diff --git a/notebooks/seaborn_TP_solutions_happiness2016.ipynb b/notebooks/seaborn_TP_solutions_happiness2016.ipynb
index 72ebe9dd241e7a6478acaebc85140d313416869b..55782737871d2b1bde5fa9c5b783cd0005ba24bf 100644
--- a/notebooks/seaborn_TP_solutions_happiness2016.ipynb
+++ b/notebooks/seaborn_TP_solutions_happiness2016.ipynb
@@ -39,7 +39,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "minor-doctrine",
    "metadata": {},
    "outputs": [],
@@ -50,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "skilled-daniel",
    "metadata": {},
    "outputs": [],
@@ -60,187 +60,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "f8729a5b-314d-42fc-b130-783ca5e2076a",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(157, 13)"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ha_df.shape"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "brutal-manufacturer",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Country</th>\n",
-       "      <th>Region</th>\n",
-       "      <th>Happiness Rank</th>\n",
-       "      <th>Happiness Score</th>\n",
-       "      <th>Lower Confidence Interval</th>\n",
-       "      <th>Upper Confidence Interval</th>\n",
-       "      <th>Economy (GDP per Capita)</th>\n",
-       "      <th>Family</th>\n",
-       "      <th>Health (Life Expectancy)</th>\n",
-       "      <th>Freedom</th>\n",
-       "      <th>Trust (Government Corruption)</th>\n",
-       "      <th>Generosity</th>\n",
-       "      <th>Dystopia Residual</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Denmark</td>\n",
-       "      <td>Western Europe</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7.526</td>\n",
-       "      <td>7.460</td>\n",
-       "      <td>7.592</td>\n",
-       "      <td>1.44178</td>\n",
-       "      <td>1.16374</td>\n",
-       "      <td>0.79504</td>\n",
-       "      <td>0.57941</td>\n",
-       "      <td>0.44453</td>\n",
-       "      <td>0.36171</td>\n",
-       "      <td>2.73939</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Switzerland</td>\n",
-       "      <td>Western Europe</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7.509</td>\n",
-       "      <td>7.428</td>\n",
-       "      <td>7.590</td>\n",
-       "      <td>1.52733</td>\n",
-       "      <td>1.14524</td>\n",
-       "      <td>0.86303</td>\n",
-       "      <td>0.58557</td>\n",
-       "      <td>0.41203</td>\n",
-       "      <td>0.28083</td>\n",
-       "      <td>2.69463</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Iceland</td>\n",
-       "      <td>Western Europe</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7.501</td>\n",
-       "      <td>7.333</td>\n",
-       "      <td>7.669</td>\n",
-       "      <td>1.42666</td>\n",
-       "      <td>1.18326</td>\n",
-       "      <td>0.86733</td>\n",
-       "      <td>0.56624</td>\n",
-       "      <td>0.14975</td>\n",
-       "      <td>0.47678</td>\n",
-       "      <td>2.83137</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Norway</td>\n",
-       "      <td>Western Europe</td>\n",
-       "      <td>4</td>\n",
-       "      <td>7.498</td>\n",
-       "      <td>7.421</td>\n",
-       "      <td>7.575</td>\n",
-       "      <td>1.57744</td>\n",
-       "      <td>1.12690</td>\n",
-       "      <td>0.79579</td>\n",
-       "      <td>0.59609</td>\n",
-       "      <td>0.35776</td>\n",
-       "      <td>0.37895</td>\n",
-       "      <td>2.66465</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Finland</td>\n",
-       "      <td>Western Europe</td>\n",
-       "      <td>5</td>\n",
-       "      <td>7.413</td>\n",
-       "      <td>7.351</td>\n",
-       "      <td>7.475</td>\n",
-       "      <td>1.40598</td>\n",
-       "      <td>1.13464</td>\n",
-       "      <td>0.81091</td>\n",
-       "      <td>0.57104</td>\n",
-       "      <td>0.41004</td>\n",
-       "      <td>0.25492</td>\n",
-       "      <td>2.82596</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       Country          Region  Happiness Rank  Happiness Score  \\\n",
-       "0      Denmark  Western Europe               1            7.526   \n",
-       "1  Switzerland  Western Europe               2            7.509   \n",
-       "2      Iceland  Western Europe               3            7.501   \n",
-       "3       Norway  Western Europe               4            7.498   \n",
