, c=y_values, cmap=plt.cm.Blues, s=10)
+# ^^ This method of color mapping produces a gradient of color depending on the y value.
+
+# Set chart title and label axes.
+ax.set_title("Square Numbers", fontsize=24)
+ax.set_xlabel("Value", fontsize=14)
+ax.set_ylabel("Square of Value", fontsize=14)
+
+# Set size of tick labels.
+ax.tick_params(axis='both', which='major', labelsize=14)
+
+# Set the range for each axis.
+ax.axis([0, 1100, 0, 1100000])
+
+plt.show()
+# plt.savefig('squares_plot.png', bbox_inches='tight')
+# ^^ Replacing the plt.show() line with the above will save the resulting graph
+# to a file.
diff --git a/Baby'sFirstDataScience/show_color_scales.py b/Baby'sFirstDataScience/show_color_scales.py
new file mode 100644
index 0000000..7046b05
--- /dev/null
+++ b/Baby'sFirstDataScience/show_color_scales.py
@@ -0,0 +1,25 @@
+from plotly import colors
+
+for key in colors.PLOTLY_SCALES.keys():
+    print(key)
+
+# Output:
+# 
+# Greys
+# YlGnBu
+# Greens
+# YlOrRd
+# Bluered
+# RdBu
+# Reds
+# Blues
+# Picnic
+# Rainbow
+# Portland
+# Jet
+# Hot
+# Blackbody
+# Earth
+# Electric
+# Viridis
+# Cividis
diff --git a/Baby'sFirstDataScience/sitka_high_lows.py b/Baby'sFirstDataScience/sitka_high_lows.py
new file mode 100644
index 0000000..4d14b52
--- /dev/null
+++ b/Baby'sFirstDataScience/sitka_high_lows.py
@@ -0,0 +1,36 @@
+import csv
+from datetime import datetime
+
+import matplotlib.pyplot as plt
+
+filename = 'data/sitka_weather_2018_simple.csv'
+with open(filename) as f:
+    reader = csv.reader(f)
+    header_row = next(reader)
+
+    # Get dates as well as high and low temperatures from this file.
+    dates, highs, lows = [], [], []
+    for row in reader:
+        current_date = datetime.strptime(row[2], '%Y-%m-%d')
+        high = int(row[5])
+        low = int(row[6])
+        dates.append(current_date)
+        highs.append(high)
+        lows.append(low)
+
+    # Plot the high and low temperatures.
+    plt.style.use('seaborn')
+    fig, ax = plt.subplots()
+    ax.plot(dates, highs, c='red', alpha=0.5)
+    ax.plot(dates, lows, c='blue', alpha=0.5)
+    ax.fill_between(dates, highs, lows, facecolor='blue', alpha=0.1)
+    # The above fills the region between the two data sets
+    
+    # Format plot.
+    ax.set_title("Daily high and low temperatures in Sitka, Alaska: 2018", fontsize=20)
+    ax.set_xlabel('', fontsize=16)
+    fig.autofmt_xdate()
+    ax.set_ylabel("Temperature (F)", fontsize=16)
+    ax.tick_params(axis='both', which='major', labelsize=16)
+    
+    plt.show()
diff --git a/Baby'sFirstDataScience/sitka_highs.py b/Baby'sFirstDataScience/sitka_highs.py
new file mode 100644
index 0000000..60dc72e
--- /dev/null
+++ b/Baby'sFirstDataScience/sitka_highs.py
@@ -0,0 +1,49 @@
+import csv
+from datetime import datetime
+
+import matplotlib.pyplot as plt
+
+# filename = 'data/sitka_weather_07-2018_simple.csv'
+filename = 'data/sitka_weather_2018_simple.csv'
+with open(filename) as f:
+    reader = csv.reader(f)
+    header_row = next(reader)
+
+    # Get dates and high temperatures from this file.
+    dates, highs = [], []
+    for row in reader:
+        current_date = datetime.strptime(row[2], '%Y-%m-%d')
+        high = int(row[5])
+        dates.append(current_date)
+        highs.append(high)
+    # Because we’ve already read the header row, the loop will begin at the second 
+    # line where the actual data begins. On each pass through the loop, we pull 
+    # the data from index 5, which corresponds to the header TMAX, and assign it 
+    # to the variable high. We use the int() function to convert the data, which 
+    # is stored as a string, to a numerical format so we can use it. We then append 
+    # this value to highs.
+    print(highs)
+
+    # Plot the high temperatures.
+    plt.style.use('seaborn')
+    fig, ax = plt.subplots()
+    ax.plot(dates, highs, c='red')
+    
+    # Format plot.
+    # ax.set_title("Daily high temperatures in Sitka, Alaska (July 2018)", fontsize=24)
+    ax.set_title("Daily high temperatures in Sitka, Alaska during 2018", fontsize=24)
+    ax.set_xlabel('', fontsize=16)
+    fig.autofmt_xdate()
+    # The above function call draws the date labels diagonally to prevent them 
+    # from overlapping
+    ax.set_ylabel("Temperature (F)", fontsize=16)
+    ax.tick_params(axis='both', which='major', labelsize=16)
+    
+    plt.show()
+
+    # for index, column_header in enumerate(header_row):
+    #     print(index, column_header)
+    # The enumerate() function returns both the index of each item and the value 
+    # of each item as you loop through a list
+
+    # print(header_row)
diff --git a/Baby'sFirstDjango/.gitignore b/Baby'sFirstDjango/.gitignore
new file mode 100644
index 0000000..4deb97f
--- /dev/null
+++ b/Baby'sFirstDjango/.gitignore
@@ -0,0 +1,4 @@
+.DS_Store
+ll_env/
+__pycache__/
+*.sqlite3
diff --git a/Baby'sFirstDjango/Procfile b/Baby'sFirstDjango/Procfile
new file mode 100644
index 0000000..82da707
--- /dev/null
+++ b/Baby'sFirstDjango/Procfile
@@ -0,0 +1 @@
+web: gunicorn learning_log.wsgi --log-file -
diff --git a/Baby'sFirstDjango/learning_log/settings.py b/Baby'sFirstDjango/learning_log/settings.py
index a4f419a..8ed9e5b 100644
--- a/Baby'sFirstDjango/learning_log/settings.py
+++ b/Baby'sFirstDjango/learning_log/settings.py
@@ -23,7 +23,7 @@
 SECRET_KEY = 'z-1ui(gc3wbhp#^&0a$)qc_iduq8!n0@x=+!=_@_!ox@3vqt#9WOOWEE'
 
 # SECURITY WARNING: don't run with debug turned on in production!
-DEBUG = True
+DEBUG = False
 
 ALLOWED_HOSTS = []
 
@@ -36,7 +36,10 @@
     # It’s important to place your own apps before the default apps in case you need
     # to override any behavior of the default apps with your own custom behavior.
     'users',
-    
+
+    # Third party apps.
+    'bootstrap4',
+
     # Default Django apps:
     'django.contrib.admin',
     'django.contrib.auth',
@@ -61,7 +64,7 @@
 TEMPLATES = [
     {
         'BACKEND': 'django.template.backends.django.DjangoTemplates',
-        'DIRS': [],
+        'DIRS': [os.path.join(BASE_DIR, 'templates')],
         'APP_DIRS': True,
         'OPTIONS': {
             'context_processors': [
@@ -128,3 +131,12 @@
 
 # My settings
 LOGIN_URL = 'users:login'
+
+# Heroku settings.
+import django_heroku
+django_heroku.settings(locals())
+
+if os.environ.get('DEBUG') == 'TRUE':
+    DEBUG = True
+elif os.environ.get('DEBUG') == 'FALSE':
+    DEBUG = False
diff --git a/Baby'sFirstDjango/learning_log/templates/404.html b/Baby'sFirstDjango/learning_log/templates/404.html
new file mode 100644
index 0000000..3762794
--- /dev/null
+++ b/Baby'sFirstDjango/learning_log/templates/404.html
@@ -0,0 +1,5 @@
+{% extends "learning_logs/base.html" %}
+
+{% block page_header %}
+  <h2>The item you requested is not available. (404)</h2>
+{% endblock page_header %}
diff --git a/Baby'sFirstDjango/learning_log/templates/500.html b/Baby'sFirstDjango/learning_log/templates/500.html
new file mode 100644
index 0000000..fdb8bbf
--- /dev/null
+++ b/Baby'sFirstDjango/learning_log/templates/500.html
@@ -0,0 +1,5 @@
+{% extends "learning_logs/base.html" %}
+
+{% block page_header %}
+  <h2>There has been an internal error. (500)</h2>
+{% endblock page_header %}
diff --git a/Baby'sFirstDjango/learning_logs/templates/learning_logs/base.html b/Baby'sFirstDjango/learning_logs/templates/learning_logs/base.html
index 5e3e2f8..5fcb189 100644
--- a/Baby'sFirstDjango/learning_logs/templates/learning_logs/base.html
+++ b/Baby'sFirstDjango/learning_logs/templates/learning_logs/base.html
@@ -1,13 +1,64 @@
-<p style = "font-family:georgia,garamond,serif;font-size:24px;">
-  <a href="{% url 'learning_logs:index' %}">Learning Log</a> -
-  <a href="{% url 'learning_logs:topics' %}">Topics</a> - 
-  {% if user.is_authenticated %}
-    Hello, {{ user.username }}.
-  <a href="{% url 'users:logout' %}">Log out</a>
-  {% else %}
-    <a href="{% url 'users:register' %}">Register</a> -
-    <a href="{% url 'users:login' %}">Log in</a>
-  {% endif %}
-</p>
-
-{% block content %}{% endblock content %}
+{% load bootstrap4 %}
+
+<!doctype html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1,
+    shrink-to-fit=no">
+  <title>Learning Log</title>
+
+  {% bootstrap_css %}
+  {% bootstrap_javascript jquery='full' %}
+
+</head>
+<body>
+
+  <nav class="navbar navbar-expand-md navbar-light bg-light mb-4 border">
+
+    <a class="navbar-brand" href="{% url 'learning_logs:index'%}">
+        Learning Log</a>
+
+    <button class="navbar-toggler" type="button" data-toggle="collapse"
+        data-target="#navbarCollapse" aria-controls="navbarCollapse"
+        aria-expanded="false" aria-label="Toggle navigation">
+      <span class="navbar-toggler-icon"></span></button>
+      <div class="collapse navbar-collapse" id="navbarCollapse">
+        <ul class="navbar-nav mr-auto">
+          <li class="nav-item">
+          <a class="nav-link" href="{% url 'learning_logs:topics'%}">
+              Topics</a></li>
+      </ul>
+      <ul class="navbar-nav ml-auto">
+        {% if user.is_authenticated %}
+          <li class="nav-item">
+            <span class="navbar-text">Hello, {{ user.username }}.</span>
+          </li>
+          <li class="nav-item">
+            <a class="nav-link" href="{% url 'users:logout' %}">Log out</a>
+          </li>
+        {% else %}
+          <li class="nav-item">
+            <a class="nav-link" href="{% url 'users:register' %}">Register</a>
+          </li>
+          <li class="nav-item">
+            <a class="nav-link" href="{% url 'users:login' %}">Log in</a>
+          </li>
+        {% endif %}
+      </ul>
+    </div>
+
+  </nav>
+
+  <main role="main" class="container">
+    <div class="pb-2 mb-2 border-bottom">
+      {% block page_header %}{% endblock page_header %}
+    </div>
+    <div>
+      {% block content %}{% endblock content %}
+    </div>
+  </main>
+
+</body>
+
+</html>
diff --git a/Baby'sFirstDjango/learning_logs/templates/learning_logs/edit_entry.html b/Baby'sFirstDjango/learning_logs/templates/learning_logs/edit_entry.html
index 284007f..7735534 100644
--- a/Baby'sFirstDjango/learning_logs/templates/learning_logs/edit_entry.html
+++ b/Baby'sFirstDjango/learning_logs/templates/learning_logs/edit_entry.html
@@ -1,15 +1,21 @@
 {% extends "learning_logs/base.html" %}
+{% load bootstrap4 %}
+
+{% block page_header %}
+  <h3>Edit this entry!</h3>
+{% endblock page_header %}
 
 {% block content %}
 
   <p><a href="{% url 'learning_logs:topic' topic.id %}">{{ topic }}</a></p>
 
-  <p>Edit entry:</p>
-
   <form action="{% url 'learning_logs:edit_entry' entry.id %}" method='post'>
     {% csrf_token %}
-    {{ form.as_p }}
-    <button name="submit">Save changes</button>
+    {% bootstrap_form form %}
+    {% buttons %}
+      <button name="submit">Save changes</button>
+    {% endbuttons %}
+
   </form>
 
 {% endblock content %}
diff --git a/Baby'sFirstDjango/learning_logs/templates/learning_logs/index.html b/Baby'sFirstDjango/learning_logs/templates/learning_logs/index.html
index b54d520..c2d7605 100644
--- a/Baby'sFirstDjango/learning_logs/templates/learning_logs/index.html
+++ b/Baby'sFirstDjango/learning_logs/templates/learning_logs/index.html
@@ -1,6 +1,19 @@
 {% extends "learning_logs/base.html" %}
 
+{% block page_header %}
+  <div class="jumbotron">
+    <h1 class="display-3">Track your learning!</h1>
+
+    <p class="lead">Make your own Learning Log, and keep a list of the
+        topics you're learning about. Whenever you learn something new
+        about a topic, make an entry summarizing what you've learned.</p>
+
+    <a class="btn btn-lg btn-primary" href="{% url 'users:register' %}"
+        role = "button">Register &raquo;</a>
+  </div>
+{% endblock page_header %}
+
 {% block content %}
-  <p style = "font-family:georgia,garamond,serif;">Learning Log helps you keep track of your learning, for any topic you're
+  <p>Learning Log helps you keep track of your learning, for any topic you're
   learning about.</p>
 {% endblock content %}
diff --git a/Baby'sFirstDjango/learning_logs/templates/learning_logs/new_entry.html b/Baby'sFirstDjango/learning_logs/templates/learning_logs/new_entry.html
index 8fe0bba..b01436a 100644
--- a/Baby'sFirstDjango/learning_logs/templates/learning_logs/new_entry.html
+++ b/Baby'sFirstDjango/learning_logs/templates/learning_logs/new_entry.html
@@ -1,15 +1,21 @@
 {% extends "learning_logs/base.html" %}
+{% load bootstrap4 %}
+
+{% block page_header %}
+  <h2>Add a new entry!</h2>
+{% endblock page_header %}
 
 {% block content %}
 
   <p><a href="{% url 'learning_logs:topic' topic.id %}">{{ topic }}</a></p>
 
-  <p>Add a new entry:</p>
-
   <form action="{% url 'learning_logs:new_entry' topic.id %}" method='post'>
     {% csrf_token %}
-    {{ form.as_p }}
-    <button name="submit">Add entry</button>
+    {% bootstrap_form form %}
+    {% buttons %}
+      <button name="submit">Add entry!</button>
+    {% endbuttons %}
+
   </form>
 
 {% endblock content %}
diff --git a/Baby'sFirstDjango/learning_logs/templates/learning_logs/new_topic.html b/Baby'sFirstDjango/learning_logs/templates/learning_logs/new_topic.html
index 21f39fd..d5fbf90 100644
--- a/Baby'sFirstDjango/learning_logs/templates/learning_logs/new_topic.html
+++ b/Baby'sFirstDjango/learning_logs/templates/learning_logs/new_topic.html
@@ -1,13 +1,20 @@
 {% extends "learning_logs/base.html" %}
+{% load bootstrap4 %}
+
+{% block page_header %}
+  <h2>Add a new topic!</h2>
+{% endblock page_header %}
 
