From 41c443818b54873ba56e512352691c8bf35c98b1 Mon Sep 17 00:00:00 2001
From: Yeo Hui Fang <35210495+HuifangYeo@users.noreply.github.com>
Date: Wed, 30 Nov 2022 22:41:50 +0800
Subject: [PATCH] Upgrade to v0.7.2 (#385)

* fixed docker topic creation command for real-time risk

* upgrade notebook to v0.7.2

* Update price elasticity to remove deprecated methods

* Update IFRS9 for https://github.com/activeviam/atoti/issues/3819

* Upgrade security function according to v0.7.2
---
 .../real-time-risk/content/content.mv.db      |  Bin 155648 -> 221184 bytes
 .../front-office/real-time-risk/main.ipynb    |  171 +--
 .../insurance/price-elasticity/main.ipynb     |  330 ++---
 .../credit-risk/ifrs9/main.ipynb              |  356 +++---
 .../01-Basic-authentication.ipynb             |  297 ++---
 .../02-OIDC-Auth0.ipynb                       |  244 ++--
 .../03-OIDC-Google.ipynb                      |  244 ++--
 .../security-implementation/04-LDAP.ipynb     |  245 ++--
 .../security-implementation/main.ipynb        |  308 ++---
 poetry.lock                                   | 1064 +++++++++--------
 pyproject.toml                                |    2 +-
 11 files changed, 1689 insertions(+), 1572 deletions(-)

diff --git a/notebooks/01-use-cases/finance/front-office/real-time-risk/content/content.mv.db b/notebooks/01-use-cases/finance/front-office/real-time-risk/content/content.mv.db
index 9e48305bb253fd8691fc449cbf2f7f0b1eae770e..57bda2255a2cd067eb38d442c117e0eedf534991 100644
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diff --git a/notebooks/01-use-cases/finance/front-office/real-time-risk/main.ipynb b/notebooks/01-use-cases/finance/front-office/real-time-risk/main.ipynb
index 9be3509a..2d579072 100644
--- a/notebooks/01-use-cases/finance/front-office/real-time-risk/main.ipynb
+++ b/notebooks/01-use-cases/finance/front-office/real-time-risk/main.ipynb
@@ -138,8 +138,8 @@
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-        "port": 56321
+        "https": false,
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@@ -384,15 +384,15 @@
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -490,6 +490,14 @@
      "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "New file received risk_data_previous_cob.csv\n",
+      "File loaded ./dynamic-input-files\\risk_data_previous_cob.csv\n"
+     ]
     }
    ],
    "source": [
@@ -539,15 +547,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Risk data after uploading 8th of July",
-       "sessionId": "1664105993_7X77PT",
+       "sessionId": "1669704981_M8UKJB",
        "sessionLocation": {
-        "https": null,
-        "port": 56321
+        "https": false,
+        "port": 56136
        },
        "widgetCreationCode": "session.visualize()"
       },
       "text/html": [
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -681,7 +689,16 @@
    "cell_type": "code",
    "execution_count": 19,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "File modified risk_data_previous_cob.csv\n",
+      "Modified file loaded ./dynamic-input-files\\risk_data_previous_cob.csv\n"
+     ]
+    }
+   ],
    "source": [
     "previous_cob_df.to_csv(\n",
     "    \"./dynamic-input-files/risk_data_previous_cob.csv\",\n",
@@ -731,15 +748,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Risk data after data file modification",
-       "sessionId": "1664105993_7X77PT",
+       "sessionId": "1669704981_M8UKJB",
        "sessionLocation": {
-        "https": null,
-        "port": 56321
+        "https": false,
+        "port": 56136
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -783,16 +800,7 @@
    "cell_type": "code",
    "execution_count": 22,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "New file received risk_data_previous_cob.csv\n",
-      "File loaded ./dynamic-input-files\\risk_data_previous_cob.csv\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "market_data_table = session.read_csv(\n",
     "    \"s3://data.atoti.io/notebooks/real-time-risk/static-input-files/market_data.csv\",\n",
@@ -1138,13 +1146,16 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Quotes next to Deltas and MarketValues",
-       "sessionId": "1664105993_7X77PT",
+       "sessionId": "1669704981_M8UKJB",
        "sessionLocation": {
-        "https": null,
-        "port": 56321
+        "https": false,
+        "port": 56136
        },
        "widgetCreationCode": "session.visualize()"
       },
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+      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -1615,15 +1626,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": null,
-       "sessionId": "1664105993_7X77PT",
+       "sessionId": "1669704981_M8UKJB",
        "sessionLocation": {
-        "https": null,
-        "port": 56321
+        "https": false,
+        "port": 56136
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -1833,7 +1844,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1845,7 +1856,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1861,7 +1872,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -1869,15 +1880,15 @@
       "application/vnd.atoti.link.v0+json": {
        "path": "#/dashboard/8b4",
        "sessionLocation": {
-        "https": null,
-        "port": 61379
+        "https": false,
+        "port": 56136
        }
       },
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
       ]
      },
-     "execution_count": 38,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1895,7 +1906,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1973,7 +1984,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 46,
    "metadata": {
     "tags": []
    },
@@ -1982,7 +1993,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "(datetime.date(2020, 7, 9), 'OXY', 16.37)\n"
+      "(datetime.date(2020, 7, 9), 'AAPL', 394.22)\n"
      ]
     }
    ],
@@ -1995,9 +2006,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 47,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "File modified risk_data.csv\n",
+      "Modified file loaded ./dynamic-input-files\\risk_data.csv\n",
+      "awaiting for publishing update 2020-07-09 13:34:00"
+     ]
+    }
+   ],
    "source": [
     "# pause publishing\n",
     "should_publish.clear()"
@@ -2014,7 +2035,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2034,7 +2055,7 @@
    "metadata": {},
    "source": [
     "```\n",
-    "docker exec -it real-time-risk_kafka_1 /opt/bitnami/kafka/bin/kafka-topics.sh --create --bootstrap-server 127.0.0.1:9092 --topic trades\n",
+    "docker exec -it real-time-risk-kafka-1 /opt/bitnami/kafka/bin/kafka-topics.sh --create --bootstrap-server 127.0.0.1:9092 --topic trades\n",
     "```\n",
     "\n",
     "The above real-time feeds are illustrating the file **watch** and the **append** command. Now let's have a quick look at enabling a **kafka feed** for a  datastore.\n",
@@ -2064,9 +2085,9 @@
     "And then creating a topic for trades and sensitivites:\n",
     "\n",
     "```\n",
-    "docker exec -it real-time-risk_kafka_1 /opt/bitnami/kafka/bin/kafka-topics.sh --create --bootstrap-server 127.0.0.1:9092 --topic trades --partitions 3 --replication-factor 1\n",
+    "docker exec -it real-time-risk-kafka-1 /opt/bitnami/kafka/bin/kafka-topics.sh --create --bootstrap-server 127.0.0.1:9092 --topic trades --partitions 3 --replication-factor 1\n",
     "\n",
-    "docker exec -it real-time-risk_kafka_1 /opt/bitnami/kafka/bin/kafka-topics.sh --create --bootstrap-server 127.0.0.1:9092 --topic sensitivities --partitions 3 --replication-factor 1\n",
+    "docker exec -it real-time-risk-kafka-1 /opt/bitnami/kafka/bin/kafka-topics.sh --create --bootstrap-server 127.0.0.1:9092 --topic sensitivities --partitions 3 --replication-factor 1\n",
     "```"
    ]
   },
@@ -2079,7 +2100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2097,7 +2118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2112,7 +2133,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2134,7 +2155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2146,7 +2167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 53,
    "metadata": {
     "tags": []
    },
@@ -2170,7 +2191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -2178,15 +2199,15 @@
       "application/vnd.atoti.link.v0+json": {
        "path": "#/dashboard/8b4",
        "sessionLocation": {
-        "https": null,
-        "port": 61379
+        "https": false,
+        "port": 56136
        }
       },
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
       ]
      },
-     "execution_count": 50,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2205,7 +2226,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -2214,7 +2235,7 @@
        "['AsOfDate', 'TradeId', 'RiskFactor', 'MarketValue', 'Delta']"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2232,7 +2253,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2257,7 +2278,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -2273,7 +2294,7 @@
        " 'OptionType']"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2291,7 +2312,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 58,
    "metadata": {
     "tags": []
    },
@@ -2334,7 +2355,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2384,7 +2405,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
@@ -2392,15 +2413,15 @@
       "application/vnd.atoti.link.v0+json": {
        "path": "#/dashboard/8b4",
        "sessionLocation": {
-        "https": null,
-        "port": 61379
+        "https": false,
+        "port": 56136
        }
       },
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
       ]
      },
-     "execution_count": 56,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2418,7 +2439,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
@@ -2428,11 +2449,11 @@
       "A new trade generated:\n",
       "{\n",
       "    \"TradeId\": \"New_Trade_1\",\n",
-      "    \"Ticker\": \"AAPL\",\n",
-      "    \"Book\": \"EQ_LARG_DM\",\n",
+      "    \"Ticker\": \"MSFT\",\n",
+      "    \"Book\": \"EQ_SMAL_EM\",\n",
       "    \"Product\": \"EQ_Option\",\n",
