diff --git a/data_exploration/explore.ipynb b/data_exploration/explore.ipynb
index 84590dd..6f80e6c 100644
--- a/data_exploration/explore.ipynb
+++ b/data_exploration/explore.ipynb
@@ -61,21 +61,38 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "83472648",
+   "cell_type": "markdown",
+   "id": "7f7d45bb",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "with fs.open('s3://projet-bdc-data/carmignac/Data Modélisation/market data/esterRates.csv', 'rb') as f:\n",
-    "    df = pd.read_csv(f, sep =\";\")\n",
-    "\n",
-    "sample_df = df"
+    "### OG AUM"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
+   "id": "83472648",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_149812/3855858483.py:2: DtypeWarning: Columns (0,1,2,3) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "  df = pd.read_csv(f, sep =\";\")\n"
+     ]
+    }
+   ],
+   "source": [
+    "with fs.open('s3://projet-bdc-data/carmignac/AUM ENSAE V2 -20251105.csv', 'rb') as f:\n",
+    "    df = pd.read_csv(f, sep =\";\")\n",
+    "\n",
+    "sample_df = sample_by_blocks(df, block_size=10, num_blocks=10, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
    "id": "79af063e",
    "metadata": {},
    "outputs": [
@@ -100,89 +117,359 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>Date</th>\n",
-       "      <th>Yld to Maturity</th>\n",
+       "      <th>Agreement - Code</th>\n",
+       "      <th>Company - Id</th>\n",
+       "      <th>Company - Ultimate Parent Id</th>\n",
+       "      <th>Registrar Account - ID</th>\n",
+       "      <th>Registrar Account - Region</th>\n",
+       "      <th>RegistrarAccount - Country</th>\n",
+       "      <th>Product - Asset Type</th>\n",
+       "      <th>Product - Strategy</th>\n",
+       "      <th>Product - Legal Status</th>\n",
+       "      <th>Product - Is Dedie ?</th>\n",
+       "      <th>Product - Fund</th>\n",
+       "      <th>Product - Shareclass Type</th>\n",
+       "      <th>Product - Shareclass Currency</th>\n",
+       "      <th>Product - Isin</th>\n",
+       "      <th>Centralisation Date</th>\n",
+       "      <th>Quantity - AUM</th>\n",
+       "      <th>Value - AUM CCY</th>\n",
+       "      <th>Value - AUM €</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>31/12/2014</td>\n",
-       "      <td>0.144</td>\n",
+       "      <td>088</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>406321</td>\n",
+       "      <td>France</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Diversified</td>\n",
+       "      <td>Multi Expertise</td>\n",
+       "      <td>FCP</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>Carmignac Profil Réactif 100</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010149211</td>\n",
+       "      <td>2020-02-29</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>02/01/2015</td>\n",
-       "      <td>-0.079</td>\n",
+       "      <td>088</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>406321</td>\n",
+       "      <td>France</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Diversified</td>\n",
+       "      <td>Multi Expertise</td>\n",
+       "      <td>FCP</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>Carmignac Profil Réactif 100</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010149211</td>\n",
+       "      <td>2021-01-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>05/01/2015</td>\n",
-       "      <td>-0.074</td>\n",
+       "      <td>088</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>406321</td>\n",
+       "      <td>France</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Diversified</td>\n",
+       "      <td>Multi Expertise</td>\n",
+       "      <td>FCP</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>Carmignac Profil Réactif 100</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010149211</td>\n",
+       "      <td>2021-05-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>06/01/2015</td>\n",
-       "      <td>-0.075</td>\n",
+       "      <td>088</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>406321</td>\n",
+       "      <td>France</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Equity</td>\n",
+       "      <td>Large Cap Emerging Markets Strategy</td>\n",
+       "      <td>FCP</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>Carmignac Emergents</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010149302</td>\n",
+       "      <td>2015-03-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>07/01/2015</td>\n",
-       "      <td>-0.069</td>\n",
+       "      <td>088</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>403909</td>\n",
+       "      <td>France</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Equity</td>\n",
+       "      <td>Investissement</td>\n",
+       "      <td>FCP</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>Carmignac Investissement</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010148981</td>\n",
+       "      <td>2020-09-30</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0000</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>2821</th>\n",
-       "      <td>16/10/2025</td>\n",
-       "      <td>1.928</td>\n",
+       "      <th>95</th>\n",
+       "      <td>L652</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>33676.0</td>\n",
+       "      <td>364535</td>\n",