 {% block content %}
-  <p>Add a new topic:</p>
 
   <form action="{% url 'learning_logs:new_topic' %}" method='post'>
+
     {% csrf_token %}
-    {{ form.as_p }}
-    <button name="submit">Add topic</button>
+    {% bootstrap_form form %}
+    {% buttons %}
+      <button name="submit">Add it!</button>
+    {% endbuttons %}
+
   </form>
 
 {% endblock content %}
-
diff --git a/Baby'sFirstDjango/learning_logs/templates/learning_logs/topic.html b/Baby'sFirstDjango/learning_logs/templates/learning_logs/topic.html
index a6063b6..07e2ae3 100644
--- a/Baby'sFirstDjango/learning_logs/templates/learning_logs/topic.html
+++ b/Baby'sFirstDjango/learning_logs/templates/learning_logs/topic.html
@@ -1,27 +1,33 @@
 {% extends 'learning_logs/base.html' %}
 
+{% block page_header %}
+  <h3>{{ topic }}</h3>
+{% endblock page_header %}
+
 {% block content %}
 
-  <p style = "font-family:georgia,garamond,serif;font-size:24px;">Topic: {{ topic }}</p>
+  <p>Topic: <i>{{ topic }}</i></p>
 
-  <p style = "font-family:georgia,garamond,serif;">Entries:</p>
+  <p><strong>Entries:</strong></p>
 
   <p>
     <a href="{% url 'learning_logs:new_entry' topic.id %}">Add new entry</a>
   </p>
 
-  <ul>
   {% for entry in entries %}
-    <li>
-      <p>{{ entry.date_added|date:'M d, Y H:i' }}</p>
-      <p>{{ entry.text|linebreaks }}</p>
-      <p>
-        <a href="{% url 'learning_logs:edit_entry' entry.id %}">Edit entry</a>
-      </p>
-    </li>
+    <div class="card mb-3">
+      <h4 class="card-header">
+        {{ entry.date_added|date:'M d, Y H:i' }}
+        <small><a href="{% url 'learning_logs:edit_entry' entry.id %}">
+            edit entry</a></small>
+      </h4>
+      <div class="card-body">
+        {{ entry.text|linebreaks }}
+      </div>
+    </div>
   {% empty %}
-    <li>There are no entries for this topic yet.</li>
+    <p>(There are no entries for this topic yet.)</p>
   {% endfor %}
-  </ul>
+
 
 {% endblock content %}
diff --git a/Baby'sFirstDjango/learning_logs/templates/learning_logs/topics.html b/Baby'sFirstDjango/learning_logs/templates/learning_logs/topics.html
index 070b85e..3b974d2 100644
--- a/Baby'sFirstDjango/learning_logs/templates/learning_logs/topics.html
+++ b/Baby'sFirstDjango/learning_logs/templates/learning_logs/topics.html
@@ -1,19 +1,23 @@
 {% extends "learning_logs/base.html" %}
 
+{% block page_header %}
+  <h1>Topics</h1>
+{% endblock page_header %}
+
 {% block content %}
 
-  <p style = "font-family:georgia,garamond,serif;font-size:24px;">Topics</p>
+  <p>Topics</p>
 
   <ul>
     {% for topic in topics %}
-      <li>
+      <li><h3>
         <a href="{% url 'learning_logs:topic' topic.id %}">{{ topic }}</a>
-      </li>
+      </h3></li>
     {% empty %}
-      <li>No topics have been added yet.</li>
+      <li><h3>No topics have been added yet.</h3></li>
     {% endfor %}
   </ul>
 
-  <a href="{% url 'learning_logs:new_topic' %}">Add a new topic</a>
+  <h3><a href="{% url 'learning_logs:new_topic' %}">Add a new topic!</h3></a>
 
 {% endblock content %}
diff --git a/Baby'sFirstDjango/learning_logs/views.py b/Baby'sFirstDjango/learning_logs/views.py
index 4e469aa..df552c9 100644
--- a/Baby'sFirstDjango/learning_logs/views.py
+++ b/Baby'sFirstDjango/learning_logs/views.py
@@ -1,6 +1,7 @@
 from django.shortcuts import render, redirect
+from django.shortcuts import render, redirect, get_object_or_404
 from django.contrib.auth.decorators import login_required
-from django.http import Http404
+from django.core.exceptions import PermissionDenied
 
 from .models import Topic, Entry
 from .forms import TopicForm, EntryForm
@@ -13,7 +14,7 @@ def index(request):
 
 def check_topic_owner(request, topic):
     if topic.owner != request.user:
-        raise Http404
+        raise PermissionDenied
 
 @login_required
 def topics(request):
@@ -27,7 +28,7 @@ def topics(request):
 @login_required
 def topic(request, topic_id):
     """Show a single topic and all its entries."""
-    topic = Topic.objects.get(id=topic_id)
+    topic = get_object_or_404(Topic, id=topic_id)
     # Make sure the topic belongs to the current user.
     check_topic_owner(request, topic)
     entries = topic.entry_set.order_by('-date_added')
diff --git a/Baby'sFirstDjango/package.json b/Baby'sFirstDjango/package.json
new file mode 100644
index 0000000..c5d2d97
--- /dev/null
+++ b/Baby'sFirstDjango/package.json
@@ -0,0 +1,3 @@
+"scripts": {
+    "start": "node server.js"
+}
diff --git a/Baby'sFirstDjango/requirements.txt b/Baby'sFirstDjango/requirements.txt
new file mode 100644
index 0000000..d6081b0
--- /dev/null
+++ b/Baby'sFirstDjango/requirements.txt
@@ -0,0 +1,12 @@
+asgiref==3.2.3
+beautifulsoup4==4.8.2
+dj-database-url==0.5.0
+Django>=2.2.25
+django-bootstrap4==1.1.1
+django-heroku==0.3.1
+gunicorn==20.0.4
+psycopg2==2.7
+pytz==2019.3
+soupsieve==2.0
+sqlparse==0.3.0
+whitenoise==5.0.1
diff --git a/Baby'sFirstDjango/runtime.txt b/Baby'sFirstDjango/runtime.txt
new file mode 100644
index 0000000..3a799ff
--- /dev/null
+++ b/Baby'sFirstDjango/runtime.txt
@@ -0,0 +1 @@
+python-3.6.0
diff --git a/Baby'sFirstDjango/users/templates/registration/login.html b/Baby'sFirstDjango/users/templates/registration/login.html
index 97e69c5..45690a3 100644
--- a/Baby'sFirstDjango/users/templates/registration/login.html
+++ b/Baby'sFirstDjango/users/templates/registration/login.html
@@ -1,17 +1,23 @@
 {% extends "learning_logs/base.html" %}
+{% load bootstrap4 %}
 
-{% block content %}
+{% block page_header %}
+  <h2>Log in to your account.</h2>
+{% endblock page_header %}
 
+{% block content %}
   {% if form.errors %}
     <p>Your username and password didn't match.  Please try again.</p>
   {% endif %}
 
-<form method="post" action="{% url 'users:login' %}">
-  {% csrf_token %}
-  {{ form.as_p }}
+  <form method="post" action="{% url 'users:login' %}" class="form">
+    {% csrf_token %}
+    {% bootstrap_form form %}
+    {% buttons %}
+      <button name="submit" class="btn btn-primary">Log in</button>
+    {% endbuttons %}
 
-  <button name="submit">Log in</button>
-  <input type="hidden" name="next" value="{% url 'learning_logs:index' %}" />
-</form>
+    <input type="hidden" name="next" value="{% url 'learning_logs:index' %}" />
+  </form>
 