-       "4      Finland  Western Europe               5            7.413   \n",
-       "\n",
-       "   Lower Confidence Interval  Upper Confidence Interval  \\\n",
-       "0                      7.460                      7.592   \n",
-       "1                      7.428                      7.590   \n",
-       "2                      7.333                      7.669   \n",
-       "3                      7.421                      7.575   \n",
-       "4                      7.351                      7.475   \n",
-       "\n",
-       "   Economy (GDP per Capita)   Family  Health (Life Expectancy)  Freedom  \\\n",
-       "0                   1.44178  1.16374                   0.79504  0.57941   \n",
-       "1                   1.52733  1.14524                   0.86303  0.58557   \n",
-       "2                   1.42666  1.18326                   0.86733  0.56624   \n",
-       "3                   1.57744  1.12690                   0.79579  0.59609   \n",
-       "4                   1.40598  1.13464                   0.81091  0.57104   \n",
-       "\n",
-       "   Trust (Government Corruption)  Generosity  Dystopia Residual  \n",
-       "0                        0.44453     0.36171            2.73939  \n",
-       "1                        0.41203     0.28083            2.69463  \n",
-       "2                        0.14975     0.47678            2.83137  \n",
-       "3                        0.35776     0.37895            2.66465  \n",
-       "4                        0.41004     0.25492            2.82596  "
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ha_df.head()"
    ]
@@ -255,31 +88,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "saved-identity",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: xlabel='Happiness Score', ylabel='Region'>"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.boxplot(data=ha_df, x=\"Happiness Score\", y=\"Region\")"
    ]
@@ -294,62 +106,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "continuous-indian",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: xlabel='Freedom', ylabel='Count'>"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.histplot(data=ha_df, x=\"Freedom\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "understanding-vegetarian",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: xlabel='Freedom', ylabel='Count'>"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.histplot(data=ha_df, x=\"Freedom\", kde=True)"
    ]
@@ -364,31 +134,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "worldwide-communication",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: xlabel='Region', ylabel='count'>"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.countplot(data=ha_df, x=\"Region\")"
    ]
@@ -405,7 +154,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "64ee74bb-5f37-485f-8c03-d06ac14d3010",
    "metadata": {},
    "outputs": [],
@@ -416,40 +165,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "eb7c96ac-585a-4787-a2ee-dec3d04790ca",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[Text(0.0, 0, 'Western Europe'),\n",
-       " Text(1.0, 0, 'North America'),\n",
-       " Text(2.0, 0, 'Australia and New Zealand'),\n",
-       " Text(3.0, 0, 'Middle East and Northern Africa'),\n",
-       " Text(4.0, 0, 'Latin America and Caribbean'),\n",
-       " Text(5.0, 0, 'Southeastern Asia'),\n",
-       " Text(6.0, 0, 'Central and Eastern Europe'),\n",
-       " Text(7.0, 0, 'Eastern Asia'),\n",
-       " Text(8.0, 0, 'Sub-Saharan Africa'),\n",
-       " Text(9.0, 0, 'Southern Asia')]"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ax = sns.countplot(data=ha_df, x=\"Region\")\n",
     "ax.set_xticks(regions)\n",
@@ -466,40 +185,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "b0fd6058-65b0-4f9b-bc59-dce0193f1580",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[Text(0.0, 0, 'Western Europe'),\n",
-       " Text(1.0, 0, 'North America'),\n",
-       " Text(2.0, 0, 'Australia and New Zealand'),\n",
-       " Text(3.0, 0, 'Middle East and Northern Africa'),\n",
-       " Text(4.0, 0, 'Latin America and Caribbean'),\n",
-       " Text(5.0, 0, 'Southeastern Asia'),\n",
-       " Text(6.0, 0, 'Central and Eastern Europe'),\n",
-       " Text(7.0, 0, 'Eastern Asia'),\n",
-       " Text(8.0, 0, 'Sub-Saharan Africa'),\n",
