diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb
index c1bb43d..af53008 100755
--- a/your-code/challenge-1.ipynb
+++ b/your-code/challenge-1.ipynb
@@ -19,12 +19,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Import libraries\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import scipy.stats as st"
    ]
   },
   {
@@ -38,13 +40,274 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "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>#</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Type 1</th>\n",
+       "      <th>Type 2</th>\n",
+       "      <th>Total</th>\n",
+       "      <th>HP</th>\n",
+       "      <th>Attack</th>\n",
+       "      <th>Defense</th>\n",
+       "      <th>Sp. Atk</th>\n",
+       "      <th>Sp. Def</th>\n",
+       "      <th>Speed</th>\n",
+       "      <th>Generation</th>\n",
+       "      <th>Legendary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Bulbasaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>318</td>\n",
+       "      <td>45</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>65</td>\n",
+       "      <td>65</td>\n",
+       "      <td>45</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Ivysaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>405</td>\n",
+       "      <td>60</td>\n",
+       "      <td>62</td>\n",
+       "      <td>63</td>\n",
+       "      <td>80</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>525</td>\n",
+       "      <td>80</td>\n",
+       "      <td>82</td>\n",
+       "      <td>83</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>VenusaurMega Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>625</td>\n",
+       "      <td>80</td>\n",
+       "      <td>100</td>\n",
+       "      <td>123</td>\n",
+       "      <td>122</td>\n",
+       "      <td>120</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Charmander</td>\n",
+       "      <td>Fire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>309</td>\n",
+       "      <td>39</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43</td>\n",
+       "      <td>60</td>\n",
+       "      <td>50</td>\n",
+       "      <td>65</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>795</th>\n",
+       "      <td>719</td>\n",
+       "      <td>Diancie</td>\n",
+       "      <td>Rock</td>\n",
+       "      <td>Fairy</td>\n",
+       "      <td>600</td>\n",
+       "      <td>50</td>\n",
+       "      <td>100</td>\n",
+       "      <td>150</td>\n",
+       "      <td>100</td>\n",
+       "      <td>150</td>\n",
+       "      <td>50</td>\n",
+       "      <td>6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>796</th>\n",
+       "      <td>719</td>\n",
+       "      <td>DiancieMega Diancie</td>\n",
+       "      <td>Rock</td>\n",
+       "      <td>Fairy</td>\n",
+       "      <td>700</td>\n",
+       "      <td>50</td>\n",
+       "      <td>160</td>\n",
+       "      <td>110</td>\n",
+       "      <td>160</td>\n",
+       "      <td>110</td>\n",
+       "      <td>110</td>\n",
+       "      <td>6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>797</th>\n",
+       "      <td>720</td>\n",
+       "      <td>HoopaHoopa Confined</td>\n",
+       "      <td>Psychic</td>\n",
+       "      <td>Ghost</td>\n",
+       "      <td>600</td>\n",
+       "      <td>80</td>\n",
+       "      <td>110</td>\n",
+       "      <td>60</td>\n",
+       "      <td>150</td>\n",
+       "      <td>130</td>\n",
+       "      <td>70</td>\n",
+       "      <td>6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>798</th>\n",
+       "      <td>720</td>\n",
+       "      <td>HoopaHoopa Unbound</td>\n",
+       "      <td>Psychic</td>\n",
+       "      <td>Dark</td>\n",
+       "      <td>680</td>\n",
+       "      <td>80</td>\n",
+       "      <td>160</td>\n",
+       "      <td>60</td>\n",
+       "      <td>170</td>\n",
+       "      <td>130</td>\n",
+       "      <td>80</td>\n",
+       "      <td>6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>799</th>\n",
+       "      <td>721</td>\n",
+       "      <td>Volcanion</td>\n",
+       "      <td>Fire</td>\n",
+       "      <td>Water</td>\n",
+       "      <td>600</td>\n",
+       "      <td>80</td>\n",
+       "      <td>110</td>\n",
+       "      <td>120</td>\n",
+       "      <td>130</td>\n",
+       "      <td>90</td>\n",
+       "      <td>70</td>\n",