 {% endblock content %}
diff --git a/Baby'sFirstPyGame/README.md b/Baby'sFirstPyGame/README.md
deleted file mode 100644
index 0dd7518..0000000
--- a/Baby'sFirstPyGame/README.md
+++ /dev/null
@@ -1,20 +0,0 @@
-This is a simple Pygame-based alien shooter game that I did for Python practice.  It's from the excellent [Python Crash Course](https://nostarch.com/pythoncrashcourse2e/) book.
-
-Read more about Pygame here: https://www.pygame.org/wiki/about
-
-**Requirements:**
-- Python 3
-- Pygame
-
-
-To install Pygame, run:
-```
-$ python -m pip install --user pygame
-```
-
-If you need to specify Python3, then run:
-```
-$ python3 -m pip install --user pygame
-```
-
-> If this command doesn’t work on macOS, try running the command again without the `--user` flag.
diff --git a/Baby'sFirstPyGame/alien_invasion.py b/Baby'sFirstPyGame/alien_invasion.py
deleted file mode 100644
index 0e992f4..0000000
--- a/Baby'sFirstPyGame/alien_invasion.py
+++ /dev/null
@@ -1,63 +0,0 @@
-import sys
-import pygame
-
-from settings import Settings
-from ship import Ship
-
-class AlienInvasion:
-    """Overall class to manage game assets and behavior."""
-
-    def __init__(self):
-        """Initialize the game, and create game resources."""
-        pygame.init()
-        self.settings = Settings()
-
-        self.screen = pygame.display.set_mode(
-            (self.settings.screen_width, self.settings.screen_height))
-        pygame.display.set_caption("Alien Invasion!")
-
-        self.ship = Ship(self)
-        # ^^ The self argument here refers to the current instance of AlienInvasion.
-
-    def run_game(self):
-        """Start the main loop for the game."""
-        while True:
-            self._check_events()
-            # ^^ The above calls a helper method!
-            self._update_screen()
-            # ^^ Same here!
-
-    def _check_events(self):
-        # This is a helper method, for refactoring practice!!
-        # Helper methods are indicated via the single starting "_".
-        """Respond to keypresses and mouse events."""
-        for event in pygame.event.get():
-            # pygame.event.get() will access events that Pygame detects.
-            # This function returns a list of events that have taken place
-            # since the last time this function was called.
-            if event.type == pygame.QUIT:
-                sys.exit()
-
-    def _update_screen(self):
-        """Update images on the screen, and flip to a new screen."""
-        # Set the background color.
-        # Redraw the screen during each pass through the loop.
-        self.screen.fill(self.settings.bg_color)
-        # ^^ Here we fill the screen with the background color using the fill()
-        # method, which acts on a surface and takes only one argument: a color.
-
-        self.ship.blitme()
-
-        # Make the most recently drawn screen visible.
-        pygame.display.flip()
-        # ^^ When we move the game elements around, pygame.display.flip() continually
-        # updates the display to show the new positions of game elements and hides
-        # the old ones, creating the illusion of smooth movement.
-
-
-if __name__ == '__main__':
-    # Make a game instance, and run the game.
-    ai = AlienInvasion()
-    ai.run_game()
-    # ^^ Here we create an instance of the game, and then call run_game(). We place run_game()
-    # in an if block that only runs if the file is called directly.
diff --git a/Baby'sFirstPyGame/images/ship.bmp b/Baby'sFirstPyGame/images/ship.bmp
deleted file mode 100644
index f473f2c..0000000
Binary files a/Baby'sFirstPyGame/images/ship.bmp and /dev/null differ
diff --git a/Baby'sFirstPyGame/settings.py b/Baby'sFirstPyGame/settings.py
deleted file mode 100644
index 641059e..0000000
--- a/Baby'sFirstPyGame/settings.py
+++ /dev/null
@@ -1,12 +0,0 @@
-class Settings:
-    """A class to store all settings for Alien Invasion."""
-
-    def __init__(self):
-        """Initialize the game's settings."""
-        # Screen settings
-        self.screen_width = 1200
-        self.screen_height = 800
-        self.bg_color = (104, 130, 158)
-        # ^^ (1200, 800) is a tuple that defines dimensions of game window, in pixels.
-        # The object we assigned to self.screen is called a "surface". Each element
-        # the game is its own surface.
diff --git a/Baby'sFirstPyGame/ship.py b/Baby'sFirstPyGame/ship.py
deleted file mode 100644
index 9c16dee..0000000
--- a/Baby'sFirstPyGame/ship.py
+++ /dev/null
@@ -1,26 +0,0 @@
-import pygame
-
-class Ship:
-    """A class to manage the ship."""
-
-    def __init__(self, ai_game):
-        """Initialize the ship and set its starting position."""
-        self.screen = ai_game.screen
-        self.screen_rect = ai_game.screen.get_rect()
-        # In Pygame, "rect" = rectangles.
-
-        # Load the ship image and get its rect.
-        self.image = pygame.image.load('images/ship.bmp')
-        self.rect = self.image.get_rect()
-        # Start each new ship at the bottom center of the screen.
-        self.rect.midbottom = self.screen_rect.midbottom
-        # "midbottom" is one of the shortcut properties you can use to place game
-        # elements; alternatively you can use x- and y-coordinates.
-        # In Pygame, the origin (0, 0) is at the top-left corner of the screen, 
-        # and coordinates increase as you go down and to the right. 
-
-    def blitme(self):
-        """Draw the ship at its current location."""
-        self.screen.blit(self.image, self.rect)
-        # The position is specified by self.rect.
-
diff --git a/CondaPlugins/README.md b/CondaPlugins/README.md
new file mode 100644
index 0000000..9cc88d0
--- /dev/null
+++ b/CondaPlugins/README.md
@@ -0,0 +1,55 @@
+# `conda` Subcommand Plugin Examples!
+
+## C Plugins
+
+From the top-level directory (_i.e._, `CondaPlugins/c_plugins/[plugin]`), run:
+
+```
+$ cc -fPIC -shared -o [program_name].so [program_name].c
+```
+
+... in order to create a shared library file (with the `.so` extension) using the C compiler. For example, in the `temp_converter` example, you would run:
+
+```
+$ cc -fPIC -shared -o c_to_f.so c_to_f.c
+```
+
+In the Python portion of the plugin (_i.e._, `CondaPlugins/c_plugins/temp_converter/temp_conv_c.py`), we've created a `ctypes.CDLL` instance from the shared file and can thus call the C function using the format 
+`{CDLL_instance}.{function_name}({function_parameters})`.
+
+### References
+
+[**Calling C Functions from Python**](https://www.digitalocean.com/community/tutorials/calling-c-functions-from-python)
+
+
+## Python Plugins
+
+From the top-level directory (_i.e._, `CondaPlugins/python_plugins/[plugin]`) run the following to execute an editable install via `pip`:
+
+```
+$ pip install -e .
+```
+
+## Rust Plugins
+
+> **Note:** Make sure you have `maturin` installed.
+
+From the top-level directory (_i.e._, `CondaPlugins/rust_plugins/[plugin]`) run the following to execute an editable install via `pip`:
+
+```
+$ pip install -e .
+```
+
+... and then run:
+
+```
+$ maturin develop
+```
+
+### References
+
+[**Maturin**](https://github.com/PyO3/maturin)
+
+[**PyO3 User Guide**](https://pyo3.rs/v0.14.2/index.html)
+
+[**Calling Rust from Python Using PyO3**](https://saidvandeklundert.net/learn/2021-11-18-calling-rust-from-python-using-pyo3/)
diff --git a/CondaPlugins/c_plugins/temp_converter/c_to_f.c b/CondaPlugins/c_plugins/temp_converter/c_to_f.c
new file mode 100644
index 0000000..75abfcf
--- /dev/null
+++ b/CondaPlugins/c_plugins/temp_converter/c_to_f.c
@@ -0,0 +1,21 @@
+/**
+* C program to convert temperature from Celsius to Fahrenheit
+*/
+
+# include <stdio.h>
+
+int main()
+{
+    float celsius, fahrenheit;
+
+    /* Input temp in celsius */
+    printf("\nEnter the temperature in Celsius: \n");
+    scanf("%f", &celsius);
+
+    /* C to F conversion formula */
+    fahrenheit = (celsius * 9 / 5) + 32;
+
+    printf("\n%.2f Celsius = %.2f Fahrenheit\n\n", celsius, fahrenheit);
+
+    return 0;
+}
\ No newline at end of file
diff --git a/CondaPlugins/c_plugins/temp_converter/pyproject.toml b/CondaPlugins/c_plugins/temp_converter/pyproject.toml
new file mode 100644
index 0000000..36be6ca
--- /dev/null
+++ b/CondaPlugins/c_plugins/temp_converter/pyproject.toml
@@ -0,0 +1,16 @@
+[build-system]
+requires = ["setuptools>=61.0", "setuptools-scm"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "temp-converter"
+version = "1.0"
+description = "A subcommand that multiplies two ints using Rust"
+requires-python = ">=3.7"
+dependencies = ["conda"]
+
+[tools.setuptools]
+py_modules=["temp-converter"]
+
+[project.entry-points.conda]
+temp-converter = "temp_conv_c"
diff --git a/CondaPlugins/c_plugins/temp_converter/temp_conv_c.py b/CondaPlugins/c_plugins/temp_converter/temp_conv_c.py
new file mode 100644
index 0000000..db10f09
--- /dev/null
+++ b/CondaPlugins/c_plugins/temp_converter/temp_conv_c.py
@@ -0,0 +1,17 @@
+from ctypes import *
+import conda.plugins
+
+
+def conda_temp_converter(*args, **kwargs):
+    so_file = "/Users/biancahenderson/Documents/GitHub/conda/temp_converter/c_to_f.so"
+    my_functions = CDLL(so_file)
+    return my_functions.main()
+
+
+@conda.plugins.register
+def conda_subcommands():
+    yield conda.plugins.CondaSubcommand(
+        name="temp-converter",
+        summary="A subcommand that converts Celsius to Fahrenheit",
+        action=conda_temp_converter,
+    )
diff --git a/CondaPlugins/python_plugins/random_walk_conda_plugin/pyproject.toml b/CondaPlugins/python_plugins/random_walk_conda_plugin/pyproject.toml
new file mode 100644
index 0000000..c4c0051
--- /dev/null
+++ b/CondaPlugins/python_plugins/random_walk_conda_plugin/pyproject.toml
@@ -0,0 +1,16 @@
+[build-system]
+requires = ["setuptools>=61.0", "setuptools-scm"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "random-walk"
+version = "1.0"
+description = "My random walk subcommand plugin"
+requires-python = ">=3.7"
+dependencies = ["conda", "matplotlib"]
+
+[tools.setuptools]
+py_modules=["random_walk"]
+
+[project.entry-points.conda]
+random-walk = "random_walk"
diff --git a/CondaPlugins/python_plugins/random_walk_conda_plugin/random_walk.py b/CondaPlugins/python_plugins/random_walk_conda_plugin/random_walk.py
new file mode 100644
index 0000000..cd9e871
--- /dev/null
+++ b/CondaPlugins/python_plugins/random_walk_conda_plugin/random_walk.py
@@ -0,0 +1,71 @@
+import matplotlib.pyplot as plt
+from random import choice
+
+import conda.plugins
+
+
+class RandomWalk:
+    """A class to generate random walks."""
+
+    def __init__(self, num_points=5000):
+        """Initialize attributes of a walk."""
+        self.num_points = num_points
+
+        self.x_values = [0]
+        self.y_values = [0]
+
+    def get_step(self):
+        direction = choice([1, -1])
+        distance = choice([0, 1, 2, 3, 4])
+        step = direction * distance
+        return step
+
+    def fill_walk(self):
+        """Calculate all the points in the walk."""
+
+        while len(self.x_values) < self.num_points:
+            x_step = self.get_step()
+            y_step = self.get_step()
+
+            # Reject moves that go nowhere
+            if x_step == 0 and y_step == 0:
+                continue
+
+            # Calculate the new position
+            x = self.x_values[-1] + x_step
+            y = self.y_values[-1] + y_step
+
+            self.x_values.append(x)
+            self.y_values.append(y)
+
+
+def random_walk(steps: str):
+    rw = RandomWalk(int(steps[0]))
+    rw.fill_walk()
+
+    plt.style.use('classic')
+    fig, ax = plt.subplots(figsize=(15, 9))
+    point_numbers = range(rw.num_points)
+    ax.scatter(rw.x_values, rw.y_values, c=point_numbers, cmap=plt.cm.Blues,
+        edgecolors='none', s=1)
+
+    # Emphasize the first and last num_points
+    ax.scatter(0, 0, c='green', edgecolors='none', s=100)
+    ax.scatter(rw.x_values[-1], rw.y_values[-1], c='blue', edgecolors='none', s=100)
+
+    # Remove the axes
+    ax.get_xaxis().set_visible(False)
+    ax.get_yaxis().set_visible(False)
+
+    ax.set_facecolor((0.5, 0.1, 0.2))
+
+    plt.show()
+
+
+@conda.plugins.register
+def conda_subcommands():
+    yield conda.plugins.CondaSubcommand(
+        name="random-walk",
+        summary="Tutorial subcommand that creates a random walk visual",
+        action=random_walk,
+    )
diff --git a/CondaPlugins/python_plugins/string_art/pyproject.toml b/CondaPlugins/python_plugins/string_art/pyproject.toml
new file mode 100644
index 0000000..8e6cfb1
--- /dev/null
+++ b/CondaPlugins/python_plugins/string_art/pyproject.toml
@@ -0,0 +1,16 @@
+[build-system]
+requires = ["setuptools>=61.0", "setuptools-scm"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "string-art"
+version = "1.0"
+description = "My string art subcommand plugin"
+requires-python = ">=3.7"
+dependencies = ["conda", "art"]
+
+[tools.setuptools]
+py_modules=["string_art"]
+
+[project.entry-points.conda]
+string-art = "string_art"
diff --git a/CondaPlugins/python_plugins/string_art/string_art.py b/CondaPlugins/python_plugins/string_art/string_art.py
new file mode 100644
index 0000000..33cf3c2
--- /dev/null
+++ b/CondaPlugins/python_plugins/string_art/string_art.py
@@ -0,0 +1,21 @@
+from art import text2art
+from typing import Sequence
+
+import conda.plugins
+
+
+def conda_string_art(args: Sequence[str]):
+    # if using a multi-word string with spaces, make sure to wrap it in quote marks
+    output = "".join(args)
+    string_art = text2art(output)
+
+    print(string_art)
+
+
+@conda.plugins.register
+def conda_subcommands():
+    yield conda.plugins.CondaSubcommand(
+        name="string-art",
+        summary="tutorial subcommand that prints a string as ASCII art",
+        action=conda_string_art,
+    )
diff --git a/CondaPlugins/rust_plugins/chordcli/Cargo.toml b/CondaPlugins/rust_plugins/chordcli/Cargo.toml
new file mode 100644
index 0000000..9ed9ca0
--- /dev/null
+++ b/CondaPlugins/rust_plugins/chordcli/Cargo.toml
@@ -0,0 +1,12 @@
+[package]
+name = "chord_cli"
+version = "0.1.0"
+edition = "2021"
+
+[lib]
+name = "chord_cli"
+crate-type = ["cdylib"]
+
+[dependencies]
+clap = { version = "4.0.1", features = ["derive"] }
+pyo3 = { version = "0.17.1", features = ["extension-module"] }
diff --git a/CondaPlugins/rust_plugins/chordcli/chord_cli_rust.py b/CondaPlugins/rust_plugins/chordcli/chord_cli_rust.py
new file mode 100644
index 0000000..b6f361e
--- /dev/null
+++ b/CondaPlugins/rust_plugins/chordcli/chord_cli_rust.py
@@ -0,0 +1,17 @@
+import chord_cli
+import conda.plugins
+import sys
+
+
+def conda_chord_cli(*args, **kwargs):
+    note = sys.argv[-1]
+    return chord_cli.main(note)
+
+
+@conda.plugins.register
+def conda_subcommands():
+    yield conda.plugins.CondaSubcommand(
+        name="chord-cli",
+        summary="A subcommand that displays guitar chords",
+        action=conda_chord_cli,
+    )
diff --git a/CondaPlugins/rust_plugins/chordcli/pyproject.toml b/CondaPlugins/rust_plugins/chordcli/pyproject.toml
new file mode 100644
index 0000000..b9cf533
--- /dev/null
+++ b/CondaPlugins/rust_plugins/chordcli/pyproject.toml
@@ -0,0 +1,16 @@
+[build-system]
+requires = ["setuptools>=61.0", "setuptools-scm"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "chord-cli"
+version = "1.0"
+description = "A subcommand that displays guitar chords"
