diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb
index c1bb43d..11c7857 100755
--- a/your-code/challenge-1.ipynb
+++ b/your-code/challenge-1.ipynb
@@ -19,12 +19,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Import libraries\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import scipy.stats as st"
    ]
   },
   {
@@ -38,11 +39,154 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "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",
+       "  </tbody>\n",
+       "</table>\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",
+       "   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  "
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "pokemon = pd.read_csv('Pokemon.csv')\n",
+    "pokemon.head()"
    ]
   },
   {
@@ -58,11 +202,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
-    "def t_test_features(s1, s2, features=['HP', 'Attack', 'Defense', 'Sp. Atk', 'Sp. Def', 'Speed', 'Total']):\n",
+    "def t_test_features(s1,s2,features=['HP', 'Attack', 'Defense', 'Sp. Atk', 'Sp. Def', 'Speed', 'Total']):\n",
     "    \"\"\"Test means of a feature set of two samples\n",
     "    \n",
     "    Args:\n",
@@ -75,7 +219,9 @@
     "    \"\"\"\n",
     "    results = {}\n",
     "\n",
-    "    # Your code here\n",
+    "    for att in features:\n",
+    "        p_value = st.ttest_rel(s1[att], s2[att])[1]\n",
+    "        results[att] = p_value\n",
     "    \n",
     "    return results"
    ]
@@ -101,11 +247,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'HP': 6.948290100191796e-10,\n",
+       " 'Attack': 1.8591083768634616e-05,\n",
+       " 'Defense': 2.30424576362066e-05,\n",
+       " 'Sp. Atk': 4.4426998362013056e-11,\n",
+       " 'Sp. Def': 5.639782854573663e-10,\n",
+       " 'Speed': 3.6025660073304116e-08,\n",
+       " 'Total': 3.8788636547103485e-16}"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# setting the sample\n",
+    "s1 = pokemon[pokemon['Legendary']==True].sample(50)\n",
+    "s2 = pokemon[pokemon['Legendary']==False].sample(50)\n",
+    "\n",
+    "#testing\n",
+    "t_test_features(s1,s2)"
    ]
   },
   {
@@ -121,7 +289,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "# yes, they ave since none of the attributes comparison has a pvalue > 0.05. so, the difference is significant"
    ]
   },
   {
@@ -133,11 +301,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'HP': 0.81547401703314,\n",
+       " 'Attack': 0.561966064612802,\n",
+       " 'Defense': 0.5339371713424348,\n",
+       " 'Sp. Atk': 0.3752482668104177,\n",
+       " 'Sp. Def': 0.5754809287447944,\n",
+       " 'Speed': 0.04118287618482037,\n",
+       " 'Total': 0.5480692457351427}"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# setting the sample\n",
+    "s1 = pokemon[pokemon['Generation']==1].sample(50)\n",
+    "s2 = pokemon[pokemon['Generation']==2].sample(50)\n",
+    "\n",
+    "#testing\n",
+    "t_test_features(s1,s2)"
    ]
   },
   {
@@ -153,7 +343,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "# the majority of the attributes dont have a significant difference apart from the speed."
