diff --git a/module-1/lab-list-comprehensions/your-code/main.ipynb b/module-1/lab-list-comprehensions/your-code/main.ipynb
index c5931c41f..27aad35fb 100644
--- a/module-1/lab-list-comprehensions/your-code/main.ipynb
+++ b/module-1/lab-list-comprehensions/your-code/main.ipynb
@@ -11,13 +11,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
     "import os\n",
     "import numpy as np\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import statistics as st"
    ]
   },
   {
@@ -29,10 +30,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 61,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50]\n"
+     ]
+    }
+   ],
+   "source": [
+    "#for i in range(1, 51):\n",
+    "#     consecutive_intergers.append(i)\n",
+    "consecutive_intergers = [i for i in range(1, 51)]\n",
+    " \n",
+    "print(consecutive_intergers)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -43,10 +58,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 48, 50, 52, 54, 56, 58, 60, 62, 64, 66, 68, 70, 72, 74, 76, 78, 80, 82, 84, 86, 88, 90, 92, 94, 96, 98, 100, 102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164, 166, 168, 170, 172, 174, 176, 178, 180, 182, 184, 186, 188, 190, 192, 194, 196, 198, 200]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# for i in range(0, 201):\n",
+    "#   if i % 2 == 0 and i > 0:\n",
+    "#     even_consecutive_intergers.append(i)\n",
+    "\n",
+    "even_consecutive_intergers = [i for i in range(2, 201) if i % 2 == 0]\n",
+    "\n",
+    "print(even_consecutive_intergers)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -57,11 +88,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
-    "a = np.array([[0.84062117, 0.48006452, 0.7876326 , 0.77109654],\n",
+    "a = np.array([\n",
+    "       [0.84062117, 0.48006452, 0.7876326 , 0.77109654],\n",
     "       [0.44409793, 0.09014516, 0.81835917, 0.87645456],\n",
     "       [0.7066597 , 0.09610873, 0.41247947, 0.57433389],\n",
     "       [0.29960807, 0.42315023, 0.34452557, 0.4751035 ],\n",
@@ -70,15 +102,32 @@
     "       [0.71725408, 0.87702738, 0.31244595, 0.76615487],\n",
     "       [0.20754036, 0.57871812, 0.07214068, 0.40356048],\n",
     "       [0.12149553, 0.53222417, 0.9976855 , 0.12536346],\n",
-    "       [0.80930099, 0.50962849, 0.94555126, 0.33364763]])"
+    "       [0.80930099, 0.50962849, 0.94555126, 0.33364763]\n",
+    "])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.84062117, 0.48006452, 0.7876326, 0.77109654, 0.44409793, 0.09014516, 0.81835917, 0.87645456, 0.7066597, 0.09610873, 0.41247947, 0.57433389, 0.29960807, 0.42315023, 0.34452557, 0.4751035, 0.17003563, 0.46843998, 0.92796258, 0.69814654, 0.41290051, 0.19561071, 0.16284783, 0.97016248, 0.71725408, 0.87702738, 0.31244595, 0.76615487, 0.20754036, 0.57871812, 0.07214068, 0.40356048, 0.12149553, 0.53222417, 0.9976855, 0.12536346, 0.80930099, 0.50962849, 0.94555126, 0.33364763]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# for lst in a:\n",
+    "#     for i in lst:\n",
+    "#         all_elements.append(i)\n",
+    "\n",
+    "all_elements = [i for lst in a for i in lst]\n",
+    "\n",
+    "print(all_elements)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -89,10 +138,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.84062117, 0.7876326, 0.77109654, 0.81835917, 0.87645456, 0.7066597, 0.57433389, 0.92796258, 0.69814654, 0.97016248, 0.71725408, 0.87702738, 0.76615487, 0.57871812, 0.53222417, 0.9976855, 0.80930099, 0.50962849, 0.94555126]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# for lst in a:\n",
+    "#     for i in lst:\n",
+    "#         if i >= 0.5:\n",
+    "#             all_elements.append(i)\n",
+    "\n",
+    "all_elements = [i for lst in a for i in lst if i>= 0.5]\n",
+    "            \n",
+    "print(all_elements)\n",
+    "\n",
+    "\n",
+    "# for i in all_elements:\n",
+    "#     if i >= 0.5:\n",
+    "#         print(i)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -103,11 +174,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
-    "b = np.array([[[0.55867166, 0.06210792, 0.08147297],\n",
+    "b = np.array([\n",
+    "       [[0.55867166, 0.06210792, 0.08147297],\n",
     "        [0.82579068, 0.91512478, 0.06833034]],\n",
     "\n",
     "       [[0.05440634, 0.65857693, 0.30296619],\n",
@@ -120,15 +192,33 @@
     "        [0.8694668 , 0.65669313, 0.10708681]],\n",
     "\n",
     "       [[0.07529684, 0.46470767, 0.47984544],\n",
-    "        [0.65368638, 0.14901286, 0.23760688]]])"
+    "        [0.65368638, 0.14901286, 0.23760688]]\n",
+    "])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.55867166, 0.06210792, 0.08147297, 0.82579068, 0.91512478, 0.06833034, 0.05440634, 0.65857693, 0.30296619, 0.06769833, 0.96031863, 0.51293743, 0.09143215, 0.71893382, 0.45850679, 0.58256464, 0.59005654, 0.56266457, 0.71600294, 0.87392666, 0.11434044, 0.8694668, 0.65669313, 0.10708681, 0.07529684, 0.46470767, 0.47984544, 0.65368638, 0.14901286, 0.23760688]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# for parent_list in b:\n",
+    "#     for child_list in parent_list:\n",
+    "#         for i in child_list:\n",
+    "#             all_elements.append(i)\n",
+    "            \n",
+    "all_elements = [i for parent_list in b for child_list in parent_list for i in child_list]            \n",
+    "\n",
+    "print(all_elements)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -139,10 +229,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.08147297, 0.06833034, 0.30296619, 0.45850679, 0.11434044, 0.10708681, 0.47984544, 0.23760688]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# for parent_list in b:\n",
+    "#     for child_list in parent_list:\n",
+    "#         if child_list[-1] <= 0.5:\n",
+    "#             all_elements.append(child_list[-1])\n",
+    "            \n",
+    "all_elements = [child_list[-1] for parent_list in b for child_list in parent_list if child_list[-1] <= 0.5]\n",
+    "                \n",
+    "print(all_elements)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -153,10 +260,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
+   "execution_count": 62,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['sample_file_1.csv', 'sample_file_0.csv', 'sample_file_2.csv', 'sample_file_3.csv', 'sample_file_7.csv', 'sample_file_6.csv', 'sample_file_4.csv', 'sample_file_5.csv', 'sample_file_8.csv', 'sample_file_9.csv']\n"
+     ]
+    }
+   ],
+   "source": [
+    "path = '/Users/rayechevarria/documents/ironhack/data-labs/module-1/lab-list-comprehensions/data'\n",
+    "csv_files = [file for i in os.walk(path) for file in i[2] if '.csv' in file]\n",
+    "\n",
+    "# for i in os.walk(path):\n",
+    "#     for file in i[2]:\n",
+    "#         if '.csv' in file:\n",
+    "#             csv_files.append(file)\n",
+    "\n",
+    "print(csv_files)\n"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -167,10 +294,341 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 64,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "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>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>10</th>\n",
+       "      <th>11</th>\n",
+       "      <th>12</th>\n",
+       "      <th>13</th>\n",
+       "      <th>14</th>\n",
+       "      <th>15</th>\n",
+       "      <th>16</th>\n",
+       "      <th>17</th>\n",
+       "      <th>18</th>\n",
+       "      <th>19</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.276827</td>\n",
+       "      <td>0.260054</td>\n",
+       "      <td>0.942397</td>\n",