+requires-python = ">=3.7"
+dependencies = ["conda", "maturin"]
+
+[tools.setuptools]
+py_modules=["chord-cli"]
+
+[project.entry-points.conda]
+chord-cli = "chord_cli_rust"
diff --git a/CondaPlugins/rust_plugins/chordcli/src/lib.rs b/CondaPlugins/rust_plugins/chordcli/src/lib.rs
new file mode 100644
index 0000000..03d4ef0
--- /dev/null
+++ b/CondaPlugins/rust_plugins/chordcli/src/lib.rs
@@ -0,0 +1,72 @@
+use pyo3::prelude::*;
+use std::collections::HashMap;
+
+
+const FRETBOARD: &str = "◯ ◯ ◯ ◯ ◯ ◯
+╒═╤═╤═╤═╤═╕
+│ │ │ │ │ │
+├─┼─┼─┼─┼─┤
+│ │ │ │ │ │
+├─┼─┼─┼─┼─┤
+│ │ │ │ │ │
+├─┼─┼─┼─┼─┤
+│ │ │ │ │ │
+└─┴─┴─┴─┴─┘";
+
+
+#[pyfunction]
+fn main(note: &str) {
+    // let args = Args::parse();
+
+    let chords: HashMap<&str, &str> =
+        HashMap::from([
+            ("C", "x32010"),
+            ("C7", "x32310"),
+            ("G", "320003"),
+            ("D", "xx0232"),
+            ("D7", "xx0212"),
+            ("Dm", "xx0231"),
+            ("E", "022100"),
+            ("E7", "020100"),
+            ("Eb", "xx1343"),
+            ("Em", "022000"),
+            ("F", "133211"),
+            ("G", "320003"),
+            ("G7", "320001"),
+            ("A", "x02220"),
+            ("A7", "x02020"),
+            ("Am", "002210"),
+            ("B", "x24442"),
+            ("B7", "x21202"),
+            ("Bm", "x20432"),
+            ]);
+
+    match chords.get(&note[..]) {
+        None => println!("\nUnknown chord '{}'\n", note),
+        Some(pattern) => {
+            let mut board: Vec<char> = FRETBOARD.chars().collect();
+            for (i, ch) in pattern.chars().enumerate() {
+                let idx: usize = i * 2;
+                if ch == 'x' {
+                    board[idx] = ch
+                } else {
+                    let value: usize = ch.to_digit(10).unwrap() as usize;
+                    board[idx] = ' ';
+                    board[idx + 24 * value] = '◯'
+                }
+            }
+            println!(
+                "\nThis is how you play the '{}' chord: \n\n{}\n",
+                note,
+                board.iter().collect::<String>()
+            )
+        }
+    }
+}
+
+#[pymodule]
+fn chord_cli(_py: Python, m: &PyModule) -> PyResult<()> {
+    // m.add_class::<Args>()?;
+    m.add_function(wrap_pyfunction!(main, m)?)?;
+    Ok(())
+}
diff --git a/CondaPlugins/rust_plugins/guessing_game/Cargo.toml b/CondaPlugins/rust_plugins/guessing_game/Cargo.toml
new file mode 100644
index 0000000..bdf1bd2
--- /dev/null
+++ b/CondaPlugins/rust_plugins/guessing_game/Cargo.toml
@@ -0,0 +1,12 @@
+[package]
+name = "guessing_game"
+version = "0.1.0"
+edition = "2021"
+
+[lib]
+name = "guessing_game"
+crate-type = ["cdylib"]
+
+[dependencies]
+rand = "0.8.3"
+pyo3 = { version = "0.17.1", features = ["extension-module"] }
diff --git a/CondaPlugins/rust_plugins/guessing_game/guessing_game_rust.py b/CondaPlugins/rust_plugins/guessing_game/guessing_game_rust.py
new file mode 100644
index 0000000..f0812b4
--- /dev/null
+++ b/CondaPlugins/rust_plugins/guessing_game/guessing_game_rust.py
@@ -0,0 +1,15 @@
+import guessing_game
+import conda.plugins
+
+
+def conda_guessing_game(*args, **kwargs):
+    guessing_game.guess()
+
+
+@conda.plugins.register
+def conda_subcommands():
+    yield conda.plugins.CondaSubcommand(
+        name="guessing-game",
+        summary="A subcommand that invokes a guessing game",
+        action=conda_guessing_game,
+    )
diff --git a/CondaPlugins/rust_plugins/guessing_game/pyproject.toml b/CondaPlugins/rust_plugins/guessing_game/pyproject.toml
new file mode 100644
index 0000000..cf90af4
--- /dev/null
+++ b/CondaPlugins/rust_plugins/guessing_game/pyproject.toml
@@ -0,0 +1,16 @@
+[build-system]
+requires = ["setuptools>=61.0", "setuptools-scm"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "guessing-game"
+version = "1.0"
+description = "A subcommand that invokes a guessing game"
+requires-python = ">=3.7"
+dependencies = ["conda", "maturin"]
+
+[tools.setuptools]
+py_modules=["guessing-game"]
+
+[project.entry-points.conda]
+guessing-game = "guessing_game_rust"
diff --git a/CondaPlugins/rust_plugins/guessing_game/src/lib.rs b/CondaPlugins/rust_plugins/guessing_game/src/lib.rs
new file mode 100644
index 0000000..beaed0c
--- /dev/null
+++ b/CondaPlugins/rust_plugins/guessing_game/src/lib.rs
@@ -0,0 +1,42 @@
+use pyo3::prelude::*;
+use rand::Rng;
+use std::cmp::Ordering;
+use std::io;
+
+
+#[pyfunction]
+fn guess() {
+    println!("Guess the number!");
+
+    let secret_number = rand::thread_rng().gen_range(1..=100);
+
+    loop {
+        println!("Please input your guess.");
+
+        let mut guess = String::new();
+        io::stdin()
+            .read_line(&mut guess)
+            .expect("Failed to read line");
+        let guess: u32 = match guess.trim().parse() {
+            Ok(num) => num,
+            Err(_) => continue,
+        };
+
+        println!("You guessed: {}", guess);
+
+        match guess.cmp(&secret_number) {
+            Ordering::Less => println!("Too small!"),
+            Ordering::Greater => println!("Too big!"),
+            Ordering::Equal => {
+                println!("You win!");
+                break;
+            }
+        }
+    }
+}
+
+#[pymodule]
+fn guessing_game(_py: Python, m: &PyModule) -> PyResult<()> {
+    m.add_function(wrap_pyfunction!(guess, m)?)?;
+    Ok(())
+}
\ No newline at end of file
diff --git a/CondaPlugins/rust_plugins/multiply/Cargo.toml b/CondaPlugins/rust_plugins/multiply/Cargo.toml
new file mode 100644
index 0000000..92c6932
--- /dev/null
+++ b/CondaPlugins/rust_plugins/multiply/Cargo.toml
@@ -0,0 +1,13 @@
+[package]
+name = "rustiply"
+version = "0.1.0"
+edition = "2021"
+
+# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
+
+[lib]
+name = "rustiply"
+crate-type = ["cdylib"]
+
+[dependencies]
+pyo3 = { version = "0.17.1", features = ["extension-module"] }
diff --git a/CondaPlugins/rust_plugins/multiply/pyproject.toml b/CondaPlugins/rust_plugins/multiply/pyproject.toml
new file mode 100644
index 0000000..0c028c0
--- /dev/null
+++ b/CondaPlugins/rust_plugins/multiply/pyproject.toml
@@ -0,0 +1,16 @@
+[build-system]
+requires = ["setuptools>=61.0", "setuptools-scm"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "multiply"
+version = "1.0"
+description = "A subcommand that multiplies two integers"
+requires-python = ">=3.7"
+dependencies = ["conda", "maturin"]
+
+[tools.setuptools]
+py_modules=["multiply"]
+
+[project.entry-points.conda]
+multiply = "rust_plugin"
diff --git a/CondaPlugins/rust_plugins/multiply/rust_plugin.py b/CondaPlugins/rust_plugins/multiply/rust_plugin.py
new file mode 100644
index 0000000..b9b1b42
--- /dev/null
+++ b/CondaPlugins/rust_plugins/multiply/rust_plugin.py
@@ -0,0 +1,25 @@
+import rustiply
+import argparse
+import conda.plugins
+
+
+def conda_rustiply(argv: list):
+    parser = argparse.ArgumentParser("conda multiply")
+    parser.add_argument("x", type=int, help="First number to multiply")
+    parser.add_argument("y", type=int, help="Second number to multiply")
+
+    args = parser.parse_args(argv)
+    
+    x = args.x
+    y = args.y
+    result = rustiply.multiply(x, y)
+    print(f"\nThe product of {x} * {y} is: {result}\n")
+
+
+@conda.plugins.register
+def conda_subcommands():
+    yield conda.plugins.CondaSubcommand(
+        name="multiply",
+        summary="A subcommand that multiplies two integers",
+        action=conda_rustiply,
+    )
diff --git a/CondaPlugins/rust_plugins/multiply/src/lib.rs b/CondaPlugins/rust_plugins/multiply/src/lib.rs
new file mode 100644
index 0000000..69337db
--- /dev/null
+++ b/CondaPlugins/rust_plugins/multiply/src/lib.rs
@@ -0,0 +1,13 @@
+use pyo3::prelude::*;
+
+#[pyfunction]
+// The original function is below
+fn multiply(a: isize, b: isize) -> isize {
+    a * b
+}
+
+#[pymodule]
+fn rustiply(_py: Python, m: &PyModule) -> PyResult<()> {
+    m.add_function(wrap_pyfunction!(multiply, m)?)?;
+    Ok(())
+}
\ No newline at end of file
diff --git a/CustomAnsibleModules/README.md b/CustomAnsibleModules/README.md
deleted file mode 100644
index d098c5c..0000000
--- a/CustomAnsibleModules/README.md
+++ /dev/null
@@ -1,32 +0,0 @@
-## Custom Ansible Modules
-
-This repo exists so I can practice writing modules for Ansible.
-
-### Module Descriptions
-
-#### `sum_module.py`
-
-Adds two numbers together.  The defaults are `0` and `1`.
-
-
-#### `dice_module.py`
-
-The ~worst~ BEST way ever to roll dice! 😁
-
-Customize the number of sides you want your die to have (defaults to `20`), as well as the number of times you want to roll it (defaults to `1`).
-
-* * *
-
-### How to Use
-
-A practice playbook is provided in this repo (`practice_playbook.yml`).
-
-Simply clone/download these files locally, then use your terminal to `cd` into the `Custom_Ansible_Modules` directory.  Once there, run:
-
-```
-ansible-playbook practice_playbook.yml
-```
-
-...and that's it!  If everything is working correctly, then output like what's shown below should appear on your terminal:
-
-![Playbook Output](images/NewDiceRollOutput.png)
diff --git a/CustomAnsibleModules/ansible.cfg b/CustomAnsibleModules/ansible.cfg
deleted file mode 100644
index 798caf5..0000000
--- a/CustomAnsibleModules/ansible.cfg
+++ /dev/null
@@ -1,3 +0,0 @@
-[defaults]
-library = ./library
-retry_files_enabled = False
diff --git a/CustomAnsibleModules/images/NewDiceRollOutput.png b/CustomAnsibleModules/images/NewDiceRollOutput.png
deleted file mode 100644
index 105a616..0000000
Binary files a/CustomAnsibleModules/images/NewDiceRollOutput.png and /dev/null differ
diff --git a/CustomAnsibleModules/library/dice_module.py b/CustomAnsibleModules/library/dice_module.py
deleted file mode 100644
index 95e1f07..0000000
--- a/CustomAnsibleModules/library/dice_module.py
+++ /dev/null
@@ -1,85 +0,0 @@
-#!/usr/bin/python
-# coding: utf-8 -*-
-#
-# (c) 2020, Bianca Henderson <bianca@redhat.com>
-# GNU General Public License v3.0+
-# (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt)
-
-from __future__ import absolute_import, division, print_function
-__metaclass__ = type
-
-
-ANSIBLE_METADATA = {'status': ['preview'],
-                    'supported_by': 'community',
-                    'metadata_version': '1.1'}
-
-
-DOCUMENTATION = '''
----
-module: dice_module
-author: "Bianca Henderson (@bizonka)"
-version_added: "2.9"
-short_description: The worst way to roll some dice!
-description:
-    - A way to roll digital dice via Ansible playbook. Currently you can only
-    roll one at a time.
-options:
-    dice_side_number:
-      description:
-        - Customize the number of sides for the die you roll.
-      required: False
-      type: int
-      default: 20
-    number_of_rolls:
-      description:
-        - Choose how many times you want to roll the custom die.
-      required: False
-      type: int
-      default: 1
-'''
-
-EXAMPLES = '''
-- name: "Roll some dice"
-  dice_module:
-    dice_side_number: 12
-    number_of_rolls: 5
-  register: roll_result
-  # the above outputs the module register into a variable, then you can
-  # print out that info via debug (below)
-- debug:
-    var: roll_result
-'''
-
-import random
-import json
-
-from ansible.module_utils.basic import AnsibleModule
-
-
-def custom_dice_roll(dice_side_number, number_of_rolls):
-    dice_roll_results = []
-    for _ in range(number_of_rolls):
-        dice_roll_results.append(random.randint(1,int(dice_side_number)))
-    return dice_roll_results
-
-def main():
-    argument_spec = dict(
-        dice_side_number=dict(required=False, default=20, type='int'),
-        number_of_rolls=dict(required=False, default=1, type='int'),
-    )
-
-    module = AnsibleModule(argument_spec=argument_spec, supports_check_mode=True)
-
-    dice_side_number = module.params.get('dice_side_number')
-    number_of_rolls = module.params.get('number_of_rolls')
-
-    try:
-        json_output = {'custom_roll_result': custom_dice_roll(dice_side_number, number_of_rolls)}
-    except ValueError:
-        module.fail_json(msg="This module parameter takes an integer!")
-
-    module.exit_json(**json_output)
-
-
-if __name__ == '__main__':
-    main()
diff --git a/CustomAnsibleModules/library/sum_module.py b/CustomAnsibleModules/library/sum_module.py
deleted file mode 100644
index fb0022e..0000000
--- a/CustomAnsibleModules/library/sum_module.py
+++ /dev/null
@@ -1,75 +0,0 @@
-#!/usr/bin/python
-# coding: utf-8 -*-
-#
-# (c) 2020, Bianca Henderson <bianca@redhat.com>
-# GNU General Public License v3.0+
-# (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt)
-
-from __future__ import absolute_import, division, print_function
-__metaclass__ = type
-
-
-ANSIBLE_METADATA = {'status': ['preview'],
-                    'supported_by': 'community',
-                    'metadata_version': '1.1'}
-
-
-DOCUMENTATION = '''
----
-module: sum_module
-author: "Bianca Henderson (@bizonka)"
-version_added: "2.9"
-short_description: A way to add two numbers together.
-description:
-    - Practicing writing a module.
-options:
-    number_one:
-      description:
-        - The first integer that's given.
-      required: False
-      type: str
-      default: "0"
-    number_two:
-      description:
-        - The second integer that's given.
-      required: False
-      type: str
-      default: "1"
-'''
-
-EXAMPLES = '''
-- name: "Add two numbers"
-  sum_module:
-    number_one: 3
-    number_two: 5
-  register: sum_results
-  # the above outputs the module register into a variable, then you can
-  # print out that info via debug (below)
-- debug:
-    var: sum_results
-'''
-
-from ansible.module_utils.basic import AnsibleModule
-
-def main():
-
-    argument_spec = dict(
-        number_one=dict(required=False, default='0', type='str'),
-        number_two=dict(required=False, default='1', type='str'),
-    )
-
-    module = AnsibleModule(argument_spec=argument_spec, supports_check_mode=True)
-
-    number_one = module.params.get('number_one')
-    number_two = module.params.get('number_two')
-
-    try:
-        json_output = {'sum': (int(number_one) + int(number_two))}
-    except ValueError:
-        module.fail_json(msg="You didn't pass in sum-able integers!")
-
-    module.exit_json(**json_output)
-
-
-if __name__ == '__main__':
-    main()
diff --git a/CustomAnsibleModules/practice_playbook.yml b/CustomAnsibleModules/practice_playbook.yml
deleted file mode 100644
index f3476ec..0000000
--- a/CustomAnsibleModules/practice_playbook.yml
+++ /dev/null
@@ -1,28 +0,0 @@
----
-- name: My playbook
-  hosts: localhost
-  connection: local
-  gather_facts: False
-
-  tasks:
-    - name: "Roll default die the default number of times!"
-      dice_module:
-      register: dice_results
-    - debug:
-        var: dice_results
-
-    - name: "Roll a custom d15 die 5 times"
-      dice_module:
-        dice_side_number: 6
-        number_of_rolls: 20
-      register: dice_results
-    - debug:
-        var: dice_results
-
-    - name: "Run addition module"
-      sum_module:
-        number_one: 3
-        number_two: 5
-      register: sum_results
-    - debug:
-        var: sum_results
diff --git a/Games/README.md b/Games/README.md
index 8bc4e2b..87019c1 100644
--- a/Games/README.md
+++ b/Games/README.md
@@ -18,4 +18,4 @@ Tells you a few jokes.
 Test your OOP vocab/know-how.
 