-      "    \"Quantity\": 90,\n",
-      "    \"Strike\": -52.88694789890223,\n",
+      "    \"Quantity\": -63,\n",
+      "    \"Strike\": -26.871216332703753,\n",
       "    \"Maturity\": \"2022-10-01\",\n",
       "    \"OptionType\": \"put\"\n",
       "}\n",
@@ -2440,9 +2461,9 @@
       "{\n",
       "    \"AsOfDate\": \"2020-07-09\",\n",
       "    \"TradeId\": \"New_Trade_1\",\n",
-      "    \"RiskFactor\": \"AAPL\",\n",
-      "    \"MarketValue\": 25.592967160657267,\n",
-      "    \"Delta\": -4.726477195847423\n",
+      "    \"RiskFactor\": \"MSFT\",\n",
+      "    \"MarketValue\": 25.447715585254343,\n",
+      "    \"Delta\": 53.37247432097948\n",
       "}\n",
       "Published.\n",
       "\n"
diff --git a/notebooks/01-use-cases/finance/insurance/price-elasticity/main.ipynb b/notebooks/01-use-cases/finance/insurance/price-elasticity/main.ipynb
index 8f0716fa..13f6ce57 100644
--- a/notebooks/01-use-cases/finance/insurance/price-elasticity/main.ipynb
+++ b/notebooks/01-use-cases/finance/insurance/price-elasticity/main.ipynb
@@ -671,7 +671,7 @@
     "knn = KNeighborsClassifier(n_jobs=-1)\n",
     "nb = GaussianNB()\n",
     "svm = SVC()\n",
-    "xgbc = XGBClassifier(use_label_encoder=False)"
+    "xgbc = XGBClassifier()"
    ]
   },
   {
@@ -745,9 +745,9 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>(DecisionTreeClassifier(max_features='sqrt', r...</td>\n",
-       "      <td>0.930810</td>\n",
-       "      <td>0.867465</td>\n",
-       "      <td>0.951172</td>\n",
+       "      <td>0.931087</td>\n",
+       "      <td>0.869161</td>\n",
+       "      <td>0.950000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -783,14 +783,14 @@
       ],
       "text/plain": [
        "                                          model_name  f1_score  roc_auc_score  \\\n",
-       "0  (DecisionTreeClassifier(max_features='sqrt', r...  0.930810       0.867465   \n",
+       "0  (DecisionTreeClassifier(max_features='sqrt', r...  0.931087       0.869161   \n",
        "1                    KNeighborsClassifier(n_jobs=-1)  0.860897       0.731611   \n",
        "2                                       GaussianNB()  0.907729       0.853806   \n",
        "3                                              SVC()  0.893333       0.751059   \n",
        "4  XGBClassifier(base_score=0.5, booster='gbtree'...  0.936097       0.879652   \n",
        "\n",
        "     recall  \n",
-       "0  0.951172  \n",
+       "0  0.950000  \n",
        "1  0.895703  \n",
        "2  0.899219  \n",
        "3  0.968359  \n",
@@ -838,16 +838,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['Price', 0.20924321]\n",
-      "['Driver_Age', 0.06532796]\n",
-      "['Employed', 0.061190005]\n",
-      "['Personal Auto', 0.056500446]\n",
+      "['Price', 0.2092432]\n",
+      "['Driver_Age', 0.065327965]\n",
+      "['Employed', 0.06118999]\n",
+      "['Personal Auto', 0.056500454]\n",
       "['Suburban', 0.04785541]\n",
-      "['Special Auto', 0.0455167]\n",
-      "['Premium', 0.036693245]\n",
-      "['Unemployed', 0.034293536]\n",
-      "['Basic', 0.033415023]\n",
-      "['Master', 0.032274764]\n"
+      "['Special Auto', 0.045516685]\n",
+      "['Premium', 0.03669324]\n",
+      "['Unemployed', 0.03429353]\n",
+      "['Basic', 0.033415027]\n",
+      "['Master', 0.032274768]\n"
      ]
     }
    ],
@@ -902,10 +902,10 @@
        "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   1299.</td> \n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Date:</th>             <td>Mon, 08 Aug 2022</td> <th>  Prob (F-statistic):</th>  <td>  0.00</td>  \n",
+       "  <th>Date:</th>             <td>Tue, 29 Nov 2022</td> <th>  Prob (F-statistic):</th>  <td>  0.00</td>  \n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Time:</th>                 <td>17:28:44</td>     <th>  Log-Likelihood:    </th> <td> -7876.8</td> \n",
+       "  <th>Time:</th>                 <td>15:22:22</td>     <th>  Log-Likelihood:    </th> <td> -7876.8</td> \n",
        "</tr>\n",
        "<tr>\n",
        "  <th>No. Observations:</th>      <td> 33264</td>      <th>  AIC:               </th> <td>1.582e+04</td>\n",
@@ -1068,8 +1068,8 @@
        "Dep. Variable:                   Sale   R-squared:                       0.556\n",
        "Model:                            OLS   Adj. R-squared:                  0.555\n",
        "Method:                 Least Squares   F-statistic:                     1299.\n",
-       "Date:                Mon, 08 Aug 2022   Prob (F-statistic):               0.00\n",
-       "Time:                        17:28:44   Log-Likelihood:                -7876.8\n",
+       "Date:                Tue, 29 Nov 2022   Prob (F-statistic):               0.00\n",
+       "Time:                        15:22:22   Log-Likelihood:                -7876.8\n",
        "No. Observations:               33264   AIC:                         1.582e+04\n",
        "Df Residuals:                   33231   BIC:                         1.610e+04\n",
        "Df Model:                          32                                         \n",
@@ -1335,92 +1335,48 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>3205793800425</th>\n",
-       "      <td>33.0</td>\n",
-       "      <td>7000.0</td>\n",
-       "      <td>660.26</td>\n",
+       "      <th>9976814432768</th>\n",
+       "      <td>35.0</td>\n",
        "      <td>9000.0</td>\n",
-       "      <td>247.08</td>\n",
-       "      <td>8.14</td>\n",
+       "      <td>707.79</td>\n",
+       "      <td>6000.0</td>\n",
+       "      <td>371.25</td>\n",
+       "      <td>6.63</td>\n",
        "      <td>M</td>\n",
-       "      <td>66.03</td>\n",
-       "      <td>Washington</td>\n",
-       "      <td>36860.7</td>\n",
-       "      <td>Premium</td>\n",
-       "      <td>College</td>\n",
-       "      <td>Disabled</td>\n",
-       "      <td>Rural</td>\n",
-       "      <td>Call Center</td>\n",
-       "      <td>95</td>\n",
-       "      <td>Corporate Auto</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.981653</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7168050486847</th>\n",
-       "      <td>23.0</td>\n",
-       "      <td>8000.0</td>\n",
-       "      <td>504.30</td>\n",
-       "      <td>8000.0</td>\n",
-       "      <td>319.14</td>\n",
-       "      <td>2.02</td>\n",
-       "      <td>S</td>\n",
-       "      <td>25.21</td>\n",
-       "      <td>Oregon</td>\n",
-       "      <td>2354.5</td>\n",
+       "      <td>70.78</td>\n",
+       "      <td>Arizona</td>\n",
+       "      <td>7408.2</td>\n",
        "      <td>Extended</td>\n",
        "      <td>College</td>\n",
-       "      <td>Unemployed</td>\n",
+       "      <td>Retired</td>\n",
        "      <td>Suburban</td>\n",
-       "      <td>Call Center</td>\n",
-       "      <td>51</td>\n",
-       "      <td>Special Auto</td>\n",
+       "      <td>Agent</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.855267</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1364086703071</th>\n",
-       "      <td>36.0</td>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>613.51</td>\n",
-       "      <td>6000.0</td>\n",
-       "      <td>392.17</td>\n",
-       "      <td>9.75</td>\n",
-       "      <td>M</td>\n",
-       "      <td>61.35</td>\n",
-       "      <td>Nevada</td>\n",
-       "      <td>5386.5</td>\n",
-       "      <td>Premium</td>\n",
-       "      <td>High School or Below</td>\n",
-       "      <td>Medical Leave</td>\n",
-       "      <td>Rural</td>\n",
-       "      <td>Branch</td>\n",
-       "      <td>99</td>\n",
-       "      <td>Personal Auto</td>\n",
+       "      <td>Special Auto</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.977322</td>\n",
+       "      <td>0.999179</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7738460191121</th>\n",
-       "      <td>34.0</td>\n",
-       "      <td>9000.0</td>\n",
-       "      <td>729.53</td>\n",
+       "      <th>9845810226551</th>\n",
+       "      <td>51.0</td>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>821.07</td>\n",
        "      <td>7000.0</td>\n",
-       "      <td>518.55</td>\n",
-       "      <td>8.63</td>\n",
-       "      <td>M</td>\n",
-       "      <td>72.95</td>\n",
+       "      <td>450.49</td>\n",
+       "      <td>9.34</td>\n",
+       "      <td>S</td>\n",
+       "      <td>82.11</td>\n",
        "      <td>Oregon</td>\n",
-       "      <td>2378.7</td>\n",
-       "      <td>Basic</td>\n",
-       "      <td>Doctor</td>\n",
-       "      <td>Medical Leave</td>\n",
-       "      <td>Urban</td>\n",
-       "      <td>Agent</td>\n",
-       "      <td>74</td>\n",
+       "      <td>2688.9</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>Master</td>\n",
+       "      <td>Disabled</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Web</td>\n",
+       "      <td>75</td>\n",
        "      <td>Personal Auto</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.997727</td>\n",
+       "      <td>0.998984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2310686127723</th>\n",
@@ -1444,6 +1400,50 @@
        "      <td>0</td>\n",
        "      <td>0.252746</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6203013183621</th>\n",
+       "      <td>25.0</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>684.66</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>534.85</td>\n",
+       "      <td>4.99</td>\n",
+       "      <td>S</td>\n",
+       "      <td>34.23</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>7661.4</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>Medical Leave</td>\n",
+       "      <td>Rural</td>\n",
+       "      <td>Web</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.998522</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3861044483665</th>\n",
+       "      <td>36.0</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>527.84</td>\n",
+       "      <td>9000.0</td>\n",
+       "      <td>338.83</td>\n",
+       "      <td>13.28</td>\n",