+       "      <td>0.113187</td>\n",
+       "      <td>0.781355</td>\n",
+       "      <td>0.475740</td>\n",
+       "      <td>0.152061</td>\n",
+       "      <td>0.250324</td>\n",
+       "      <td>0.147078</td>\n",
+       "      <td>0.162984</td>\n",
+       "      <td>0.977025</td>\n",
+       "      <td>0.509619</td>\n",
+       "      <td>0.593212</td>\n",
+       "      <td>0.911839</td>\n",
+       "      <td>0.257645</td>\n",
+       "      <td>0.386457</td>\n",
+       "      <td>0.696932</td>\n",
+       "      <td>0.069162</td>\n",
+       "      <td>0.952291</td>\n",
+       "      <td>0.286542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.995885</td>\n",
+       "      <td>0.158381</td>\n",
+       "      <td>0.244274</td>\n",
+       "      <td>0.962163</td>\n",
+       "      <td>0.651900</td>\n",
+       "      <td>0.930665</td>\n",
+       "      <td>0.577190</td>\n",
+       "      <td>0.087914</td>\n",
+       "      <td>0.960261</td>\n",
+       "      <td>0.580840</td>\n",
+       "      <td>0.194616</td>\n",
+       "      <td>0.661459</td>\n",
+       "      <td>0.674085</td>\n",
+       "      <td>0.049326</td>\n",
+       "      <td>0.785803</td>\n",
+       "      <td>0.315645</td>\n",
+       "      <td>0.495355</td>\n",
+       "      <td>0.232135</td>\n",
+       "      <td>0.549324</td>\n",
+       "      <td>0.572232</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.641917</td>\n",
+       "      <td>0.821055</td>\n",
+       "      <td>0.392437</td>\n",
+       "      <td>0.782617</td>\n",
+       "      <td>0.510762</td>\n",
+       "      <td>0.428320</td>\n",
+       "      <td>0.017324</td>\n",
+       "      <td>0.680720</td>\n",
+       "      <td>0.340412</td>\n",
+       "      <td>0.462513</td>\n",
+       "      <td>0.785776</td>\n",
+       "      <td>0.251949</td>\n",
+       "      <td>0.032847</td>\n",
+       "      <td>0.995700</td>\n",
+       "      <td>0.816563</td>\n",
+       "      <td>0.735692</td>\n",
+       "      <td>0.435998</td>\n",
+       "      <td>0.430411</td>\n",
+       "      <td>0.531757</td>\n",
+       "      <td>0.489528</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.806532</td>\n",
+       "      <td>0.569258</td>\n",
+       "      <td>0.148175</td>\n",
+       "      <td>0.809987</td>\n",
+       "      <td>0.459632</td>\n",
+       "      <td>0.735762</td>\n",
+       "      <td>0.730664</td>\n",
+       "      <td>0.934502</td>\n",
+       "      <td>0.080322</td>\n",
+       "      <td>0.763502</td>\n",
+       "      <td>0.398504</td>\n",
+       "      <td>0.027637</td>\n",
+       "      <td>0.409665</td>\n",
+       "      <td>0.942846</td>\n",
+       "      <td>0.133256</td>\n",
+       "      <td>0.157158</td>\n",
+       "      <td>0.929446</td>\n",
+       "      <td>0.402791</td>\n",
+       "      <td>0.685976</td>\n",
+       "      <td>0.246594</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.311185</td>\n",
+       "      <td>0.501165</td>\n",
+       "      <td>0.365979</td>\n",
+       "      <td>0.782807</td>\n",
+       "      <td>0.776795</td>\n",
+       "      <td>0.797199</td>\n",
+       "      <td>0.791946</td>\n",
+       "      <td>0.847157</td>\n",
+       "      <td>0.771811</td>\n",
+       "      <td>0.233944</td>\n",
+       "      <td>0.522344</td>\n",
+       "      <td>0.053030</td>\n",
+       "      <td>0.208551</td>\n",
+       "      <td>0.824354</td>\n",
+       "      <td>0.588567</td>\n",
+       "      <td>0.604341</td>\n",
+       "      <td>0.232964</td>\n",
+       "      <td>0.229109</td>\n",
+       "      <td>0.022881</td>\n",
+       "      <td>0.479022</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.734751</td>\n",
+       "      <td>0.195362</td>\n",
+       "      <td>0.734309</td>\n",
+       "      <td>0.598184</td>\n",
+       "      <td>0.763433</td>\n",
+       "      <td>0.263434</td>\n",
+       "      <td>0.868066</td>\n",
+       "      <td>0.058092</td>\n",
+       "      <td>0.753502</td>\n",
+       "      <td>0.587513</td>\n",
+       "      <td>0.311608</td>\n",
+       "      <td>0.178356</td>\n",
+       "      <td>0.182922</td>\n",
+       "      <td>0.147631</td>\n",
+       "      <td>0.391188</td>\n",
+       "      <td>0.816049</td>\n",
+       "      <td>0.749068</td>\n",
+       "      <td>0.293260</td>\n",
+       "      <td>0.937828</td>\n",
+       "      <td>0.880858</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.772607</td>\n",
+       "      <td>0.445391</td>\n",
+       "      <td>0.249642</td>\n",
+       "      <td>0.787922</td>\n",
+       "      <td>0.598583</td>\n",
+       "      <td>0.827238</td>\n",
+       "      <td>0.624126</td>\n",
+       "      <td>0.601524</td>\n",
+       "      <td>0.688753</td>\n",
+       "      <td>0.338870</td>\n",
+       "      <td>0.081595</td>\n",
+       "      <td>0.471474</td>\n",
+       "      <td>0.267443</td>\n",
+       "      <td>0.453351</td>\n",
+       "      <td>0.800716</td>\n",
+       "      <td>0.045749</td>\n",
+       "      <td>0.683793</td>\n",
+       "      <td>0.389789</td>\n",
+       "      <td>0.016787</td>\n",
+       "      <td>0.503695</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.226428</td>\n",
+       "      <td>0.268764</td>\n",
+       "      <td>0.694262</td>\n",
+       "      <td>0.622335</td>\n",
+       "      <td>0.063843</td>\n",
+       "      <td>0.122683</td>\n",
+       "      <td>0.815625</td>\n",
+       "      <td>0.584542</td>\n",
+       "      <td>0.032594</td>\n",
+       "      <td>0.589775</td>\n",
+       "      <td>0.764350</td>\n",
+       "      <td>0.650973</td>\n",
+       "      <td>0.565705</td>\n",
+       "      <td>0.691784</td>\n",
+       "      <td>0.265223</td>\n",
+       "      <td>0.739031</td>\n",
+       "      <td>0.560394</td>\n",
+       "      <td>0.334802</td>\n",
+       "      <td>0.517694</td>\n",
+       "      <td>0.646110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.362748</td>\n",
+       "      <td>0.495430</td>\n",
+       "      <td>0.113876</td>\n",
+       "      <td>0.594149</td>\n",
+       "      <td>0.612522</td>\n",
+       "      <td>0.625204</td>\n",
+       "      <td>0.864050</td>\n",
+       "      <td>0.260279</td>\n",
+       "      <td>0.528873</td>\n",
+       "      <td>0.168043</td>\n",
+       "      <td>0.715929</td>\n",
+       "      <td>0.677014</td>\n",
+       "      <td>0.175735</td>\n",
+       "      <td>0.632370</td>\n",
+       "      <td>0.926715</td>\n",
+       "      <td>0.085675</td>\n",
+       "      <td>0.120525</td>\n",
+       "      <td>0.141746</td>\n",
+       "      <td>0.771144</td>\n",
+       "      <td>0.489660</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.033415</td>\n",
+       "      <td>0.340433</td>\n",
+       "      <td>0.464971</td>\n",
+       "      <td>0.363737</td>\n",
+       "      <td>0.025815</td>\n",
+       "      <td>0.434129</td>\n",
+       "      <td>0.415163</td>\n",
+       "      <td>0.892210</td>\n",
+       "      <td>0.381701</td>\n",
+       "      <td>0.415264</td>\n",
+       "      <td>0.790801</td>\n",
+       "      <td>0.696930</td>\n",
+       "      <td>0.819751</td>\n",
+       "      <td>0.944029</td>\n",
+       "      <td>0.869965</td>\n",
+       "      <td>0.041723</td>\n",
+       "      <td>0.819140</td>\n",
+       "      <td>0.676051</td>\n",
+       "      <td>0.109349</td>\n",
+       "      <td>0.872947</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          0         1         2         3         4         5         6  \\\n",