    ]
   },
   {
@@ -165,11 +355,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'HP': 0.5077689874165239,\n",
+       " 'Attack': 0.22690817462035381,\n",
+       " 'Defense': 0.0740266358797781,\n",
+       " 'Sp. Atk': 0.08530679091420888,\n",
+       " 'Sp. Def': 0.07418633939889106,\n",
+       " 'Speed': 0.10786388882229356,\n",
+       " 'Total': 0.03966321700806898}"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# setting the sample\n",
+    "s1 = pokemon[pokemon['Type 2'].isnull()].sample(50)\n",
+    "s2 = pokemon[pokemon['Type 2'].notnull()].sample(50)\n",
+    "\n",
+    "#testing\n",
+    "t_test_features(s1,s2)"
    ]
   },
   {
@@ -181,11 +393,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "# very differente results from attribute to attribute, difference not significant in hp attack and speed\n",
+    "# not different but for a small margin on deffense, sp atk, stp def \n",
+    "# different on total"
    ]
   },
   {
@@ -199,11 +413,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 59,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'Sp. Atk': 0.49454639205431317, 'Sp. Def': 0.4009246791330642}\n",
+      "{'Attack': 0.7882471410648832, 'Defense': 0.41931156738395425}\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "##1. sp attack vs sp defense\n",
+    "#setting the sample\n",
+    "s1 = pokemon.sample(50)\n",
+    "s2 = pokemon.sample(50)\n",
+    "\n",
+    "#testing\n",
+    "print(t_test_features(s1,s2, features = ['Sp. Atk', 'Sp. Def']))\n",
+    "\n",
+    "##2. atk and def\n",
+    "s1 = pokemon.sample(50)\n",
+    "s2 = pokemon.sample(50)\n",
+    "\n",
+    "#testing\n",
+    "print(t_test_features(s1,s2, features = ['Attack', 'Defense']))"
    ]
   },
   {
@@ -215,17 +451,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "# attack is the attribute that is more similar among all pokemons\n",
+    "# the rest of the 3 are not significantly different overall but not as much as attack"
    ]
+  },
+  {
+   "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 +483,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,
diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb
index 1f0e335..fe814b3 100755
--- a/your-code/challenge-2.ipynb
+++ b/your-code/challenge-2.ipynb
@@ -17,21 +17,166 @@
   },
   {
    "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 scipy.stats as st"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "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",
+       "  </tbody>\n",
+       "</table>\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",
+       "   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  "
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Load the data:\n"
+    "# Load the data:\n",
+    "pokemon = pd.read_csv('Pokemon.csv')\n",
+    "pokemon.head()"
    ]
   },
   {
@@ -58,14 +203,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "18\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "['Grass',\n",
+       " 'Fire',\n",
+       " 'Water',\n",
+       " 'Bug',\n",
+       " 'Normal',\n",
+       " 'Poison',\n",
+       " 'Electric',\n",
+       " 'Ground',\n",
+       " 'Fairy',\n",
+       " 'Fighting',\n",
+       " 'Psychic',\n",
+       " 'Rock',\n",
+       " 'Ghost',\n",
+       " 'Ice',\n",
+       " 'Dragon',\n",
+       " 'Dark',\n",
+       " 'Steel',\n",
+       " 'Flying']"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n",
-    "\n",
-    "\n",
-    "len(unique_types) # you should see 19"
+    "unique_types1 = list(pokemon['Type 1'].unique())\n",
+    "print(len(unique_types1)) # you should see 19\n",
+    "unique_types1"
    ]
   },
   {
@@ -85,15 +264,405 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[421.14285714285717,\n",
+       " 458.0769230769231,\n",
+       " 430.45535714285717,\n",
+       " 378.92753623188406,\n",
+       " 401.68367346938777,\n",
+       " 399.14285714285717,\n",
+       " 443.40909090909093,\n",
+       " 437.5,\n",
+       " 413.1764705882353,\n",
+       " 416.44444444444446,\n",
+       " 475.94736842105266,\n",
+       " 453.75,\n",
+       " 439.5625,\n",
+       " 433.4583333333333,\n",
+       " 550.53125,\n",
+       " 445.741935483871,\n",
+       " 487.7037037037037,\n",
+       " 485.0]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pokemon_totals = []\n",