+       "      <td>Luxembourg</td>\n",
+       "      <td>Luxembourg</td>\n",
+       "      <td>Equity</td>\n",
+       "      <td>Investissement</td>\n",
+       "      <td>FCP</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>Carmignac Investissement</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010148981</td>\n",
+       "      <td>2017-03-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2822</th>\n",
-       "      <td>17/10/2025</td>\n",
-       "      <td>1.928</td>\n",
+       "      <th>96</th>\n",
+       "      <td>L652</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>33676.0</td>\n",
+       "      <td>364535</td>\n",
+       "      <td>Luxembourg</td>\n",
+       "      <td>Luxembourg</td>\n",
+       "      <td>Equity</td>\n",
+       "      <td>Investissement</td>\n",
+       "      <td>FCP</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>Carmignac Investissement</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010148981</td>\n",
+       "      <td>2017-11-30</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2823</th>\n",
-       "      <td>20/10/2025</td>\n",
-       "      <td>1.928</td>\n",
+       "      <th>97</th>\n",
+       "      <td>L652</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>33676.0</td>\n",
+       "      <td>364535</td>\n",
+       "      <td>Luxembourg</td>\n",
+       "      <td>Luxembourg</td>\n",
+       "      <td>Equity</td>\n",
+       "      <td>Investissement</td>\n",
+       "      <td>FCP</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>Carmignac Investissement</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010148981</td>\n",
+       "      <td>2018-02-28</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2824</th>\n",
-       "      <td>21/10/2025</td>\n",
-       "      <td>1.927</td>\n",
+       "      <th>98</th>\n",
+       "      <td>L503_16</td>\n",
+       "      <td>9390.0</td>\n",
+       "      <td>19105.0</td>\n",
+       "      <td>200037779</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>Diversified</td>\n",
+       "      <td>Emerging Patrimoine</td>\n",
+       "      <td>SICAV</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>Carmignac Portfolio Emerging Patrimoine</td>\n",
+       "      <td>A</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>LU0592699259</td>\n",
+       "      <td>2017-04-30</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>6820.45</td>\n",
+       "      <td>6263.3270</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2825</th>\n",
-       "      <td>22/10/2025</td>\n",
-       "      <td>1.928</td>\n",
+       "      <th>99</th>\n",
+       "      <td>L503_16</td>\n",
+       "      <td>9390.0</td>\n",
+       "      <td>19105.0</td>\n",
+       "      <td>200037779</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>Diversified</td>\n",
+       "      <td>Emerging Patrimoine</td>\n",
+       "      <td>SICAV</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>Carmignac Portfolio Emerging Patrimoine</td>\n",
+       "      <td>A</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>LU0592699259</td>\n",
+       "      <td>2017-09-30</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>6857.50</td>\n",
+       "      <td>5800.6259</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2826 rows × 2 columns</p>\n",
+       "<p>100 rows × 18 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "            Date  Yld to Maturity\n",
-       "0     31/12/2014            0.144\n",
-       "1     02/01/2015           -0.079\n",
-       "2     05/01/2015           -0.074\n",
-       "3     06/01/2015           -0.075\n",
-       "4     07/01/2015           -0.069\n",
-       "...          ...              ...\n",
-       "2821  16/10/2025            1.928\n",
-       "2822  17/10/2025            1.928\n",
-       "2823  20/10/2025            1.928\n",
-       "2824  21/10/2025            1.927\n",
-       "2825  22/10/2025            1.928\n",
+       "   Agreement - Code Company - Id Company - Ultimate Parent Id  \\\n",
+       "0               088         82.0                         82.0   \n",
+       "1               088         82.0                         82.0   \n",
+       "2               088         82.0                         82.0   \n",
+       "3               088         82.0                         82.0   \n",
+       "4               088         82.0                         82.0   \n",
+       "..              ...          ...                          ...   \n",
+       "95             L652        101.0                      33676.0   \n",
+       "96             L652        101.0                      33676.0   \n",
+       "97             L652        101.0                      33676.0   \n",
+       "98          L503_16       9390.0                      19105.0   \n",
+       "99          L503_16       9390.0                      19105.0   \n",
        "\n",
-       "[2826 rows x 2 columns]"
+       "   Registrar Account - ID Registrar Account - Region  \\\n",
+       "0                  406321                     France   \n",
+       "1                  406321                     France   \n",
+       "2                  406321                     France   \n",
+       "3                  406321                     France   \n",
