diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb
index c1bb43d..9bbc9e7 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 +39,266 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "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": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "pokemon = pd.read_csv(\"Pokemon.csv\")\n",
+    "\n",
+    "pokemon"
    ]
   },
   {
@@ -101,11 +357,47 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'HP': 0.9999675115046219,\n",
+       " 'Attack': 0.9999932605561772,\n",
+       " 'Defense': 0.9987058533555631,\n",
+       " 'Sp. Atk': 0.9999999980695343,\n",
+       " 'Sp. Def': 0.9999802749265376,\n",
+       " 'Speed': 0.9999999279704885,\n",
+       " 'Total': 0.9999999999992627}"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "s1 = pokemon[pokemon[\"Legendary\"] == True].sample(30)\n",
+    "s2 = pokemon[pokemon[\"Legendary\"] == False].sample(30)\n",
+    "\n",
+    "\n",
+    "def t_test_features(s1, s2, features=['HP', 'Attack', 'Defense', 'Sp. Atk', 'Sp. Def', 'Speed', 'Total']):\n",
+    "\n",
+    "    # H0: s1 >= s1\n",
+    "    # H1: s1 < s2\n",
+    "    \n",
+    "    results = {}\n",
+    "\n",
+    "    for feature in features:\n",
+    "        s1_feat = s1[feature]\n",
+    "        s2_feat = s2[feature]\n",
+    "        comparisson = st.ttest_ind(s1_feat, s2_feat, equal_var = False, alternative = \"less\")\n",
+    "        results[feature] = comparisson[1]\n",
+    "    \n",
+    "    return results\n",
+    "\n",
+    "t_test_features(s1, s2)"
    ]
   },
   {
@@ -121,7 +413,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "\"\"\"\n",
+    "the hypothesis testing was written asking if legendary was better then now leganday, \n",
+    "and considering alpha of 0.05, the p_value is higher, so we can not reject H0.\n",
+    "\n",
+    "\"\"\""
    ]
   },
   {
@@ -133,11 +429,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 77,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'HP': 0.25052144652297403,\n",
+       " 'Attack': 0.8183784082508618,\n",
+       " 'Defense': 0.4643894041910319,\n",
+       " 'Sp. Atk': 0.6434381215549088,\n",
+       " 'Sp. Def': 0.21933631485908756,\n",
+       " 'Speed': 0.9929974325449799,\n",
+       " 'Total': 0.6838082622002561}"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "g1 = pokemon[pokemon[\"Generation\"] == 1].sample(30)\n",
+    "g2 = pokemon[pokemon[\"Generation\"] == 2].sample(30)\n",
+    "\n",
+    "t_test_features(g1, g2)"
    ]
   },
   {
@@ -153,7 +469,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "\"\"\"\n",
+    "bevause the hypothesis testing was written asking if the first sample was better then\n",
+    "the second, considering alpha of 0.05, the p_value is higher than alpha,\n",
+    "so we can not reject H0, genartion has lower stats than genartion 2. \n",
+    "\n",
+    "\"\"\""
    ]
   },
   {
@@ -165,11 +486,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'HP': 0.5286862866259925,\n",
+       " 'Attack': 0.1900703787560598,\n",
+       " 'Defense': 0.010966260292938948,\n",
+       " 'Sp. Atk': 0.0893271995813489,\n",
+       " 'Sp. Def': 0.03740935449523961,\n",
+       " 'Speed': 0.09902067481567688,\n",
+       " 'Total': 0.026764794187512174}"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "t1 = pokemon[(~pokemon[\"Type 1\"].isnull()) & (pokemon[\"Type 2\"].isnull())].sample(30)\n",
+    "\n",
+    "\n",
+    "t2 = pokemon[(~pokemon[\"Type 1\"].isnull()) & (~pokemon[\"Type 2\"].isnull())].sample(30)\n",
+    "\n",
+    "t_test_features(t1, t2)"
    ]
   },
   {
@@ -185,7 +528,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "# because H0 is t1 performing better than t2, in some feature p velue is higher\n",
+    "# than 0.05, so the power between these two groups is balanced."