     "\n",
-    "# Your code here\n",
-    "\n",
-    "len(pokemon_totals) # you should see 18"
+    "for poketype in unique_types1:\n",
+    "    pokemon_totals.append(pokemon[pokemon['Type 1'] == poketype]['Total'].mean())\n",
+    "    \n",
+    "pokemon_totals"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Type 1</th>\n",
+       "      <th>Bug</th>\n",
+       "      <th>Dark</th>\n",
+       "      <th>Dragon</th>\n",
+       "      <th>Electric</th>\n",
+       "      <th>Fairy</th>\n",
+       "      <th>Fighting</th>\n",
+       "      <th>Fire</th>\n",
+       "      <th>Flying</th>\n",
+       "      <th>Ghost</th>\n",
+       "      <th>Grass</th>\n",
+       "      <th>Ground</th>\n",
+       "      <th>Ice</th>\n",
+       "      <th>Normal</th>\n",
+       "      <th>Poison</th>\n",
+       "      <th>Psychic</th>\n",
+       "      <th>Rock</th>\n",
+       "      <th>Steel</th>\n",
+       "      <th>Water</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>type count</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>195.0</td>\n",
+       "      <td>525.0</td>\n",
+       "      <td>300.0</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>323.0</td>\n",
+       "      <td>305.0</td>\n",
+       "      <td>309.0</td>\n",
+       "      <td>580.0</td>\n",
+       "      <td>310.0</td>\n",
+       "      <td>318.0</td>\n",
+       "      <td>300.0</td>\n",
+       "      <td>455.0</td>\n",
+       "      <td>251.0</td>\n",
+       "      <td>288.0</td>\n",
+       "      <td>310.0</td>\n",
+       "      <td>300.0</td>\n",
+       "      <td>510.0</td>\n",
+       "      <td>314.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>205.0</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>420.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>483.0</td>\n",
+       "      <td>455.0</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>580.0</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>580.0</td>\n",
+       "      <td>349.0</td>\n",
+       "      <td>438.0</td>\n",
+       "      <td>400.0</td>\n",
+       "      <td>390.0</td>\n",
+       "      <td>610.0</td>\n",
+       "      <td>405.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>395.0</td>\n",
+       "      <td>430.0</td>\n",
+       "      <td>600.0</td>\n",
+       "      <td>325.0</td>\n",
+       "      <td>218.0</td>\n",
+       "      <td>305.0</td>\n",
+       "      <td>534.0</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>500.0</td>\n",
+       "      <td>525.0</td>\n",
+       "      <td>265.0</td>\n",
+       "      <td>250.0</td>\n",
+       "      <td>479.0</td>\n",
+       "      <td>275.0</td>\n",
+       "      <td>500.0</td>\n",
+       "      <td>495.0</td>\n",
+       "      <td>465.0</td>\n",
+       "      <td>530.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>195.0</td>\n",
+       "      <td>330.0</td>\n",
+       "      <td>490.0</td>\n",
+       "      <td>465.0</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>634.0</td>\n",
+       "      <td>535.0</td>\n",
+       "      <td>600.0</td>\n",
+       "      <td>625.0</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>579.0</td>\n",
+       "      <td>365.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>385.0</td>\n",
+       "      <td>380.0</td>\n",
+       "      <td>630.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>205.0</td>\n",
+       "      <td>500.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>330.0</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>505.0</td>\n",
+       "      <td>634.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>435.0</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>330.0</td>\n",
+       "      <td>253.0</td>\n",
+       "      <td>505.0</td>\n",
+       "      <td>328.0</td>\n",
+       "      <td>355.0</td>\n",
+       "      <td>480.0</td>\n",
+       "      <td>320.0</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>314.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>405.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>109</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>530.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>330.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>500.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>112 rows × 18 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Type 1        Bug   Dark  Dragon  Electric  Fairy  Fighting   Fire  Flying  \\\n",