+       "0  0.276827  0.260054  0.942397  0.113187  0.781355  0.475740  0.152061   \n",
+       "1  0.995885  0.158381  0.244274  0.962163  0.651900  0.930665  0.577190   \n",
+       "2  0.641917  0.821055  0.392437  0.782617  0.510762  0.428320  0.017324   \n",
+       "3  0.806532  0.569258  0.148175  0.809987  0.459632  0.735762  0.730664   \n",
+       "4  0.311185  0.501165  0.365979  0.782807  0.776795  0.797199  0.791946   \n",
+       "0  0.734751  0.195362  0.734309  0.598184  0.763433  0.263434  0.868066   \n",
+       "1  0.772607  0.445391  0.249642  0.787922  0.598583  0.827238  0.624126   \n",
+       "2  0.226428  0.268764  0.694262  0.622335  0.063843  0.122683  0.815625   \n",
+       "3  0.362748  0.495430  0.113876  0.594149  0.612522  0.625204  0.864050   \n",
+       "4  0.033415  0.340433  0.464971  0.363737  0.025815  0.434129  0.415163   \n",
+       "\n",
+       "          7         8         9        10        11        12        13  \\\n",
+       "0  0.250324  0.147078  0.162984  0.977025  0.509619  0.593212  0.911839   \n",
+       "1  0.087914  0.960261  0.580840  0.194616  0.661459  0.674085  0.049326   \n",
+       "2  0.680720  0.340412  0.462513  0.785776  0.251949  0.032847  0.995700   \n",
+       "3  0.934502  0.080322  0.763502  0.398504  0.027637  0.409665  0.942846   \n",
+       "4  0.847157  0.771811  0.233944  0.522344  0.053030  0.208551  0.824354   \n",
+       "0  0.058092  0.753502  0.587513  0.311608  0.178356  0.182922  0.147631   \n",
+       "1  0.601524  0.688753  0.338870  0.081595  0.471474  0.267443  0.453351   \n",
+       "2  0.584542  0.032594  0.589775  0.764350  0.650973  0.565705  0.691784   \n",
+       "3  0.260279  0.528873  0.168043  0.715929  0.677014  0.175735  0.632370   \n",
+       "4  0.892210  0.381701  0.415264  0.790801  0.696930  0.819751  0.944029   \n",
+       "\n",
+       "         14        15        16        17        18        19  \n",
+       "0  0.257645  0.386457  0.696932  0.069162  0.952291  0.286542  \n",
+       "1  0.785803  0.315645  0.495355  0.232135  0.549324  0.572232  \n",
+       "2  0.816563  0.735692  0.435998  0.430411  0.531757  0.489528  \n",
+       "3  0.133256  0.157158  0.929446  0.402791  0.685976  0.246594  \n",
+       "4  0.588567  0.604341  0.232964  0.229109  0.022881  0.479022  \n",
+       "0  0.391188  0.816049  0.749068  0.293260  0.937828  0.880858  \n",
+       "1  0.800716  0.045749  0.683793  0.389789  0.016787  0.503695  \n",
+       "2  0.265223  0.739031  0.560394  0.334802  0.517694  0.646110  \n",
+       "3  0.926715  0.085675  0.120525  0.141746  0.771144  0.489660  \n",
+       "4  0.869965  0.041723  0.819140  0.676051  0.109349  0.872947  "
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = [(pd.read_csv(path + '/' + i)) for i in csv_files]\n",
+    "\n",
+    "# for i in csv_files:\n",
+    "#     df.append(pd.read_csv(path + '/' + i))\n",
+    "\n",
+    "top_10 = pd.concat(df)\n",
+    "    \n",
+    "top_10.head(10) \n",
+    "    "
+   ]
   },
   {
    "cell_type": "markdown",
@@ -181,10 +639,226 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 60,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "          0         1         2         3         4         5         6  \\\n",
+      "0  0.276827  0.260054  0.942397  0.113187  0.781355  0.475740  0.152061   \n",
+      "1  0.995885  0.158381  0.244274  0.962163  0.651900  0.930665  0.577190   \n",
+      "2  0.641917  0.821055  0.392437  0.782617  0.510762  0.428320  0.017324   \n",
+      "3  0.806532  0.569258  0.148175  0.809987  0.459632  0.735762  0.730664   \n",
+      "4  0.311185  0.501165  0.365979  0.782807  0.776795  0.797199  0.791946   \n",
+      "\n",
+      "          7         8         9        10        11        12        13  \\\n",
+      "0  0.250324  0.147078  0.162984  0.977025  0.509619  0.593212  0.911839   \n",
+      "1  0.087914  0.960261  0.580840  0.194616  0.661459  0.674085  0.049326   \n",
+      "2  0.680720  0.340412  0.462513  0.785776  0.251949  0.032847  0.995700   \n",
+      "3  0.934502  0.080322  0.763502  0.398504  0.027637  0.409665  0.942846   \n",
+      "4  0.847157  0.771811  0.233944  0.522344  0.053030  0.208551  0.824354   \n",
+      "\n",
+      "         14        15        16        17        18        19  \n",
+      "0  0.257645  0.386457  0.696932  0.069162  0.952291  0.286542  \n",
+      "1  0.785803  0.315645  0.495355  0.232135  0.549324  0.572232  \n",
+      "2  0.816563  0.735692  0.435998  0.430411  0.531757  0.489528  \n",
+      "3  0.133256  0.157158  0.929446  0.402791  0.685976  0.246594  \n",
+      "4  0.588567  0.604341  0.232964  0.229109  0.022881  0.479022  \n",
+      "          0         1         2         3         4         5         6  \\\n",
+      "0  0.734751  0.195362  0.734309  0.598184  0.763433  0.263434  0.868066   \n",
+      "1  0.772607  0.445391  0.249642  0.787922  0.598583  0.827238  0.624126   \n",
+      "2  0.226428  0.268764  0.694262  0.622335  0.063843  0.122683  0.815625   \n",
+      "3  0.362748  0.495430  0.113876  0.594149  0.612522  0.625204  0.864050   \n",
+      "4  0.033415  0.340433  0.464971  0.363737  0.025815  0.434129  0.415163   \n",
+      "\n",
+      "          7         8         9        10        11        12        13  \\\n",
+      "0  0.058092  0.753502  0.587513  0.311608  0.178356  0.182922  0.147631   \n",
+      "1  0.601524  0.688753  0.338870  0.081595  0.471474  0.267443  0.453351   \n",
+      "2  0.584542  0.032594  0.589775  0.764350  0.650973  0.565705  0.691784   \n",
+      "3  0.260279  0.528873  0.168043  0.715929  0.677014  0.175735  0.632370   \n",
+      "4  0.892210  0.381701  0.415264  0.790801  0.696930  0.819751  0.944029   \n",
+      "\n",
+      "         14        15        16        17        18        19  \n",
+      "0  0.391188  0.816049  0.749068  0.293260  0.937828  0.880858  \n",
+      "1  0.800716  0.045749  0.683793  0.389789  0.016787  0.503695  \n",
+      "2  0.265223  0.739031  0.560394  0.334802  0.517694  0.646110  \n",
+      "3  0.926715  0.085675  0.120525  0.141746  0.771144  0.489660  \n",
+      "4  0.869965  0.041723  0.819140  0.676051  0.109349  0.872947  \n",
+      "          0         1         2         3         4         5         6  \\\n",
+      "0  0.948664  0.215285  0.918270  0.599951  0.755120  0.971609  0.103190   \n",
+      "1  0.163236  0.803926  0.916655  0.775234  0.644890  0.701362  0.910208   \n",
+      "2  0.934136  0.031410  0.954057  0.853387  0.642160  0.681184  0.317198   \n",
+      "3  0.757038  0.918964  0.475459  0.837686  0.149645  0.819032  0.611996   \n",
+      "4  0.263455  0.816283  0.336707  0.587997  0.285871  0.619942  0.018027   \n",
+      "\n",
+      "          7         8         9        10        11        12        13  \\\n",
+      "0  0.194754  0.932388  0.591727  0.697517  0.607355  0.177649  0.435968   \n",
+      "1  0.871204  0.321745  0.586035  0.887054  0.240060  0.915342  0.205310   \n",
+      "2  0.875259  0.538416  0.867511  0.813309  0.215624  0.552062  0.498378   \n",
+      "3  0.644348  0.938444  0.410444  0.561513  0.499231  0.856437  0.054619   \n",
+      "4  0.548845  0.121471  0.194299  0.149844  0.848866  0.531840  0.663384   \n",
+      "\n",
+      "         14        15        16        17        18        19  \n",
+      "0  0.202404  0.979777  0.095713  0.159040  0.651457  0.803393  \n",