+       "      <td>S</td>\n",
+       "      <td>26.39</td>\n",
+       "      <td>California</td>\n",
+       "      <td>2274.8</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>High School or Below</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Call Center</td>\n",
+       "      <td>61</td>\n",
+       "      <td>Special Auto</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.869075</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -1451,51 +1451,51 @@
       "text/plain": [
        "               Driver_Age  Vehicle_Value   Price  Vehicle_Mileage  \\\n",
        "cust_id                                                             \n",
-       "3205793800425        33.0         7000.0  660.26           9000.0   \n",
-       "7168050486847        23.0         8000.0  504.30           8000.0   \n",
-       "1364086703071        36.0        10000.0  613.51           6000.0   \n",
-       "7738460191121        34.0         9000.0  729.53           7000.0   \n",
+       "9976814432768        35.0         9000.0  707.79           6000.0   \n",
+       "9845810226551        51.0         5000.0  821.07           7000.0   \n",
        "2310686127723        37.0         7000.0  405.18           6000.0   \n",
+       "6203013183621        25.0         7000.0  684.66           7000.0   \n",
+       "3861044483665        36.0         7000.0  527.84           9000.0   \n",
        "\n",
        "               Credit_Score  Licence_Length_Years Marital_Status    Tax  \\\n",
        "cust_id                                                                   \n",
-       "3205793800425        247.08                  8.14              M  66.03   \n",
-       "7168050486847        319.14                  2.02              S  25.21   \n",
-       "1364086703071        392.17                  9.75              M  61.35   \n",
-       "7738460191121        518.55                  8.63              M  72.95   \n",
+       "9976814432768        371.25                  6.63              M  70.78   \n",
+       "9845810226551        450.49                  9.34              S  82.11   \n",
        "2310686127723        397.26                  8.20              S  20.26   \n",
+       "6203013183621        534.85                  4.99              S  34.23   \n",
+       "3861044483665        338.83                 13.28              S  26.39   \n",
        "\n",
-       "                    State     CLTV Coverage_Type             Education  \\\n",
-       "cust_id                                                                  \n",
-       "3205793800425  Washington  36860.7       Premium               College   \n",
-       "7168050486847      Oregon   2354.5      Extended               College   \n",
-       "1364086703071      Nevada   5386.5       Premium  High School or Below   \n",
-       "7738460191121      Oregon   2378.7         Basic                Doctor   \n",
-       "2310686127723      Nevada   6810.5      Extended              Bachelor   \n",
+       "                    State    CLTV Coverage_Type             Education  \\\n",
+       "cust_id                                                                 \n",
+       "9976814432768     Arizona  7408.2      Extended               College   \n",
+       "9845810226551      Oregon  2688.9      Extended                Master   \n",
+       "2310686127723      Nevada  6810.5      Extended              Bachelor   \n",
+       "6203013183621  Washington  7661.4      Extended              Bachelor   \n",
+       "3861044483665  California  2274.8      Extended  High School or Below   \n",
        "\n",
        "              Employment_Status Location_Code Sales_Channel  \\\n",
        "cust_id                                                       \n",
-       "3205793800425          Disabled         Rural   Call Center   \n",
-       "7168050486847        Unemployed      Suburban   Call Center   \n",
-       "1364086703071     Medical Leave         Rural        Branch   \n",
-       "7738460191121     Medical Leave         Urban         Agent   \n",
+       "9976814432768           Retired      Suburban         Agent   \n",
+       "9845810226551          Disabled      Suburban           Web   \n",
        "2310686127723          Employed         Rural           Web   \n",
+       "6203013183621     Medical Leave         Rural           Web   \n",
+       "3861044483665        Unemployed      Suburban   Call Center   \n",
        "\n",
        "               Months_Policy_Inception     Policy_Type  Sales_prediction  \\\n",
        "cust_id                                                                    \n",
-       "3205793800425                       95  Corporate Auto                 1   \n",
-       "7168050486847                       51    Special Auto                 1   \n",
-       "1364086703071                       99   Personal Auto                 1   \n",
-       "7738460191121                       74   Personal Auto                 1   \n",
+       "9976814432768                        1    Special Auto                 1   \n",
+       "9845810226551                       75   Personal Auto                 1   \n",
        "2310686127723                       65    Special Auto                 0   \n",
+       "6203013183621                       12  Corporate Auto                 1   \n",
+       "3861044483665                       61    Special Auto                 1   \n",
        "\n",
        "               sales_prediction_probability  \n",
        "cust_id                                      \n",
-       "3205793800425                      0.981653  \n",
-       "7168050486847                      0.855267  \n",
-       "1364086703071                      0.977322  \n",
-       "7738460191121                      0.997727  \n",
-       "2310686127723                      0.252746  "
+       "9976814432768                      0.999179  \n",
+       "9845810226551                      0.998984  \n",
+       "2310686127723                      0.252746  \n",
+       "6203013183621                      0.998522  \n",
+       "3861044483665                      0.869075  "
       ]
      },
      "execution_count": 22,
@@ -1600,15 +1600,15 @@
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        "widgetCreationCode": "session.visualize()"
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -1658,15 +1658,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Revenue realized by State and location code",
-       "sessionId": "1659950924_Q5WXBP",
+       "sessionId": "1669706542_62K7HA",
        "sessionLocation": {
-        "https": null,
-        "port": 63222
+        "https": false,
+        "port": 58178
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -1717,15 +1717,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Sales by policy types",
-       "sessionId": "1659950924_Q5WXBP",
+       "sessionId": "1669706542_62K7HA",
        "sessionLocation": {
-        "https": null,
-        "port": 63222
+        "https": false,
+        "port": 58178
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -1780,15 +1780,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Revenue and sales by policy and coverage type",
-       "sessionId": "1659950924_Q5WXBP",
+       "sessionId": "1669706542_62K7HA",
        "sessionLocation": {
-        "https": null,
-        "port": 63222
+        "https": false,
+        "port": 58178
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -1837,15 +1837,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Revenue realised gauge",
-       "sessionId": "1659950924_Q5WXBP",
+       "sessionId": "1669706542_62K7HA",
        "sessionLocation": {
-        "https": null,
-        "port": 63222
+        "https": false,
+        "port": 58178
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -1880,8 +1880,8 @@
       "application/vnd.atoti.link.v0+json": {
        "path": "#/dashboard/39f",
        "sessionLocation": {
-        "https": null,
-        "port": 63222
+        "https": false,
+        "port": 58178
        }
       },
       "text/plain": [
@@ -2179,15 +2179,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Scenarios: Sales propotion by channel and coverage type",
-       "sessionId": "1659950924_Q5WXBP",
+       "sessionId": "1669706542_62K7HA",
        "sessionLocation": {
-        "https": null,
-        "port": 63222
+        "https": false,
+        "port": 58178
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -2243,15 +2243,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Scenarios: Revenue realised by State and location code",
-       "sessionId": "1659950924_Q5WXBP",
+       "sessionId": "1669706542_62K7HA",
        "sessionLocation": {
-        "https": null,
-        "port": 63222
+        "https": false,
+        "port": 58178
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -2306,15 +2306,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Scenarios: Revenue realized by policy types",
-       "sessionId": "1659950924_Q5WXBP",
+       "sessionId": "1669706542_62K7HA",
        "sessionLocation": {
-        "https": null,
-        "port": 63222
+        "https": false,
+        "port": 58178
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -2375,15 +2375,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Scenario: Revenue and sales by policy and coverage type",
-       "sessionId": "1659950924_Q5WXBP",
+       "sessionId": "1669706542_62K7HA",
        "sessionLocation": {
-        "https": null,
-        "port": 63222
+        "https": false,
+        "port": 58178
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -2434,15 +2434,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Scenarios: Revenue realised gauge",
-       "sessionId": "1659950924_Q5WXBP",
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -2475,8 +2475,8 @@
       "application/vnd.atoti.link.v0+json": {
        "path": "#/dashboard/39f",
        "sessionLocation": {
-        "https": null,
-        "port": 63222
+        "https": false,