+       "type count                                                                   \n",
+       "0           195.0  525.0   300.0     320.0  323.0     305.0  309.0   580.0   \n",
+       "1           205.0  405.0   420.0     485.0  483.0     455.0  405.0   580.0   \n",
+       "2           395.0  430.0   600.0     325.0  218.0     305.0  534.0   245.0   \n",
+       "3           195.0  330.0   490.0     465.0  245.0     405.0  634.0   535.0   \n",
+       "4           205.0  500.0   590.0     330.0  405.0     505.0  634.0     NaN   \n",
+       "...           ...    ...     ...       ...    ...       ...    ...     ...   \n",
+       "107           NaN    NaN     NaN       NaN    NaN       NaN    NaN     NaN   \n",
+       "108           NaN    NaN     NaN       NaN    NaN       NaN    NaN     NaN   \n",
+       "109           NaN    NaN     NaN       NaN    NaN       NaN    NaN     NaN   \n",
+       "110           NaN    NaN     NaN       NaN    NaN       NaN    NaN     NaN   \n",
+       "111           NaN    NaN     NaN       NaN    NaN       NaN    NaN     NaN   \n",
+       "\n",
+       "Type 1      Ghost  Grass  Ground    Ice  Normal  Poison  Psychic   Rock  \\\n",
+       "type count                                                                \n",
+       "0           310.0  318.0   300.0  455.0   251.0   288.0    310.0  300.0   \n",
+       "1           405.0  405.0   450.0  580.0   349.0   438.0    400.0  390.0   \n",
+       "2           500.0  525.0   265.0  250.0   479.0   275.0    500.0  495.0   \n",
+       "3           600.0  625.0   405.0  450.0   579.0   365.0    590.0  385.0   \n",
+       "4           435.0  320.0   320.0  330.0   253.0   505.0    328.0  355.0   \n",
+       "...           ...    ...     ...    ...     ...     ...      ...    ...   \n",
+       "107           NaN    NaN     NaN    NaN     NaN     NaN      NaN    NaN   \n",
+       "108           NaN    NaN     NaN    NaN     NaN     NaN      NaN    NaN   \n",
+       "109           NaN    NaN     NaN    NaN     NaN     NaN      NaN    NaN   \n",
+       "110           NaN    NaN     NaN    NaN     NaN     NaN      NaN    NaN   \n",
+       "111           NaN    NaN     NaN    NaN     NaN     NaN      NaN    NaN   \n",
+       "\n",
+       "Type 1      Steel  Water  \n",
+       "type count                \n",
+       "0           510.0  314.0  \n",
+       "1           610.0  405.0  \n",
+       "2           465.0  530.0  \n",
+       "3           380.0  630.0  \n",
+       "4           480.0  320.0  \n",
+       "...           ...    ...  \n",
+       "107           NaN  314.0  \n",
+       "108           NaN  405.0  \n",
+       "109           NaN  530.0  \n",
+       "110           NaN  330.0  \n",
+       "111           NaN  500.0  \n",
+       "\n",
+       "[112 rows x 18 columns]"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pokemon['type count'] = pokemon.groupby('Type 1').cumcount()\n",
+    "pokemon_pivot = pokemon.pivot(index='type count', columns='Type 1', values='Total')\n",
+    "pokemon_pivot"
    ]
   },
   {
@@ -111,11 +680,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 66,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "F_onewayResult(statistic=4.638767481660551, pvalue=2.077215448842098e-09)"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "st.f_oneway(pokemon_pivot['Bug'].dropna(), pokemon_pivot['Dark'].dropna(),pokemon_pivot['Dragon'].dropna(),pokemon_pivot['Electric'].dropna(),pokemon_pivot['Fairy'].dropna(),pokemon_pivot['Fighting'].dropna(),pokemon_pivot['Fire'].dropna(),pokemon_pivot['Flying'].dropna(),pokemon_pivot['Ghost'].dropna(),pokemon_pivot['Grass'].dropna(),pokemon_pivot['Ground'].dropna(),pokemon_pivot['Ice'].dropna(),pokemon_pivot['Normal'].dropna(),pokemon_pivot['Poison'].dropna(),pokemon_pivot['Psychic'].dropna(),pokemon_pivot['Rock'].dropna(),pokemon_pivot['Steel'].dropna(),pokemon_pivot['Water'].dropna())"
    ]
   },
   {
@@ -127,17 +707,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "# yes, it is. the null hypothesis is to be rejected"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -151,7 +731,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,