+      "1  0.489504  0.848926  0.304342  0.358977  0.841539  0.964889  \n",
+      "2  0.739656  0.307914  0.233996  0.602166  0.244210  0.313071  \n",
+      "3  0.326310  0.461825  0.954783  0.361873  0.145952  0.873029  \n",
+      "4  0.084884  0.120312  0.463214  0.437889  0.542376  0.668447  \n",
+      "          0         1         2         3         4         5         6  \\\n",
+      "0  0.376101  0.896590  0.500995  0.381416  0.447730  0.048472  0.094235   \n",
+      "1  0.498192  0.565500  0.152394  0.284232  0.557042  0.417095  0.663465   \n",
+      "2  0.635284  0.247512  0.179986  0.468231  0.911799  0.764209  0.941413   \n",
+      "3  0.647497  0.072412  0.681403  0.977189  0.690953  0.829347  0.236915   \n",
+      "4  0.170792  0.586900  0.029834  0.921923  0.090727  0.592746  0.972429   \n",
+      "\n",
+      "          7         8         9        10        11        12        13  \\\n",
+      "0  0.986890  0.582352  0.037230  0.130306  0.766153  0.153783  0.199140   \n",
+      "1  0.158188  0.039182  0.543442  0.521210  0.993481  0.580359  0.765757   \n",
+      "2  0.808370  0.578024  0.181267  0.064788  0.924226  0.070744  0.704575   \n",
+      "3  0.406938  0.898234  0.513575  0.532473  0.790312  0.082292  0.850821   \n",
+      "4  0.774760  0.293800  0.956949  0.811740  0.525562  0.454788  0.848812   \n",
+      "\n",
+      "         14        15        16        17        18        19  \n",
+      "0  0.330318  0.969657  0.110998  0.033474  0.117277  0.213938  \n",
+      "1  0.931264  0.336841  0.271230  0.509798  0.877048  0.310951  \n",
+      "2  0.948127  0.971452  0.360861  0.074394  0.386949  0.396453  \n",
+      "3  0.088025  0.289218  0.822775  0.515933  0.962827  0.026952  \n",
+      "4  0.095214  0.415311  0.026496  0.513342  0.830389  0.931145  \n",
+      "          0         1         2         3         4         5         6  \\\n",
+      "0  0.460281  0.308551  0.735894  0.054059  0.593642  0.397679  0.019922   \n",
+      "1  0.065851  0.736029  0.797730  0.692722  0.167764  0.839756  0.910186   \n",
+      "2  0.671323  0.747296  0.892328  0.732902  0.065608  0.262364  0.712417   \n",
+      "3  0.445478  0.523522  0.959355  0.348292  0.761805  0.301391  0.712240   \n",
+      "4  0.291399  0.551248  0.736542  0.163562  0.451149  0.888938  0.968465   \n",
+      "\n",
+      "          7         8         9        10        11        12        13  \\\n",
+      "0  0.855673  0.339445  0.895810  0.832431  0.553308  0.617711  0.841575   \n",
+      "1  0.643328  0.371559  0.674311  0.424815  0.279397  0.015081  0.788497   \n",
+      "2  0.764379  0.017461  0.131970  0.649451  0.902157  0.034188  0.840938   \n",
+      "3  0.945462  0.139241  0.105477  0.889501  0.160828  0.400774  0.770295   \n",
+      "4  0.396090  0.681679  0.390542  0.030394  0.944077  0.366139  0.078188   \n",
+      "\n",
+      "         14        15        16        17        18        19  \n",
+      "0  0.336094  0.951907  0.050986  0.856135  0.773953  0.295344  \n",
+      "1  0.132391  0.766033  0.708510  0.752866  0.493862  0.577262  \n",
+      "2  0.098536  0.957824  0.566209  0.655947  0.592733  0.002596  \n",
+      "3  0.844655  0.772798  0.584262  0.807400  0.177419  0.926007  \n",
+      "4  0.175482  0.232489  0.806964  0.904593  0.803629  0.792851  \n",
+      "          0         1         2         3         4         5         6  \\\n",
+      "0  0.702566  0.092336  0.245083  0.918402  0.695110  0.886921  0.588605   \n",
+      "1  0.177005  0.649551  0.467321  0.449597  0.458872  0.815586  0.455132   \n",
+      "2  0.689556  0.445586  0.005691  0.150171  0.554146  0.492320  0.185612   \n",
+      "3  0.047188  0.854596  0.833368  0.043878  0.883505  0.786302  0.980916   \n",
+      "4  0.936065  0.725831  0.184239  0.677391  0.242726  0.125457  0.356254   \n",
+      "\n",
+      "          7         8         9        10        11        12        13  \\\n",
+      "0  0.950970  0.168079  0.783107  0.698836  0.120857  0.207432  0.824789   \n",
+      "1  0.729812  0.998528  0.048724  0.377391  0.729498  0.721515  0.566724   \n",
+      "2  0.060855  0.457443  0.847337  0.603072  0.346574  0.898464  0.482963   \n",
+      "3  0.004030  0.619601  0.547769  0.160962  0.545281  0.931623  0.991855   \n",
+      "4  0.937350  0.215774  0.212762  0.483018  0.573162  0.634487  0.423924   \n",
+      "\n",
+      "         14        15        16        17        18        19  \n",
+      "0  0.349212  0.818606  0.376941  0.886644  0.472826  0.551858  \n",
+      "1  0.338366  0.877239  0.129824  0.773155  0.485385  0.686294  \n",
+      "2  0.443979  0.430132  0.713078  0.302786  0.051382  0.203699  \n",
+      "3  0.821099  0.654592  0.346710  0.183948  0.372739  0.739383  \n",
+      "4  0.394633  0.766967  0.606719  0.538712  0.885516  0.667051  \n",
+      "          0         1         2         3         4         5         6  \\\n",
+      "0  0.901381  0.790944  0.596603  0.354721  0.357002  0.321325  0.738398   \n",
+      "1  0.763823  0.537281  0.708804  0.975269  0.053777  0.957740  0.389137   \n",
+      "2  0.571864  0.386243  0.567476  0.509283  0.552594  0.173807  0.229092   \n",
+      "3  0.956168  0.422274  0.121713  0.685208  0.713370  0.416245  0.337151   \n",
+      "4  0.121826  0.237479  0.553956  0.173660  0.354423  0.532080  0.271361   \n",
+      "\n",
+      "          7         8         9        10        11        12        13  \\\n",
+      "0  0.777885  0.775623  0.717817  0.788198  0.962214  0.394465  0.878922   \n",
+      "1  0.689829  0.510885  0.737445  0.097678  0.242906  0.073603  0.497591   \n",
+      "2  0.257945  0.313437  0.418311  0.750007  0.604759  0.234886  0.832337   \n",
+      "3  0.570693  0.435938  0.360098  0.037437  0.167545  0.847880  0.773456   \n",
+      "4  0.766006  0.607020  0.197302  0.526352  0.676571  0.473574  0.953228   \n",
+      "\n",
+      "         14        15        16        17        18        19  \n",
+      "0  0.084206  0.680941  0.992897  0.267455  0.212403  0.572150  \n",
+      "1  0.798467  0.789078  0.947559  0.631497  0.057953  0.060306  \n",
+      "2  0.421263  0.455785  0.893841  0.726412  0.458360  0.048740  \n",
+      "3  0.490628  0.544232  0.954668  0.567280  0.571539  0.560742  \n",
+      "4  0.413186  0.957242  0.642558  0.351496  0.547297  0.177401  \n",
+      "          0         1         2         3         4         5         6  \\\n",
+      "0  0.437114  0.156941  0.183148  0.817785  0.747632  0.726855  0.944758   \n",
+      "1  0.213337  0.503490  0.802663  0.443484  0.700893  0.129329  0.007176   \n",
+      "2  0.625692  0.184609  0.120652  0.410955  0.408272  0.686792  0.480168   \n",
+      "3  0.642007  0.175592  0.476889  0.451096  0.803491  0.272613  0.576037   \n",
+      "4  0.809129  0.549374  0.055405  0.857802  0.760688  0.662257  0.453289   \n",
+      "\n",
+      "          7         8         9        10        11        12        13  \\\n",
+      "0  0.287449  0.792692  0.080025  0.079886  0.067887  0.543498  0.711158   \n",
+      "1  0.027735  0.427692  0.156926  0.486138  0.571278  0.940414  0.940730   \n",
+      "2  0.286901  0.320112  0.048815  0.768725  0.461014  0.090451  0.720938   \n",
+      "3  0.774269  0.323313  0.349850  0.413465  0.641111  0.841210  0.668661   \n",
+      "4  0.658329  0.973615  0.449771  0.615229  0.467290  0.158077  0.305716   \n",
+      "\n",
+      "         14        15        16        17        18        19  \n",