+        "port": 58178
        }
       },
       "text/plain": [
@@ -2525,7 +2525,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.9.13"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/01-use-cases/finance/risk-management/credit-risk/ifrs9/main.ipynb b/notebooks/01-use-cases/finance/risk-management/credit-risk/ifrs9/main.ipynb
index 4af29b42..ff64f887 100644
--- a/notebooks/01-use-cases/finance/risk-management/credit-risk/ifrs9/main.ipynb
+++ b/notebooks/01-use-cases/finance/risk-management/credit-risk/ifrs9/main.ipynb
@@ -64,7 +64,7 @@
        "path": "",
        "sessionLocation": {
         "https": false,
-        "port": 49765
+        "port": 59743
        }
       },
       "text/plain": [
@@ -233,52 +233,51 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>83979</th>\n",
-       "      <th>2007-09-01</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">83979</th>\n",
+       "      <th>2007-10-01</th>\n",
+       "      <td>0.009044</td>\n",
+       "      <td>0.010853</td>\n",
+       "      <td>3296.043221</td>\n",
+       "      <td>0.7</td>\n",
+       "      <td>1</td>\n",
        "      <td>0.010798</td>\n",
        "      <td>0.012958</td>\n",
        "      <td>3218.853834</td>\n",
        "      <td>0.7</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.010321</td>\n",
-       "      <td>0.012385</td>\n",
-       "      <td>3115.824071</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>1</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>121673</th>\n",
-       "      <th>2008-01-01</th>\n",
-       "      <td>0.023435</td>\n",
-       "      <td>0.028122</td>\n",
-       "      <td>4900.635234</td>\n",
-       "      <td>0.6</td>\n",
+       "      <th>2007-06-01</th>\n",
+       "      <td>0.011905</td>\n",
+       "      <td>0.014286</td>\n",
+       "      <td>3000.000000</td>\n",
+       "      <td>0.8</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.024489</td>\n",
-       "      <td>0.029386</td>\n",
-       "      <td>5214.762451</td>\n",
-       "      <td>0.6</td>\n",
+       "      <td>0.011905</td>\n",
+       "      <td>0.014286</td>\n",
+       "      <td>3000.000000</td>\n",
+       "      <td>0.8</td>\n",
        "      <td>1</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>5</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>118533</th>\n",
-       "      <th>2007-09-01</th>\n",
-       "      <td>0.056348</td>\n",
-       "      <td>0.067618</td>\n",
-       "      <td>2582.666544</td>\n",
-       "      <td>0.7</td>\n",
+       "      <th>155218</th>\n",
+       "      <th>2008-02-01</th>\n",
+       "      <td>0.126738</td>\n",
+       "      <td>0.152086</td>\n",
+       "      <td>9806.929770</td>\n",
+       "      <td>0.6</td>\n",
        "      <td>2</td>\n",
-       "      <td>0.063748</td>\n",
-       "      <td>0.076497</td>\n",
-       "      <td>2500.000000</td>\n",
-       "      <td>0.8</td>\n",
+       "      <td>0.150825</td>\n",
+       "      <td>0.180990</td>\n",
+       "      <td>9892.029445</td>\n",
+       "      <td>0.6</td>\n",
        "      <td>2</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -287,27 +286,27 @@
       "text/plain": [
        "                           PD12      PDLT          EAD  LGD  Stage  \\\n",
        "id     Reporting Date                                                \n",
-       "83979  2007-09-01      0.010798  0.012958  3218.853834  0.7      1   \n",
-       "121673 2008-01-01      0.023435  0.028122  4900.635234  0.6      1   \n",
-       "118533 2007-09-01      0.056348  0.067618  2582.666544  0.7      2   \n",
+       "83979  2007-10-01      0.009044  0.010853  3296.043221  0.7      1   \n",
+       "       2007-06-01      0.011905  0.014286  3000.000000  0.8      1   \n",
+       "155218 2008-02-01      0.126738  0.152086  9806.929770  0.6      2   \n",
        "\n",
        "                       Previous PD12  Previous PDLT  Previous EAD  \\\n",
        "id     Reporting Date                                               \n",
-       "83979  2007-09-01           0.010321       0.012385   3115.824071   \n",
-       "121673 2008-01-01           0.024489       0.029386   5214.762451   \n",
-       "118533 2007-09-01           0.063748       0.076497   2500.000000   \n",
+       "83979  2007-10-01           0.010798       0.012958   3218.853834   \n",
+       "       2007-06-01           0.011905       0.014286   3000.000000   \n",
+       "155218 2008-02-01           0.150825       0.180990   9892.029445   \n",
        "\n",
        "                       Previous LGD  Previous Stage  DaysPastDue  \\\n",
        "id     Reporting Date                                              \n",
-       "83979  2007-09-01               0.7               1          NaN   \n",
-       "121673 2008-01-01               0.6               1          NaN   \n",
-       "118533 2007-09-01               0.8               2          NaN   \n",
+       "83979  2007-10-01               0.7               1          NaN   \n",
+       "       2007-06-01               0.8               1          NaN   \n",
+       "155218 2008-02-01               0.6               2          NaN   \n",
        "\n",
        "                       Months Since Inception  \n",
        "id     Reporting Date                          \n",
-       "83979  2007-09-01                           3  \n",
-       "121673 2008-01-01                           5  \n",
-       "118533 2007-09-01                           1  "
+       "83979  2007-10-01                           4  \n",
+       "       2007-06-01                           0  \n",
+       "155218 2008-02-01                           3  "
       ]
      },
      "execution_count": 7,
@@ -476,52 +475,52 @@
        "      <td>2018-07-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>54057516</th>\n",
-       "      <td>57598247</td>\n",
-       "      <td>15000.0</td>\n",
-       "      <td>15000.0</td>\n",
-       "      <td>15000.0</td>\n",
-       "      <td>36 months</td>\n",
-       "      <td>12.69</td>\n",
-       "      <td>503.18</td>\n",
-       "      <td>C</td>\n",
-       "      <td>C2</td>\n",
-       "      <td>Human resources specialist</td>\n",
+       "      <th>8295031</th>\n",
+       "      <td>10037157</td>\n",
+       "      <td>12000.0</td>\n",
+       "      <td>12000.0</td>\n",
+       "      <td>12000.0</td>\n",
+       "      <td>60 months</td>\n",
+       "      <td>10.99</td>\n",
+       "      <td>260.85</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>Case manager</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>22700.0</td>\n",
+       "      <td>74900.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>7</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>10</td>\n",
        "      <td>1</td>\n",
-       "      <td>2018-07-01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>47592325</th>\n",
-       "      <td>50811048</td>\n",
-       "      <td>34750.0</td>\n",
-       "      <td>34750.0</td>\n",
-       "      <td>34750.0</td>\n",
-       "      <td>36 months</td>\n",
-       "      <td>19.52</td>\n",
-       "      <td>1282.96</td>\n",
-       "      <td>E</td>\n",
-       "      <td>E3</td>\n",
-       "      <td>Accounts Director</td>\n",
+       "      <td>2018-10-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55253847</th>\n",
+       "      <td>58834764</td>\n",
+       "      <td>10400.0</td>\n",
+       "      <td>10400.0</td>\n",
+       "      <td>10400.0</td>\n",
+       "      <td>60 months</td>\n",
+       "      <td>21.99</td>\n",
+       "      <td>287.18</td>\n",
+       "      <td>F</td>\n",
+       "      <td>F1</td>\n",
+       "      <td>License Mortgage Loan officer</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>76100.0</td>\n",
+       "      <td>37000.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2015</td>\n",
-       "      <td>5</td>\n",
+       "      <td>7</td>\n",
        "      <td>1</td>\n",
-       "      <td>2018-05-01</td>\n",
+       "      <td>2020-07-01</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -532,26 +531,32 @@
        "          member_id  loan_amnt  funded_amnt  funded_amnt_inv       term  \\\n",
        "id                                                                        \n",
        "55959171   59620924    14000.0      14000.0          14000.0  36 months   \n",
-       "54057516   57598247    15000.0      15000.0          15000.0  36 months   \n",
-       "47592325   50811048    34750.0      34750.0          34750.0  36 months   \n",
+       "8295031    10037157    12000.0      12000.0          12000.0  60 months   \n",
+       "55253847   58834764    10400.0      10400.0          10400.0  60 months   \n",
+       "\n",
+       "          int_rate  installment grade sub_grade  \\\n",
+       "id                                                \n",
+       "55959171     12.69       469.63     C        C2   \n",
+       "8295031      10.99       260.85     B        B2   \n",
+       "55253847     21.99       287.18     F        F1   \n",
        "\n",
-       "          int_rate  installment grade sub_grade                   emp_title  \\\n",
-       "id                                                                            \n",
-       "55959171     12.69       469.63     C        C2                Truck Driver   \n",
-       "54057516     12.69       503.18     C        C2  Human resources specialist   \n",
-       "47592325     19.52      1282.96     E        E3           Accounts Director   \n",
+       "                              emp_title  ... max_bal_bc all_util  \\\n",
+       "id                                       ...                       \n",
+       "55959171                   Truck Driver  ...        NaN      NaN   \n",
+       "8295031                    Case manager  ...        NaN      NaN   \n",
+       "55253847  License Mortgage Loan officer  ...        NaN      NaN   \n",
        "\n",
-       "          ... max_bal_bc all_util  total_rev_hi_lim inq_fi total_cu_tl  \\\n",