-       " Text(9.0, 0, 'Southern Asia')]"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ax = sns.swarmplot(data=ha_df, x=\"Region\", y=\"Happiness Score\")\n",
     "ax.set_xticks(regions)\n",
@@ -508,40 +197,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "1fe079b4-013a-4d48-ac31-9daad4b4673e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[Text(0.0, 0, 'Western Europe'),\n",
-       " Text(1.0, 0, 'North America'),\n",
-       " Text(2.0, 0, 'Australia and New Zealand'),\n",
-       " Text(3.0, 0, 'Middle East and Northern Africa'),\n",
-       " Text(4.0, 0, 'Latin America and Caribbean'),\n",
-       " Text(5.0, 0, 'Southeastern Asia'),\n",
-       " Text(6.0, 0, 'Central and Eastern Europe'),\n",
-       " Text(7.0, 0, 'Eastern Asia'),\n",
-       " Text(8.0, 0, 'Sub-Saharan Africa'),\n",
-       " Text(9.0, 0, 'Southern Asia')]"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ax = sns.boxplot(data=ha_df, x=\"Region\", y=\"Happiness Score\", hue='Region') # see the result of the option hue\n",
     "ax.set_xticks(regions)\n",
@@ -558,31 +217,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "academic-measure",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: xlabel='Happiness Score', ylabel='Count'>"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.histplot(data=ha_df.query(\"Region == 'Western Europe'\"), x=\"Happiness Score\", kde=True)"
    ]
@@ -597,7 +235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "d42f72f1-1d01-496e-89a1-68391ffa4281",
    "metadata": {},
    "outputs": [],
@@ -607,31 +245,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "52ae8376-3c66-4ca6-86a9-f9ae9f56076f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: xlabel='Health (Life Expectancy)', ylabel='Happiness Score'>"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 900x700 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, ax = plt.subplots(figsize=(9, 7))\n",
     "sns.scatterplot(data=ha_df, x=\"Health (Life Expectancy)\", y=\"Happiness Score\", hue=\"Region\", ax=ax)"
@@ -655,31 +272,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "85dd0df6-74e7-43be-9a7c-eb922a06601b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: xlabel='Happiness Score', ylabel='Region'>"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.barplot(data=ha_df, y=\"Region\", x=\"Happiness Score\", hue='Region', orient='h')"
    ]
@@ -696,26 +292,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "0344b730-1535-47fb-82f5-07003fd223f9",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['Country', 'Region', 'Happiness Rank', 'Happiness Score',\n",
-       "       'Lower Confidence Interval', 'Upper Confidence Interval',\n",
-       "       'Economy (GDP per Capita)', 'Family', 'Health (Life Expectancy)',\n",
-       "       'Freedom', 'Trust (Government Corruption)', 'Generosity',\n",
-       "       'Dystopia Residual'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ha_df.columns"
    ]
@@ -732,121 +312,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "bdf897c4-b8f3-4dff-b9c0-0ad47b25ecc0",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Happiness Score</th>\n",
-       "      <th>Economy (GDP per Capita)</th>\n",
-       "      <th>Family</th>\n",
-       "      <th>Freedom</th>\n",
-       "      <th>Trust (Government Corruption)</th>\n",
-       "      <th>Generosity</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Region</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>Western Europe</th>\n",
-       "      <td>7.526</td>\n",
-       "      <td>1.44178</td>\n",
-       "      <td>1.16374</td>\n",
-       "      <td>0.57941</td>\n",
-       "      <td>0.44453</td>\n",
-       "      <td>0.36171</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Western Europe</th>\n",
-       "      <td>7.509</td>\n",
-       "      <td>1.52733</td>\n",
-       "      <td>1.14524</td>\n",
-       "      <td>0.58557</td>\n",
-       "      <td>0.41203</td>\n",
-       "      <td>0.28083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Western Europe</th>\n",
-       "      <td>7.501</td>\n",
-       "      <td>1.42666</td>\n",
-       "      <td>1.18326</td>\n",
-       "      <td>0.56624</td>\n",
-       "      <td>0.14975</td>\n",
-       "      <td>0.47678</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Western Europe</th>\n",
-       "      <td>7.498</td>\n",
-       "      <td>1.57744</td>\n",
-       "      <td>1.12690</td>\n",