+       "      <td>6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>800 rows × 13 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       #                   Name   Type 1  Type 2  Total  HP  Attack  Defense  \\\n",
+       "0      1              Bulbasaur    Grass  Poison    318  45      49       49   \n",
+       "1      2                Ivysaur    Grass  Poison    405  60      62       63   \n",
+       "2      3               Venusaur    Grass  Poison    525  80      82       83   \n",
+       "3      3  VenusaurMega Venusaur    Grass  Poison    625  80     100      123   \n",
+       "4      4             Charmander     Fire     NaN    309  39      52       43   \n",
+       "..   ...                    ...      ...     ...    ...  ..     ...      ...   \n",
+       "795  719                Diancie     Rock   Fairy    600  50     100      150   \n",
+       "796  719    DiancieMega Diancie     Rock   Fairy    700  50     160      110   \n",
+       "797  720    HoopaHoopa Confined  Psychic   Ghost    600  80     110       60   \n",
+       "798  720     HoopaHoopa Unbound  Psychic    Dark    680  80     160       60   \n",
+       "799  721              Volcanion     Fire   Water    600  80     110      120   \n",
+       "\n",
+       "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  \n",
+       "0         65       65     45           1      False  \n",
+       "1         80       80     60           1      False  \n",
+       "2        100      100     80           1      False  \n",
+       "3        122      120     80           1      False  \n",
+       "4         60       50     65           1      False  \n",
+       "..       ...      ...    ...         ...        ...  \n",
+       "795      100      150     50           6       True  \n",
+       "796      160      110    110           6       True  \n",
+       "797      150      130     70           6       True  \n",
+       "798      170      130     80           6       True  \n",
+       "799      130       90     70           6       True  \n",
+       "\n",
+       "[800 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "df = pd.read_csv(\"pokemon.csv\")\n",
+    "df"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -58,7 +321,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -74,8 +337,9 @@
     "        dict: a dictionary of t-test scores for each feature where the feature name is the key and the p-value is the value\n",
     "    \"\"\"\n",
     "    results = {}\n",
-    "\n",
-    "    # Your code here\n",
+    "    for i in features:\n",
+    "        t_score = st.ttest_ind(s1[i], s2[i], equal_var = False)[1]\n",
+    "        results[i] = t_score\n",
     "    \n",
     "    return results"
    ]
@@ -101,11 +365,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 5,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'HP': 1.0026911708035284e-13,\n",
+       " 'Attack': 2.520372449236646e-16,\n",
+       " 'Defense': 4.8269984949193316e-11,\n",
+       " 'Sp. Atk': 1.5514614112239812e-21,\n",
+       " 'Sp. Def': 2.2949327864052826e-15,\n",
+       " 'Speed': 1.049016311882451e-18,\n",
+       " 'Total': 9.357954335957446e-47}"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "features=['HP', 'Attack', 'Defense', 'Sp. Atk', 'Sp. Def', 'Speed', 'Total']\n",
+    "s1 = df[df[\"Legendary\"]==True]\n",
+    "s2 = df[df[\"Legendary\"]==False]\n",
+    "\n",
+    "t_test_features(s1, s2, features)"
    ]
   },
   {
@@ -117,11 +404,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your comment here"
+    "# H0: No Significant Difference between Legendary and non-Legendary Pokemons\n",
+    "# H1: Significant Difference between Legendary and non-Legendary Pokemons\n",
+    "\n",
+    "\n",
+    "result = t_test_features(s1, s2, features)\n",
+    "\n",
+    "for i in result.values():\n",
+    "    if i<0.05:\n",
+    "        print(\"Can reject null hypothesis\")\n",
+    "    else:\n",
+    "        print(\"Can not reject null hypothesis\")"
    ]
   },
   {
@@ -133,11 +444,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'HP': 0.14551697834219623,\n",
+       " 'Attack': 0.24721958967217725,\n",
+       " 'Defense': 0.5677711011725426,\n",
+       " 'Sp. Atk': 0.12332165977104388,\n",
+       " 'Sp. Def': 0.18829872292645752,\n",
+       " 'Speed': 0.00239265937312135,\n",
+       " 'Total': 0.5631377907941676}"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "g1 = df[df[\"Generation\"]==1]\n",