 **Simple D20 (Continuous)**
-A script that rolls a D20 and gives a message when result is a 1 or 20 (didn't use a tutorial!).
+A script that rolls a D20 and gives a message when result is a 1 or 20.
diff --git a/Puzzles/PracticeMay2023/01_merge_strings_alternately.py b/Puzzles/PracticeMay2023/01_merge_strings_alternately.py
new file mode 100644
index 0000000..d942c3e
--- /dev/null
+++ b/Puzzles/PracticeMay2023/01_merge_strings_alternately.py
@@ -0,0 +1,48 @@
+# You are given two strings word1 and word2. Merge the strings by adding
+# letters in alternating order, starting with word1. If a string is
+# longer than the other, append the additional letters onto the end of
+# the merged string.
+
+# Return the merged string.
+
+from itertools import zip_longest
+
+class Solution:
+    def mergeAlternately(self, word1: str, word2: str) -> str:
+        """
+        :type word1: str
+        :type word2: str
+        :rtype: str
+        """
+        word1_list = list(word1.strip(" "))
+        word2_list = list(word2.strip(" "))
+        merged_list = []
+        while len(word1_list) or len(word2_list) > 0:
+            if len(word1_list) == 0:
+                # merged_list.append(word2_list[:])
+                for x in range(len(word2_list)):
+                    merged_list.append(word2_list.pop(0))
+                break
+            elif len(word2_list) == 0:
+                # merged_list.append(word1_list[:])
+                for x in range(len(word1_list)):
+                    merged_list.append(word1_list.pop(0))
+                break
+            merged_list.append(word1_list.pop(0))
+            merged_list.append(word2_list.pop(0))
+        word = "".join(map(str, merged_list))
+        return word
+
+
+class BetterSolution:
+    # A way more efficient solution than the above 🤯
+    def mergeAlternately(self, word1, word2):
+        return ''.join(a + b for a, b in zip_longest(word1, word2, fillvalue=''))
+
+print(BetterSolution.mergeAlternately(BetterSolution, "abc", "pqr"))
+
+# Runtime: 32 ms, faster than 63.64% of Python3 online submissions for Merge Strings Alternately.
+# Memory Usage: 14.3 MB, less than 42.42% of Python3 online submissions for Merge Strings Alternately.
+
+# Read about zip_longest here:
+# https://docs.python.org/3/library/itertools.html#itertools.zip_longest
diff --git a/Puzzles/PracticeMay2023/02_greatest_common_str_divisor.py b/Puzzles/PracticeMay2023/02_greatest_common_str_divisor.py
new file mode 100644
index 0000000..eb182f6
--- /dev/null
+++ b/Puzzles/PracticeMay2023/02_greatest_common_str_divisor.py
@@ -0,0 +1,33 @@
+# For two strings s and t, we say "t divides s" if and only if s = t + ... + t
+# (i.e., t is concatenated with itself one or more times).
+
+# Given two strings str1 and str2, return the largest string x such that x divides
+# both str1 and str2.
+
+import math
+
+class Solution:
+    def gcdOfStrings(self, str1: str, str2: str) -> str:
+        if len(str1)<=len(str2):
+            temp = str1
+        else:
+            temp = str2
+        m = len(temp)
+        x = 1
+        res=[""]
+        while x <= m:
+            if m % x == 0 and temp[:x] * (len(str1)//x) == str1 and temp[:x] * (len(str2)//x) == str2:
+                res.append(temp[:x])
+                x+=1
+        return res[-1]
+
+
+class BetterSolution:
+    # A better version of the above
+    def gcdOfStrings(self, str1: str, str2: str) -> str:
+        if str1 + str2 != str2 + str1: return ''
+        # Take the greatest common divisor of the lengths of the two strings
+        # and return that slice of string 🤯
+        return str1[:math.gcd(len(str1), len(str2))]
+    
+# Read more about math.gcd() here: https://docs.python.org/3/library/math.html#math.gcd
diff --git a/Puzzles/PracticeMay2023/03_most_candies.py b/Puzzles/PracticeMay2023/03_most_candies.py
new file mode 100644
index 0000000..9231859
--- /dev/null
+++ b/Puzzles/PracticeMay2023/03_most_candies.py
@@ -0,0 +1,33 @@
+# There are n kids with candies. You are given an integer array of candies,
+# where each candies[i] represents the number of candies the ith kid has,
+# and an integer extraCandies, denoting the number of extra candies that
+# you have.
+
+# Return a boolean array result of length n, where result[i] is true if,
+# after giving the ith kid all the extraCandies, they will have the greatest
+# number of candies among all the kids, or false otherwise.
+
+# Note that multiple kids can have the greatest number of candies.
+
+import numpy as np
+from types import List
+
+class Solution:
+    def kidsWithCandies(self, candies: List[int], extraCandies: int) -> List[bool]:
+        sorted_list = sorted(candies)
+        highest_number = sorted_list[-1]
+        determination = []
+        for i in range(len(candies)):
+            if (candies[i] + extraCandies) >= highest_number:
+                determination.append(True)
+                continue
+            if (candies[i] + extraCandies) < highest_number:
+                determination.append(False)
+                continue
+        return determination
+
+
+class BetterSolution:
+    # A better solution than the above 🤯
+    def kidsWithCandies(self, candies: List[int], extraCandies: int) -> List[bool]:
+        return np.array(candies) + extraCandies >= np.array(candies).max()
diff --git a/Puzzles/PracticeMay2023/04_can_place_flowers.py b/Puzzles/PracticeMay2023/04_can_place_flowers.py
new file mode 100644
index 0000000..64e4158
--- /dev/null
+++ b/Puzzles/PracticeMay2023/04_can_place_flowers.py
@@ -0,0 +1,63 @@
+# You have a long flowerbed in which some of the plots are planted,
+# and some are not. However, flowers cannot be planted in adjacent plots.
+
+# Given an integer array flowerbed containing 0's and 1's, where 0 means
+# empty and 1 means not empty, and an integer n, return true if n new flowers
+# can be planted in the flowerbed without violating the no-adjacent-flowers
+# rule and false otherwise.
+
+import numpy as np
+from types import List
+
+class Solution:
+    def canPlaceFlowers(self, flowerbed: List[int], n: int) -> bool:
+        if n <= 0:
+            return True
+        elif len(flowerbed) == 1:
+            if flowerbed == [0]:
+                return True
+            else:
+                return False
+        # Create an array that is 1 where a is 0, and pad each end with an extra 0.
+        iszero = np.concatenate(([0], np.equal(flowerbed, 0).view(np.int8), [0]))
+        absdiff = np.abs(np.diff(iszero))
+        # Runs start and end where absdiff is 1.
+        ranges = np.where(absdiff == 1)[0].reshape(-1, 2)
+        for [x, y] in ranges:
+            difference = y - x
+            if difference == 2:
+                # if the plot size is 2 but at either edge, then a flower
+                # can be planted there
+                if x == 0 or y == len(flowerbed):
+                    n = n - 1
+                else:
+                    pass
+            elif difference <= 2:
+                # if the potential plot is 2 or smaller but not at the edge,
+                # the automatic answer is "can't plant a flower here"
+                pass
+            elif (difference % 2) == 0:
+                # this takes care of even-numbered cases larger than 4
+                if x == 0 or y == len(flowerbed):
+                    d = difference // 2
+                    n = n - d
+                else:
+                    d = difference // 2
+                    d = d - 1
+                    n -= d
+            elif (difference % 2) != 0:
+                # this takes care of odd-numbered cases larger than 3
+                if x == 0 or y == len(flowerbed):
+                    d = difference // 2
+                    d = d + 1
+                    n -= d
+                else:
+                    d = difference // 2
+                    n -= d
+            else:
+                d = difference // 2
+                n -= d
+        if n <= 0:
+            return True
+        else:
+            return False
diff --git a/Puzzles/PracticeMay2023/05_reverse_vowels.py b/Puzzles/PracticeMay2023/05_reverse_vowels.py
new file mode 100644
index 0000000..a9e7298
--- /dev/null
+++ b/Puzzles/PracticeMay2023/05_reverse_vowels.py
@@ -0,0 +1,26 @@
+class Solution:
+    def reverseVowels(self, s: str) -> str:
+        """
+        Given a string s, reverse only all the vowels in the string and return it.
+        """
+        # list all possible vowels (in lower case)
+        vowels = ['a', 'e', 'i', 'o', 'u']
+        # make input string lower case so it can be validated against the list
+        to_replace = []
+        index = []
+        # iterate over every letter in s to see if it's a vowel;
+        # if it is, store it in reverse order in a placeholder list
+        for i in range(len(s)):
+            if s[i].lower() in vowels:
+                to_replace.append(s[i])
+                index.append(i)
+            else:
+                pass
+        # reverse the list of vowels
+        to_replace.reverse()
+        # iterate over the list of vowels and replace the vowels in s
+        # with the reversed vowels
+        for i in range(len(to_replace)):
+            s = s[:index[i]] + to_replace[i] + s[index[i]+1:]
+        return s
+    
\ No newline at end of file
diff --git a/Puzzles/PracticeMay2023/06_reverse_words.py b/Puzzles/PracticeMay2023/06_reverse_words.py
new file mode 100644
index 0000000..294239a
--- /dev/null
+++ b/Puzzles/PracticeMay2023/06_reverse_words.py
@@ -0,0 +1,17 @@
+class Solution:
+    def reverseWords(self, s: str) -> str:
+        word_list = s.split(" ")
+        reversed = []
+        reversed_string = ""
+        for word in word_list:
+            if word:
+                reversed.append(word)
+        reversed.reverse()
+        for i in reversed:
+            reversed_string = reversed_string + " " + i
+        return reversed_string.strip()
+
+# This is a better solution than the above 🤯
+class BetterSolution:
+    def reverseWords(self, s: str) -> str:
+        return " ".join(s.split()[::-1])
\ No newline at end of file
diff --git a/Puzzles/PracticeMay2023/07_product_of_array.py b/Puzzles/PracticeMay2023/07_product_of_array.py
new file mode 100644
index 0000000..6a68ada
--- /dev/null
+++ b/Puzzles/PracticeMay2023/07_product_of_array.py
@@ -0,0 +1,10 @@
+from functools import reduce
+
+class Solution:
+    def productExceptSelf(self, nums: List[int]) -> List[int]:
+        target_list = []
+        list_size = len(nums)
+        if list_size:
+            for index in range(list_size):
+                target_list.append(reduce((lambda x, y: x * y), nums[:index] + nums[index + 1:]))
+        return target_list
diff --git a/Puzzles/PracticeMay2023/08_move_zeroes.py b/Puzzles/PracticeMay2023/08_move_zeroes.py
new file mode 100644
index 0000000..39ac67f
--- /dev/null
+++ b/Puzzles/PracticeMay2023/08_move_zeroes.py
@@ -0,0 +1,9 @@
+class Solution:
+    def moveZeroes(self, nums: List[int]) -> None:
+        """
+        Do not return anything, modify nums in-place instead.
+        """
+        for x in nums:
+            if x == 0:
+                nums.remove(x)
+                nums.append(x)
diff --git a/Puzzles/PracticeMay2023/09_is_subsequence.py b/Puzzles/PracticeMay2023/09_is_subsequence.py
new file mode 100644
index 0000000..51dea62
--- /dev/null
+++ b/Puzzles/PracticeMay2023/09_is_subsequence.py
@@ -0,0 +1,48 @@
+class Solution:
+    def isSubsequence(self, s: str, t: str) -> bool:
+        m = len(s)
+        n = len(t)
+        if m == 0:
+            return True
+        elif n == 0:
+            return False
+        elif m == n:
+            if s == t:
+                return True
+            else:
+                return False
+    
+        index = 0
+        for l in s:
+            new_index = t.find(l)
+            if new_index > 0 and new_index == index:
+                return False
+            elif new_index >= index:
+                index = new_index
+                continue
+            elif index > new_index:
+                new_index = t[slice(index, len(t), 1)].find(l)
+                if new_index < 0:
+                    return False
+                else:
+                    continue
+            else:
+                return False
+        if index:
+            return True
+        else:
+            return False
+        
+
+class BetterSolution:
+    def isSubsequence(self, s: str, t: str) -> bool:
+        if not s:
+            return True
+        
+        s_index = 0
+        for l in t:
+            if l == s[s_index]:
+                s_index += 1
+                if s_index == len(s):
+                    return True
+        return False
diff --git a/Puzzles/PracticeMay2023/10_max_avg_subarray.py b/Puzzles/PracticeMay2023/10_max_avg_subarray.py
new file mode 100644
index 0000000..507381f
--- /dev/null
+++ b/Puzzles/PracticeMay2023/10_max_avg_subarray.py
@@ -0,0 +1,45 @@
+class Solution:
+    def findMaxAverage(self, nums: List[int], k: int) -> float:
+        if k > len(nums):
+            return 0
+        if k == 0:
+            return 0
+        if not nums:
+            return 0
+        get_max = []
+        index1 = 0
+        index2 = k
+        while index2 <= len(nums):
+            get_max.append(sum(nums[index1:index2]))
+            index1 += 1
+            index2 += 1
+        if get_max:
+            biggest = max(get_max)
+            print(biggest)
+            result = (biggest / k)
+            print(result)
+            return result
+        else:
+            return 0
+
+class BetterSolution:
+    def findMaxAverage(self, nums: List[int], k: int) -> float:
+        if k > len(nums):
+            return 0
+        if k == 0:
+            return 0
+        if not nums:
+            return 0
+        index1 = 0
+        index2 = k
+        biggest = sum(nums[index1:index2])
+        while index2 <= len(nums):
+            if sum(nums[index1:index2]) > biggest:
+                biggest = sum(nums[index1:index2])
+            index1 += 1
+            index2 += 1
+        if biggest:
+            result = (biggest / k)
+            return result
+        else:
+            return 0
diff --git a/Puzzles/PracticeMay2023/11_find_max_altitude.py b/Puzzles/PracticeMay2023/11_find_max_altitude.py
new file mode 100644
index 0000000..1c8f9d9
--- /dev/null
+++ b/Puzzles/PracticeMay2023/11_find_max_altitude.py
@@ -0,0 +1,6 @@
+class Solution:
+    def largestAltitude(self, gain: List[int]) -> int:
+        starting = [0]
+        for a in gain:
+            starting.append(starting[-1] + a)
+        return max(starting)
diff --git a/Puzzles/PracticeMay2023/README.md b/Puzzles/PracticeMay2023/README.md
new file mode 100644
index 0000000..0460b19
--- /dev/null
+++ b/Puzzles/PracticeMay2023/README.md
@@ -0,0 +1,337 @@
+# Practice Exercises!
+
+## 1. Merge Strings Alternately
+
+### Status: ✅
+
+You are given two strings, `word1` and `word2`. Merge the strings by adding letters
+in alternating order, starting with `word1`. If a string is longer than the other,
+append the additional letters onto the end of the merged string.
+
+_Return the merged string._
+
+### Example 1:
+```
+Input: word1 = "abc", word2 = "pqr"
+Output: "apbqcr"
+```
+Explanation: The merged string will be merged as so:
+```
+word1:  a   b   c
+word2:    p   q   r
+merged: a p b q c r
+```
+
+### Example 2:
+```
+Input: word1 = "ab", word2 = "pqrs"
+Output: "apbqrs"
+```
+Explanation: Notice that as `word2` is longer, "rs" is appended to the end.
+```
+word1:  a   b
+word2:    p   q   r   s
+merged: a p b q   r   s
+```
+
+### Example 3:
+
+```
+Input: word1 = "abcd", word2 = "pq"
+Output: "apbqcd"
+```
+Explanation: Notice that as `word1` is longer, "cd" is appended to the end.
+```
+word1:  a   b   c   d
+word2:    p   q
+merged: a p b q c   d
+```
+
+### Constraints:
+
+* `1 <= word1.length`, `word2.length <= 100`
+* `word1` and `word2` consist of lowercase English letters.
+
+### Acceptance Rate:
+`82.8%`
+
+
+* * *
+
+
+## 2. Greatest Common Divisor of Strings
+
+### Status: ✅
+
+For two strings `s` and `t`, we say "`t` divides `s`" if and only if `s = t + ... + t` (_i.e._, `t` is concatenated with itself one or more times).
+
+Given two strings `str1` and `str2`, _return the largest string `x` such that `x` divides both `str1` and `str2`_.
+
+### Example 1:
+```
+Input: str1 = "ABCABC", str2 = "ABC"
+Output: "ABC"
+```
+
+### Example 2:
+```
+Input: str1 = "ABABAB"`, `str2 = "ABAB"
+Output: "AB"
+```
+
+### Example 3:
+```
+Input: str1 = "LEET", str2 = "CODE"
+Output: ""
+```
+
+### Constraints:
+
+* `1 <= str1.length`, `str2.length <= 1000`
+* `str1` and `str2` consist of English uppercase letters.
+
+### Acceptance Rate
+`56.5%`
+
+
+* * *
+
+
+## 3. Kids With the Greatest Number of Candies
+
+### Status: ✅
+
+There are `n` kids with candies. You are given an integer array of candies, where each `candies[i]` represents the number of candies the `i`th kid has, and an integer `extraCandies`, denoting the number of extra candies that you have.
+
+_Return a boolean array result of length `n`, where `result[i]` is true if, after giving the ith kid all the `extraCandies`, they will have the greatest number of candies among all the kids, or false otherwise._
+
+> Note that multiple kids can have the greatest number of candies.
+
+### Example 1:
+```
+Input: candies = [2,3,5,1,3], extraCandies = 3
+Output: [true,true,true,false,true]
+```
+Explanation: If you give all `extraCandies` to:
+- Kid 1, they will have 2 + 3 = 5 candies, which is the greatest among the kids.
+- Kid 2, they will have 3 + 3 = 6 candies, which is the greatest among the kids.
+- Kid 3, they will have 5 + 3 = 8 candies, which is the greatest among the kids.
+- Kid 4, they will have 1 + 3 = 4 candies, which is not the greatest among the kids.
+- Kid 5, they will have 3 + 3 = 6 candies, which is the greatest among the kids.
+
+### Example 2:
+```
+Input: candies = [4,2,1,1,2], extraCandies = 1
+Output: [true,false,false,false,false]
+```
+Explanation: There is only 1 extra candy.
+
+Kid 1 will always have the greatest number of candies, even if a different kid is given the extra candy.
+
+### Example 3:
+```
+Input: candies = [12,1,12], extraCandies = 10
+Output: [true,false,true]
+```
+
+### Constraints:
+* `n == candies.length`
+* `2 <= n <= 100`
+* `1 <= candies[i] <= 100`
+* `1 <= extraCandies <= 50`
+
+### Acceptance Rate
+`88.0%`
+
+
+* * *
+
+
+## 4. Can Place Flowers
+
+### Status: ✅
+
+You have a long flowerbed in which some of the plots are planted, and some are not. However, flowers cannot be planted in adjacent plots.
+
+Given an integer array `flowerbed` containing `0`'s and `1`'s, where `0` means empty and `1` means not empty, and an integer `n`, return true if `n` new flowers can be planted in the flowerbed without violating the no-adjacent-flowers rule and false otherwise. 
+
+### Example 1:
+```
+Input: flowerbed = [1,0,0,0,1], n = 1
+Output: true
+```
+
+### Example 2:
+```
+Input: flowerbed = [1,0,0,0,1], n = 2
+Output: false
+```
+
+### Constraints:
+
+* `1 <= flowerbed.length <= 2 * 104`
+* `flowerbed[i]` is `0` or `1`.
+* There are no two adjacent flowers in `flowerbed`.
+* `0 <= n <= flowerbed.length`
+
+### Acceptance Rate
+`32.7%`
+
+* * *
+
+
+## 5. Reverse Vowels of a String
+
+### Status: ✅
+
+Given a string `s`, reverse only all the vowels in the string and return it.
+
+The vowels are `'a'`, `'e'`, `'i'`, `'o'`, and `'u'`, and they can appear in both lower and upper cases, more than once.
+
+### Example 1:
+```
+Input: s = "hello"
+Output: "holle"
+```
+
+### Example 2:
+```
+Input: s = "leetcode"
+Output: "leotcede"
+```
+
+### Constraints:
+
+* `1 <= s.length <= 3 * 105`
+* `s` consist of printable ASCII characters
+
+### Acceptance Rate
+`50.3%`
+
+
+* * *
+
+
+## 6. Reverse Words in a String
+
+### Status: ✅
+
+Given an input string `s`, reverse the order of the words.
+
+A word is defined as a sequence of non-space characters. The words in `s` will be separated by at least one space.
+
+Return a string of the words in reverse order concatenated by a single space.
+
+Note that `s` may contain leading or trailing spaces or multiple spaces between two words. The returned string should only have a single space separating the words. Do not include any extra spaces.
+
+### Example 1:
+```
+Input: s = "the sky is blue"
+Output: "blue is sky the"
+```
+
+### Example 2:
+```
+Input: s = "  hello world  "
+Output: "world hello"
+```
+**Explanation:** Your reversed string should not contain leading or trailing spaces.
+
+### Example 3:
+```
+Input: s = "a good   example"
+Output: "example good a"
+```
+**Explanation:** You need to reduce multiple spaces between two words to a single space in the reversed string.
+
+### Constraints:
+
+* `1 <= s.length <= 104`
+* `s` contains English letters (upper-case and lower-case), digits, and spaces `' '`.