    ]
   },
   {
@@ -199,11 +543,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 75,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "TtestResult(statistic=2.87298989306378, pvalue=0.9970025172273599, df=49)"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# same population\n",
+    "\n",
+    "# H0 : attack => defense\n",
+    "# H1 : attack < defense\n",
+    "\n",
+    "pokemon_sample = pokemon[[\"Attack\", \"Defense\"]].sample(50).reset_index()\n",
+    "\n",
+    "pokemon_sample\n",
+    "\n",
+    "st.ttest_rel(pokemon_sample[\"Attack\"], pokemon_sample[\"Defense\"], alternative = \"less\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "TtestResult(statistic=0.9184603577316814, pvalue=0.8185614911403802, df=49)"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# H0 : SP. attack => SP. defense\n",
+    "# H1 : SP. attack < SP. defense\n",
+    "\n",
+    "\n",
+    "pokemon_sample = pokemon[[\"Sp. Atk\", \"Sp. Def\"]].sample(50).reset_index()\n",
+    "\n",
+    "pokemon_sample\n",
+    "\n",
+    "st.ttest_rel(pokemon_sample[\"Sp. Atk\"], pokemon_sample[\"Sp. Def\"], alternative = \"less\")"
    ]
   },
   {
@@ -219,13 +611,18 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "# because H0 is attack higher than defense and p velue is higher\n",
+    "# than 0.05, i can NOT REJECT H0.\n",
+    "\n",
+    "\n",
+    "# because H0 is SP. attack higher than SP. defense and p velue is higher\n",
+    "# than 0.05, i can NOT REJECT H0."
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -239,7 +636,7 @@
    "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..37a896f 100755
--- a/your-code/challenge-2.ipynb
+++ b/your-code/challenge-2.ipynb
@@ -17,21 +17,281 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Import libraries\n",
-    "import pandas as pd"
+    "\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import scipy.stats as st\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "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": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Load the data:\n"
+    "pokemon = pd.read_csv(\"Pokemon.csv\")\n",
+    "\n",
+    "pokemon"
    ]
   },
   {
@@ -58,14 +318,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Grass', 'Fire', 'Water', 'Bug', 'Normal', 'Poison', 'Electric',\n",
+       "       'Ground', 'Fairy', 'Fighting', 'Psychic', 'Rock', 'Ghost', 'Ice',\n",
+       "       'Dragon', 'Dark', 'Steel', 'Flying'], dtype=object)"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n",
+    "unique_types = pd.concat([pokemon[\"Type 1\"], pokemon [\"Type 2\"]]).dropna().unique()\n",
     "\n",
+    "len(unique_types) # you should see 19\n",
     "\n",
-    "len(unique_types) # you should see 19"
+    "unique_types"
    ]
   },
   {
@@ -85,15 +359,549 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[0      318\n",
+       " 1      405\n",
+       " 2      525\n",
+       " 3      625\n",
+       " 48     320\n",
+       "       ... \n",
+       " 718    313\n",
+       " 719    405\n",
+       " 720    530\n",
+       " 740    350\n",
+       " 741    531\n",
+       " Name: Total, Length: 70, dtype: int64,\n",
+       " 4      309\n",
+       " 5      405\n",
+       " 6      534\n",
+       " 7      634\n",
+       " 8      634\n",
+       " 42     299\n",
+       " 43     505\n",
+       " 63     350\n",
+       " 64     555\n",
+       " 83     410\n",
+       " 84     500\n",
+       " 135    495\n",
+       " 147    525\n",
+       " 158    580\n",
+       " 169    309\n",
+       " 170    405\n",
+       " 171    534\n",
+       " 236    250\n",
+       " 237    410\n",
+       " 259    365\n",
+       " 263    580\n",
+       " 270    680\n",
+       " 276    310\n",
+       " 277    405\n",
+       " 278    530\n",
+       " 279    630\n",
+       " 352    305\n",
+       " 353    460\n",
+       " 354    560\n",
+       " 355    470\n",
+       " 435    309\n",
+       " 436    405\n",
+       " 437    534\n",
+       " 518    540\n",
+       " 542    600\n",
+       " 557    308\n",
+       " 558    418\n",
+       " 559    528\n",
+       " 572    316\n",
+       " 573    498\n",
+       " 614    315\n",
+       " 615    480\n",
+       " 616    540\n",
+       " 692    484\n",
+       " 721    307\n",
+       " 722    409\n",