+       "4                  403909                     France   \n",
+       "..                    ...                        ...   \n",
+       "95                 364535                 Luxembourg   \n",
+       "96                 364535                 Luxembourg   \n",
+       "97                 364535                 Luxembourg   \n",
+       "98              200037779                    Belgium   \n",
+       "99              200037779                    Belgium   \n",
+       "\n",
+       "   RegistrarAccount - Country Product - Asset Type  \\\n",
+       "0                      France          Diversified   \n",
+       "1                      France          Diversified   \n",
+       "2                      France          Diversified   \n",
+       "3                      France               Equity   \n",
+       "4                      France               Equity   \n",
+       "..                        ...                  ...   \n",
+       "95                 Luxembourg               Equity   \n",
+       "96                 Luxembourg               Equity   \n",
+       "97                 Luxembourg               Equity   \n",
+       "98                    Belgium          Diversified   \n",
+       "99                    Belgium          Diversified   \n",
+       "\n",
+       "                     Product - Strategy Product - Legal Status  \\\n",
+       "0                       Multi Expertise                    FCP   \n",
+       "1                       Multi Expertise                    FCP   \n",
+       "2                       Multi Expertise                    FCP   \n",
+       "3   Large Cap Emerging Markets Strategy                    FCP   \n",
+       "4                        Investissement                    FCP   \n",
+       "..                                  ...                    ...   \n",
+       "95                       Investissement                    FCP   \n",
+       "96                       Investissement                    FCP   \n",
+       "97                       Investissement                    FCP   \n",
+       "98                  Emerging Patrimoine                  SICAV   \n",
+       "99                  Emerging Patrimoine                  SICAV   \n",
+       "\n",
+       "   Product - Is Dedie ?                           Product - Fund  \\\n",
+       "0                    NO             Carmignac Profil Réactif 100   \n",
+       "1                    NO             Carmignac Profil Réactif 100   \n",
+       "2                    NO             Carmignac Profil Réactif 100   \n",
+       "3                    NO                      Carmignac Emergents   \n",
+       "4                    NO                 Carmignac Investissement   \n",
+       "..                  ...                                      ...   \n",
+       "95                   NO                 Carmignac Investissement   \n",
+       "96                   NO                 Carmignac Investissement   \n",
+       "97                   NO                 Carmignac Investissement   \n",
+       "98                   NO  Carmignac Portfolio Emerging Patrimoine   \n",
+       "99                   NO  Carmignac Portfolio Emerging Patrimoine   \n",
+       "\n",
+       "   Product - Shareclass Type Product - Shareclass Currency Product - Isin  \\\n",
+       "0                          A                           EUR   FR0010149211   \n",
+       "1                          A                           EUR   FR0010149211   \n",
+       "2                          A                           EUR   FR0010149211   \n",
+       "3                          A                           EUR   FR0010149302   \n",
+       "4                          A                           EUR   FR0010148981   \n",
+       "..                       ...                           ...            ...   \n",
+       "95                         A                           EUR   FR0010148981   \n",
+       "96                         A                           EUR   FR0010148981   \n",
+       "97                         A                           EUR   FR0010148981   \n",
+       "98                         A                           USD   LU0592699259   \n",
+       "99                         A                           USD   LU0592699259   \n",
+       "\n",
+       "   Centralisation Date  Quantity - AUM  Value - AUM CCY  Value - AUM €  \n",
+       "0           2020-02-29             0.0             0.00         0.0000  \n",
+       "1           2021-01-31             0.0             0.00         0.0000  \n",
+       "2           2021-05-31             0.0             0.00         0.0000  \n",
+       "3           2015-03-31             0.0             0.00         0.0000  \n",
+       "4           2020-09-30             0.0             0.00         0.0000  \n",
+       "..                 ...             ...              ...            ...  \n",
+       "95          2017-03-31             0.0             0.00         0.0000  \n",
+       "96          2017-11-30             0.0             0.00         0.0000  \n",
+       "97          2018-02-28             0.0             0.00         0.0000  \n",
+       "98          2017-04-30            65.0          6820.45      6263.3270  \n",
+       "99          2017-09-30            65.0          6857.50      5800.6259  \n",