+* There is at least one word in `s`.
+
+**Follow-up:** If the string data type is mutable in your language, can you solve it in-place with `O(1)` extra space?
+
+### Acceptance Rate
+`33.3%`
+
+
+* * *
+
+
+## 7. Product of Array Except Self
+
+### Status: ❌
+
+Given an input string `s`, reverse the order of the words.
+
+A word is defined as a sequence of non-space characters. The words in `s` will be separated by at least one space.
+
+Return a string of the words in reverse order concatenated by a single space.
+
+Note that `s` may contain leading or trailing spaces or multiple spaces between two words. The returned string should only have a single space separating the words. Do not include any extra spaces.
+
+### Example 1:
+```
+Input: s = "the sky is blue"
+Output: "blue is sky the"
+```
+
+### Example 2:
+```
+Input: s = "  hello world  "
+Output: "world hello"
+```
+**Explanation:** Your reversed string should not contain leading or trailing spaces.
+
+### Example 3:
+```
+Input: s = "a good   example"
+Output: "example good a"
+```
+**Explanation:** You need to reduce multiple spaces between two words to a single space in the reversed string.
+
+### Constraints:
+
+* `1 <= s.length <= 104`
+* `s` contains English letters (upper-case and lower-case), digits, and spaces `' '`.
+* There is at least one word in `s`.
+
+**Follow-up:** If the string data type is mutable in your language, can you solve it in-place with `O(1)` extra space?
+
+### Acceptance Rate
+`33.3%`
+
+
+* * *
+
+
+## 8. Move Zeroes
+
+### Status: ✅
+
+Given an integer array `nums`, move all `0`'s to the end of it while maintaining the relative order of the non-zero elements.
+
+Note that you must do this in-place without making a copy of the array.
+
+### Example 1:
+```
+Input: nums = [0,1,0,3,12]
+Output: [1,3,12,0,0]
+```
+
+### Example 2:
+```
+Input: nums = [0]
+Output: [0]
+```
+
+### Constraints:
+
+* `1 <= nums.length <= 104`
+* `-231 <= nums[i] <= 231 - 1`
+
+**Follow-up:** Could you minimize the total number of operations done?
+
+### Acceptance Rate
+`61.4%`
diff --git a/Puzzles/README.md b/Puzzles/README.md
new file mode 100644
index 0000000..0eb3049
--- /dev/null
+++ b/Puzzles/README.md
@@ -0,0 +1,159 @@
+# Misc. Puzzles
+
+## Binary Tree Traversal
+
+Shows what a binary tree traversal would look like when written in Python.
+
+## Binary Search
+
+Take an input value and find at what index it occurs in a given list. If an integer
+is not the value input, a helpful message gets printed.
+
+## Collatz Conjecture
+
+From [Popular Mechanics](https://www.popularmechanics.com/science/math/a29033918/math-riddle-collatz-conjecture/):
+```
+Take any natural number. There is a rule, or function, which we apply to that number, to get the next number.
+We then apply that rule over and over, and see where it takes us. The rule is this: If the number is even,
+then divide it by 2, and if the number is odd, then multiply by 3 and add 1.
+
+Start with numbers other than 10, and you’ll still inevitably end at 1... we think. That’s the Collatz Conjecture.
+```
+
+This script takes any whole number input over `0` and returns the number of steps it takes to get that number to `1`.
+
+## Corridor Puzzle
+
+Description from [101 Computing.net](https://www.101computing.net/the-school-lockers-puzzle/):
+
+```
+On the first day of school, the principal of Locker High school decides to conduct an experiment. The school has exactly
+100 students and 100 lockers all lined up alongside the main corridor of the school.
+
+- The principal asks the first student to walk down the main corridor of the school to close all the lockers.
+- The principal then asks the second student to walk down the main corridor and open every other locker.
+- The principal then asks the third student to walk down the main corridor and either open every third locker if it is closed, or close it if it is open.
+- The fourth student will then repeat the same process for every fourth locker.
+
+And so on, till the last of the 100 students repeats this process for every 100th locker, so in fact, just opening the
+100th locker if it's closed, or close it if it is already open.
+At the end of this experiment the principal decides to count the number of lockers which are closed.
+```
+
+The corresponding Python file uses True/False booleans to figure out which lockers are closed and which are open.
+
+## Factorial Zeroes
+
+Write an algorithm which computes the number of trailing zeroes in `n` factorial.
+
+## Fibonacci Sequence
+
+Print the `n`th number in a Fibonacci sequence.
+
+## FizzBuzz
+
+A classic! Print integers 1 to N, but print “Fizz” if an integer is divisible by 3, “Buzz”
+if an integer is divisible by 5, and “FizzBuzz” if an integer is divisible by both 3 and 5.
+
+## Linked List
+
+Not necessarily solving a puzzle, per se, just a script that shows what a linked list object
+would look like when written in Python.
+
+## Longest Palindrome
+
+Finds and outputs the longest palindrome in any given string. If multiples are found of
+the same length, the latest one is output as the result.
+
+## LRU Redis Cache
+
+Implement an LRU cache with the use of Redis!
+
+**Things to Note:**
+
+Python comes with the LRU cache decorator!
+
+```
+@lru_cache(maxsize=None)
+def fib(n):
+    if n < 2:
+        return n
+    return fib(n-1) + fib(n-2)
+```
+
+> **Note:** setting the `maxsize` to `None` will allow the cache to grow indefinitely!
+
+AN LRU cache in Python is implemented using:
+
+- `HashSeq`, which is essentially a hash table that maps the function and its parameter to the return value
+- Doubly Linked list, which allows `O(1)` insertion and deletion from the front and back ends of the queue/list.
+
+For more information about data types in Redis: https://redis.io/topics/data-types
+
+## Min Stack/Max Stack
+
+Design a stack that supports `push`, `pop`, `top`, and retrieving the minimum/maximum element in constant time.
+
+- `push(x)` - Push element `x` onto stack
+- `pop()` - Removes the element on top of the stack
+- `top()` - Get the top element (sometimes referred to as "peek")
+- `get_min()`/`get_max()` - Retrieve the minimum/maximum element in the stack
+
+## Palindrome Proof
+
+This module determines if any given string can be a palindrome or not. All capitalization and
+spaces are disregarded; also, all non-alphabet characters (like punctuation and emojis) are
+removed from the string!
+
+## Pancake Sort
+
+Given an array and an index number, flip all elements that are from index 0 to the specified index number.
+
+```
+Input:
+array = [1, 2, 3, 4, 5, 6]
+flip_index = 2
+
+Output:
+[3, 2, 1, 4, 5, 6]
+```
+
+## Prime Number Proof
+
+Write a function that determines if a number is a prime number or not.
+
+## Reverse String
+
+Write a function that reverses a string (he input string elements are given as an array of characters).
+
+**Constraints:**
+
+- Do not allocate extra space for another array; you must do this by modifying the input array in
+  place with `O(1)` extra memory
+- All of the elements are printable `ascii` characters (symbols, numbers, and alphabets)
+
+## Sum to 100
+
+Given an unsorted array, find all integer pairs that sum up to 100.
+
+## Two Sum
+
+Given an array of integers `nums` and an integer `target`, return the index position of
+the two numbers such that they add up to `target`.
+
+**Constraints:**
+
+- Each input would have exactly one solution, and you may not use the same element twice
+- You can return the answer in any order
+
+## Word Existence:
+
+Given a 2D grid of characters and a word, the task is to check if that word exists in
+the grid or not. A word can be matched in 4 directions at any point.
+The 4 directions are Horizontally Left and Right, Vertically Up and Down.
+
+## Word Search
+
+Given a 2D grid of characters and a word, find all occurrences of the given word in the grid. A word can be matched in all eight directions at any point. Word is said to be found in a direction if all characters match in this direction (not in zig-zag form).
+
+The eight directions are, Horizontally Left, Horizontally Right, Vertically Up, Vertically Down and four Diagonal directions.
diff --git a/Puzzles/anagram_search.py b/Puzzles/anagram_search.py
new file mode 100644
index 0000000..114723d
--- /dev/null
+++ b/Puzzles/anagram_search.py
@@ -0,0 +1,25 @@
+# Given an array that contains strings, figure out if an input string is an anagram
+# of any of those strings in the array.
+
+import re
+
+def find_anagram(list, string):
+    string = re.sub('[\W_]+', '', string)
+    sorted_string = sorted(string.lower())
+    string = "".join(sorted_string).strip()
+    for s in list:
+        s = re.sub('[\W_]+', '', s)
+        if len(s) == len(string):
+            sorted_s = sorted(s.lower())
+            s = "".join(sorted_s).strip()
+            if s == string:
+                return "Hooray, your input string is an anagram of something in the list!"
+            else:
+                pass
+    return "Sorry, no matching anagram was found in your list."
+
+input_list = ["Hello", "Cat", "skdfjwiosdf!herlkjsdilofKASKNFEilkskfj kjsdf", "Hi, this is me!", "world", "apple#$&*^"]
+input_string = "Dr. Low"
+another_string = "Pa Peel*"
+print(find_anagram(input_list, input_string))  # should return True
+print(find_anagram(input_list, another_string))  # should return False
diff --git a/Puzzles/binary_search.py b/Puzzles/binary_search.py
new file mode 100644
index 0000000..8ab3296
--- /dev/null
+++ b/Puzzles/binary_search.py
@@ -0,0 +1,31 @@
+# Take an input value and find at what index it occurs in a given list.
+
+def binary_search(list, val):
+    if not isinstance(val, int):
+        return "Your value needs to be an integer, silly!"
+    else:
+        list_size = len(list) - 1
+        index_0 = 0
+        index_n = list_size
+
+        # Find the middle-most value
+        while index_0 <= index_n:
+            middleval = (index_0 + index_n) // 2
+            if list[middleval] == val:
+                return f"Your value of {val} was found at index {middleval}!"
+            # Compare the value with the middle-most value
+            elif val > list[middleval]:
+                index_0 += 1
+            else:
+                index_n -= 1
+        return f"Your value of {val} was not in the array."
+        
+# Initialize the list
+list = [2,7,19,34,53,72]
+
+print(binary_search(list, 72))
+print(binary_search(list, 11))
+print(binary_search(list, 2))
+print(binary_search(list, "a"))
+print(binary_search(list, [1, 2, 3]))
+print(binary_search(list, 19))
diff --git a/Puzzles/binary_tree_traversal.py b/Puzzles/binary_tree_traversal.py
new file mode 100644
index 0000000..76de693
--- /dev/null
+++ b/Puzzles/binary_tree_traversal.py
@@ -0,0 +1,34 @@
+from typing import List
+
+# Definition for a binary tree node.
+class TreeNode:
+    def __init__(self, val=0, left=None, right=None):
+        self.val = val
+        self.left = left
+        self.right = right 
+
+class Solution:
+    def build_tree(self, preorder: List[int], inorder: List[int]) -> TreeNode:
+        
+        if len(inorder) == 0:
+            return None
+
+        if len(preorder) == 1:
+            last_node = TreeNode(preorder[0])
+            return last_node
+        
+        # ind is storing the index/location of the root node
+        ind = inorder.index(preorder.pop(0))
+        node = TreeNode(inorder[ind])
+        
+        node.left = self.build_tree(preorder, inorder[:ind])
+        node.right = self.build_tree(preorder, inorder[ind+1:])
+        
+        return node
+
+preorder_list = [3, 9, 20, 15, 7]
+inorder_list = [9, 3, 15, 20, 7]
+
+obj = Solution()
+binary_tree = obj.build_tree(preorder_list, inorder_list)
+print(binary_tree)
diff --git a/Puzzles/collatzconjecture.py b/Puzzles/collatzconjecture.py
new file mode 100644
index 0000000..a86e148
--- /dev/null
+++ b/Puzzles/collatzconjecture.py
@@ -0,0 +1,25 @@
+# Read a description about this math problem here:
+# https://www.popularmechanics.com/science/math/a29033918/math-riddle-collatz-conjecture/
+
+x = int(input("Enter a number: "))
+
+def collatz_conjecture(x):
+    original_value = x
+    counter = 0
+    if x <= 0:
+        print("Sorry, you need a number larger than zero for this problem.")
+    if isinstance(x, float):
+        print("Sorry, only whole numbers work for this problem.")
+    if not isinstance(x, int):
+        print("Please input a whole number with a value greater than 0!")
+    else:
+        while x > 1:
+            if (x % 2) == 0:
+               x = x // 2
+               counter += 1
+            else:
+               x = (x * 3) + 1
+               counter += 1
+    print(f"The number of steps it takes to get {original_value} to 1 via the Collatz Conjecture is {counter}")
+
+collatz_conjecture(x)
diff --git a/Puzzles/corridorpuzzle.py b/Puzzles/corridorpuzzle.py
new file mode 100644
index 0000000..2e97311
--- /dev/null
+++ b/Puzzles/corridorpuzzle.py
@@ -0,0 +1,17 @@
+# True = open
+# False = closed
+
+doors = [False] * 101  # ignore index 0
+
+for i in range(1, 101):
+    # for the second pass, x = 2, so we start at door 2, for the 3rd pass we start at door 3 etc.
+    for j in range(i, 101, i):
+        doors[j] = not doors[j]
+
+# This bit prints out just the positions of the open doors
+for i in range(1, 101):
+    if doors[i]:
+        print(i)
+
+print(doors)
+print(doors.count(True))
diff --git a/Puzzles/factorial_zeroes.py b/Puzzles/factorial_zeroes.py
new file mode 100644
index 0000000..5bf2c52
--- /dev/null
+++ b/Puzzles/factorial_zeroes.py
@@ -0,0 +1,61 @@
+# Write an algorithm which computes the number of trailing zeroes in `n` factorial.
+
+# Step 1: Figure out if the number is a number and also not "0"
+# Step 2: Get the result of `n` factorial
+# Step 3: Put that result in a list, separated by a ","
+# Step 4: Check the last digit in the list, and if it's a 0, add to a tally and also
+#         check the next number to see if it's a zero, etc.
+# Step 5: Get the tally of zeroes, print it out as the result
+
+# Normally can import `math` modules, but we'll use a custom function here.
+
+def factorial_calculator(x):
+    if x <= 0:
+        return 0
+    factorial = 1
+    for i in range(1, x + 1):
+        factorial = factorial * i
+    return factorial
+
+def factorial_zeroes(n):
+    factorial = []
+
+    if isinstance(n, str):
+        print("This function only takes numbers, not strings!")
+        return None
+    if n > 0:
+        result = factorial_calculator(n)
+        print(f"The factorial of {n} is {result}.")
+        result = str(result)
+        factorial[:0]=result
+        factorial = [int(x) for x in factorial]
+    else:
+        print("This function takes only whole integers larger than 0.")
+        return None
+
+    tally = []
+    while len(factorial) > 1:
+        last_digit = factorial[-1]
+        if last_digit == 0:
+            tally.append(0)
+            factorial.pop()
+        else:
+            break
+
+    print(f"The number of trailing zeroes in the factorial of {n} is {len(tally)}.")
+
+
+factorial_zeroes(0)
+factorial_zeroes("some string")
+factorial_zeroes(3)
+factorial_zeroes(10)
+factorial_zeroes(15)
+factorial_zeroes(20)
+factorial_zeroes(27)
+factorial_zeroes(49)
+factorial_zeroes(56)
+factorial_zeroes(68)
+# factorial_zeroes(103)
+# factorial_zeroes(205)
+
+# There is a pattern emerging here!! 👀
diff --git a/Puzzles/fibonacci.py b/Puzzles/fibonacci.py
new file mode 100644
index 0000000..270a141
--- /dev/null
+++ b/Puzzles/fibonacci.py
@@ -0,0 +1,24 @@
+# Print the nth number in a Fibonacci sequence (where n is the given argument in the function)
+def fibonacci_calculator(n):
+    number = 0
+    iterator = 1
+    fibonacci = [0]
+    while len(fibonacci) <= n:
+        iterator = iterator + number
+        number += iterator
+        fibonacci.append(iterator)
+        fibonacci.append(number)
+    if (n % 2) == 0:
+        print(f"F{n} is {fibonacci[-1]}")
+    else:
+        print(f"F{n} is {fibonacci[-2]}")
+
+fibonacci_calculator(0)
+fibonacci_calculator(1)
+fibonacci_calculator(3)
+fibonacci_calculator(8)
+fibonacci_calculator(13)
+fibonacci_calculator(19)
+fibonacci_calculator(20)
+fibonacci_calculator(200)
+fibonacci_calculator(1000)
diff --git a/Puzzles/fizzbuzz.py b/Puzzles/fizzbuzz.py
new file mode 100644
index 0000000..e1251f5
--- /dev/null
+++ b/Puzzles/fizzbuzz.py
@@ -0,0 +1,19 @@
+# List comprehension info:
+# https://www.w3schools.com/python/python_lists_comprehension.asp
+# https://docs.python.org/3/tutorial/datastructures.html#list-comprehensions
+# https://calmcode.io/comprehensions/introduction.html
+
+def fizz_buzz(n):
+    numbers = [x for x in range(1, n)]  # list comprehension!!
+
+    for x in numbers:
+        if (x / 3).is_integer() and (x / 5).is_integer():
+            print("fizzbuzz!")
+        elif (x / 3).is_integer():
+            print("fizz")
+        elif (x / 5).is_integer():
+            print("buzz")
+        else:
+            print(x)
+
+fizz_buzz(100)
diff --git a/Puzzles/linked_list.py b/Puzzles/linked_list.py
new file mode 100644
index 0000000..1741d67
--- /dev/null
+++ b/Puzzles/linked_list.py
@@ -0,0 +1,58 @@
+# https://realpython.com/linked-lists-python/
+
+class Node:
+    def __init__(self, data):
+        self.data = data
+        self.next = None
+
+    def __repr__(self):
+        return self.data
+
+class LinkedList:
+    def __init__(self, nodes=None):
+        self.head = None
+        # The only information you need to store for a linked list is
+        # where the list starts (the head of the list)
+        if nodes is not None:
+            node = Node(data=nodes.pop(0))
+            self.head = node
+            for elem in nodes:
+                node.next = Node(data=elem)
+                node = node.next
+
+    def __repr__(self):
+        node = self.head
+        nodes = []
+        while node is not None:
+            nodes.append(node.data)
+            node = node.next
+        nodes.append("None")
+        return " -> ".join(nodes)
+
+    def __iter__(self):
+        node = self.head
+        while node is not None:
+            yield node
+            node = node.next
+
+list1 = LinkedList()
+print(list1)  # output should be "None" ✅
+
+first_node = Node("a")
+list1.head = first_node
+print(list1)  # output should be "a - > None" ✅
+
+second_node = Node("b")
+third_node = Node("c")
+first_node.next = second_node
+second_node.next = third_node
+print(list1)  # output should be "a -> b -> c -> None" ✅
+
+list1 = LinkedList(["a", "b", "c", "d", "e"])
+print(list1)  # output should be "a -> b -> c -> d -> e -> None" ✅
+
+for node in list1:
+    print(node)  # ✅
+
+# Stopped at: "How to Insert a New Node"
+# https://realpython.com/linked-lists-python/#how-to-insert-a-new-node
diff --git a/Puzzles/longest_palindrome.py b/Puzzles/longest_palindrome.py
new file mode 100644
index 0000000..bb5418f
--- /dev/null
+++ b/Puzzles/longest_palindrome.py
@@ -0,0 +1,28 @@
+class Solution:
+    def longest_palindrome(self, s: str) -> str:
+        result = ""
+        
+        for i in range(len(s)):
+            word1 = self._check_palindrome(s, i, i)
+            word2 = self._check_palindrome(s, i, i+1)
+            
+            if len(word1) >= len(word2):
+                longest = word1
+            else:
+                longest = word2
+            if len(longest) >= len(result):
+                result = longest
+            else:
+                result = result
+        return result
+
+    def _check_palindrome(self, s, left, right):
+        while left >= 0 and right < len(s) and s[left]==s[right]:
+            left -= 1
+            right += 1
+        
+        return s[left+1:right]
+        
+obj = Solution()
+results = obj.longest_palindrome("atsdkjhfcataxyx")
+print(results)
diff --git a/Puzzles/lru_redis_cache.py b/Puzzles/lru_redis_cache.py
new file mode 100644
index 0000000..602924a
--- /dev/null
+++ b/Puzzles/lru_redis_cache.py
@@ -0,0 +1,116 @@
+# Implement an LRU cache with the use of Redis
+
+# Things to note:
+# Python comes with the LRU cache decorator!
+# @lru_cache(maxsize=None)
+# def fib(n):
+#     if n < 2:
+#         return n
+#     return fib(n-1) + fib(n-2)
+#
+# >>> [fib(n) for n in range(16)]
+# [0, 1, 1, 2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610]
+#
+# >>> fib.cache_info()
+# CacheInfo(hits=28, misses=16, maxsize=None, currsize=16)
+
+# Note: setting the `maxsize` to None will allow the cache to grow indefinitely!
+
+# AN LRU cache in Python is implemented using:
+# - HashSeq, which is essentially a hash table that maps the function and its parameter to the return value
+# - Doubly Linked list, which allows O(1) insertion and deletion from the front and back ends of the queue/list.
+
+# Data types in Redis: https://redis.io/topics/data-types
+