+       " 723    534\n",
+       " 730    382\n",
+       " 731    499\n",
+       " 735    369\n",
+       " 736    507\n",
+       " 799    600\n",
+       " Name: Total, dtype: int64,\n",
+       " 9      314\n",
+       " 10     405\n",
+       " 11     530\n",
+       " 12     630\n",
+       " 59     320\n",
+       "       ... \n",
+       " 724    314\n",
+       " 725    405\n",
+       " 726    530\n",
+       " 762    330\n",
+       " 763    500\n",
+       " Name: Total, Length: 112, dtype: int64,\n",
+       " 13     195\n",
+       " 14     205\n",
+       " 15     395\n",
+       " 16     195\n",
+       " 17     205\n",
+       "       ... \n",
+       " 698    550\n",
+       " 717    600\n",
+       " 732    200\n",
+       " 733    213\n",
+       " 734    411\n",
+       " Name: Total, Length: 69, dtype: int64,\n",
+       " 20     251\n",
+       " 21     349\n",
+       " 22     479\n",
+       " 23     579\n",
+       " 24     253\n",
+       "       ... \n",
+       " 716    600\n",
+       " 727    237\n",
+       " 728    423\n",
+       " 729    278\n",
+       " 744    472\n",
+       " Name: Total, Length: 98, dtype: int64,\n",
+       " 28     288\n",
+       " 29     438\n",
+       " 34     275\n",
+       " 35     365\n",
+       " 36     505\n",
+       " 37     273\n",
+       " 38     365\n",
+       " 39     505\n",
+       " 46     245\n",
+       " 47     455\n",
+       " 95     325\n",
+       " 96     500\n",
+       " 117    340\n",
+       " 118    490\n",
+       " 183    535\n",
+       " 345    302\n",
+       " 346    467\n",
+       " 368    458\n",
+       " 482    329\n",
+       " 483    479\n",
+       " 501    330\n",
+       " 502    500\n",
+       " 503    300\n",
+       " 504    490\n",
+       " 629    329\n",
+       " 630    474\n",
+       " 760    320\n",
+       " 761    494\n",
+       " Name: Total, dtype: int64,\n",
+       " 30     320\n",
+       " 31     485\n",
+       " 88     325\n",
+       " 89     465\n",
+       " 108    330\n",
+       " 109    480\n",
+       " 134    490\n",
+       " 146    525\n",
+       " 157    580\n",
+       " 186    205\n",
+       " 193    280\n",
+       " 194    365\n",
+       " 195    510\n",
+       " 196    610\n",
+       " 258    360\n",
+       " 262    580\n",
+       " 337    295\n",
+       " 338    475\n",
+       " 339    575\n",
+       " 340    405\n",
+       " 341    405\n",
+       " 448    263\n",
+       " 449    363\n",
+       " 450    523\n",
+       " 464    405\n",
+       " 513    535\n",
+       " 517    540\n",
+       " 531    440\n",
+       " 532    520\n",
+       " 533    520\n",
+       " 534    520\n",
+       " 535    520\n",
+       " 536    520\n",
+       " 581    295\n",
+       " 582    497\n",
+       " 648    428\n",
+       " 663    275\n",
+       " 664    405\n",
+       " 665    515\n",
+       " 704    580\n",
+       " 705    580\n",
+       " 764    289\n",
+       " 765    481\n",
+       " 772    431\n",
+       " Name: Total, dtype: int64,\n",
+       " 32     300\n",
+       " 33     450\n",
+       " 55     265\n",
+       " 56     405\n",
+       " 112    320\n",
+       " 113    425\n",
+       " 119    345\n",
+       " 120    485\n",
+       " 222    430\n",
+       " 250    330\n",
+       " 251    500\n",
+       " 359    290\n",
+       " 360    340\n",
+       " 361    520\n",
+       " 375    300\n",
+       " 376    500\n",
+       " 423    670\n",
+       " 424    770\n",
+       " 499    330\n",
+       " 500    525\n",
+       " 515    535\n",
+       " 523    510\n",
+       " 588    328\n",
+       " 589    508\n",
+       " 611    292\n",
+       " 612    351\n",
+       " 613    519\n",
+       " 679    471\n",
+       " 683    303\n",
+       " 684    483\n",
+       " 708    600\n",
+       " 709    600\n",
+       " Name: Total, dtype: int64,\n",
+       " 40     323\n",
+       " 41     483\n",
+       " 187    218\n",
+       " 189    245\n",
+       " 190    405\n",
+       " 225    300\n",
+       " 226    450\n",
+       " 519    545\n",
+       " 737    303\n",
+       " 738    371\n",
+       " 739    552\n",
+       " 752    341\n",
+       " 753    462\n",
+       " 754    341\n",
+       " 755    480\n",
+       " 770    525\n",