+      "0  0.960030  0.810807  0.579395  0.660811  0.520295  0.945250  \n",
+      "1  0.933377  0.427869  0.654402  0.407580  0.122453  0.115311  \n",
+      "2  0.192501  0.219077  0.034113  0.858956  0.816036  0.582192  \n",
+      "3  0.101031  0.972135  0.479581  0.149982  0.035150  0.528075  \n",
+      "4  0.730355  0.412336  0.469142  0.078734  0.448741  0.827487  \n",
+      "          0         1         2         3         4         5         6  \\\n",
+      "0  0.132453  0.106635  0.673568  0.507253  0.162925  0.130042  0.980388   \n",
+      "1  0.384938  0.767604  0.850528  0.605998  0.826172  0.667488  0.142045   \n",
+      "2  0.318691  0.675720  0.807189  0.752518  0.531342  0.703225  0.598293   \n",
+      "3  0.538593  0.291241  0.407187  0.613260  0.851424  0.962086  0.590512   \n",
+      "4  0.713271  0.156210  0.392800  0.702348  0.009400  0.030304  0.960066   \n",
+      "\n",
+      "          7         8         9        10        11        12        13  \\\n",
+      "0  0.623167  0.074066  0.111557  0.864664  0.093637  0.446974  0.022525   \n",
+      "1  0.086904  0.912348  0.892183  0.426389  0.776552  0.429496  0.602056   \n",
+      "2  0.921508  0.563333  0.184300  0.667625  0.270017  0.573440  0.163669   \n",
+      "3  0.980700  0.159022  0.684265  0.898633  0.470113  0.756593  0.282408   \n",
+      "4  0.688937  0.260252  0.634608  0.273775  0.264145  0.682941  0.908499   \n",
+      "\n",
+      "         14        15        16        17        18        19  \n",
+      "0  0.713369  0.707874  0.563506  0.982256  0.562498  0.968681  \n",
+      "1  0.283769  0.166793  0.316878  0.688337  0.169525  0.966198  \n",
+      "2  0.032852  0.689315  0.973684  0.719610  0.163670  0.724486  \n",
+      "3  0.551369  0.732153  0.494100  0.792803  0.794426  0.837695  \n",
+      "4  0.450950  0.200761  0.968324  0.221165  0.891382  0.398914  \n",
+      "          0         1         2         3         4         5         6  \\\n",
+      "0  0.215190  0.155352  0.160848  0.807736  0.363587  0.899832  0.146754   \n",
+      "1  0.895544  0.955196  0.089925  0.827555  0.089071  0.642883  0.996052   \n",
+      "2  0.413752  0.693052  0.789796  0.929164  0.536191  0.439769  0.773474   \n",
+      "3  0.728001  0.348156  0.935787  0.851163  0.444573  0.715080  0.988408   \n",
+      "4  0.134942  0.875931  0.273505  0.207588  0.080696  0.717396  0.033930   \n",
+      "\n",
+      "          7         8         9        10        11        12        13  \\\n",
+      "0  0.094802  0.705133  0.882762  0.773320  0.687745  0.016789  0.340725   \n",
+      "1  0.879020  0.421837  0.412141  0.858513  0.217091  0.176157  0.551236   \n",
+      "2  0.982074  0.876955  0.633154  0.279005  0.483317  0.908288  0.756172   \n",
+      "3  0.210332  0.732133  0.892383  0.216893  0.367595  0.846208  0.240111   \n",
+      "4  0.646837  0.888722  0.922742  0.176593  0.861333  0.389451  0.695244   \n",
+      "\n",
+      "         14        15        16        17        18        19  \n",
+      "0  0.984182  0.985461  0.412044  0.867894  0.113432  0.349845  \n",
+      "1  0.834378  0.419535  0.041431  0.602258  0.984628  0.516899  \n",
+      "2  0.462130  0.289892  0.145233  0.076819  0.797836  0.197592  \n",
+      "3  0.471880  0.399721  0.758196  0.665568  0.931542  0.448124  \n",
+      "4  0.129955  0.364114  0.428224  0.365442  0.847818  0.588319  \n"
+     ]
+    }
+   ],
+   "source": [
+    "mean_calc = pd.concat(df)\n",
+    "\n",
+    "mean_calc.mean(axis = 0, skipna = True) \n",
+    "\n",
+    "columns = list(df) \n",
+    "\n",
+    "for i in columns:\n",
+    "    print(i)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -231,7 +905,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.0"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/module-1/lab-resolving-git-conflicts/your-code/about-me.md b/module-1/lab-resolving-git-conflicts/your-code/about-me.md
index 30a999d50..54a309c27 100644
--- a/module-1/lab-resolving-git-conflicts/your-code/about-me.md
+++ b/module-1/lab-resolving-git-conflicts/your-code/about-me.md
@@ -1,7 +1,16 @@
-Lorem ipsum dolor sit amet, consectetur adipiscing elit. Quisque viverra laoreet lorem et dapibus. Integer auctor dignissim egestas. Ut id purus neque. Pellentesque imperdiet lacus in libero laoreet, at tempus felis tristique. Cras fermentum erat a dui vulputate gravida. Nulla aliquet nisi interdum nulla pretium, ac vestibulum diam congue. Class aptent taciti sociosqu ad litora torquent per conubia nostra, per inceptos himenaeos. Phasellus lacus risus, sodales vitae viverra quis, maximus ac ipsum. Sed consequat viverra mattis. Curabitur iaculis varius mollis.
+# Who am I
 
-Ut porttitor iaculis tellus bibendum euismod. Morbi porta, ante nec tempus porta, felis mi faucibus lacus, sed tristique purus nunc sed est. Aenean pulvinar urna ut lacus interdum aliquam. Pellentesque sit amet magna accumsan, sagittis metus a, volutpat velit. Mauris vitae ex vehicula, posuere nisi sed, sagittis nunc. Ut scelerisque, mi non tristique tristique, mi enim luctus nunc, eu mattis sem quam auctor nunc. Donec lobortis tellus eget blandit ultricies. Vivamus euismod metus eget leo blandit, at malesuada magna efficitur. Praesent sodales faucibus mi, ullamcorper ultrices orci. Vivamus maximus malesuada massa, nec placerat leo feugiat vel. Nam vitae eleifend enim. Nullam interdum ipsum velit, vitae faucibus lectus blandit euismod.
+* Where are you from? I was born in Cuba, but raised in Miami
+* What do you do? I'm a Data Analyst at Carnival Cruise Line
+* Do you have previous experience with technology/data? Yes
 
-Suspendisse ut malesuada ex. Nulla ultricies nisl et nisi rhoncus sollicitudin. Vestibulum maximus iaculis ligula, nec commodo nunc ullamcorper nec. Duis quis condimentum sapien. Cras vestibulum interdum felis eu auctor. Quisque semper, magna at dapibus faucibus, felis risus semper ligula, id aliquam lectus ligula vel nisi. In hac habitasse platea dictumst. Donec arcu sapien, suscipit ac dictum et, imperdiet id tortor. Maecenas ornare sodales interdum. Mauris dictum felis eu eros vestibulum cursus. Phasellus accumsan, turpis ut malesuada sollicitudin, augue leo venenatis ante, vel convallis tellus diam sit amet lacus. Aenean eu mauris eros. Praesent ante lacus, gravida sit amet tellus nec, laoreet ultrices lacus. Integer commodo semper vestibulum. Fusce felis massa, consectetur facilisis rutrum nec, pulvinar et nisi.
+# Why am I here
 
-Morbi fermentum ultricies tortor, vehicula ultrices eros elementum a. Duis ornare aliquam facilisis. Proin aliquam tincidunt odio vitae dignissim. Sed malesuada lacinia massa, nec blandit urna auctor elementum. Duis auctor non tortor in consequat. Mauris id vestibulum risus. In eget erat sed lacus efficitur viverra sed eu est. Aliquam interdum consequat molestie. Aliquam metus nisi, blandit non semper ut, blandit vel leo. Cras dictum turpis erat, sed iaculis ligula facilisis dapibus. Aliquam posuere dignissim fermentum. Praesent at neque sit amet lectus ornare iaculis. Curabitur id urna quis lorem varius ultrices eu sit amet sapien. Curabitur maximus volutpat suscipit. Proin imperdiet elementum lacus a eleifend. Sed tempor lacus posuere diam vehicula iaculis.
+* What has brought you to Ironhack? I want to take my data analytics to the next level and truly hoan my skills
+* What knowledge/skills do you expect to learn in this bootcamp? Data wrangling, Data cleaning, SQL, Machine Learning, Web Scrapping, Statistics, Python
+
+# What will I do after the bootcamp?