-       "      <td>0.59609</td>\n",
-       "      <td>0.35776</td>\n",
-       "      <td>0.37895</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Western Europe</th>\n",
-       "      <td>7.413</td>\n",
-       "      <td>1.40598</td>\n",
-       "      <td>1.13464</td>\n",
-       "      <td>0.57104</td>\n",
-       "      <td>0.41004</td>\n",
-       "      <td>0.25492</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                Happiness Score  Economy (GDP per Capita)   Family  Freedom  \\\n",
-       "Region                                                                        \n",
-       "Western Europe            7.526                   1.44178  1.16374  0.57941   \n",
-       "Western Europe            7.509                   1.52733  1.14524  0.58557   \n",
-       "Western Europe            7.501                   1.42666  1.18326  0.56624   \n",
-       "Western Europe            7.498                   1.57744  1.12690  0.59609   \n",
-       "Western Europe            7.413                   1.40598  1.13464  0.57104   \n",
-       "\n",
-       "                Trust (Government Corruption)  Generosity  \n",
-       "Region                                                     \n",
-       "Western Europe                        0.44453     0.36171  \n",
-       "Western Europe                        0.41203     0.28083  \n",
-       "Western Europe                        0.14975     0.47678  \n",
-       "Western Europe                        0.35776     0.37895  \n",
-       "Western Europe                        0.41004     0.25492  "
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "region_df = ha_df.loc[:, ['Region', 'Happiness Score', 'Economy (GDP per Capita)', 'Family', 'Freedom','Trust (Government Corruption)', 'Generosity']]\n",
     "region_df.set_index('Region', inplace=True)\n",
@@ -863,189 +332,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "3fc3ea89-a448-4e7b-abfb-3fa92cffc5f7",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Happiness Score</th>\n",
-       "      <th>Economy (GDP per Capita)</th>\n",
-       "      <th>Family</th>\n",
-       "      <th>Freedom</th>\n",
-       "      <th>Trust (Government Corruption)</th>\n",
-       "      <th>Generosity</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Region</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>Australia and New Zealand</th>\n",
-       "      <td>7.323500</td>\n",
-       "      <td>1.402545</td>\n",
-       "      <td>1.138770</td>\n",
-       "      <td>0.574920</td>\n",
-       "      <td>0.371175</td>\n",
-       "      <td>0.484040</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Central and Eastern Europe</th>\n",
-       "      <td>5.370690</td>\n",
-       "      <td>1.047537</td>\n",
-       "      <td>0.861855</td>\n",
-       "      <td>0.300528</td>\n",
-       "      <td>0.088072</td>\n",
-       "      <td>0.170898</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Eastern Asia</th>\n",
-       "      <td>5.624167</td>\n",
-       "      <td>1.277312</td>\n",
-       "      <td>0.910428</td>\n",
-       "      <td>0.387282</td>\n",
-       "      <td>0.118347</td>\n",
-       "      <td>0.223563</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Latin America and Caribbean</th>\n",
-       "      <td>6.101750</td>\n",
-       "      <td>0.993410</td>\n",
-       "      <td>0.898432</td>\n",
-       "      <td>0.426646</td>\n",
-       "      <td>0.106016</td>\n",
-       "      <td>0.208428</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Middle East and Northern Africa</th>\n",
-       "      <td>5.386053</td>\n",
-       "      <td>1.139323</td>\n",
-       "      <td>0.695644</td>\n",
-       "      <td>0.309769</td>\n",
-       "      <td>0.161526</td>\n",
-       "      <td>0.186749</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>North America</th>\n",
-       "      <td>7.254000</td>\n",
-       "      <td>1.474055</td>\n",
-       "      <td>1.071960</td>\n",
-       "      <td>0.527665</td>\n",
-       "      <td>0.230985</td>\n",
-       "      <td>0.429555</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Southeastern Asia</th>\n",
-       "      <td>5.338889</td>\n",
-       "      <td>0.896381</td>\n",
-       "      <td>0.791756</td>\n",
-       "      <td>0.490123</td>\n",
-       "      <td>0.148104</td>\n",