+       " 792    680\n",
+       " Name: Total, dtype: int64,\n",
+       " 61     305\n",
+       " 62     455\n",
+       " 72     305\n",
+       " 73     405\n",
+       " 74     505\n",
+       " 114    455\n",
+       " 115    455\n",
+       " 255    210\n",
+       " 256    455\n",
+       " 320    237\n",
+       " 321    474\n",
+       " 334    280\n",
+       " 335    410\n",
+       " 336    510\n",
+       " 496    285\n",
+       " 497    525\n",
+       " 498    625\n",
+       " 592    305\n",
+       " 593    405\n",
+       " 594    505\n",
+       " 598    465\n",
+       " 599    465\n",
+       " 680    350\n",
+       " 681    510\n",
+       " 742    348\n",
+       " 743    495\n",
+       " 771    500\n",
+       " Name: Total, dtype: int64,\n",
+       " 68     310\n",
+       " 69     400\n",
+       " 70     500\n",
+       " 71     590\n",
+       " 104    328\n",
+       " 105    483\n",
+       " 131    460\n",
+       " 162    680\n",
+       " 163    780\n",
+       " 164    780\n",
+       " 165    600\n",
+       " 191    320\n",
+       " 192    470\n",
+       " 211    525\n",
+       " 216    336\n",
+       " 217    405\n",
+       " 269    680\n",
+       " 271    600\n",
+       " 303    198\n",
+       " 304    278\n",
+       " 305    518\n",
+       " 306    618\n",
+       " 356    330\n",
+       " 357    470\n",
+       " 391    425\n",
+       " 394    260\n",
+       " 428    600\n",
+       " 429    600\n",
+       " 430    600\n",
+       " 431    600\n",
+       " 481    285\n",
+       " 487    310\n",
+       " 526    518\n",
+       " 527    618\n",
+       " 537    580\n",
+       " 538    580\n",
+       " 539    580\n",
+       " 546    600\n",
+       " 553    600\n",
+       " 576    292\n",
+       " 577    487\n",
+       " 586    313\n",
+       " 587    425\n",
+       " 622    490\n",
+       " 635    290\n",
+       " 636    390\n",
+       " 637    490\n",
+       " 638    290\n",
+       " 639    370\n",
+       " 640    490\n",
+       " 666    335\n",
+       " 667    485\n",
+       " 745    355\n",
+       " 746    466\n",
+       " 747    466\n",
+       " 797    600\n",
+       " 798    680\n",
+       " Name: Total, dtype: int64,\n",
+       " 80     300\n",
+       " 81     390\n",
+       " 82     495\n",
+       " 103    385\n",
+       " 149    355\n",
+       " 150    495\n",
+       " 151    355\n",
+       " 152    495\n",
+       " 153    515\n",
+       " 154    615\n",
+       " 200    410\n",
+       " 265    300\n",
+       " 266    410\n",
+       " 267    600\n",
+       " 268    700\n",
+       " 323    375\n",
+       " 369    440\n",
+       " 370    440\n",
+       " 377    355\n",
+       " 378    495\n",
+       " 379    355\n",
+       " 380    495\n",
+       " 414    580\n",
+       " 453    350\n",
+       " 454    495\n",
+       " 455    350\n",
+       " 456    495\n",
+       " 486    290\n",
+       " 528    525\n",
+       " 583    280\n",
+       " 584    390\n",
+       " 585    515\n",
+       " 627    401\n",
+       " 628    567\n",
+       " 700    580\n",
+       " 758    306\n",
+       " 759    500\n",
+       " 766    362\n",
+       " 767    521\n",
+       " 768    362\n",
+       " 769    521\n",
+       " 773    500\n",
+       " 795    600\n",
+       " 796    700\n",
+       " Name: Total, dtype: int64,\n",
+       " 99     310\n",
+       " 100    405\n",
+       " 101    500\n",
+       " 102    600\n",
+       " 215    435\n",
+       " 385    295\n",
+       " 386    455\n",
+       " 387    555\n",
+       " 388    295\n",
+       " 389    455\n",
+       " 472    348\n",
+       " 473    498\n",
+       " 477    495\n",
+       " 490    485\n",
+       " 529    525\n",
+       " 544    680\n",
+       " 545    680\n",
+       " 623    303\n",
+       " 624    483\n",
+       " 668    275\n",
+       " 669    370\n",
+       " 670    520\n",
+       " 778    309\n",
+       " 779    474\n",
+       " 780    335\n",
+       " 781    335\n",
+       " 782    335\n",
+       " 783    335\n",
+       " 784    494\n",
+       " 785    494\n",
+       " 786    494\n",
+       " 787    494\n",
+       " Name: Total, dtype: int64,\n",
+       " 133    455\n",
+       " 156    580\n",
+       " 238    250\n",