+       "\n",
+       "[100 rows x 18 columns]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -193,12 +480,732 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 17,
+   "id": "65e2c6d4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Diversified', 'Equity', nan, 'Alternative', 'Fixed Income',\n",
+       "       'Private Assets'], dtype=object)"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Product - Asset Type\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "7f294d86",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Patrimoine', 'Investissement', 'Euro-Investissement',\n",
+       "       'Innovation', 'Absolute Return Europe', 'Climate Transition',\n",
+       "       'Euro-Entrepreneurs', 'Large Cap Emerging Markets Strategy',\n",
+       "       'Emerging Patrimoine', 'Grande Europe', 'Investissement Latitude',\n",
+       "       'Court Terme', 'Sécurité', 'Multi Expertise', 'Infotech',\n",
+       "       'Global Bond', 'Patrimoine Europe', 'Credit 2027',\n",
+       "       'Asia Discovery', 'Tech Solutions', 'Flexible Bond', 'Credit',\n",
+       "       'Market Neutral', 'Emerging Markets Debt',\n",
+       "       'Long-Short European Equities', 'Long-Short Global Equities',\n",
+       "       'Grandchildren', 'Inflation Solution', 'Credit 2029',\n",
+       "       'Credit 2031', 'Capital Cube', 'China New Economy', 'Crédit 2025',\n",
+       "       'Family Governed', 'Evergreen', 'Human Xperience', 'China',\n",
+       "       'Credit Opportunities', 'Merger Arbitrage Plus',\n",
+       "       'Flexible Allocation 2024', 'European Leaders', 'Merger Arbitrage',\n",
+       "       nan, 'Mapfre Carmignac F.P.', 'Active Risk Allocation',\n",
+       "       'Credit Suisse Carmignac EM Multi-Asset',\n",
+       "       'Fonditalia Carmignac Active Allocation', 'Global Active',\n",
+       "       'LUX IM - Carmignac Emerging Flexible Bond', 'Evolution',\n",
+       "       'UFF Grande Europe 0-100', 'Cross Asset Opportunities',\n",
+       "       'Alpha Themes'], dtype=object)"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Product - Strategy\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "2fca184a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Carmignac Patrimoine', 'Carmignac Investissement',\n",
+       "       'Carmignac Portfolio Investissement',\n",
+       "       'Carmignac Euro-Investissement', 'Carmignac Innovation',\n",
+       "       'Carmignac Absolute Return Europe',\n",
+       "       'Carmignac Portfolio Climate Transition',\n",
+       "       'Carmignac Euro-Entrepreneurs', 'Carmignac Emergents',\n",
+       "       'Carmignac Portfolio Emerging Patrimoine',\n",
+       "       'Carmignac Portfolio Grande Europe',\n",
+       "       'Carmignac Investissement Latitude', 'Carmignac Court Terme',\n",
+       "       'Carmignac Sécurité', 'Carmignac Multi Expertise',\n",
+       "       'Carmignac Portfolio Infotech', 'Carmignac Profil Réactif 100',\n",
+       "       'Carmignac Portfolio Global Bond', 'Carmignac Profil Réactif 75',\n",
+       "       'Carmignac Portfolio Patrimoine Europe', 'Carmignac Credit 2027',\n",
+       "       'Carmignac Portfolio Asia Discovery',\n",
+       "       'Carmignac Portfolio Tech Solutions',\n",
+       "       'Carmignac Portfolio Flexible Bond', 'Carmignac Portfolio Credit',\n",
+       "       'Carmignac Portfolio Market Neutral',\n",
+       "       'Carmignac Portfolio EM Debt',\n",
+       "       'Carmignac Portfolio Long-Short European Equities',\n",
+       "       'Carmignac Portfolio Long-Short Global Equities',\n",
+       "       'Carmignac Portfolio Patrimoine',\n",
+       "       'Carmignac Portfolio Euro-Entrepreneurs',\n",
+       "       'Carmignac Portfolio Grandchildren',\n",
+       "       'Carmignac Portfolio Investissement Latitude',\n",
+       "       'Carmignac Portfolio Emergents', 'Carmignac Portfolio Sécurité',\n",
+       "       'Carmignac Portfolio Inflation Solution', 'Carmignac Credit 2029',\n",
+       "       'Carmignac Credit 2031', 'Carmignac Portfolio Capital Cube',\n",
+       "       'Carmignac Portfolio China New Economy', 'Carmignac Credit 2025',\n",
+       "       'Carmignac Epargne Actions Monde ISR',\n",
+       "       'Carmignac Portfolio Family Governed',\n",
+       "       'Carmignac S.A. SICAV - PART II UCI Private Evergreen',\n",
+       "       'Carmignac Portfolio Human Xperience',\n",
+       "       'Carmignac China New Economy', 'Carmignac Portfolio China',\n",
+       "       'Carmignac Alts ICAV Carmignac Credit Opportunities',\n",
+       "       'Carmignac Portfolio Merger Arbitrage Plus',\n",
+       "       'Carmignac Portfolio Absolute Return Europe',\n",
+       "       'Carmignac Portfolio Flexible Allocation 2024',\n",
+       "       'FP Carmignac European Leaders',\n",
+       "       'FP Carmignac Global Equity Compounders',\n",
+       "       'Carmignac Portfolio Merger Arbitrage',\n",
+       "       'Solys - Carmignac Equity Selection',\n",
+       "       'FP Carmignac Emerging Markets', 'Mapfre Carmignac F.P.',\n",
+       "       'FP Carmignac Global Bond',\n",
+       "       'Carmignac Alts ICAV European Long Short',\n",
+       "       'Carmignac Portfolio Active Risk Allocation',\n",