-       "      <td>0.446150</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Southern Asia</th>\n",
-       "      <td>4.563286</td>\n",
-       "      <td>0.660671</td>\n",
-       "      <td>0.480694</td>\n",
-       "      <td>0.350026</td>\n",
-       "      <td>0.104899</td>\n",
-       "      <td>0.343281</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Sub-Saharan Africa</th>\n",
-       "      <td>4.136421</td>\n",
-       "      <td>0.474321</td>\n",
-       "      <td>0.593656</td>\n",
-       "      <td>0.315424</td>\n",
-       "      <td>0.120379</td>\n",
-       "      <td>0.226348</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Western Europe</th>\n",
-       "      <td>6.685667</td>\n",
-       "      <td>1.417056</td>\n",
-       "      <td>1.042452</td>\n",
-       "      <td>0.477587</td>\n",
-       "      <td>0.232544</td>\n",
-       "      <td>0.304715</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                 Happiness Score  Economy (GDP per Capita)  \\\n",
-       "Region                                                                       \n",
-       "Australia and New Zealand               7.323500                  1.402545   \n",
-       "Central and Eastern Europe              5.370690                  1.047537   \n",
-       "Eastern Asia                            5.624167                  1.277312   \n",
-       "Latin America and Caribbean             6.101750                  0.993410   \n",
-       "Middle East and Northern Africa         5.386053                  1.139323   \n",
-       "North America                           7.254000                  1.474055   \n",
-       "Southeastern Asia                       5.338889                  0.896381   \n",
-       "Southern Asia                           4.563286                  0.660671   \n",
-       "Sub-Saharan Africa                      4.136421                  0.474321   \n",
-       "Western Europe                          6.685667                  1.417056   \n",
-       "\n",
-       "                                   Family   Freedom  \\\n",
-       "Region                                                \n",
-       "Australia and New Zealand        1.138770  0.574920   \n",
-       "Central and Eastern Europe       0.861855  0.300528   \n",
-       "Eastern Asia                     0.910428  0.387282   \n",
-       "Latin America and Caribbean      0.898432  0.426646   \n",
-       "Middle East and Northern Africa  0.695644  0.309769   \n",
-       "North America                    1.071960  0.527665   \n",
-       "Southeastern Asia                0.791756  0.490123   \n",
-       "Southern Asia                    0.480694  0.350026   \n",
-       "Sub-Saharan Africa               0.593656  0.315424   \n",
-       "Western Europe                   1.042452  0.477587   \n",
-       "\n",
-       "                                 Trust (Government Corruption)  Generosity  \n",
-       "Region                                                                      \n",
-       "Australia and New Zealand                             0.371175    0.484040  \n",
-       "Central and Eastern Europe                            0.088072    0.170898  \n",
-       "Eastern Asia                                          0.118347    0.223563  \n",
-       "Latin America and Caribbean                           0.106016    0.208428  \n",
-       "Middle East and Northern Africa                       0.161526    0.186749  \n",
-       "North America                                         0.230985    0.429555  \n",
-       "Southeastern Asia                                     0.148104    0.446150  \n",
-       "Southern Asia                                         0.104899    0.343281  \n",
-       "Sub-Saharan Africa                                    0.120379    0.226348  \n",
-       "Western Europe                                        0.232544    0.304715  "
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "reg_agg = region_df.groupby('Region').agg('mean')\n",
     "reg_agg"
@@ -1061,31 +351,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "id": "9aa21ed4-e9b2-4eb3-a693-c59ceb513552",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.matrix.ClusterGrid at 0x7fabaf7477d0>"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x1000 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.clustermap(data=reg_agg)"