+# This file was copied from https://medium.com/@thebestchef/using-redis-in-python-lru-cache-56594df3582c
+
+from collections import namedtuple
+from functools import partial
+import pickle
+from my_redis import Client
+
+
+WRAPPER_ASSIGNMENTS = ('__module__', '__name__', '__qualname__', '__doc__',
+                       '__annotations__')
+
+WRAPPER_UPDATES = ('__dict__',)
+
+def update_wrapper(wrapper, wrapped, assigned=WRAPPER_ASSIGNMENTS, updated=WRAPPER_UPDATES):
+    """
+    Update a wrapper function to look like the wrapped function.
+    'wrapper' is the function to be updated.
+    'wrapped' is the original function.
+    'assigned' is a tuple naming the attributes assigned directly from the wrapped function to
+    the wrapper function (defaults to functools.WRAPPER_ASSIGNMENTS).
+    'updated' is a tuple naming the attributes of the wrapper that are updated with
+    the corresponding attribute from the wrapped function (defaults to functools.WRAPPER_UPDATES).
+    """
+
+    for attr in assigned:
+        try:
+            value = getattr(wrapped, attr)
+        except AttributeError:
+            pass
+        else:
+            setattr(wrapper, attr, value)
+
+    for attr in updated:
+        getattr(wrapper, attr).update(getattr(wrapped, attr, {}))
+    # Set __wrapped__ last so we don't inadvertently copy it from wrapped function when updating __dict__
+    wrapper.__wrapped__ = wrapped
+    # Return the wrapper so this can be used as a decorator via partial()
+    return wrapper
+
+def wraps(wrapped, assigned=WRAPPER_ASSIGNMENTS, updated=WRAPPER_UPDATES):
+    """
+    Decorator factory to apply update_wrapper() to a wrapper function.
+    Returns a decorator that invokes update_wrapper() with the decorated function as
+    the wrapper argument and the arguments to wraps() as the remaining arguments.
+    Default arguments are as for update_wrapper(). This is a convenience function to
+    simplify applying partial() to update_wrapper().
+    """
+    return partial(update_wrapper, wrapped=wrapped, assigned=assigned, updated=updated)
+
+_CacheInfo = namedtuple("CacheInfo", ["hits", "misses", "maxsize", "currsize"])
+
+class _HashedSeq(list):
+    """
+    This class guarantees that hash() will be called no more than once per element.
+    This is important because the lru_cache() will hash the key multiple times on a
+    cache miss.
+    """
+
+
+    __slots__ = 'hashvalue'
+
+    def __init__(self, tup, hash=hash):
+        self[:] = tup
+        self.hashvalue = hash(tup)
+
+    def __hash__(self):
+        return self.hashvalue
+
+
+def _make_key(args, kwds, typed, kwd_mark = (object(),), fasttypes = {int, str}, tuple=tuple, type=type, len=len):
+    """
+    Make a cache key from optionally typed positional and keyword arguments. The key is
+    constructed in a way that is as flat as possible rather than as a nested structure that would
+    take more memory. If there is only a single argument and its data type is known to cache its hash
+    value, then that argument is returned without a wrapper. This saves space and improves lookup speed.
+    """
+    # All of the code below relies on kwds preserving the order input by the user.
+    # Formerly, we sorted() the kwds before looping. The new way is *much* faster;
+    # however, it means that f(x=1, y=2) will now be treated as a distinct call from
+    # f(y=2, x=1) which will be cached separately.
+    key = args
+    if kwds:
+        key += kwd_mark
+        for item in kwds.items():
+            key += item
+    if typed:
+        key += tuple(type(v) for v in args)
+        if kwds:
+            key += tuple(type(v) for v in kwds.values())
+    elif len(key) == 1 and type(key[0]) in fasttypes:
+        return key[0]
+    return _HashedSeq(key)
diff --git a/Puzzles/max_stack.py b/Puzzles/max_stack.py
new file mode 100644
index 0000000..ac6305f
--- /dev/null
+++ b/Puzzles/max_stack.py
@@ -0,0 +1,43 @@
+# Design a stack that supports `push`, `pop`, `top`, and retrieving the maximum
+# element in constant time.
+# - `push(x)` - Push element `x` onto stack
+# - `pop()` - Removes the element on top of the stack
+# - `top()` - Get the top element (sometimes referred to as "peek")
+# - `get_max()` - Retrieve the maximum element in the stack
+
+
+stack = []
+max = []
+
+def push(x):
+    stack.append(x)
+
+    if max:
+        if x > max[-1]:
+            max.append(x)
+    else:
+        max.append(x)
+
+def pop():
+    if stack[-1] == max[-1]:
+        max.pop()
+
+    stack.pop()
+
+def top():
+    return stack[-1]
+
+def get_max():
+    return max[-1]
+
+push(3)
+push(6)
+push(4)
+pop()
+push(4)
+push(8)
+push(1)
+top()
+print(stack)
+print(top())
+print(get_max())
diff --git a/Puzzles/min_stack.py b/Puzzles/min_stack.py
new file mode 100644
index 0000000..67e267b
--- /dev/null
+++ b/Puzzles/min_stack.py
@@ -0,0 +1,67 @@
+# Design a stack that supports `push`, `pop`, `top`, and retrieving the minimum
+# element in constant time.
+# - `push(x)` - Push element `x` onto stack
+# - `pop()` - Removes the element on top of the stack
+# - `top()` - Get the top element (sometimes referred to as "peek")
+# - `get_min()` - Retrieve the minimum element in the stack
+
+stack = []
+min = []
+
+def push(x):
+    stack.append(x)
+
+    if min:
+        if x < min[-1]:
+            min.append(x)
+    else:
+        min.append(x)
+
+def pop():
+    if stack[-1] == min[-1]:
+        min.pop()
+
+    stack.pop()
+
+def top():
+    return stack[-1]
+
+def get_min():
+    return min[-1]
+
+push(3)
+push(6)
+push(4)
+push(8)
+pop()
+push(1)
+pop()
+top()
+print(stack)
+print(top())
+print(get_min())
+
+# Failed attempts below!
+
+# def min_stack(value):
+#     min_value = []
+#     new_list = []
+#     new_list.append(value)
+#     compare = new_list[0]
+#     if compare <= min_value[0]:
+#         min_value.pop(0)
+#         min_value.append(compare)
+
+    # for n in new_list:
+    #     min_value.append(n)
+    #     x = min_value[0]
+    #     if n >= x:
+    #         continue
+    #     else:
+    #         min_value.append(n)
+    #         min_value.pop(1)
+    # return new_list, min_value
+
+# Things I didn't understand:
+# - Supposed to create functions that do the things like append() etc.
+# - Need everything to be more flexible
diff --git a/Puzzles/palindrome_proof.py b/Puzzles/palindrome_proof.py
new file mode 100644
index 0000000..1c546a7
--- /dev/null
+++ b/Puzzles/palindrome_proof.py
@@ -0,0 +1,70 @@
+# ⚠️ 🚧 Some bits were commented out but left in, to show slightly different approaches I took. 🚧 ⚠️
+# Determine if a given string can be a palindrome or not.
+# Disregard capitalization and spaces.
+# BONUS: Remove all non-alphabet characters from the string!
+
+# import itertools
+import re
+
+def convert(string):
+    new_string = re.sub('[\W_]+', '', string)
+    list = []
+    list[:0]=new_string.lower()
+    list.sort()
+    return list
+
+# def compare(a, b):
+#     return (a > b) - (a < b)
+
+def palindrome_check(list):
+    print(f'Your original text is: "{list}"')
+    list = convert(list)
+    # if len(list) <= 1:
+    #     print("Yep, one single letter is technically a palindrome!")
+    pairs = []
+    remainders = []
+    while len(list) > 1:
+        # for a, b in itertools.combinations(list, 2):
+        #     compare(a, b)
+        # https://docs.python.org/3/library/itertools.html#itertools.combinations
+        a = list[-1]
+        b = list[-2]
+        if a == b:
+            pairs.append(a)
+            pairs.append(b)
+            list.remove(a)
+            list.remove(b)
+        else:
+            remainders.append(a)
+            list.remove(a)
+
+    if len(remainders) > 1:
+        return "Sorry, no palindrome here. 🤔\n"
+    # elif len(remainders) == 1 and len(list) == 1:
+    #     return "Sorry, no palindrome here. 😖\n"
+    else:
+        return "Yay, that is a possible palindrome! 😁\n"
+
+str1 = "Tat coca"
+print(palindrome_check(str1))
+
+str2 = "a"
+print(palindrome_check(str2))
+
+str3 = "Hannah XYZ!"
+print(palindrome_check(str3))
+
+str4 = "Hi madam, I'm Adam"
+print(palindrome_check(str4))
+
+str5 = "Able was I ere I saw Elba!"
+print(palindrome_check(str5))
+
+str6 = "A man, a plan, a canal – Panamas!!"
+print(palindrome_check(str6))
+
+str7 = "Never odd or even 😄"
+print(palindrome_check(str7))
+
+str7 = "Ghghteyruizxs,kxcnmxcvk&^%&*"
+print(palindrome_check(str7))
diff --git a/Puzzles/pancake_sort.py b/Puzzles/pancake_sort.py
new file mode 100644
index 0000000..9cfbf36
--- /dev/null
+++ b/Puzzles/pancake_sort.py
@@ -0,0 +1,44 @@
+# Given an array and an index number, flip all elements that are from index 0
+# to the specified index number
+# Example:
+#
+# Input:
+# array = [1, 2, 3, 4, 5, 6]
+# flip_index = 2
+#
+# Output:
+# [3, 2, 1, 4, 5, 6]
+
+def pancake_flip(list, index):
+    if not isinstance(index, int):
+        print("Specified index is not an integer!")
+        return
+    if index <= 0:
+        print("Please input an integer that is 1 or larger.")
+        return
+    else:
+        index_counter = index
+        insert_index = 0
+        while index_counter >= 0:
+            pancake = list[index]
+            list.remove(pancake)
+            list.insert(insert_index, pancake)
+            insert_index += 1
+            index_counter -= 1
+        print(list)
+
+to_flip = [1, 2, 3, 4, 5, 6, 7]
+flip_where = 3
+
+pancake_flip(to_flip, flip_where)
+
+flip_error = "flip!"
+pancake_flip(to_flip, flip_error)
+
+flip_nonexist = -2
+pancake_flip(to_flip, flip_nonexist)
+
+letter_flip = ['e', 'h', 'l', 'l', 'o']
+flip_letter = 1
+
+pancake_flip(letter_flip, flip_letter)
diff --git a/Puzzles/prime_number_proof.py b/Puzzles/prime_number_proof.py
new file mode 100644
index 0000000..38c881e
--- /dev/null
+++ b/Puzzles/prime_number_proof.py
@@ -0,0 +1,32 @@
+# Write a function that determines if a number is a prime number or not
+
+def find_prime(n):
+    for i in range(2, n):
+        if n % i == 0:
+            return f"Sorry, {n} is not a prime number."
+    return f"Yay, {n} is a prime number!"
+
+print(find_prime(7))
+print(find_prime(8))
+
+
+# Bonus! The below are functions that test if a number is prime, and a function that
+# returns all prime numbers within a specified range
+
+def is_prime(n):
+    if n <= 1:
+        return False
+    for x in range(2, n):
+        if n % x == 0:
+            return False
+    else:
+        return True
+
+def list_primes(r):
+    # change the range number to get more or fewer primes!
+    for n in range(r):
+        if is_prime(n):
+            print(n, end=' ', flush=True)
+    print()
+
+list_primes(1500)
diff --git a/Puzzles/reverse_string.py b/Puzzles/reverse_string.py
new file mode 100644
index 0000000..d34089a
--- /dev/null
+++ b/Puzzles/reverse_string.py
@@ -0,0 +1,29 @@
+from typing import List
+
+# Write a function that reverses a string (he input string elements are given as an array of characters).
+#
+# Constraints:
+# - Do not allocate extra space for another array; you must do this by modifying
+# the input array in place with O(1) extra memory
+# - All of the elements are printable ascii characters (symbols, numbers, and alphabets)
+
+def reverse_string(s: List[str]) -> None:
+	"""
+	Do not return anything, modify `s` in-place instead.
+	"""
+
+	left = 0
+	right = len(s) - 1
+
+	while left < right:
+		s[left], s[right] = s[right], s[left]
+
+		left += 1
+		right-= 1
+
+string = ['t', 'i', 'h', 's', 'y', 'l', 'o', 'h']
+string2 = ['😄', 'e', 'e', 'w', '😎']
+reverse_string(string)
+print(string)
+reverse_string(string2)
+print(string2)
diff --git a/Puzzles/sum_two_to_target.py b/Puzzles/sum_two_to_target.py
new file mode 100644
index 0000000..259c76d
--- /dev/null
+++ b/Puzzles/sum_two_to_target.py
@@ -0,0 +1,53 @@
+# Initial solution, O(n^2)
+# def sum_to(number_list, target):
+#     sum_100 = []
+#     while len(number_list) > 1:
+#         first = number_list[0]
+#         number_list.pop(0)
+#         if len(number_list) > 1:
+#             for x in number_list:
+#                 if first + x == 100:
+#                     sum_list = []
+#                     number_list.remove(x)
+#                     sum_list.append(first)
+#                     sum_list.append(x)
+#                     sum_100.append(sum_list)
+#                     break
+#                 else:
+#                     pass
+#     else:
+#         pass
+#     return sum_100
+
+
+# Second attempt, sorting and removing elements
+def sum_to(number_list, target):
+    number_list.sort()
+    print(number_list)
+    sum_pairs_list = []
+    while len(number_list) > 1:
+        last_index = -1
+        first = number_list[0]
+        last = number_list[last_index]
+        if first + last == target:
+            sum_pairs = []
+            sum_pairs.append(first)
+            number_list.remove(first)
+            sum_pairs.append(last)
+            number_list.remove(last)
+            sum_pairs_list.append(sum_pairs)
+        elif first + last > target:
+            number_list.remove(last)
+            last_index -= 1
+        else:
+            number_list.remove(first)
+
+    return sum_pairs_list
+
+arr1 = [1, 50, 99, 46, 50, 37, 4, 96, 37, 7, 54, 1, 63, 99, 46, 50, 54, 1, 50, 99, 46, 50, 54, 49]
+arr2 = [50, 50, 50, 50, 50]
+arr3 = [46, 38, 1, 2, 9, 35, 27, 59, 19, 57, 89, 11, 34, 50, 50, 50, 29, 61, 56, 20, 38, 81, 80, 40, 42, 75, 39, 75, 25, 20]
+
+print(sum_to(arr1, 83))
+print(sum_to(arr2, 100))
+print(sum_to(arr3, 100))
diff --git a/Puzzles/two_sum.py b/Puzzles/two_sum.py
new file mode 100644
index 0000000..011c7fd
--- /dev/null
+++ b/Puzzles/two_sum.py
@@ -0,0 +1,18 @@
+from typing import List
+
+# Given an array of integers `nums` and an integer `target`, return the index position of
+# the two numbers such that they add up to `target`.
+#
+# Constraints:
+# - Each input would have exactly one solution, and you may not use the same element twice
+# - You can return the answer in any order
+
+def two_sum(nums: List[int], target: int) -> List[int]:
+    store = {}
+    for i in range(len(nums)):
+        if nums[i] in store:
+            return [store[nums[i]], i]
+        else:
+            store[target-nums[i]] = i
+
+print(two_sum([2, 7, 11, 15], 9))
diff --git a/Puzzles/word_existence_check.py b/Puzzles/word_existence_check.py
new file mode 100644
index 0000000..41bba90
--- /dev/null
+++ b/Puzzles/word_existence_check.py
@@ -0,0 +1,97 @@
+# Given a 2D grid of characters and a word, the task is to check if that word exists in
+# the grid or not. A word can be matched in 4 directions at any point.
+# The 4 directions are, Horizontally Left and Right, Vertically Up and Down. 
+# 
+# Examples: 
+# Input:  grid[][] = {"axmy",
+#                     "bgdf",
+#                     "xeet",
+#                     "raks"};
+# Output: Yes
+# 
+# a x m y
+# b g d f
+# x e e t
+# r a k s
+# 
+# Input: grid[][] = {"axmy",
+#                    "brdf",
+#                    "xeet",
+#                    "rass"};
+# Output : No
+
+# Python3 program to check if the word
+# exists in the grid or not
+ 
+# Function to check if a word exists
+# in a grid starting from the first
+# match in the grid level: index till 
+# which pattern is matched x, y: current
+# position in 2D array
+
+def find_match(mat, pat, x, y, nrow, ncol, level):
+
+    l = len(pat)
+
+    # Pattern matched
+    if (level == l):
+        return True
+
+    # Out of boundary
+    if (x < 0 or y < 0 or x >= nrow or y >= ncol):
+        return False
+
+    # If the grid matches with a letter while recursion
+    if (mat[x][y] == pat[level]):
+
+        # Marking this cell as visited
+        temp = mat[x][y]
+        mat[x].replace(mat[x][y], "#")
+
+        # Finding subpatterns in four directions
+        res = (find_match(mat, pat, x - 1, y, nrow, ncol, level + 1) |
+               find_match(mat, pat, x + 1, y, nrow, ncol, level + 1) |
+               find_match(mat, pat, x, y - 1, nrow, ncol, level + 1) |
+               find_match(mat, pat, x, y + 1, nrow, ncol, level + 1))
+
+        # Marking this cell as unvisited again
+        mat[x].replace(mat[x][y], temp)
+        return res
+
+    else:  # Not matching, then false
+        return False
+
+# Function to check if the word exists in the grid or not
+def check_match(mat, pat, nrow, ncol):
+
+    l = len(pat)
+
+    # If total characters in matrix is less than pattern length
+    if (l > nrow * ncol):
+        return False
+
+    # Traverse in the grid
+    for i in range(nrow):
+        for j in range(ncol):
+
+            # If first letter matches, then recur and check
+            if (mat[i][j] == pat[0]):
+                if (find_match(mat, pat, i, j, nrow, ncol, 0)):
+                    return True
+    return False
+
+rows = 4
+columns = 4
+
+# Driver Code
+if __name__ == "__main__" :
+
+    grid = ["axmy", "bgdf",
+            "xeet", "eaks"]
+
+    # Function to check if word
+    # exists or not
+    if (check_match(grid, "geeks", rows, columns)) :
+        print("Yes, that word exists in this grid!")
+    else :
+        print("That word doesn't exist in this grid.")
diff --git a/Puzzles/word_search.py b/Puzzles/word_search.py
new file mode 100644
index 0000000..1a62ecf
--- /dev/null
+++ b/Puzzles/word_search.py
@@ -0,0 +1,105 @@
+# Given a 2D grid of characters and a word, find all occurrences of the given word in the grid. A word can be matched in
+# all 8 directions at any point. Word is said to be found in a direction if all characters match in this direction (not in zig-zag form).
+# The 8 directions are, Horizontally Left, Horizontally Right, Vertically Up, Vertically Down and 4 Diagonal directions.
+
+# Example:
+#
+# Input:  grid[][] = {"GEEKSFORGEEKS",
+#                     "GEEKSQUIZGEEK",
+#                     "IDEQAPRACTICE"};
+#         word = "GEEKS"
+#
+# Output: pattern found at 0, 0
+#         pattern found at 0, 8
+#         pattern found at 1, 0
+# Explanation: 'GEEKS' can be found as prefix of
+# 1st 2 rows and suffix of first row
+#
+# Input:  grid[][] = {"GEEKSFORGEEKS",
+#                     "GEEKSQUIZGEEK",
+#                     "IDEQAPRACTICE"};
+#         word = "EEE"
+#
+# Output: pattern found at 0, 2
+#         pattern found at 0, 10
+#         pattern found at 2, 2
+#         pattern found at 2, 12
+# Explanation: EEE can be found in first row
+# twice at index 2 and index 10
+# and in second row at 2 and 12
+
+# Python3 program to search a word in a 2D grid
+class WordSearch:
+
+    def __init__(self):
+        self.R = None
+        self.C = None
+        self.dir = [[-1, 0], [1, 0], [1, 1],
+                    [1, -1], [-1, -1], [-1, 1],
+                    [0, 1], [0, -1]]
+
+    # This function searches in all 8-direction
+    # from point(row, col) in grid[][]
+    def search2D(self, grid, row, col, word):
+
+        # If first character of word doesn't match
+        # with the given starting point in grid.
+        if grid[row][col] != word[0]:
+            return False
+
+        # Search word in all 8 directions
+        # starting from (row, col)
+        for x, y in self.dir:
+
+            # Initialize starting point
+            # for current direction
+            rd, cd = row + x, col + y
+            flag = True
+
+            # First character is already checked,
+            # match remaining characters
+            for k in range(1, len(word)):
+
+                # If out of bound or not matched, break
+                if (0 <= rd <self.R and
+                    0 <= cd < self.C and
+                    word[k] == grid[rd][cd]):
+
+                    # Moving in particular direction
+                    rd += x
+                    cd += y
+                else:
+                    flag = False
+                    break
+
+            # If all character matched, then
+            # value of flag must be false
+            if flag:
+                return True
+        return False
+
+    # Searches given word in a given matrix
+    # in all 8 directions
+    def patternSearch(self, grid, word):
+
+        # Rows and columns in given grid
+        self.R = len(grid)
+        self.C = len(grid[0])
+
+        # Consider every point as starting point
+        # and search given word
+        for row in range(self.R):
+            for col in range(self.C):
+                if self.search2D(grid, row, col, word):
+                    print("pattern found at " +
+                           str(row) + ', ' + str(col))
+
+# Driver Code
+if __name__=='__main__':
+    grid = ["LEEKSFORGEESE",
+            "GEESEQUIZGOAT",
+            "IDEQAPRACTICE"]
+    search = WordSearch()
+    search.patternSearch(grid, 'GEESE')
+    print('')
+    search.patternSearch(grid, 'EEE')
diff --git a/README.md b/README.md
index 5143835..e539b0f 100644
--- a/README.md
+++ b/README.md
@@ -3,37 +3,48 @@
 ## Misc. simple Python 3 projects for teaching myself basic concepts.
 