+       "       'FP Carmignac Emerging Patrimoine', 'FP Carmignac Patrimoine',\n",
+       "       'FP Carmignac Emerging Discovery',\n",
+       "       'Credit Suisse Carmignac Emerging Markets Multi-Asset Fund',\n",
+       "       'Fonditalia Carmignac Active Allocation',\n",
+       "       'Carmignac Global Active',\n",
+       "       'LUX IM - Carmignac Emerging Flexible Bond',\n",
+       "       'Carmignac Portfolio Evolution', 'UFF Grande Europe 0-100',\n",
+       "       'CFP 1', 'Carmignac Portfolio Sustainable Bond',\n",
+       "       'Carmignac Portfolio Cross Asset Opportunities',\n",
+       "       'Carmignac Portfolio Alpha Themes',\n",
+       "       'Carmignac Portfolio Global Market Neutral'], dtype=object)"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Product - Fund\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f40c922",
+   "metadata": {},
+   "source": [
+    "### Repaired AUM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "b6edd4fd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_149812/221531830.py:2: DtypeWarning: Columns (2,3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "  df_ = pd.read_csv(f, sep =\",\")\n"
+     ]
+    }
+   ],
+   "source": [
+    "with fs.open('s3://projet-bdc-carmignac-g3/AUM_repaired.csv', 'rb') as f:\n",
+    "    df_ = pd.read_csv(f, sep =\",\")\n",
+    "\n",
+    "sample_df_ = sample_by_blocks(df_, block_size=10, num_blocks=10, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
    "id": "36ec4312",
    "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>Unnamed: 0.1</th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>Agreement - Code</th>\n",
+       "      <th>Company - Id</th>\n",
+       "      <th>Company - Ultimate Parent Id</th>\n",
+       "      <th>Registrar Account - ID</th>\n",
+       "      <th>Registrar Account - Region</th>\n",
+       "      <th>RegistrarAccount - Country</th>\n",
+       "      <th>Product - Asset Type</th>\n",
+       "      <th>Product - Strategy</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Product - Is Dedie ?</th>\n",
+       "      <th>Product - Fund</th>\n",
+       "      <th>Product - Shareclass Type</th>\n",
+       "      <th>Product - Shareclass Currency</th>\n",
+       "      <th>Product - Isin</th>\n",
+       "      <th>Centralisation Date</th>\n",
+       "      <th>Quantity - AUM</th>\n",
+       "      <th>Value - AUM CCY</th>\n",
+       "      <th>Value - AUM €</th>\n",
+       "      <th>repair_flag</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>474086</td>\n",
+       "      <td>474032</td>\n",
+       "      <td>089</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>877.0</td>\n",
+       "      <td>406474</td>\n",
+       "      <td>FRANCE</td>\n",
+       "      <td>FRANCE</td>\n",
+       "      <td>DIVERSIFIED</td>\n",
+       "      <td>MULTI EXPERTISE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>CARMIGNAC MULTI EXPERTISE</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010149203</td>\n",
+       "      <td>2015-04-30</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>474087</td>\n",
+       "      <td>474033</td>\n",
+       "      <td>089</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>877.0</td>\n",
+       "      <td>406474</td>\n",
+       "      <td>FRANCE</td>\n",
+       "      <td>FRANCE</td>\n",
+       "      <td>DIVERSIFIED</td>\n",
+       "      <td>MULTI EXPERTISE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>CARMIGNAC MULTI EXPERTISE</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010149203</td>\n",
+       "      <td>2015-10-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>474088</td>\n",
+       "      <td>474034</td>\n",
+       "      <td>089</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>877.0</td>\n",
+       "      <td>406474</td>\n",
+       "      <td>FRANCE</td>\n",
+       "      <td>FRANCE</td>\n",
+       "      <td>DIVERSIFIED</td>\n",
+       "      <td>MULTI EXPERTISE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>CARMIGNAC MULTI EXPERTISE</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010149203</td>\n",
+       "      <td>2016-03-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>474089</td>\n",
+       "      <td>474035</td>\n",
+       "      <td>089</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>877.0</td>\n",
+       "      <td>406474</td>\n",
+       "      <td>FRANCE</td>\n",
+       "      <td>FRANCE</td>\n",
+       "      <td>DIVERSIFIED</td>\n",
+       "      <td>MULTI EXPERTISE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>CARMIGNAC MULTI EXPERTISE</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010149203</td>\n",
+       "      <td>2016-11-30</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>474090</td>\n",
+       "      <td>474036</td>\n",
+       "      <td>089</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>877.0</td>\n",
+       "      <td>406474</td>\n",
+       "      <td>FRANCE</td>\n",
+       "      <td>FRANCE</td>\n",
+       "      <td>DIVERSIFIED</td>\n",
+       "      <td>MULTI EXPERTISE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>CARMIGNAC MULTI EXPERTISE</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010149203</td>\n",
+       "      <td>2017-01-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</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",