    ]
@@ -1100,143 +369,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "0128f575-0b2a-4cbc-8f6e-8b7e22d81254",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Happiness Score</th>\n",
-       "      <th>Economy (GDP per Capita)</th>\n",
-       "      <th>Family</th>\n",
-       "      <th>Freedom</th>\n",
-       "      <th>Trust (Government Corruption)</th>\n",
-       "      <th>Generosity</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>10.000000</td>\n",
-       "      <td>10.000000</td>\n",
-       "      <td>10.000000</td>\n",
-       "      <td>10.000000</td>\n",
-       "      <td>10.000000</td>\n",
-       "      <td>10.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>5.778442</td>\n",
-       "      <td>1.078261</td>\n",
-       "      <td>0.848565</td>\n",
-       "      <td>0.415997</td>\n",
-       "      <td>0.168205</td>\n",
-       "      <td>0.302373</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>1.064693</td>\n",
-       "      <td>0.333382</td>\n",
-       "      <td>0.212165</td>\n",
-       "      <td>0.098340</td>\n",
-       "      <td>0.087430</td>\n",
-       "      <td>0.116905</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>4.136421</td>\n",
-       "      <td>0.474321</td>\n",
-       "      <td>0.480694</td>\n",
-       "      <td>0.300528</td>\n",
-       "      <td>0.088072</td>\n",
-       "      <td>0.170898</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>5.346839</td>\n",
-       "      <td>0.920638</td>\n",
-       "      <td>0.719672</td>\n",
-       "      <td>0.324075</td>\n",
-       "      <td>0.109099</td>\n",
-       "      <td>0.212212</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>5.505110</td>\n",
-       "      <td>1.093430</td>\n",
-       "      <td>0.880144</td>\n",
-       "      <td>0.406964</td>\n",
-       "      <td>0.134242</td>\n",
-       "      <td>0.265532</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>6.539688</td>\n",
-       "      <td>1.371237</td>\n",
-       "      <td>1.009446</td>\n",
-       "      <td>0.486989</td>\n",
-       "      <td>0.213620</td>\n",
-       "      <td>0.407987</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>7.323500</td>\n",
-       "      <td>1.474055</td>\n",
-       "      <td>1.138770</td>\n",
-       "      <td>0.574920</td>\n",
-       "      <td>0.371175</td>\n",
-       "      <td>0.484040</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       Happiness Score  Economy (GDP per Capita)     Family    Freedom  \\\n",
-       "count        10.000000                 10.000000  10.000000  10.000000   \n",
-       "mean          5.778442                  1.078261   0.848565   0.415997   \n",
-       "std           1.064693                  0.333382   0.212165   0.098340   \n",
-       "min           4.136421                  0.474321   0.480694   0.300528   \n",
-       "25%           5.346839                  0.920638   0.719672   0.324075   \n",
-       "50%           5.505110                  1.093430   0.880144   0.406964   \n",
-       "75%           6.539688                  1.371237   1.009446   0.486989   \n",
-       "max           7.323500                  1.474055   1.138770   0.574920   \n",
-       "\n",
-       "       Trust (Government Corruption)  Generosity  \n",
-       "count                      10.000000   10.000000  \n",
-       "mean                        0.168205    0.302373  \n",
-       "std                         0.087430    0.116905  \n",
-       "min                         0.088072    0.170898  \n",
-       "25%                         0.109099    0.212212  \n",
-       "50%                         0.134242    0.265532  \n",
-       "75%                         0.213620    0.407987  \n",
-       "max                         0.371175    0.484040  "
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "reg_agg.describe()"
    ]
@@ -1251,189 +387,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "ff4beb57-b357-47a3-b7bd-877e05229b6b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Happiness Score</th>\n",
-       "      <th>Economy (GDP per Capita)</th>\n",
-       "      <th>Family</th>\n",
-       "      <th>Freedom</th>\n",
-       "      <th>Trust (Government Corruption)</th>\n",
-       "      <th>Generosity</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Region</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>Australia and New Zealand</th>\n",