+    "g2 = df[df[\"Generation\"]==2]\n",
+    "\n",
+    "t_test_features(g1, g2, features)"
    ]
   },
   {
@@ -149,11 +480,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Can not reject null hypothesis\n",
+      "Can not reject null hypothesis\n",
+      "Can not reject null hypothesis\n",
+      "Can not reject null hypothesis\n",
+      "Can not reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can not reject null hypothesis\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your comment here"
+    "# H0: No Significant Difference between Generation 1 and Generation 2 Pokemons\n",
+    "# H1: ignificant Difference between Generation 1 and Generation 2 Pokemons\n",
+    "\n",
+    "\n",
+    "result = t_test_features(g1, g2, features)\n",
+    "\n",
+    "for i in result.values():\n",
+    "    if i<0.05:\n",
+    "        print(\"Can reject null hypothesis\")\n",
+    "    else:\n",
+    "        print(\"Can not reject null hypothesis\")"
    ]
   },
   {
@@ -165,11 +520,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'HP': 0.14551697834219623,\n",
+       " 'Attack': 0.24721958967217725,\n",
+       " 'Defense': 0.5677711011725426,\n",
+       " 'Sp. Atk': 0.12332165977104388,\n",
+       " 'Sp. Def': 0.18829872292645752,\n",
+       " 'Speed': 0.00239265937312135,\n",
+       " 'Total': 0.5631377907941676}"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "t1 = df[df[\"Type 2\"].isnull()]\n",
+    "t2 = df.dropna(subset=[\"Type 2\"])\n",
+    "\n",
+    "t_test_features(g1, g2, features)"
    ]
   },
   {
@@ -181,11 +556,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Can not reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n",
+      "Can reject null hypothesis\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your comment here"
+    "# H0: No Significant Difference between single type and two types Pokemons\n",
+    "# H1: Significant Difference between singe type and two types Pokemons\n",
+    "\n",
+    "\n",
+    "result = t_test_features(t1, t2, features)\n",
+    "\n",
+    "for i in result.values():\n",
+    "    if i<0.05:\n",
+    "        print(\"Can reject null hypothesis\")\n",
+    "    else:\n",
+    "        print(\"Can not reject null hypothesis\")"
    ]
   },
   {
@@ -199,11 +598,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Attack vs Defense:  1.7140303479358558e-05\n"
+     ]
+    }
+   ],
+   "source": [
+    " t_score = st.ttest_rel(df[\"Attack\"], df[\"Defense\"])[1]\n",
+    "print(\"Attack vs Defense: \", t_score)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Sp. Atk vs Sp. Def:  0.3933685997548122\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    " t_score1 = st.ttest_rel(df[\"Sp. Atk\"], df[\"Sp. Def\"])[1]\n",
+    "print(\"Sp. Atk vs Sp. Def: \", t_score1)"
    ]
   },
   {
@@ -215,17 +641,64 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Can  reject null hypothesis\n",
+      "Can not reject null hypothesis\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your comment here"
+    "# H0: No Significant Difference\n",
+    "# H1: Significant Difference\n",
+    "\n",
+    "for i in [t_score, t_score1]    :\n",
+    "    if i<0.05:\n",
+    "        print(\"Can  reject null hypothesis\")\n",
+    "    else:\n",
+    "        print(\"Can not reject null hypothesis\")"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\nFor defence and attack we can exclude the opportunity of a signifcant difference between these two measure.\\nFor sp. Atl and Sp. Def we can not reject just mentioned opportunity and be therefore not be certain that there \\nis no signifcant difference.\\n'"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"\"\"\n",
+    "For defence and attack we can exclude the opportunity of a signifcant difference between these two measure.\n",
+    "For sp. Atl and Sp. Def we can not reject just mentioned opportunity and be therefore not be certain that there \n",
+    "is no signifcant difference.\n",
+    "\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -239,7 +712,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.11.3"
   }
  },
  "nbformat": 4,
diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb
index 1f0e335..3cfd2e3 100755
--- a/your-code/challenge-2.ipynb
+++ b/your-code/challenge-2.ipynb