-       "id        ...                                                            \n",
-       "55959171  ...        NaN      NaN            8400.0    NaN         NaN   \n",
-       "54057516  ...        NaN      NaN           22700.0    NaN         NaN   \n",
-       "47592325  ...        NaN      NaN           76100.0    NaN         NaN   \n",
+       "          total_rev_hi_lim inq_fi total_cu_tl inq_last_12m Opening Year  \\\n",
+       "id                                                                        \n",
+       "55959171            8400.0    NaN         NaN          NaN         2015   \n",
+       "8295031            74900.0    NaN         NaN          NaN         2013   \n",
+       "55253847           37000.0    NaN         NaN          NaN         2015   \n",
        "\n",
-       "         inq_last_12m Opening Year Opening Month Opening Day maturity_date  \n",
-       "id                                                                          \n",
-       "55959171          NaN         2015             7           1    2018-07-01  \n",
-       "54057516          NaN         2015             7           1    2018-07-01  \n",
-       "47592325          NaN         2015             5           1    2018-05-01  \n",
+       "         Opening Month Opening Day maturity_date  \n",
+       "id                                                \n",
+       "55959171             7           1    2018-07-01  \n",
+       "8295031             10           1    2018-10-01  \n",
+       "55253847             7           1    2020-07-01  \n",
        "\n",
        "[3 rows x 77 columns]"
       ]
@@ -638,33 +643,33 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>16491451</th>\n",
+       "      <th>445007</th>\n",
        "      <td>N/A</td>\n",
-       "      <td>0.057929</td>\n",
-       "      <td>0.069515</td>\n",
+       "      <td>0.078235</td>\n",
+       "      <td>0.093882</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>32058330</th>\n",
+       "      <th>28743305</th>\n",
        "      <td>N/A</td>\n",
-       "      <td>0.083669</td>\n",
-       "      <td>0.100402</td>\n",
+       "      <td>0.135286</td>\n",
+       "      <td>0.162343</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5036924</th>\n",
-       "      <td>2014-11-12 00:00:00</td>\n",
-       "      <td>0.029353</td>\n",
-       "      <td>0.035223</td>\n",
+       "      <th>63661236</th>\n",
+       "      <td>N/A</td>\n",
+       "      <td>0.074856</td>\n",
+       "      <td>0.089827</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                 default_date  Opening PD12  Opening PDLT\n",
-       "id                                                       \n",
-       "16491451                  N/A      0.057929      0.069515\n",
-       "32058330                  N/A      0.083669      0.100402\n",
-       "5036924   2014-11-12 00:00:00      0.029353      0.035223"
+       "         default_date  Opening PD12  Opening PDLT\n",
+       "id                                               \n",
+       "445007            N/A      0.078235      0.093882\n",
+       "28743305          N/A      0.135286      0.162343\n",
+       "63661236          N/A      0.074856      0.089827"
       ]
      },
      "execution_count": 10,
@@ -1419,11 +1424,6 @@
    "outputs": [
     {
      "data": {
-      "application/vnd.atoti.convert-query-result-to-widget.v0+json": {
-       "mdx": "SELECT {[Measures].[EAD], [Measures].[Previous EAD], [Measures].[EAD (Chg)], [Measures].[EAD (Chg %)]} ON COLUMNS, NON EMPTY [Credit Risk].[Reporting Date].[Reporting Date].Members ON ROWS FROM [IFRS9]",
-       "sessionId": "1666698770_DY3ITH",
-       "widgetCreationCode": "session.visualize()"
-      },
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -1723,14 +1723,15 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# https://github.com/activeviam/atoti/issues/3819\n",
-    "ecl_stage_1 = tt.agg.sum(\n",
-    "    risk_engine_data[\"LGD\"] * risk_engine_data[\"EAD\"] * risk_engine_data[\"PD12\"]\n",
+    "ecl_stage_1 = tt.agg.sum_product(\n",
+    "    risk_engine_data[\"LGD\"], risk_engine_data[\"EAD\"], risk_engine_data[\"PD12\"]\n",
     ")\n",
-    "ecl_stage_2 = tt.agg.sum(\n",
-    "    risk_engine_data[\"LGD\"] * risk_engine_data[\"EAD\"] * risk_engine_data[\"PDLT\"]\n",
+    "\n",
+    "ecl_stage_2 = tt.agg.sum_product(\n",
+    "    risk_engine_data[\"LGD\"], risk_engine_data[\"EAD\"], risk_engine_data[\"PDLT\"]\n",
     ")\n",
-    "ecl_stage_3 = tt.agg.sum(risk_engine_data[\"LGD\"] * risk_engine_data[\"EAD\"])"
+    "\n",
+    "ecl_stage_3 = tt.agg.sum_product(risk_engine_data[\"LGD\"], risk_engine_data[\"EAD\"])"
    ]
   },
   {
@@ -1761,11 +1762,6 @@
    "outputs": [
     {
      "data": {
-      "application/vnd.atoti.convert-query-result-to-widget.v0+json": {
-       "mdx": "SELECT {[Measures].[ECL]} ON COLUMNS, NON EMPTY [Credit Risk].[Reporting Date].[Reporting Date].Members ON ROWS FROM [IFRS9]",
-       "sessionId": "1666698770_DY3ITH",
-       "widgetCreationCode": "session.visualize()"
-      },
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -1943,15 +1939,15 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ecl_pd_explain_stage_1 = tt.agg.sum(\n",
-    "    risk_engine_data[\"LGD\"]\n",
-    "    * risk_engine_data[\"EAD\"]\n",
-    "    * risk_engine_data[\"Previous PD12\"],\n",
+    "ecl_pd_explain_stage_1 = tt.agg.sum_product(\n",
+    "    risk_engine_data[\"LGD\"],\n",
+    "    risk_engine_data[\"EAD\"],\n",
+    "    risk_engine_data[\"Previous PD12\"],\n",
     ")\n",
-    "ecl_pd_explain_stage_2 = tt.agg.sum(\n",
-    "    risk_engine_data[\"LGD\"]\n",
-    "    * risk_engine_data[\"EAD\"]\n",
-    "    * risk_engine_data[\"Previous PDLT\"],\n",
+    "ecl_pd_explain_stage_2 = tt.agg.sum_product(\n",
+    "    risk_engine_data[\"LGD\"],\n",
+    "    risk_engine_data[\"EAD\"],\n",
+    "    risk_engine_data[\"Previous PDLT\"],\n",
     ")\n",
     "\n",
     "m[\"ECL with previous PD\"] = (\n",
@@ -1971,11 +1967,6 @@
    "outputs": [
     {
      "data": {
-      "application/vnd.atoti.convert-query-result-to-widget.v0+json": {
-       "mdx": "SELECT {[Measures].[ECL (Chg)], [Measures].[ECL variation due to PD changes]} ON COLUMNS, NON EMPTY [Credit Risk].[Reporting Date].[Reporting Date].Members ON ROWS FROM [IFRS9]",
-       "sessionId": "1666698770_DY3ITH",
-       "widgetCreationCode": "session.visualize()"
-      },
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -2109,18 +2100,18 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ecl_lgd_explain_stage_1 = tt.agg.sum(\n",
-    "    risk_engine_data[\"Previous LGD\"]\n",
-    "    * risk_engine_data[\"EAD\"]\n",
-    "    * risk_engine_data[\"PD12\"],\n",
+    "ecl_lgd_explain_stage_1 = tt.agg.sum_product(\n",
+    "    risk_engine_data[\"Previous LGD\"],\n",
+    "    risk_engine_data[\"EAD\"],\n",
+    "    risk_engine_data[\"PD12\"],\n",
     ")\n",
-    "ecl_lgd_explain_stage_2 = tt.agg.sum(\n",
-    "    risk_engine_data[\"Previous LGD\"]\n",
-    "    * risk_engine_data[\"EAD\"]\n",
-    "    * risk_engine_data[\"PDLT\"],\n",
+    "ecl_lgd_explain_stage_2 = tt.agg.sum_product(\n",
+    "    risk_engine_data[\"Previous LGD\"],\n",
+    "    risk_engine_data[\"EAD\"],\n",
+    "    risk_engine_data[\"PDLT\"],\n",
     ")\n",
-    "ecl_lgd_explain_stage_3 = tt.agg.sum(\n",
-    "    risk_engine_data[\"Previous LGD\"] * risk_engine_data[\"EAD\"]\n",
+    "ecl_lgd_explain_stage_3 = tt.agg.sum_product(\n",
+    "    risk_engine_data[\"Previous LGD\"], risk_engine_data[\"EAD\"]\n",
     ")\n",
     "\n",
     "m[\"ECL with previous LGD\"] = (\n",
@@ -2149,11 +2140,6 @@
    "outputs": [
     {
      "data": {
-      "application/vnd.atoti.convert-query-result-to-widget.v0+json": {
-       "mdx": "SELECT {[Measures].[ECL (Chg)], [Measures].[ECL variation due to PD changes], [Measures].[ECL variation due to LGD changes]} ON COLUMNS, NON EMPTY [Credit Risk].[Reporting Date].[Reporting Date].Members ON ROWS FROM [IFRS9]",
-       "sessionId": "1666698770_DY3ITH",
-       "widgetCreationCode": "session.visualize()"
-      },
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -2313,7 +2299,7 @@
        "path": "",
        "sessionLocation": {
         "https": false,
-        "port": 49765
+        "port": 59743
        }
       },
       "text/plain": [
@@ -2342,18 +2328,18 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ecl_ead_explain_stage_1 = tt.agg.sum(\n",
-    "    risk_engine_data[\"LGD\"]\n",
-    "    * risk_engine_data[\"Previous EAD\"]\n",
-    "    * risk_engine_data[\"PD12\"],\n",
+    "ecl_ead_explain_stage_1 = tt.agg.sum_product(\n",
+    "    risk_engine_data[\"LGD\"],\n",
+    "    risk_engine_data[\"Previous EAD\"],\n",
+    "    risk_engine_data[\"PD12\"],\n",
     ")\n",
-    "ecl_ead_explain_stage_2 = tt.agg.sum(\n",
-    "    risk_engine_data[\"LGD\"]\n",
-    "    * risk_engine_data[\"Previous EAD\"]\n",
-    "    * risk_engine_data[\"PDLT\"],\n",
+    "ecl_ead_explain_stage_2 = tt.agg.sum_product(\n",
+    "    risk_engine_data[\"LGD\"],\n",
+    "    risk_engine_data[\"Previous EAD\"],\n",
+    "    risk_engine_data[\"PDLT\"],\n",
     ")\n",
-    "ecl_ead_explain_stage_3 = tt.agg.sum(\n",
-    "    risk_engine_data[\"LGD\"] * risk_engine_data[\"Previous EAD\"]\n",
+    "ecl_ead_explain_stage_3 = tt.agg.sum_product(\n",
+    "    risk_engine_data[\"LGD\"], risk_engine_data[\"Previous EAD\"]\n",
     ")\n",
     "\n",
     "m[\"ECL with previous EAD\"] = (\n",
@@ -2373,11 +2359,6 @@
    "outputs": [
     {
      "data": {
-      "application/vnd.atoti.convert-query-result-to-widget.v0+json": {
-       "mdx": "SELECT {[Measures].[ECL (Chg)], [Measures].[ECL variation due to PD changes], [Measures].[ECL variation due to LGD changes], [Measures].[ECL variation due to EAD changes]} ON COLUMNS, NON EMPTY [Credit Risk].[Reporting Date].[Reporting Date].Members ON ROWS FROM [IFRS9]",
-       "sessionId": "1666698770_DY3ITH",
-       "widgetCreationCode": "session.visualize()"