-       "      <td>1.451177</td>\n",
-       "      <td>0.972709</td>\n",
-       "      <td>1.367827</td>\n",
-       "      <td>1.616056</td>\n",
-       "      <td>2.321518</td>\n",
-       "      <td>1.553980</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Central and Eastern Europe</th>\n",
-       "      <td>-0.382977</td>\n",
-       "      <td>-0.092159</td>\n",
-       "      <td>0.062642</td>\n",
-       "      <td>-1.174179</td>\n",
-       "      <td>-0.916539</td>\n",
-       "      <td>-1.124638</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Eastern Asia</th>\n",
-       "      <td>-0.144901</td>\n",
-       "      <td>0.597064</td>\n",
-       "      <td>0.291582</td>\n",
-       "      <td>-0.292001</td>\n",
-       "      <td>-0.570263</td>\n",
-       "      <td>-0.674135</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Latin America and Caribbean</th>\n",
-       "      <td>0.303663</td>\n",
-       "      <td>-0.254516</td>\n",
-       "      <td>0.235040</td>\n",
-       "      <td>0.108290</td>\n",
-       "      <td>-0.711295</td>\n",
-       "      <td>-0.803600</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Middle East and Northern Africa</th>\n",
-       "      <td>-0.368547</td>\n",
-       "      <td>0.183159</td>\n",
-       "      <td>-0.720762</td>\n",
-       "      <td>-1.080212</td>\n",
-       "      <td>-0.076386</td>\n",
-       "      <td>-0.989045</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>North America</th>\n",
-       "      <td>1.385900</td>\n",
-       "      <td>1.187208</td>\n",
-       "      <td>1.052930</td>\n",
-       "      <td>1.135529</td>\n",
-       "      <td>0.718064</td>\n",
-       "      <td>1.087915</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Southeastern Asia</th>\n",
-       "      <td>-0.412845</td>\n",
-       "      <td>-0.545560</td>\n",
-       "      <td>-0.267759</td>\n",
-       "      <td>0.753775</td>\n",
-       "      <td>-0.229901</td>\n",
-       "      <td>1.229869</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Southern Asia</th>\n",
-       "      <td>-1.141321</td>\n",
-       "      <td>-1.252586</td>\n",
-       "      <td>-1.733887</td>\n",
-       "      <td>-0.670849</td>\n",
-       "      <td>-0.724078</td>\n",
-       "      <td>0.349932</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Sub-Saharan Africa</th>\n",
-       "      <td>-1.542249</td>\n",
-       "      <td>-1.811554</td>\n",
-       "      <td>-1.201466</td>\n",
-       "      <td>-1.022705</td>\n",
-       "      <td>-0.547018</td>\n",
-       "      <td>-0.650312</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Western Europe</th>\n",
-       "      <td>0.852100</td>\n",
-       "      <td>1.016235</td>\n",
-       "      <td>0.913852</td>\n",
-       "      <td>0.626297</td>\n",
-       "      <td>0.735898</td>\n",
-       "      <td>0.020033</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                 Happiness Score  Economy (GDP per Capita)  \\\n",
-       "Region                                                                       \n",
-       "Australia and New Zealand               1.451177                  0.972709   \n",
-       "Central and Eastern Europe             -0.382977                 -0.092159   \n",
-       "Eastern Asia                           -0.144901                  0.597064   \n",
-       "Latin America and Caribbean             0.303663                 -0.254516   \n",
-       "Middle East and Northern Africa        -0.368547                  0.183159   \n",
-       "North America                           1.385900                  1.187208   \n",
-       "Southeastern Asia                      -0.412845                 -0.545560   \n",
-       "Southern Asia                          -1.141321                 -1.252586   \n",
-       "Sub-Saharan Africa                     -1.542249                 -1.811554   \n",
-       "Western Europe                          0.852100                  1.016235   \n",
-       "\n",
-       "                                   Family   Freedom  \\\n",
-       "Region                                                \n",
-       "Australia and New Zealand        1.367827  1.616056   \n",
-       "Central and Eastern Europe       0.062642 -1.174179   \n",