@@ -17,21 +17,277 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Import libraries\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from scipy.stats import stats "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "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>#</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Type 1</th>\n",
+       "      <th>Type 2</th>\n",
+       "      <th>Total</th>\n",
+       "      <th>HP</th>\n",
+       "      <th>Attack</th>\n",
+       "      <th>Defense</th>\n",
+       "      <th>Sp. Atk</th>\n",
+       "      <th>Sp. Def</th>\n",
+       "      <th>Speed</th>\n",
+       "      <th>Generation</th>\n",
+       "      <th>Legendary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Bulbasaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>318</td>\n",
+       "      <td>45</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>65</td>\n",
+       "      <td>65</td>\n",
+       "      <td>45</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Ivysaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>405</td>\n",
+       "      <td>60</td>\n",
+       "      <td>62</td>\n",
+       "      <td>63</td>\n",
+       "      <td>80</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>525</td>\n",
+       "      <td>80</td>\n",
+       "      <td>82</td>\n",
+       "      <td>83</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>VenusaurMega Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>625</td>\n",
+       "      <td>80</td>\n",
+       "      <td>100</td>\n",
+       "      <td>123</td>\n",
+       "      <td>122</td>\n",
+       "      <td>120</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Charmander</td>\n",
+       "      <td>Fire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>309</td>\n",
+       "      <td>39</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43</td>\n",
+       "      <td>60</td>\n",
+       "      <td>50</td>\n",
+       "      <td>65</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>795</th>\n",
+       "      <td>719</td>\n",
+       "      <td>Diancie</td>\n",
+       "      <td>Rock</td>\n",
+       "      <td>Fairy</td>\n",
+       "      <td>600</td>\n",
+       "      <td>50</td>\n",
+       "      <td>100</td>\n",
+       "      <td>150</td>\n",
+       "      <td>100</td>\n",
+       "      <td>150</td>\n",
+       "      <td>50</td>\n",
+       "      <td>6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>796</th>\n",
+       "      <td>719</td>\n",
+       "      <td>DiancieMega Diancie</td>\n",
+       "      <td>Rock</td>\n",
+       "      <td>Fairy</td>\n",
+       "      <td>700</td>\n",
+       "      <td>50</td>\n",
+       "      <td>160</td>\n",
+       "      <td>110</td>\n",
+       "      <td>160</td>\n",
+       "      <td>110</td>\n",
+       "      <td>110</td>\n",
+       "      <td>6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>797</th>\n",
+       "      <td>720</td>\n",
+       "      <td>HoopaHoopa Confined</td>\n",
+       "      <td>Psychic</td>\n",
+       "      <td>Ghost</td>\n",
+       "      <td>600</td>\n",
+       "      <td>80</td>\n",
+       "      <td>110</td>\n",
+       "      <td>60</td>\n",
+       "      <td>150</td>\n",
+       "      <td>130</td>\n",
+       "      <td>70</td>\n",
+       "      <td>6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>798</th>\n",
+       "      <td>720</td>\n",
+       "      <td>HoopaHoopa Unbound</td>\n",
+       "      <td>Psychic</td>\n",
+       "      <td>Dark</td>\n",
+       "      <td>680</td>\n",
+       "      <td>80</td>\n",
+       "      <td>160</td>\n",
+       "      <td>60</td>\n",
+       "      <td>170</td>\n",
+       "      <td>130</td>\n",
+       "      <td>80</td>\n",
+       "      <td>6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>799</th>\n",
+       "      <td>721</td>\n",
+       "      <td>Volcanion</td>\n",
+       "      <td>Fire</td>\n",
+       "      <td>Water</td>\n",
+       "      <td>600</td>\n",
+       "      <td>80</td>\n",
+       "      <td>110</td>\n",
+       "      <td>120</td>\n",
+       "      <td>130</td>\n",
+       "      <td>90</td>\n",
+       "      <td>70</td>\n",
+       "      <td>6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>800 rows × 13 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       #                   Name   Type 1  Type 2  Total  HP  Attack  Defense  \\\n",