+       "      <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>95</th>\n",
+       "      <td>4736134</td>\n",
+       "      <td>4230498</td>\n",
+       "      <td>L694_A</td>\n",
+       "      <td>15004.0</td>\n",
+       "      <td>15004.0</td>\n",
+       "      <td>420029</td>\n",
+       "      <td>SWITZERLAND</td>\n",
+       "      <td>SWITZERLAND</td>\n",
+       "      <td>DIVERSIFIED</td>\n",
+       "      <td>EMERGING PATRIMOINE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>CARMIGNAC PORTFOLIO EMERGING PATRIMOINE</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>LU0592698954</td>\n",
+       "      <td>2019-09-30</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>4736135</td>\n",
+       "      <td>4230499</td>\n",
+       "      <td>L694_A</td>\n",
+       "      <td>15004.0</td>\n",
+       "      <td>15004.0</td>\n",
+       "      <td>420029</td>\n",
+       "      <td>SWITZERLAND</td>\n",
+       "      <td>SWITZERLAND</td>\n",
+       "      <td>DIVERSIFIED</td>\n",
+       "      <td>EMERGING PATRIMOINE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>CARMIGNAC PORTFOLIO EMERGING PATRIMOINE</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>LU0592698954</td>\n",
+       "      <td>2020-05-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>4736136</td>\n",
+       "      <td>4230500</td>\n",
+       "      <td>L694_A</td>\n",
+       "      <td>15004.0</td>\n",
+       "      <td>15004.0</td>\n",
+       "      <td>420029</td>\n",
+       "      <td>SWITZERLAND</td>\n",
+       "      <td>SWITZERLAND</td>\n",
+       "      <td>DIVERSIFIED</td>\n",
+       "      <td>PATRIMOINE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>CARMIGNAC PATRIMOINE</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010135103</td>\n",
+       "      <td>2015-08-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>4736137</td>\n",
+       "      <td>4230501</td>\n",
+       "      <td>L694_A</td>\n",
+       "      <td>15004.0</td>\n",
+       "      <td>15004.0</td>\n",
+       "      <td>420029</td>\n",
+       "      <td>SWITZERLAND</td>\n",
+       "      <td>SWITZERLAND</td>\n",
+       "      <td>DIVERSIFIED</td>\n",
+       "      <td>PATRIMOINE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>CARMIGNAC PATRIMOINE</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010135103</td>\n",
+       "      <td>2016-07-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>4736138</td>\n",
+       "      <td>4230502</td>\n",
+       "      <td>L694_A</td>\n",
+       "      <td>15004.0</td>\n",
+       "      <td>15004.0</td>\n",
+       "      <td>420029</td>\n",
+       "      <td>SWITZERLAND</td>\n",
+       "      <td>SWITZERLAND</td>\n",
+       "      <td>DIVERSIFIED</td>\n",
+       "      <td>PATRIMOINE</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NO</td>\n",
+       "      <td>CARMIGNAC PATRIMOINE</td>\n",
+       "      <td>A</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>FR0010135103</td>\n",
+       "      <td>2016-12-31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Unnamed: 0.1  Unnamed: 0 Agreement - Code Company - Id  \\\n",
+       "0         474086      474032              089        151.0   \n",
+       "1         474087      474033              089        151.0   \n",
+       "2         474088      474034              089        151.0   \n",
+       "3         474089      474035              089        151.0   \n",
+       "4         474090      474036              089        151.0   \n",
+       "..           ...         ...              ...          ...   \n",
+       "95       4736134     4230498           L694_A      15004.0   \n",
+       "96       4736135     4230499           L694_A      15004.0   \n",
+       "97       4736136     4230500           L694_A      15004.0   \n",
+       "98       4736137     4230501           L694_A      15004.0   \n",
+       "99       4736138     4230502           L694_A      15004.0   \n",
+       "\n",
+       "   Company - Ultimate Parent Id Registrar Account - ID  \\\n",
+       "0                         877.0                 406474   \n",
+       "1                         877.0                 406474   \n",
+       "2                         877.0                 406474   \n",
+       "3                         877.0                 406474   \n",
+       "4                         877.0                 406474   \n",
+       "..                          ...                    ...   \n",
+       "95                      15004.0                 420029   \n",
+       "96                      15004.0                 420029   \n",
+       "97                      15004.0                 420029   \n",
+       "98                      15004.0                 420029   \n",
+       "99                      15004.0                 420029   \n",
+       "\n",
+       "   Registrar Account - Region RegistrarAccount - Country Product - Asset Type  \\\n",
+       "0                      FRANCE                     FRANCE          DIVERSIFIED   \n",
+       "1                      FRANCE                     FRANCE          DIVERSIFIED   \n",
+       "2                      FRANCE                     FRANCE          DIVERSIFIED   \n",
+       "3                      FRANCE                     FRANCE          DIVERSIFIED   \n",