+       " 239    450\n",
+       " 243    330\n",
+       " 257    305\n",
+       " 395    300\n",
+       " 396    480\n",
+       " 397    580\n",
+       " 398    290\n",
+       " 399    410\n",
+       " 400    530\n",
+       " 415    580\n",
+       " 522    525\n",
+       " 524    530\n",
+       " 530    480\n",
+       " 643    305\n",
+       " 644    395\n",
+       " 645    535\n",
+       " 674    305\n",
+       " 675    485\n",
+       " 676    485\n",
+       " 788    304\n",
+       " 789    514\n",
+       " Name: Total, dtype: int64,\n",
+       " 159    300\n",
+       " 160    420\n",
+       " 161    600\n",
+       " 365    490\n",
+       " 366    590\n",
+       " 406    300\n",
+       " 407    420\n",
+       " 408    600\n",
+       " 409    700\n",
+       " 417    600\n",
+       " 418    700\n",
+       " 419    600\n",
+       " 420    700\n",
+       " 425    680\n",
+       " 426    780\n",
+       " 491    300\n",
+       " 492    410\n",
+       " 493    600\n",
+       " 494    700\n",
+       " 671    320\n",
+       " 672    410\n",
+       " 673    540\n",
+       " 682    485\n",
+       " 706    680\n",
+       " 707    680\n",
+       " 710    660\n",
+       " 711    700\n",
+       " 712    700\n",
+       " 774    300\n",
+       " 775    452\n",
+       " 776    600\n",
+       " 794    600\n",
+       " Name: Total, dtype: int64,\n",
+       " 212    525\n",
+       " 213    405\n",
+       " 233    430\n",
+       " 246    330\n",
+       " 247    500\n",
+       " 248    600\n",
+       " 284    220\n",
+       " 285    420\n",
+       " 326    380\n",
+       " 327    480\n",
+       " 392    465\n",
+       " 393    565\n",
+       " 478    505\n",
+       " 512    510\n",
+       " 549    600\n",
+       " 568    281\n",
+       " 569    446\n",
+       " 620    348\n",
+       " 621    488\n",
+       " 631    330\n",
+       " 632    510\n",
+       " 685    340\n",
+       " 686    490\n",
+       " 690    370\n",
+       " 691    510\n",
+       " 694    300\n",
+       " 695    420\n",
+       " 696    600\n",
+       " 756    288\n",
+       " 757    482\n",
+       " 793    680\n",
+       " Name: Total, dtype: int64,\n",
+       " 223    510\n",
+       " 224    610\n",
+       " 245    465\n",
+       " 328    380\n",
+       " 329    480\n",
+       " 330    330\n",
+       " 331    430\n",
+       " 332    530\n",
+       " 333    630\n",
+       " 410    300\n",
+       " 411    420\n",
+       " 412    600\n",
+       " 413    700\n",
+       " 416    580\n",
+       " 427    600\n",
+       " 484    300\n",
+       " 485    500\n",
+       " 540    680\n",
+       " 660    300\n",
+       " 661    440\n",
+       " 662    520\n",
+       " 699    580\n",
+       " 748    325\n",
+       " 749    448\n",
+       " 750    520\n",
+       " 751    520\n",
+       " 777    470\n",
+       " Name: Total, dtype: int64,\n",
+       " 702    580\n",
+       " 703    580\n",
+       " 790    245\n",
+       " 791    535\n",
+       " Name: Total, dtype: int64]"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
+    "\n",
+    "### i can only consider one type, not both. I am not sure if i understood the question.\n",
+    "\n",
+    "\n",
     "pokemon_totals = []\n",
     "\n",
-    "# Your code here\n",
+    "for type in unique_types:\n",
+    "    total = pokemon[(pokemon[\"Type 1\"] == type)][\"Total\"]\n",
+    "    pokemon_totals.append(total)\n",
+    "    \n",
+    "        \n",
+    "    \n",
     "\n",
-    "len(pokemon_totals) # you should see 18"
+    "len(pokemon_totals) # you should see 18\n",
+    "\n",
+    "#pokemon_totals"
    ]
   },
   {
@@ -111,11 +919,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "F_onewayResult(statistic=4.63876748166055, pvalue=2.077215448842098e-09)"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "#H0: grass = fire = poison = .....\n",
+    "#H1: grass != fire != poison !=....\n",
+    "\n",
+    "st.f_oneway(*pokemon_totals)"
    ]
   },
   {
@@ -131,13 +953,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "# p value e lower than 0.05 which means that all the types have different totals"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -151,7 +973,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,