+       "0      1              Bulbasaur    Grass  Poison    318  45      49       49   \n",
+       "1      2                Ivysaur    Grass  Poison    405  60      62       63   \n",
+       "2      3               Venusaur    Grass  Poison    525  80      82       83   \n",
+       "3      3  VenusaurMega Venusaur    Grass  Poison    625  80     100      123   \n",
+       "4      4             Charmander     Fire     NaN    309  39      52       43   \n",
+       "..   ...                    ...      ...     ...    ...  ..     ...      ...   \n",
+       "795  719                Diancie     Rock   Fairy    600  50     100      150   \n",
+       "796  719    DiancieMega Diancie     Rock   Fairy    700  50     160      110   \n",
+       "797  720    HoopaHoopa Confined  Psychic   Ghost    600  80     110       60   \n",
+       "798  720     HoopaHoopa Unbound  Psychic    Dark    680  80     160       60   \n",
+       "799  721              Volcanion     Fire   Water    600  80     110      120   \n",
+       "\n",
+       "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  \n",
+       "0         65       65     45           1      False  \n",
+       "1         80       80     60           1      False  \n",
+       "2        100      100     80           1      False  \n",
+       "3        122      120     80           1      False  \n",
+       "4         60       50     65           1      False  \n",
+       "..       ...      ...    ...         ...        ...  \n",
+       "795      100      150     50           6       True  \n",
+       "796      160      110    110           6       True  \n",
+       "797      150      130     70           6       True  \n",
+       "798      170      130     80           6       True  \n",
+       "799      130       90     70           6       True  \n",
+       "\n",
+       "[800 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Load the data:\n"
+    "df = pd.read_csv(\"pokemon.csv\")\n",
+    "df"
    ]
   },
   {
@@ -58,13 +314,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "19"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n",
-    "\n",
-    "\n",
+    "unique_types = list(df[\"Type 1\"].unique())\n",
+    "unique_type2 = df[\"Type 2\"].unique()\n",
+    "for i in unique2:\n",
+    "    if i not in unique_types:\n",
+    "        unique_types.append(i)\n",
     "len(unique_types) # you should see 19"
    ]
   },
@@ -85,13 +354,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "18"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pokemon_totals = []\n",
+    "for i in unique_types:\n",
+    "    if type(i)==str:\n",
+    "        total = df[(df[\"Type 1\"]==i)|(df[\"Type 2\"]==i)][\"Total\"]\n",
+    "        pokemon_totals.append(total)\n",
     "\n",
-    "# Your code here\n",
     "\n",
     "len(pokemon_totals) # you should see 18"
    ]
@@ -111,11 +394,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "p-value: 2.6457458815984803e-15\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jacob\\AppData\\Local\\Temp\\ipykernel_23200\\4167364940.py:1: DeprecationWarning: Please use `f_oneway` from the `scipy.stats` namespace, the `scipy.stats.stats` namespace is deprecated.\n",
+      "  p_value = stats.f_oneway(*pokemon_totals)[1]\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "p_value = stats.f_oneway(*pokemon_totals)[1]\n",
+    "print(\"p-value:\", p_value)"
    ]
   },
   {
@@ -127,17 +427,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Can reject Null Hypothesis\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your comment here"
+    "# H0: All Values are similiar\n",
+    "# H1: Not all Values are similiar\n",
+    "\n",
+    "if p_value<0.05:\n",
+    "    print(\"Can reject Null Hypothesis\")\n",
+    "else:\n",
+    "    print(\"Can not reject Null hypothesis\")\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\nAs the P-Value is lower than our alpha (0.05), we can reject the null hypothesis. Therefore there is a significant\\ndifference between the totals.\\n'"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"\"\"\n",
+    "As the P-Value is lower than our alpha (0.05), we can reject the null hypothesis. Therefore there is a significant\n",
+    "difference between the totals.\n",
+    "\"\"\""
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -151,7 +496,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.11.3"
   }
  },
  "nbformat": 4,