 
-**DrawCircle**
+### **DrawCircle**
 
 Draws a circle.
 
 
-**PrimeNumberGenerator**
-
-Generates prime numbers up to a specified range.
-
-
-**TempConverter**
+### **TempConverter**
 
 A very simple temperature converter script.
 
 
-**FizzBuzz**
+### **FizzBuzz**
 
 A much famous test.
 
 
-**Lunch Randomizer**
+### **Lunch Randomizer**
 
 Helps select where to go to lunch in downtown Durham, NC.
 
 
-**Magic 8 Ball**
+### **Magic 8 Ball**
 
 Ask a yes or no question and get an answer!
 
 
-**PrimeNumberGenerator**
+### **PrimeNumberGenerator**
 
 Find all prime numbers within a specified range.
 
+
+### **Image Changer**
+
+Run `image_changer.py` on any JPEG image to stylize it like so:
+
+_Before:_
+
+![Original Photo](images/august_marshmallows.jpg)
+
+_After:_
+
+![Altered Photo](images/cartoonized_august_marshmallows.jpg)
+
+> When the stylized image pops up, press any key to activate the `Save the image? [y]/[n]` prompt
+
+Dependencies include [`cv2`](https://pypi.org/project/opencv-python/) and `numpy`. Based on the excellent tutorial found [here](https://dev.to/stokry/how-to-cartoonize-an-image-with-python-1e01)
diff --git a/fizzbuzz_August2019.py b/fizzbuzz_August2019.py
deleted file mode 100644
index 1338883..0000000
--- a/fizzbuzz_August2019.py
+++ /dev/null
@@ -1,11 +0,0 @@
-numbers = [x for x in range(1, 101)]
-
-for x in numbers:
-    if (x / 3).is_integer() and (x / 5).is_integer():
-        print("fizzbuzz!")
-    elif (x / 3).is_integer():
-        print("fizz")
-    elif (x / 5).is_integer():
-        print("buzz")
-    else:
-        print(x)
diff --git a/image_changer.py b/image_changer.py
new file mode 100644
index 0000000..6a29de0
--- /dev/null
+++ b/image_changer.py
@@ -0,0 +1,55 @@
+import numpy as np
+import cv2
+import sys
+
+filename = '[path_to_file]'
+
+def resize_image(image):
+    scale_ratio = 0.3
+    width = int(image.shape[1] * scale_ratio)
+    height = int(image.shape[0] * scale_ratio)
+    new_dimensions = (width, height)
+    resized = cv2.resize(image, new_dimensions, interpolation = cv2.INTER_AREA)
+    
+    return resized
+
+def find_contours(image):
+    contoured_image = image
+    gray = cv2.cvtColor(contoured_image, cv2.COLOR_BGR2GRAY) 
+    edged = cv2.Canny(gray, 30, 100)
+    contours, hierarchy = cv2.findContours(edged, 
+    cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE)
+    cv2.drawContours(contoured_image, contours, contourIdx=-1, color=1, thickness=1)
+    cv2.imshow('Image after contouring', contoured_image)
+    cv2.waitKey(0)
+    cv2.destroyAllWindows()
+
+    return contoured_image
+
+def color_quantization(image, K=4):
+    Z = image.reshape((-1, 3))
+    # Convert image to numpy float32
+    Z = np.float32(Z)
+    
+    # Define criteria and apply kmeans
+    criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 10000, 0.0001)
+    compactness, label, center = cv2.kmeans(Z, K, None, criteria, 1, cv2.KMEANS_RANDOM_CENTERS)
+    
+    # Convert to uint8 and apply to the original image
+    center = np.uint8(center)
+    res = center[label.flatten()]
+    res2 = res.reshape((image.shape))
+    
+    return res2
+    
+if __name__ == "__main__":
+    image = cv2.imread(filename)
+    resized_image = resize_image(image)
+    coloured = color_quantization(resized_image)
+    contoured = find_contours(coloured)
+    final_image = contoured
+    save_q = input("Save the image? [y]/[n] ")
+
+    if save_q == "y":
+        cv2.imwrite("cartoonized_"+ filename, final_image)
+        print("Image saved!")
diff --git a/images/august_marshmallows.jpg b/images/august_marshmallows.jpg
new file mode 100644
index 0000000..3835af0
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diff --git a/images/cartoonized_august_marshmallows.jpg b/images/cartoonized_august_marshmallows.jpg
new file mode 100644
index 0000000..f91596d
Binary files /dev/null and b/images/cartoonized_august_marshmallows.jpg differ