-      },
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -2589,11 +2570,6 @@
    "outputs": [
     {
      "data": {
-      "application/vnd.atoti.convert-query-result-to-widget.v0+json": {
-       "mdx": "SELECT {[Measures].[ECL (Chg)], [Measures].[ECL variation due to PD changes], [Measures].[ECL variation due to LGD changes], [Measures].[ECL variation due to EAD changes], [Measures].[ECL unexplained variation]} ON COLUMNS, NON EMPTY [Credit Risk].[Reporting Date].[Reporting Date].Members ON ROWS FROM [IFRS9]",
-       "sessionId": "1666698770_DY3ITH",
-       "widgetCreationCode": "session.visualize()"
-      },
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -2944,7 +2920,6 @@
     ")\n",
     "\n",
     "m[\"% past due\"] = m[\"Num_Contracts_Past_due\"] / m[\"contributors.COUNT\"]\n",
-    "# https://github.com/activeviam/atoti/issues/3821\n",
     "m[\"% past due\"].formatter = \"DOUBLE[#,###.##%]\""
    ]
   },
@@ -2955,11 +2930,6 @@
    "outputs": [
     {
      "data": {
-      "application/vnd.atoti.convert-query-result-to-widget.v0+json": {
-       "mdx": "SELECT {[Measures].[% past due]} ON COLUMNS, NON EMPTY [Credit Risk].[Reporting Date].[Reporting Date].Members ON ROWS FROM [IFRS9]",
-       "sessionId": "1666698770_DY3ITH",
-       "widgetCreationCode": "session.visualize()"
-      },
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -3145,15 +3115,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Total loan amount",
-       "sessionId": "1666698770_DY3ITH",
+       "sessionId": "1669707780_YUC8AQ",
        "sessionLocation": {
         "https": false,
-        "port": 49765
+        "port": 59743
        },
        "widgetCreationCode": "session.visualize()"
       },
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2Fg%3E%3Cg%20class%3D%22menulayer%22%2F%3E%3Cg%20class%3D%22zoomlayer%22%2F%3E%3Cg%20class%3D%22hoverlayer%22%2F%3E%3C%2Fsvg%3E\">"
       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -3201,15 +3171,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Average loan size by Credit Score",
-       "sessionId": "1666698770_DY3ITH",
+       "sessionId": "1669707780_YUC8AQ",
        "sessionLocation": {
         "https": false,
-        "port": 49765
+        "port": 59743
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -3264,15 +3234,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Interest rates by credit score",
-       "sessionId": "1666698770_DY3ITH",
+       "sessionId": "1669707780_YUC8AQ",
        "sessionLocation": {
         "https": false,
-        "port": 49765
+        "port": 59743
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -3333,15 +3303,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Count loans",
-       "sessionId": "1666698770_DY3ITH",
+       "sessionId": "1669707780_YUC8AQ",
        "sessionLocation": {
         "https": false,
-        "port": 49765
+        "port": 59743
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -3389,15 +3359,15 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Proportion of loans purpose and by status",
-       "sessionId": "1666698770_DY3ITH",
+       "sessionId": "1669707780_YUC8AQ",
        "sessionLocation": {
         "https": false,
-        "port": 49765
+        "port": 59743
        },
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -3422,7 +3392,7 @@
        "path": "",
        "sessionLocation": {
         "https": false,
-        "port": 49765
+        "port": 59743
        }
       },
       "text/plain": [
diff --git a/notebooks/02-technical-tutorials/security-implementation/01-Basic-authentication.ipynb b/notebooks/02-technical-tutorials/security-implementation/01-Basic-authentication.ipynb
index 81705739..3dd1cb8e 100644
--- a/notebooks/02-technical-tutorials/security-implementation/01-Basic-authentication.ipynb
+++ b/notebooks/02-technical-tutorials/security-implementation/01-Basic-authentication.ipynb
@@ -47,7 +47,9 @@
    "outputs": [],
    "source": [
     "import atoti as tt\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "\n",
+    "from atoti_plus import UserServiceClient"
    ]
   },
   {
@@ -89,6 +91,25 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "124d6da1-ece3-4fcf-80f5-dfb21eeb1b72",
+   "metadata": {},
+   "source": [
+    "From [atoti v0.7.2](https://docs.atoti.io/latest/releases/0.7.2.html#added) onwards, atoti uses [UserServiceClient](https://docs.atoti.io/latest/lib/atoti-plus/atoti_plus.user_service_client.user_service_client.html#atoti_plus.UserServiceClient) to manage the dynamic aspects of the security configuration.  \n",
+    "With the client, multiple sessions can be configured with the same security configuration stored on the _user content storage_. The security configuration covers the roles and restrictions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "6a2fef9c-09c2-46e4-b6f6-6f3e957935e8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "user_service_client = UserServiceClient.from_session(session)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "24f8e1df-abb1-4504-81e0-f171863c158a",
@@ -129,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "690e7b55-22d1-4495-af10-e773e70c3637",
    "metadata": {},
    "outputs": [
@@ -170,40 +191,40 @@
        "      <td>Arby's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Rally's Hamburgers, Inc.</th>\n",
-       "      <th>checkers_rallys</th>\n",
-       "      <td>Checkers and Rally's</td>\n",
+       "      <th>Domino's Pizza, Inc.</th>\n",
+       "      <th>dominos</th>\n",
+       "      <td>Domino's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Restaurant Brands International Inc.</th>\n",
-       "      <th>firehouse_subs</th>\n",
-       "      <td>Firehouse Subs</td>\n",
+       "      <th>Papa Murphy's Holdings, Inc.</th>\n",
+       "      <th>papa_murphys</th>\n",
+       "      <td>Papa Murphy's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>CKE Restaurants</th>\n",
-       "      <th>hardees</th>\n",
-       "      <td>Hardee's</td>\n",
+       "      <th>Focus Brands</th>\n",
+       "      <th>auntie_annes</th>\n",
+       "      <td>Auntie Anne's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Imasco</th>\n",
-       "      <th>hardees</th>\n",
-       "      <td>Hardee's</td>\n",
+       "      <th>Panda Restaurant Group</th>\n",
+       "      <th>panda_express</th>\n",
+       "      <td>Panda Express</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                      name\n",
-       "parent_company                       company                              \n",
-       "Inspire Brands                       arbys                          Arby's\n",
-       "Rally's Hamburgers, Inc.             checkers_rallys  Checkers and Rally's\n",
-       "Restaurant Brands International Inc. firehouse_subs         Firehouse Subs\n",
-       "CKE Restaurants                      hardees                      Hardee's\n",
-       "Imasco                               hardees                      Hardee's"
+       "                                                     name\n",
+       "parent_company               company                     \n",
+       "Inspire Brands               arbys                 Arby's\n",
+       "Domino's Pizza, Inc.         dominos             Domino's\n",
+       "Papa Murphy's Holdings, Inc. papa_murphys   Papa Murphy's\n",
+       "Focus Brands                 auntie_annes   Auntie Anne's\n",
+       "Panda Restaurant Group       panda_express  Panda Express"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -220,7 +241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "bd3a4117-83f2-455f-85d7-f4c8e566ef31",
    "metadata": {},
    "outputs": [
@@ -266,94 +287,94 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>chipotle</th>\n",
-       "      <td>global</td>\n",
-       "      <td>5520</td>\n",
-       "      <td>2195</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>130</td>\n",
+       "      <th>popeyes_chicken</th>\n",
+       "      <td>chicken</td>\n",
+       "      <td>3750</td>\n",
+       "      <td>1541</td>\n",
+       "      <td>2458</td>\n",
+       "      <td>41</td>\n",
+       "      <td>2499</td>\n",
+       "      <td>131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>jimmy_johns</th>\n",
-       "      <td>sandwich</td>\n",
-       "      <td>2105</td>\n",
-       "      <td>759</td>\n",
-       "      <td>2735</td>\n",
-       "      <td>52</td>\n",
-       "      <td>2787</td>\n",
-       "      <td>-13</td>\n",
+       "      <th>del_taco</th>\n",
+       "      <td>global</td>\n",
+       "      <td>850</td>\n",
+       "      <td>1554</td>\n",
+       "      <td>296</td>\n",
+       "      <td>300</td>\n",
+       "      <td>596</td>\n",
+       "      <td>16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>el_pollo_loco</th>\n",
-       "      <td>chicken</td>\n",
-       "      <td>894</td>\n",
-       "      <td>1865</td>\n",
-       "      <td>277</td>\n",
-       "      <td>203</td>\n",
-       "      <td>480</td>\n",
-       "      <td>4</td>\n",
+       "      <th>jack_in_the_box</th>\n",
+       "      <td>burger</td>\n",
+       "      <td>3505</td>\n",
+       "      <td>1565</td>\n",
+       "      <td>2106</td>\n",
+       "      <td>137</td>\n",
+       "      <td>2243</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>marcos_pizza</th>\n",
-       "      <td>pizza</td>\n",
-       "      <td>628</td>\n",
-       "      <td>726</td>\n",
-       "      <td>875</td>\n",
-       "      <td>40</td>\n",
-       "      <td>915</td>\n",
-       "      <td>32</td>\n",
+       "      <th>tim_hortons</th>\n",
+       "      <td>sandwich</td>\n",
+       "      <td>840</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>715</td>\n",
+       "      <td>0</td>\n",
+       "      <td>715</td>\n",
+       "      <td>-12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>pizza_hut</th>\n",
-       "      <td>pizza</td>\n",
-       "      <td>5380</td>\n",
-       "      <td>714</td>\n",
-       "      <td>7393</td>\n",