+
+* Which industry will you seek employment in? Not industry specific, all industries have important business problems that can be solved with data
+* What will your future role look like? Ultimate goal would be to work as a data scientist and solve deeply interesting problems 
+* What is your career goal? To help companies solve essential business problems 
\ No newline at end of file
diff --git a/module-1/lab-tuple-set-dict/your-code/challenge-1.ipynb b/module-1/lab-tuple-set-dict/your-code/challenge-1.ipynb
index 2e59d7714..6a8d81dc5 100644
--- a/module-1/lab-tuple-set-dict/your-code/challenge-1.ipynb
+++ b/module-1/lab-tuple-set-dict/your-code/challenge-1.ipynb
@@ -15,11 +15,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "tup = (\"I\",)\n"
    ]
   },
   {
@@ -33,11 +34,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "('I',)\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "# type(tup)\n",
+    "print(tup)"
    ]
   },
   {
@@ -55,13 +66,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "'tuple' object has no attribute 'append'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-7-2c8ef160ea21>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Your code here\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtup\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"r\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;31m# Your explanation here\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mAttributeError\u001b[0m: 'tuple' object has no attribute 'append'"
+     ]
+    }
+   ],
    "source": [
     "# Your code here\n",
+    "tup.append(\"r\",)\n",
+    "print(tup)\n",
     "\n",
-    "# Your explanation here\n"
+    "# Your explanation here\n",
+    "# Tuples don't have the append attribute "
    ]
   },
   {
@@ -79,13 +105,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "'tuple' object does not support item assignment",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-9-1cbd67007cd0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Your code here\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtup\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\"r\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;31m# Your explanation here\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: 'tuple' object does not support item assignment"
+     ]
+    }
+   ],
    "source": [
     "# Your code here\n",
+    "tup[0] = (\"r\",)\n",
+    "print(tup)\n",
+    "\n",
+    "# Your explanation here\n",
     "\n",
-    "# Your explanation here\n"
+    "#No, tuples are immutable"
    ]
   },
   {
@@ -103,11 +145,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "('I', 'r', 'o', 'n')\n",
+      "('h', 'a', 'c', 'k')\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "tup = (\"I\", \"r\", \"o\", \"n\", \"h\", \"a\", \"c\", \"k\",)\n",
+    "tup1 = (tup[0], tup[1], tup[2], tup[3])\n",
+    "tup2 = (tup[-4], tup[-3], tup[-2], tup[-1])\n",
+    "print(tup1)\n",
+    "print(tup2)"
    ]
   },
   {
@@ -121,11 +177,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "('I', 'r', 'o', 'n', 'h', 'a', 'c', 'k')\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "1"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "tup3 = tup1 + tup2\n",
+    "print(tup3)"
    ]
   },
   {
@@ -137,11 +213,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "element_count = len(tup1) + len(tup2)\n",
+    "print(element_count)\n",
+    "\n",
+    "#sum is the same as the number of elements in tup3\n",
+    "element_count == len(tup3)"
    ]
   },
   {
@@ -153,11 +252,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "print(tup3.index(\"h\"))"
    ]
   },
   {
@@ -177,11 +285,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True: a\n",
+      "False: b\n",
+      "True: c\n",
+      "False: d\n",
+      "False: e\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "letters = [\"a\", \"b\", \"c\", \"d\", \"e\"]\n",
+    "\n",
+    "for i in letters:\n",
+    "    if i in tup3:\n",
+    "        print(\"True:\", i)\n",
+    "    else:\n",
+    "        print(\"False:\", i)\n"
    ]
   },
   {
@@ -195,11 +322,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "a: 1\n",
+      "c: 1\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "for i in letters:\n",
+    "    if i in tup3:\n",
+    "        print(i + \":\", tup3.count(i))\n"
    ]
   }
  ],
@@ -219,7 +358,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/module-1/lab-tuple-set-dict/your-code/challenge-2.ipynb b/module-1/lab-tuple-set-dict/your-code/challenge-2.ipynb
index 41d691139..f8145b7a1 100644
--- a/module-1/lab-tuple-set-dict/your-code/challenge-2.ipynb
+++ b/module-1/lab-tuple-set-dict/your-code/challenge-2.ipynb
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,11 +38,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 32, 35, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 61, 62, 63, 65, 66, 68, 69, 71, 72, 73, 74, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 87, 88, 89, 91, 94, 97, 98, 99]\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "sample_list_1 = random.sample(range(0, 101), 80)\n",
+    "print(sorted(sample_list_1))\n"
    ]
   },
   {
@@ -54,11 +64,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "80\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "set1 = set((sample_list_1))\n",
+    "print(len(set1))\n",
+    "\n",
+    "#Yes"
    ]
   },
   {
@@ -77,11 +99,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0, 1, 2, 3, 10, 12, 13, 14, 17, 17, 19, 22, 22, 28, 30, 30, 30, 31, 32, 38, 40, 41, 41, 41, 43, 43, 46, 46, 47, 48, 48, 48, 50, 51, 52, 54, 55, 56, 56, 57, 58, 59, 59, 59, 60, 61, 61, 62, 62, 62, 68, 68, 71, 71, 72, 73, 74, 75, 76, 76, 77, 77, 77, 78, 79, 79, 80, 81, 82, 83, 84, 84, 87, 88, 90, 90, 92, 92, 97, 99, 99]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "sample_list_2 = []\n",
+    "\n",
+    "for i in range(81):\n",
+    "    sample_list_2.append(random.randint(0, 101))\n",
+    "\n",
+    "print(sorted(sample_list_2))"
    ]
   },
   {
@@ -93,11 +129,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "55\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "set2 = set((sample_list_2))\n",
+    "print(len(set2))\n",
+    "\n",
+    "#No, because the set is only taking unique values"
    ]
   },
   {
@@ -109,11 +157,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{8, 9, 10, 13, 19, 20, 21, 24, 25, 28, 29, 33, 34, 35, 36, 41, 42, 46, 48, 54, 55, 56, 58, 59, 62, 69, 70, 72, 78, 82, 91, 92, 93, 95, 96, 97, 99}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "\n",
+    "set3 = set()\n",
+    "\n",
+    "for i in set1:\n",
+    "    if i in set1 and i not in set2:\n",
+    "        set3.add(i)\n",
+    "        \n",
+    "print(set3)"
    ]
   },
   {
@@ -125,11 +189,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{66, 4, 68, 74, 15, 80, 17, 83, 57, 90, 27}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "\n",
+    "set4 = set()\n",
+    "\n",
+    "for i in set2:\n",
+    "    if i in set2 and i not in set1:\n",
+    "        set4.add(i)\n",
+    "        \n",
+    "print(set4)"
    ]
   },
   {
@@ -141,11 +221,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{1, 2, 3, 5, 6, 7, 11, 12, 14, 16, 18, 23, 26, 30, 32, 37, 38, 39, 40, 44, 45, 49, 50, 51, 52, 53, 61, 63, 65, 71, 73, 75, 76, 77, 79, 81, 84, 85, 87, 88, 89, 94, 98}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "\n",
+    "set5 = set()\n",
+    "\n",
+    "for i in set1:\n",
+    "    if i not in set3 and i not in set4:\n",
+    "        set5.add(i)\n",
+    "        \n",
+    "print(set5)"
    ]
   },
   {
@@ -165,11 +261,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "set1: 80\n",
+      "set2: 55\n",
+      "set3: 37\n",
+      "set4: 11\n",
+      "set5: 43\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "\n",
+    "print(\"set1:\",len(set1))\n",
+    "print(\"set2:\",len(set2))\n",
+    "print(\"set3:\",len(set3))\n",
+    "print(\"set4:\",len(set4))\n",
+    "print(\"set5:\",len(set5))"
    ]
   },
   {
@@ -181,11 +295,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "set6 = set()"
    ]
   },
   {
@@ -197,11 +312,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 50,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{0, 1, 2, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 31, 32, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 45, 46, 47, 48, 49, 50, 52, 53, 54, 55, 56, 58, 59, 60, 62, 63, 67, 69, 70, 71, 72, 73, 75, 76, 78, 79, 82, 84, 85, 86, 87, 88, 89, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100}\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "set6.update(set3)\n",
+    "set6.update(set5)\n",
+    "print(set6)"
    ]
   },
   {
@@ -213,11 +339,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "set1 == set6\n",
+    "\n",
+    "#Yes, they are equal"
    ]
   },
   {
@@ -229,11 +369,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 83,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "False\n",
+      "False\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "print(set1.issubset(set2))\n",
+    "print(set1.issubset(set3))"
    ]
   },
   {
@@ -247,11 +398,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 65, 66, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99}\n",
+      "{0, 1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 68, 69, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 87, 88, 89, 90, 91, 92, 94, 97, 98, 99}\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "\n",
+    "set7 = set()\n",
+    "set8 = set()\n",
+    "\n",
+    "print(set7.union(set3,set4,set5))\n",
+    "print(set8.union(set1,set2))\n",
+    "\n",
+    "set7 == set8"
    ]
   },
   {
@@ -263,11 +441,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 88,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "print(set1.pop())"
    ]
   },
   {
@@ -283,11 +470,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{2, 3, 4, 5, 6, 7, 10, 12, 13, 14, 15, 16, 17, 18, 20, 23, 24, 25, 26, 27, 28, 30, 32, 35, 36, 37, 38, 40, 42, 44, 45, 46, 48, 50, 52, 53, 54, 55, 56, 57, 58, 62, 63, 65, 66, 68, 72, 73, 74, 75, 76, 77, 78, 82, 83, 84, 85, 87, 88, 94, 97, 98}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "\n",
+    "list_to_remove = [1, 9, 11, 19, 21, 29, 31, 39, 41, 49, 51, 59, 61, 69, 71, 79, 81, 89, 91, 99]\n",
+    "\n",
+    "for i in list_to_remove:\n",
+    "    if i in set1:\n",
+    "        set1.discard(i)\n",
+    "\n",
+    "print(set1)\n"
    ]
   }
  ],
@@ -307,7 +510,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/module-1/lab-tuple-set-dict/your-code/challenge-3.ipynb b/module-1/lab-tuple-set-dict/your-code/challenge-3.ipynb
index 7ab8ea5d6..f4b538578 100644
--- a/module-1/lab-tuple-set-dict/your-code/challenge-3.ipynb
+++ b/module-1/lab-tuple-set-dict/your-code/challenge-3.ipynb