+       "4                      FRANCE                     FRANCE          DIVERSIFIED   \n",
+       "..                        ...                        ...                  ...   \n",
+       "95                SWITZERLAND                SWITZERLAND          DIVERSIFIED   \n",
+       "96                SWITZERLAND                SWITZERLAND          DIVERSIFIED   \n",
+       "97                SWITZERLAND                SWITZERLAND          DIVERSIFIED   \n",
+       "98                SWITZERLAND                SWITZERLAND          DIVERSIFIED   \n",
+       "99                SWITZERLAND                SWITZERLAND          DIVERSIFIED   \n",
+       "\n",
+       "     Product - Strategy  ... Product - Is Dedie ?  \\\n",
+       "0       MULTI EXPERTISE  ...                   NO   \n",
+       "1       MULTI EXPERTISE  ...                   NO   \n",
+       "2       MULTI EXPERTISE  ...                   NO   \n",
+       "3       MULTI EXPERTISE  ...                   NO   \n",
+       "4       MULTI EXPERTISE  ...                   NO   \n",
+       "..                  ...  ...                  ...   \n",
+       "95  EMERGING PATRIMOINE  ...                   NO   \n",
+       "96  EMERGING PATRIMOINE  ...                   NO   \n",
+       "97           PATRIMOINE  ...                   NO   \n",
+       "98           PATRIMOINE  ...                   NO   \n",
+       "99           PATRIMOINE  ...                   NO   \n",
+       "\n",
+       "                             Product - Fund Product - Shareclass Type  \\\n",
+       "0                 CARMIGNAC MULTI EXPERTISE                         A   \n",
+       "1                 CARMIGNAC MULTI EXPERTISE                         A   \n",
+       "2                 CARMIGNAC MULTI EXPERTISE                         A   \n",
+       "3                 CARMIGNAC MULTI EXPERTISE                         A   \n",
+       "4                 CARMIGNAC MULTI EXPERTISE                         A   \n",
+       "..                                      ...                       ...   \n",
+       "95  CARMIGNAC PORTFOLIO EMERGING PATRIMOINE                         A   \n",
+       "96  CARMIGNAC PORTFOLIO EMERGING PATRIMOINE                         A   \n",
+       "97                     CARMIGNAC PATRIMOINE                         A   \n",
+       "98                     CARMIGNAC PATRIMOINE                         A   \n",
+       "99                     CARMIGNAC PATRIMOINE                         A   \n",
+       "\n",
+       "   Product - Shareclass Currency Product - Isin Centralisation Date  \\\n",
+       "0                            EUR   FR0010149203          2015-04-30   \n",
+       "1                            EUR   FR0010149203          2015-10-31   \n",
+       "2                            EUR   FR0010149203          2016-03-31   \n",
+       "3                            EUR   FR0010149203          2016-11-30   \n",
+       "4                            EUR   FR0010149203          2017-01-31   \n",
+       "..                           ...            ...                 ...   \n",
+       "95                           EUR   LU0592698954          2019-09-30   \n",
+       "96                           EUR   LU0592698954          2020-05-31   \n",
+       "97                           EUR   FR0010135103          2015-08-31   \n",
+       "98                           EUR   FR0010135103          2016-07-31   \n",
+       "99                           EUR   FR0010135103          2016-12-31   \n",
+       "\n",
+       "   Quantity - AUM  Value - AUM CCY  Value - AUM €  repair_flag  \n",
+       "0             0.0              NaN            NaN        False  \n",
+       "1             0.0              NaN            NaN        False  \n",
+       "2             0.0              NaN            NaN        False  \n",
+       "3             0.0              NaN            NaN        False  \n",
+       "4             0.0              NaN            NaN        False  \n",
+       "..            ...              ...            ...          ...  \n",
+       "95            0.0              NaN            NaN        False  \n",
+       "96            0.0              NaN            NaN        False  \n",
+       "97            0.0              NaN            NaN        False  \n",
+       "98            0.0              NaN            NaN        False  \n",
+       "99            0.0              NaN            NaN        False  \n",
+       "\n",
+       "[100 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "sample_df.to_csv('str_Rates.csv', index=False)"
+    "sample_df_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "36e72eb0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['DIVERSIFIED', 'EQUITY', 'NAN', 'ALTERNATIVE', 'FIXED INCOME',\n",
+       "       'PRIVATE ASSETS'], dtype=object)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_[\"Product - Asset Type\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "16e8d5df",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['CARMIGNAC PATRIMOINE', 'CARMIGNAC INVESTISSEMENT',\n",
+       "       'CARMIGNAC PORTFOLIO INVESTISSEMENT',\n",
+       "       'CARMIGNAC EURO-INVESTISSEMENT', 'CARMIGNAC INNOVATION',\n",
+       "       'CARMIGNAC ABSOLUTE RETURN EUROPE',\n",