-       "      <td>23</td>\n",
-       "      <td>7416</td>\n",
-       "      <td>-40</td>\n",
+       "      <th>mcdonalds</th>\n",
+       "      <td>burger</td>\n",
+       "      <td>40413</td>\n",
+       "      <td>2912</td>\n",
+       "      <td>13154</td>\n",
+       "      <td>692</td>\n",
+       "      <td>13846</td>\n",
+       "      <td>-66</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "               category  sales_in_millions_2019  \\\n",
-       "company                                           \n",
-       "chipotle         global                    5520   \n",
-       "jimmy_johns    sandwich                    2105   \n",
-       "el_pollo_loco   chicken                     894   \n",
-       "marcos_pizza      pizza                     628   \n",
-       "pizza_hut         pizza                    5380   \n",
+       "                 category  sales_in_millions_2019  \\\n",
+       "company                                             \n",
+       "popeyes_chicken   chicken                    3750   \n",
+       "del_taco           global                     850   \n",
+       "jack_in_the_box    burger                    3505   \n",
+       "tim_hortons      sandwich                     840   \n",
+       "mcdonalds          burger                   40413   \n",
        "\n",
-       "               sales_per_unit_thousands_2019  franchised_units_2019  \\\n",
-       "company                                                               \n",
-       "chipotle                                2195                      0   \n",
-       "jimmy_johns                              759                   2735   \n",
-       "el_pollo_loco                           1865                    277   \n",
-       "marcos_pizza                             726                    875   \n",
-       "pizza_hut                                714                   7393   \n",
+       "                 sales_per_unit_thousands_2019  franchised_units_2019  \\\n",
+       "company                                                                 \n",
+       "popeyes_chicken                           1541                   2458   \n",
+       "del_taco                                  1554                    296   \n",
+       "jack_in_the_box                           1565                   2106   \n",
+       "tim_hortons                               1165                    715   \n",
+       "mcdonalds                                 2912                  13154   \n",
        "\n",
-       "               company_owned_units_2019  total_units_2019  \\\n",
-       "company                                                     \n",
-       "chipotle                           2580              2580   \n",
-       "jimmy_johns                          52              2787   \n",
-       "el_pollo_loco                       203               480   \n",
-       "marcos_pizza                         40               915   \n",
-       "pizza_hut                            23              7416   \n",
+       "                 company_owned_units_2019  total_units_2019  \\\n",
+       "company                                                       \n",
+       "popeyes_chicken                        41              2499   \n",
+       "del_taco                              300               596   \n",
+       "jack_in_the_box                       137              2243   \n",
+       "tim_hortons                             0               715   \n",
+       "mcdonalds                             692             13846   \n",
        "\n",
-       "               unit_change_from_2018  \n",
-       "company                               \n",
-       "chipotle                         130  \n",
-       "jimmy_johns                      -13  \n",
-       "el_pollo_loco                      4  \n",
-       "marcos_pizza                      32  \n",
-       "pizza_hut                        -40  "
+       "                 unit_change_from_2018  \n",
+       "company                                 \n",
+       "popeyes_chicken                    131  \n",
+       "del_taco                            16  \n",
+       "jack_in_the_box                      6  \n",
+       "tim_hortons                        -12  \n",
+       "mcdonalds                          -66  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -369,7 +390,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "1d9a855e-9638-4c6d-b7bf-1a66298cda9e",
    "metadata": {},
    "outputs": [],
@@ -387,7 +408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "3e3fc292-1c39-4da3-8658-075a9293f058",
    "metadata": {},
    "outputs": [],
@@ -405,7 +426,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "a122e40b-08f9-4e6a-850a-d657ddb12940",
    "metadata": {},
    "outputs": [],
@@ -415,7 +436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "b4ee046c-a334-4cb6-95b8-7c7036e2ceb8",
    "metadata": {},
    "outputs": [],
@@ -432,7 +453,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "35c2cf1b-b7b1-4ac8-a10c-1a40a66e49fe",
    "metadata": {},
    "outputs": [],
@@ -464,24 +485,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "f9664d0c-8888-4b23-bbb7-927fbc8744a9",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "User(username='atoti_user', _authentication_type='BASIC')"
+       "<atoti_plus.user_service_client.user.User at 0x24916d09580>"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "session.security.basic.create_user(\"atoti_admin\", password=\"password\")\n",
-    "session.security.basic.create_user(\"atoti_user\", password=\"password\")"
+    "user_service_client.basic.create_user(\"atoti_admin\", password=\"password\")\n",
+    "user_service_client.basic.create_user(\"atoti_user\", password=\"password\")"
    ]
   },
   {
@@ -495,7 +516,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "c1f8f628-a598-4a71-a0ae-e394e5044347",
    "metadata": {},
    "outputs": [
@@ -503,12 +524,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Create user: User(username='Inspire_user1', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n",
-      "Create user: User(username='Inspire_user2', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n",
-      "Create user: User(username='Inspire_manager', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n",
-      "Create user: User(username='Restaurant_user1', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n",
-      "Create user: User(username='Restaurant_user2', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n",
-      "Create user: User(username='Restaurant_manager', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n"
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x0000024916D53850> - role(s): ['ROLE_USER']\n",
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x0000024916D53880> - role(s): ['ROLE_USER']\n",
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x0000024916D53850> - role(s): ['ROLE_USER']\n",
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x0000024916D53880> - role(s): ['ROLE_USER']\n",
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x0000024916D53850> - role(s): ['ROLE_USER']\n",
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x0000024916D53880> - role(s): ['ROLE_USER']\n"
      ]
     }
    ],
@@ -517,7 +538,9 @@
     "\n",
     "for row in users_df.to_dict(orient=\"records\"):\n",
     "    if row[\"Status\"] == \"Active\":\n",
-    "        user = session.security.basic.create_user(row[\"User\"], password=row[\"Password\"])\n",
+    "        user = user_service_client.basic.create_user(\n",
+    "            row[\"User\"], password=row[\"Password\"]\n",
+    "        )\n",
     "        print(f\"Create user: {user} - role(s): {user.roles}\")"
    ]
   },
@@ -550,7 +573,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "f02e72f1-dbd8-46d8-a8c8-841c2f916c6d",
    "metadata": {},
    "outputs": [],
@@ -565,18 +588,18 @@
     "            users_df = pd.read_csv(event.src_path)\n",
     "\n",
     "            for row in users_df.to_dict(orient=\"records\"):\n",
-    "                if (row[\"User\"] not in session.security.basic.users) & (\n",
+    "                if (row[\"User\"] not in user_service_client.basic.users) & (\n",
     "                    row[\"Status\"] == \"Active\"\n",
     "                ):\n",
-    "                    user = session.security.basic.create_user(\n",
+    "                    user = user_service_client.basic.create_user(\n",
     "                        row[\"User\"], password=row[\"Password\"]\n",
     "                    )\n",
     "                    print(f\"Create user: {user} - role(s): {user.roles}\")\n",
     "                else:\n",
     "                    if row[\"Status\"] == \"Inactive\":\n",
-    "                        session.security.basic.users.pop(row[\"User\"])\n",
+    "                        user_service_client.basic.users.pop(row[\"User\"])\n",
     "                    else:\n",
-    "                        session.security.basic.users[row[\"User\"]].password = row[\n",
+    "                        user_service_client.basic.users[row[\"User\"]].password = row[\n",
     "                            \"Password\"\n",
     "                        ]\n",
     "                    print(f\"Update user password: {user}\")\n",
@@ -640,17 +663,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "f716fbe1-03ae-4bac-a068-355cf1d75e10",
    "metadata": {},
    "outputs": [],
    "source": [
-    "role_inspire = session.security.create_role(\n",
+    "role_inspire = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_INSPIRE\",\n",
     "    restrictions={(\"parent_co\", \"parent_company\"): [\"Inspire Brands\"]},\n",
     ")\n",
     "\n",
-    "role_restaurant = session.security.create_role(\n",
+    "role_restaurant = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_RESTAURANT\",\n",
     "    restrictions={\n",
     "        (\"parent_co\", \"parent_company\"): [\"Restaurant Brands International Inc.\"]\n",