@@ -15,7 +15,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -49,11 +49,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'a': 8, 'about': 1, 'all': 1, 'although': 3, 'and': 23, 'are': 1, 'at': 1, 'baby': 14, 'backseat': 1, 'bag': 1, 'bar': 1, 'be': 16, 'bedsheets': 3, 'begin': 1, 'best': 1, 'body': 17, 'boy': 2, 'brand': 6, 'can': 1, 'chance': 1, 'club': 1, 'come': 37, 'conversation': 1, 'crazy': 2, 'dance': 1, 'date': 1, 'day': 6, 'discovering': 6, 'do': 3, 'doing': 2, \"don't\": 2, 'drinking': 1, 'driver': 1, 'eat': 1, 'every': 6, 'falling': 3, 'family': 1, 'fast': 1, 'fill': 2, 'find': 1, 'first': 1, 'follow': 6, 'for': 3, 'friends': 1, 'get': 1, 'girl': 2, 'give': 1, 'go': 2, 'going': 1, 'grab': 2, 'hand': 1, 'handmade': 2, 'heart': 3, 'hours': 2, 'how': 1, 'i': 6, \"i'll\": 1, \"i'm\": 23, 'in': 27, 'is': 5, \"isn't\": 1, 'it': 1, 'jukebox': 1, 'just': 1, 'kiss': 1, 'know': 2, 'last': 3, 'lead': 6, 'leave': 1, 'let': 1, \"let's\": 2, 'like': 10, 'love': 25, 'lover': 1, 'magnet': 3, 'make': 1, 'man': 1, 'may': 2, 'me': 10, 'mind': 2, 'much': 2, 'my': 33, 'new': 6, 'night': 3, 'not': 2, 'now': 11, 'of': 6, 'okay': 1, 'on': 40, 'one': 1, 'our': 1, 'out': 1, 'over': 1, 'place': 1, 'plate': 1, 'play': 1, 'pull': 3, 'push': 3, 'put': 3, 'radio': 1, 'room': 3, 'say': 2, 'shape': 6, 'shots': 1, 'singing': 2, 'slow': 1, 'smell': 3, 'so': 2, 'somebody': 2, 'something': 6, 'sour': 1, 'start': 2, 'stop': 1, 'story': 1, 'sweet': 1, 'table': 1, 'take': 1, 'talk': 4, 'taxi': 1, 'tell': 1, 'that': 2, 'the': 18, 'then': 3, 'thrifty': 1, 'to': 2, 'too': 5, 'trust': 1, 'up': 3, 'van': 1, 'waist': 2, 'want': 2, 'was': 2, 'we': 7, \"we're\": 1, 'week': 1, 'were': 3, 'where': 1, 'with': 22, 'you': 16, 'your': 21}\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "word_freq2 = {}\n",
+    "keys = sorted([i for i in word_freq.keys()])\n",
+    "\n",
+    "for i in keys:\n",
+    "    word_freq2.update({i:word_freq[i]})\n",
+    "\n",
+    "print(word_freq2)\n"
    ]
   },
   {
@@ -90,11 +105,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'conversation': 1, \"we're\": 1, 'plate': 1, 'sour': 1, 'jukebox': 1, 'taxi': 1, 'fast': 1, 'bag': 1, 'man': 1, 'going': 1, 'one': 1, 'backseat': 1, 'friends': 1, 'take': 1, 'play': 1, 'okay': 1, 'begin': 1, 'over': 1, 'just': 1, 'are': 1, 'tell': 1, 'drinking': 1, 'our': 1, 'where': 1, \"i'll\": 1, 'all': 1, \"isn't\": 1, 'make': 1, 'lover': 1, 'get': 1, 'radio': 1, 'give': 1, 'can': 1, 'club': 1, 'it': 1, 'out': 1, 'chance': 1, 'first': 1, 'table': 1, 'thrifty': 1, 'driver': 1, 'slow': 1, 'dance': 1, 'trust': 1, 'family': 1, 'week': 1, 'date': 1, 'leave': 1, 'at': 1, 'hand': 1, 'how': 1, 'eat': 1, 'about': 1, 'story': 1, 'sweet': 1, 'best': 1, 'let': 1, 'van': 1, 'shots': 1, 'place': 1, 'find': 1, 'kiss': 1, 'stop': 1, 'bar': 1, \"don't\": 2, 'mind': 2, 'know': 2, 'so': 2, 'start': 2, 'boy': 2, 'girl': 2, 'singing': 2, 'doing': 2, 'somebody': 2, 'handmade': 2, 'may': 2, 'that': 2, 'much': 2, 'grab': 2, 'was': 2, 'say': 2, 'waist': 2, 'want': 2, \"let's\": 2, 'not': 2, 'crazy': 2, 'go': 2, 'to': 2, 'fill': 2, 'hours': 2, 'push': 3, 'then': 3, 'put': 3, 'room': 3, 'magnet': 3, 'up': 3, 'pull': 3, 'last': 3, 'do': 3, 'smell': 3, 'although': 3, 'falling': 3, 'were': 3, 'night': 3, 'heart': 3, 'for': 3, 'bedsheets': 3, 'talk': 4, 'too': 5, 'is': 5, 'every': 6, 'new': 6, 'follow': 6, 'brand': 6, 'of': 6, 'i': 6, 'day': 6, 'lead': 6, 'shape': 6, 'discovering': 6, 'something': 6, 'we': 7, 'a': 8, 'like': 10, 'me': 10, 'now': 11, 'baby': 14, 'you': 16, 'be': 16, 'body': 17, 'the': 18, 'your': 21, 'with': 22, \"i'm\": 23, 'and': 23, 'love': 25, 'in': 27, 'my': 33, 'come': 37, 'on': 40}\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "import operator\n",
+    "word_freq2 = {}\n",
+    "sorted_tups = sorted(word_freq.items(), key=operator.itemgetter(1))\n",
+    "\n",
+    "for i in sorted_tups:\n",
+    "    word_freq2.update({i[0]:i[1]})\n",
+    "\n",
+    "print(word_freq2)\n"
    ]
   },
   {
@@ -110,7 +141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -132,11 +163,420 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
-   "outputs": [],
+   "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>word</th>\n",
+       "      <th>freq</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>love</td>\n",
+       "      <td>25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>conversation</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>every</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>we're</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>plate</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>sour</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>jukebox</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>now</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>taxi</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>fast</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>bag</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>man</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>push</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>baby</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>going</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>you</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>don't</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>one</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>mind</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>backseat</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>friends</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>then</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>know</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>take</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>play</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>okay</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>so</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>begin</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>start</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>over</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>story</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>sweet</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>best</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>113</th>\n",
+       "      <td>crazy</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>let</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>115</th>\n",
+       "      <td>too</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>van</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>shots</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>go</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119</th>\n",
+       "      <td>to</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>a</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>my</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>is</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>place</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>124</th>\n",
+       "      <td>find</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>shape</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126</th>\n",
+       "      <td>on</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127</th>\n",
+       "      <td>kiss</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>128</th>\n",
+       "      <td>were</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>129</th>\n",
+       "      <td>night</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>130</th>\n",
+       "      <td>heart</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>131</th>\n",
+       "      <td>for</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>132</th>\n",
+       "      <td>discovering</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>133</th>\n",
+       "      <td>something</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>134</th>\n",
+       "      <td>be</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>bedsheets</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>136</th>\n",
+       "      <td>fill</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>137</th>\n",
+       "      <td>hours</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138</th>\n",
+       "      <td>stop</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>bar</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>140 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             word  freq\n",
+       "0            love    25\n",
+       "1    conversation     1\n",
+       "2           every     6\n",
+       "3           we're     1\n",
+       "4           plate     1\n",
+       "5            sour     1\n",
+       "6         jukebox     1\n",
+       "7             now    11\n",
+       "8            taxi     1\n",
+       "9            fast     1\n",
+       "10            bag     1\n",
+       "11            man     1\n",
+       "12           push     3\n",
+       "13           baby    14\n",
+       "14          going     1\n",
+       "15            you    16\n",
+       "16          don't     2\n",
+       "17            one     1\n",
+       "18           mind     2\n",
+       "19       backseat     1\n",
+       "20        friends     1\n",
+       "21           then     3\n",
+       "22           know     2\n",
+       "23           take     1\n",
+       "24           play     1\n",
+       "25           okay     1\n",
+       "26             so     2\n",
+       "27          begin     1\n",
+       "28          start     2\n",
+       "29           over     1\n",
+       "..            ...   ...\n",
+       "110         story     1\n",
+       "111         sweet     1\n",
+       "112          best     1\n",
+       "113         crazy     2\n",
+       "114           let     1\n",
+       "115           too     5\n",
+       "116           van     1\n",
+       "117         shots     1\n",
+       "118            go     2\n",
+       "119            to     2\n",
+       "120             a     8\n",
+       "121            my    33\n",
+       "122            is     5\n",
+       "123         place     1\n",
+       "124          find     1\n",
+       "125         shape     6\n",
+       "126            on    40\n",
+       "127          kiss     1\n",
+       "128          were     3\n",
+       "129         night     3\n",
+       "130         heart     3\n",
+       "131           for     3\n",
+       "132   discovering     6\n",
+       "133     something     6\n",
+       "134            be    16\n",
+       "135     bedsheets     3\n",
+       "136          fill     2\n",
+       "137         hours     2\n",
+       "138          stop     1\n",
+       "139           bar     1\n",
+       "\n",
+       "[140 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "pd.DataFrame(list(word_freq.items()), columns=['word', 'freq'])"
    ]
   },
   {
@@ -150,11 +590,421 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "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>word</th>\n",
+       "      <th>freq</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>a</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>109</th>\n",
+       "      <td>about</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>all</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>although</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>and</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>are</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>at</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>baby</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>backseat</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>bag</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>bar</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>134</th>\n",
+       "      <td>be</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>bedsheets</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>begin</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>best</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>body</td>\n",
+       "      <td>17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>boy</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>brand</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>can</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>chance</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>club</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>come</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>conversation</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>113</th>\n",