-       "Eastern Asia                     0.291582 -0.292001   \n",
-       "Latin America and Caribbean      0.235040  0.108290   \n",
-       "Middle East and Northern Africa -0.720762 -1.080212   \n",
-       "North America                    1.052930  1.135529   \n",
-       "Southeastern Asia               -0.267759  0.753775   \n",
-       "Southern Asia                   -1.733887 -0.670849   \n",
-       "Sub-Saharan Africa              -1.201466 -1.022705   \n",
-       "Western Europe                   0.913852  0.626297   \n",
-       "\n",
-       "                                 Trust (Government Corruption)  Generosity  \n",
-       "Region                                                                      \n",
-       "Australia and New Zealand                             2.321518    1.553980  \n",
-       "Central and Eastern Europe                           -0.916539   -1.124638  \n",
-       "Eastern Asia                                         -0.570263   -0.674135  \n",
-       "Latin America and Caribbean                          -0.711295   -0.803600  \n",
-       "Middle East and Northern Africa                      -0.076386   -0.989045  \n",
-       "North America                                         0.718064    1.087915  \n",
-       "Southeastern Asia                                    -0.229901    1.229869  \n",
-       "Southern Asia                                        -0.724078    0.349932  \n",
-       "Sub-Saharan Africa                                   -0.547018   -0.650312  \n",
-       "Western Europe                                        0.735898    0.020033  "
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "normalized_reg=(reg_agg - reg_agg.mean()) / reg_agg.std()\n",
     "normalized_reg"
@@ -1441,31 +398,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "e19f9472-cb9b-434b-8689-2bf09d49b902",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.matrix.ClusterGrid at 0x7fabaf764a90>"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x1000 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.clustermap(data=normalized_reg, annot=True) # see the results of the annot option "
    ]
@@ -1480,31 +416,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "3b439517-5007-4fbb-828d-265f9835594f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.matrix.ClusterGrid at 0x7fabae9d4810>"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x1000 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.clustermap(data=reg_agg, z_score=1, annot=True)"
    ]
@@ -1537,7 +452,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "a322c866-9232-4fae-bcee-9a635e3fd70b",
    "metadata": {},
    "outputs": [],
@@ -1547,7 +462,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "044022d1-741d-4a07-ba7f-c1f863cca138",
    "metadata": {},
    "outputs": [],
@@ -1572,21 +487,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "id": "c33bfc78-7480-4327-93a0-f8aaca0d3614",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 900x700 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "my_fig = expression_graph()\n",
     "my_fig.suptitle(\"Happiness Report\")\n",
@@ -1620,7 +524,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "id": "64ebeca1-1332-4585-9e5c-c1b66f82be71",
    "metadata": {},
    "outputs": [],
@@ -1639,7 +543,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "id": "ebf7fde9-b4a1-4e8a-86ab-86ad8b1b533a",
    "metadata": {},
    "outputs": [],
@@ -1675,25 +579,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "fb746fda-36cc-4c35-92d8-257a489fb278",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "bfc632dcdc9d44199198f35e25d1301f",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(Dropdown(description='region', options=('Western Europe', 'North America', 'Australia an…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "\n",
     "@interact(region=widgets.Dropdown(options=regions))\n",
@@ -1717,25 +606,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "id": "7bcee7c5-f1c2-4035-9b7c-e68e1d73a932",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "c4aeaf15b7a24221b3cbba8f7ffde577",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(Dropdown(description='region', options=('Western Europe', 'North America', 'Australia an…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "\n",
     "@interact(region=widgets.Dropdown(options=regions))\n",