+       "       'CARMIGNAC PORTFOLIO CLIMATE TRANSITION',\n",
+       "       'CARMIGNAC EURO-ENTREPRENEURS', 'CARMIGNAC EMERGENTS',\n",
+       "       'CARMIGNAC PORTFOLIO EMERGING PATRIMOINE',\n",
+       "       'CARMIGNAC PORTFOLIO GRANDE EUROPE',\n",
+       "       'CARMIGNAC INVESTISSEMENT LATITUDE', 'CARMIGNAC COURT TERME',\n",
+       "       'CARMIGNAC SÉCURITÉ', 'CARMIGNAC MULTI EXPERTISE',\n",
+       "       'CARMIGNAC PORTFOLIO INFOTECH', 'CARMIGNAC PROFIL RÉACTIF 100',\n",
+       "       'CARMIGNAC PORTFOLIO GLOBAL BOND', 'CARMIGNAC PROFIL RÉACTIF 75',\n",
+       "       'CARMIGNAC PORTFOLIO PATRIMOINE EUROPE', 'CARMIGNAC CREDIT 2027',\n",
+       "       'CARMIGNAC PORTFOLIO ASIA DISCOVERY',\n",
+       "       'CARMIGNAC PORTFOLIO TECH SOLUTIONS',\n",
+       "       'CARMIGNAC PORTFOLIO FLEXIBLE BOND', 'CARMIGNAC PORTFOLIO CREDIT',\n",
+       "       'CARMIGNAC PORTFOLIO MARKET NEUTRAL',\n",
+       "       'CARMIGNAC PORTFOLIO EM DEBT',\n",
+       "       'CARMIGNAC PORTFOLIO LONG-SHORT EUROPEAN EQUITIES',\n",
+       "       'CARMIGNAC PORTFOLIO LONG-SHORT GLOBAL EQUITIES',\n",
+       "       'CARMIGNAC PORTFOLIO PATRIMOINE',\n",
+       "       'CARMIGNAC PORTFOLIO EURO-ENTREPRENEURS',\n",
+       "       'CARMIGNAC PORTFOLIO GRANDCHILDREN',\n",
+       "       'CARMIGNAC PORTFOLIO INVESTISSEMENT LATITUDE',\n",
+       "       'CARMIGNAC PORTFOLIO EMERGENTS', 'CARMIGNAC PORTFOLIO SÉCURITÉ',\n",
+       "       'CARMIGNAC PORTFOLIO INFLATION SOLUTION', 'CARMIGNAC CREDIT 2029',\n",
+       "       'CARMIGNAC CREDIT 2031', 'CARMIGNAC PORTFOLIO CAPITAL CUBE',\n",
+       "       'CARMIGNAC PORTFOLIO CHINA NEW ECONOMY', 'CARMIGNAC CREDIT 2025',\n",
+       "       'CARMIGNAC EPARGNE ACTIONS MONDE ISR',\n",
+       "       'CARMIGNAC PORTFOLIO FAMILY GOVERNED',\n",
+       "       'CARMIGNAC S.A. SICAV - PART II UCI PRIVATE EVERGREEN',\n",
+       "       'CARMIGNAC PORTFOLIO HUMAN XPERIENCE',\n",
+       "       'CARMIGNAC CHINA NEW ECONOMY', 'CARMIGNAC PORTFOLIO CHINA',\n",
+       "       'CARMIGNAC ALTS ICAV CARMIGNAC CREDIT OPPORTUNITIES',\n",
+       "       'CARMIGNAC PORTFOLIO MERGER ARBITRAGE PLUS',\n",
+       "       'CARMIGNAC PORTFOLIO ABSOLUTE RETURN EUROPE',\n",
+       "       'CARMIGNAC PORTFOLIO FLEXIBLE ALLOCATION 2024',\n",
+       "       'FP CARMIGNAC EUROPEAN LEADERS',\n",
+       "       'FP CARMIGNAC GLOBAL EQUITY COMPOUNDERS',\n",
+       "       'CARMIGNAC PORTFOLIO MERGER ARBITRAGE',\n",
+       "       'SOLYS - CARMIGNAC EQUITY SELECTION',\n",
+       "       'FP CARMIGNAC EMERGING MARKETS', 'MAPFRE CARMIGNAC F.P.',\n",
+       "       'FP CARMIGNAC GLOBAL BOND',\n",
+       "       'CARMIGNAC ALTS ICAV EUROPEAN LONG SHORT',\n",
+       "       'CARMIGNAC PORTFOLIO ACTIVE RISK ALLOCATION',\n",
+       "       'FP CARMIGNAC EMERGING PATRIMOINE', 'FP CARMIGNAC PATRIMOINE',\n",
+       "       'FP CARMIGNAC EMERGING DISCOVERY',\n",
+       "       'CREDIT SUISSE CARMIGNAC EMERGING MARKETS MULTI-ASSET FUND',\n",
+       "       'FONDITALIA CARMIGNAC ACTIVE ALLOCATION',\n",
+       "       'CARMIGNAC GLOBAL ACTIVE',\n",
+       "       'LUX IM - CARMIGNAC EMERGING FLEXIBLE BOND',\n",
+       "       'CARMIGNAC PORTFOLIO EVOLUTION', 'UFF GRANDE EUROPE 0-100',\n",
+       "       'CFP 1', 'CARMIGNAC PORTFOLIO SUSTAINABLE BOND',\n",
+       "       'CARMIGNAC PORTFOLIO CROSS ASSET OPPORTUNITIES',\n",
+       "       'CARMIGNAC PORTFOLIO ALPHA THEMES',\n",
+       "       'CARMIGNAC PORTFOLIO GLOBAL MARKET NEUTRAL'], dtype=object)"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_[\"Product - Fund\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "fbe1d3fc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['PATRIMOINE', 'INVESTISSEMENT', 'EURO-INVESTISSEMENT',\n",
+       "       'INNOVATION', 'ABSOLUTE RETURN EUROPE', 'CLIMATE TRANSITION',\n",
+       "       'EURO-ENTREPRENEURS', 'LARGE CAP EMERGING MARKETS STRATEGY',\n",
+       "       'EMERGING PATRIMOINE', 'GRANDE EUROPE', 'INVESTISSEMENT LATITUDE',\n",
+       "       'COURT TERME', 'SÉCURITÉ', 'MULTI EXPERTISE', 'INFOTECH',\n",
+       "       'GLOBAL BOND', 'PATRIMOINE EUROPE', 'CREDIT 2027',\n",
+       "       'ASIA DISCOVERY', 'TECH SOLUTIONS', 'FLEXIBLE BOND', 'CREDIT',\n",
+       "       'MARKET NEUTRAL', 'EMERGING MARKETS DEBT',\n",
+       "       'LONG-SHORT EUROPEAN EQUITIES', 'LONG-SHORT GLOBAL EQUITIES',\n",
+       "       'GRANDCHILDREN', 'INFLATION SOLUTION', 'CREDIT 2029',\n",
+       "       'CREDIT 2031', 'CAPITAL CUBE', 'CHINA NEW ECONOMY', 'CRÉDIT 2025',\n",
+       "       'FAMILY GOVERNED', 'EVERGREEN', 'HUMAN XPERIENCE', 'CHINA',\n",
+       "       'CREDIT OPPORTUNITIES', 'MERGER ARBITRAGE PLUS',\n",
+       "       'FLEXIBLE ALLOCATION 2024', 'EUROPEAN LEADERS', 'MERGER ARBITRAGE',\n",
+       "       'NAN', 'MAPFRE CARMIGNAC F.P.', 'ACTIVE RISK ALLOCATION',\n",
+       "       'CREDIT SUISSE CARMIGNAC EM MULTI-ASSET',\n",
+       "       'FONDITALIA CARMIGNAC ACTIVE ALLOCATION', 'GLOBAL ACTIVE',\n",
+       "       'LUX IM - CARMIGNAC EMERGING FLEXIBLE BOND', 'EVOLUTION',\n",
+       "       'UFF GRANDE EUROPE 0-100', 'CROSS ASSET OPPORTUNITIES',\n",
+       "       'ALPHA THEMES'], dtype=object)"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_[\"Product - Strategy\"].unique()"
    ]
   }
  ],