+       "      <td>crazy</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>dance</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>date</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>day</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>132</th>\n",
+       "      <td>discovering</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>do</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>doing</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>sour</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>start</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138</th>\n",
+       "      <td>stop</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>story</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>sweet</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>table</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>take</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>105</th>\n",
+       "      <td>talk</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>taxi</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>tell</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>that</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>the</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>then</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>thrifty</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119</th>\n",
+       "      <td>to</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>115</th>\n",
+       "      <td>too</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>trust</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>up</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>van</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>waist</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>want</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>was</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>we</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>we're</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>week</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>128</th>\n",
+       "      <td>were</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>where</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>with</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>you</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>your</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>140 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             word  freq\n",
+       "120             a     8\n",
+       "109         about     1\n",
+       "43            all     1\n",
+       "96       although     3\n",
+       "72            and    23\n",
+       "34            are     1\n",
+       "102            at     1\n",
+       "13           baby    14\n",
+       "19       backseat     1\n",
+       "10            bag     1\n",
+       "139           bar     1\n",
+       "134            be    16\n",
+       "135     bedsheets     3\n",
+       "27          begin     1\n",
+       "112          best     1\n",
+       "30           body    17\n",
+       "31            boy     2\n",
+       "67          brand     6\n",
+       "52            can     1\n",
+       "63         chance     1\n",
+       "55           club     1\n",
+       "56           come    37\n",
+       "1    conversation     1\n",
+       "113         crazy     2\n",
+       "84          dance     1\n",
+       "90           date     1\n",
+       "95            day     6\n",
+       "132   discovering     6\n",
+       "92             do     3\n",
+       "53          doing     2\n",
+       "..            ...   ...\n",
+       "5            sour     1\n",
+       "28          start     2\n",
+       "138          stop     1\n",
+       "110         story     1\n",
+       "111         sweet     1\n",
+       "75          table     1\n",
+       "23           take     1\n",
+       "105          talk     4\n",
+       "8            taxi     1\n",
+       "36           tell     1\n",
+       "68           that     2\n",
+       "85            the    18\n",
+       "21           then     3\n",
+       "79        thrifty     1\n",
+       "119            to     2\n",
+       "115           too     5\n",
+       "87          trust     1\n",
+       "70             up     3\n",
+       "116           van     1\n",
+       "93          waist     2\n",
+       "99           want     2\n",
+       "81            was     2\n",
+       "33             we     7\n",
+       "3           we're     1\n",
+       "89           week     1\n",
+       "128          were     3\n",
+       "41          where     1\n",
+       "54           with    22\n",
+       "15            you    16\n",
+       "97           your    21\n",
+       "\n",
+       "[140 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "df = pd.DataFrame(list(word_freq.items()), columns=['word', 'freq'])\n",
+    "df.sort_values(by=['word'])"
    ]
   },
   {
@@ -166,11 +1016,421 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
-   "outputs": [],
+   "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>word</th>\n",
+       "      <th>freq</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>bar</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>let</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>van</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>out</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>it</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>shots</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>club</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>can</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>chance</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>place</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>radio</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>lover</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>make</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>isn't</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>all</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>i'll</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>where</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>give</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>our</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>best</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138</th>\n",
+       "      <td>stop</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>at</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>date</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>week</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>trust</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>103</th>\n",
+       "      <td>hand</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>dance</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>sweet</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>slow</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>133</th>\n",
+       "      <td>something</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>132</th>\n",
+       "      <td>discovering</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>new</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>brand</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>every</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>of</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>i</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>lead</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>day</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>follow</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>shape</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>we</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>a</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>like</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>me</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>now</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>baby</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>you</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>134</th>\n",
+       "      <td>be</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>body</td>\n",
+       "      <td>17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>the</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>your</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>with</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>i'm</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>and</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>love</td>\n",
+       "      <td>25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>in</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>my</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>come</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126</th>\n",
+       "      <td>on</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>140 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            word  freq\n",
+       "139          bar     1\n",
+       "114          let     1\n",
+       "116          van     1\n",
+       "60           out     1\n",
+       "57            it     1\n",
+       "117        shots     1\n",
+       "55          club     1\n",
+       "52           can     1\n",
+       "63        chance     1\n",
+       "123        place     1\n",
+       "48         radio     1\n",
+       "46         lover     1\n",
+       "45          make     1\n",
+       "44         isn't     1\n",
+       "43           all     1\n",
+       "42          i'll     1\n",
+       "41         where     1\n",
+       "49          give     1\n",
+       "40           our     1\n",
+       "112         best     1\n",
+       "138         stop     1\n",
+       "102           at     1\n",
+       "90          date     1\n",
+       "89          week     1\n",
+       "88        family     1\n",
+       "87         trust     1\n",
+       "103         hand     1\n",
+       "84         dance     1\n",
+       "111        sweet     1\n",
+       "83          slow     1\n",
+       "..           ...   ...\n",
+       "133    something     6\n",
+       "132  discovering     6\n",
+       "61           new     6\n",
+       "67         brand     6\n",
+       "2          every     6\n",
+       "74            of     6\n",
+       "78             i     6\n",
+       "101         lead     6\n",
+       "95           day     6\n",
+       "64        follow     6\n",
+       "125        shape     6\n",
+       "33            we     7\n",
+       "120            a     8\n",
+       "51          like    10\n",
+       "91            me    10\n",
+       "7            now    11\n",
+       "13          baby    14\n",
+       "15           you    16\n",
+       "134           be    16\n",
+       "30          body    17\n",
+       "85           the    18\n",
+       "97          your    21\n",
+       "54          with    22\n",
+       "50           i'm    23\n",
+       "72           and    23\n",
+       "0           love    25\n",
+       "65            in    27\n",
+       "121           my    33\n",
+       "56          come    37\n",
+       "126           on    40\n",
+       "\n",
+       "[140 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "df = pd.DataFrame(list(word_freq.items()), columns=['word', 'freq'])\n",
+    "df.sort_values(by=['freq'])"
    ]
   }
  ],
@@ -190,7 +1450,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,