@@ -670,20 +693,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "e39094bc-cade-4ba2-bf33-2bfe3768bd34",
    "metadata": {},
    "outputs": [],
    "source": [
-    "role_team_burger = session.security.create_role(\n",
+    "role_team_burger = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_BURGER\", restrictions={(\"top_50\", \"category\"): [\"burger\"]}\n",
     ")\n",
     "\n",
-    "role_team_sandwich = session.security.create_role(\n",
+    "role_team_sandwich = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_SANDWICH\", restrictions={(\"top_50\", \"category\"): [\"sandwich\"]}\n",
     ")\n",
     "\n",
-    "role_team_snack = session.security.create_role(\n",
+    "role_team_snack = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_SNACK\", restrictions={(\"top_50\", \"category\"): [\"snack\"]}\n",
     ")"
    ]
@@ -731,13 +754,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "id": "096feeea-e533-403d-a7f2-45bcadb62889",
    "metadata": {},
    "outputs": [],
    "source": [
-    "session.security.individual_roles[\"atoti_admin\"].add(\"ROLE_ADMIN\")\n",
-    "session.security.individual_roles[\"atoti_user\"].add(\"ROLE_SHARE\")"
+    "user_service_client.individual_roles[\"atoti_admin\"].add(\"ROLE_ADMIN\")\n",
+    "user_service_client.individual_roles[\"atoti_user\"].add(\"ROLE_SHARE\")"
    ]
   },
   {
@@ -755,15 +778,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "id": "2a37ab9e-44a4-49d6-9a92-c3a4d074adff",
    "metadata": {},
    "outputs": [],
    "source": [
-    "session.security.individual_roles[\"Inspire_manager\"].update(\n",
+    "user_service_client.individual_roles[\"Inspire_manager\"].update(\n",
     "    [role_inspire.name, \"ROLE_SHARE\"]\n",
     ")\n",
-    "session.security.individual_roles[\"Restaurant_manager\"].update(\n",
+    "user_service_client.individual_roles[\"Restaurant_manager\"].update(\n",
     "    [role_restaurant.name, \"ROLE_SHARE\"]\n",
     ")"
    ]
@@ -782,28 +805,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "id": "2975571f-1fa3-4461-8821-7c411eaf744e",
    "metadata": {},
    "outputs": [],
    "source": [
     "# access restaurants of category Burger under Inspire Brands\n",
-    "session.security.individual_roles[\"Inspire_user1\"].update(\n",
+    "user_service_client.individual_roles[\"Inspire_user1\"].update(\n",
     "    [role_inspire.name, role_team_burger.name]\n",
     ")\n",
     "\n",
     "# access restaurants of category Sandwich or Snack under Inspire Brands\n",
-    "session.security.individual_roles[\"Inspire_user2\"].update(\n",
+    "user_service_client.individual_roles[\"Inspire_user2\"].update(\n",
     "    [role_inspire.name, role_team_sandwich.name, role_team_snack.name]\n",
     ")\n",
     "\n",
     "# access restaurants of category Burger under Restaurant Brands International LLC\n",
-    "session.security.individual_roles[\"Restaurant_user1\"].update(\n",
+    "user_service_client.individual_roles[\"Restaurant_user1\"].update(\n",
     "    [role_restaurant.name, role_team_burger.name]\n",
     ")\n",
     "\n",
     "# access restaurants of category Sandwich or Snack under Restaurant Brands International LLC\n",
-    "session.security.individual_roles[\"Restaurant_user2\"].update(\n",
+    "user_service_client.individual_roles[\"Restaurant_user2\"].update(\n",
     "    [role_restaurant.name, role_team_sandwich.name, role_team_snack.name]\n",
     ")"
    ]
@@ -842,7 +865,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "id": "fbc19c1b-7f9e-4384-b468-c997364ff93f",
    "metadata": {},
    "outputs": [
@@ -851,7 +874,7 @@
       "application/vnd.atoti.link.v0+json": {
        "path": "",
        "sessionLocation": {
-        "https": null,
+        "https": false,
         "port": 10011
        }
       },
@@ -859,7 +882,7 @@
        "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
       ]
      },
-     "execution_count": 19,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -893,7 +916,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.9.13"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/02-technical-tutorials/security-implementation/02-OIDC-Auth0.ipynb b/notebooks/02-technical-tutorials/security-implementation/02-OIDC-Auth0.ipynb
index 661cff70..30eb9c07 100644
--- a/notebooks/02-technical-tutorials/security-implementation/02-OIDC-Auth0.ipynb
+++ b/notebooks/02-technical-tutorials/security-implementation/02-OIDC-Auth0.ipynb
@@ -44,7 +44,8 @@
    "source": [
     "import os\n",
     "\n",
-    "import atoti as tt"
+    "import atoti as tt\n",
+    "from atoti_plus import UserServiceClient"
    ]
   },
   {
@@ -134,6 +135,25 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "55190c0c-acac-490b-b491-3412267668a0",
+   "metadata": {},
+   "source": [
+    "From [atoti v0.7.2](https://docs.atoti.io/latest/releases/0.7.2.html#added) onwards, atoti uses [UserServiceClient](https://docs.atoti.io/latest/lib/atoti-plus/atoti_plus.user_service_client.user_service_client.html#atoti_plus.UserServiceClient) to manage the dynamic aspects of the security configuration.  \n",
+    "With the client, multiple sessions can be configured with the same security configuration stored on the _user content storage_. The security configuration covers the roles and restrictions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "a06f14b1-562f-4ba2-8a29-72cc605017ed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "user_service_client = UserServiceClient.from_session(session)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "a3c74a79-0f2e-4387-95d5-dcbb2dc88e0e",
@@ -174,7 +194,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "bd3eb635-dde3-4a19-b9de-f4747023d458",
    "metadata": {},
    "outputs": [
@@ -215,40 +235,40 @@
        "      <td>Arby's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Rally's Hamburgers, Inc.</th>\n",
-       "      <th>checkers_rallys</th>\n",
-       "      <td>Checkers and Rally's</td>\n",
+       "      <th>Domino's Pizza, Inc.</th>\n",
+       "      <th>dominos</th>\n",
+       "      <td>Domino's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Restaurant Brands International Inc.</th>\n",
-       "      <th>firehouse_subs</th>\n",
-       "      <td>Firehouse Subs</td>\n",
+       "      <th>Papa Murphy's Holdings, Inc.</th>\n",
+       "      <th>papa_murphys</th>\n",
+       "      <td>Papa Murphy's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>CKE Restaurants</th>\n",
-       "      <th>hardees</th>\n",
-       "      <td>Hardee's</td>\n",
+       "      <th>Focus Brands</th>\n",
+       "      <th>auntie_annes</th>\n",
+       "      <td>Auntie Anne's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Imasco</th>\n",
-       "      <th>hardees</th>\n",
-       "      <td>Hardee's</td>\n",
+       "      <th>Panda Restaurant Group</th>\n",
+       "      <th>panda_express</th>\n",
+       "      <td>Panda Express</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                      name\n",
-       "parent_company                       company                              \n",
-       "Inspire Brands                       arbys                          Arby's\n",
-       "Rally's Hamburgers, Inc.             checkers_rallys  Checkers and Rally's\n",
-       "Restaurant Brands International Inc. firehouse_subs         Firehouse Subs\n",
-       "CKE Restaurants                      hardees                      Hardee's\n",
-       "Imasco                               hardees                      Hardee's"
+       "                                                     name\n",
+       "parent_company               company                     \n",
+       "Inspire Brands               arbys                 Arby's\n",
+       "Domino's Pizza, Inc.         dominos             Domino's\n",
+       "Papa Murphy's Holdings, Inc. papa_murphys   Papa Murphy's\n",
+       "Focus Brands                 auntie_annes   Auntie Anne's\n",
+       "Panda Restaurant Group       panda_express  Panda Express"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -265,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "96189684-8d9d-48e1-ae3a-8f4d08de94f6",
    "metadata": {},
    "outputs": [
@@ -311,94 +331,94 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>chipotle</th>\n",
-       "      <td>global</td>\n",
-       "      <td>5520</td>\n",
-       "      <td>2195</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>130</td>\n",
+       "      <th>popeyes_chicken</th>\n",
+       "      <td>chicken</td>\n",
+       "      <td>3750</td>\n",
+       "      <td>1541</td>\n",
+       "      <td>2458</td>\n",
+       "      <td>41</td>\n",
+       "      <td>2499</td>\n",
+       "      <td>131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>jimmy_johns</th>\n",
-       "      <td>sandwich</td>\n",
-       "      <td>2105</td>\n",
-       "      <td>759</td>\n",
-       "      <td>2735</td>\n",
-       "      <td>52</td>\n",
-       "      <td>2787</td>\n",
-       "      <td>-13</td>\n",
+       "      <th>del_taco</th>\n",
+       "      <td>global</td>\n",
+       "      <td>850</td>\n",
+       "      <td>1554</td>\n",
+       "      <td>296</td>\n",
+       "      <td>300</td>\n",
+       "      <td>596</td>\n",
+       "      <td>16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>el_pollo_loco</th>\n",
-       "      <td>chicken</td>\n",
-       "      <td>894</td>\n",
-       "      <td>1865</td>\n",
-       "      <td>277</td>\n",
-       "      <td>203</td>\n",
-       "      <td>480</td>\n",
-       "      <td>4</td>\n",
+       "      <th>jack_in_the_box</th>\n",
+       "      <td>burger</td>\n",
+       "      <td>3505</td>\n",
+       "      <td>1565</td>\n",
+       "      <td>2106</td>\n",
+       "      <td>137</td>\n",
+       "      <td>2243</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>marcos_pizza</th>\n",
-       "      <td>pizza</td>\n",
-       "      <td>628</td>\n",
-       "      <td>726</td>\n",
-       "      <td>875</td>\n",
-       "      <td>40</td>\n",
-       "      <td>915</td>\n",
-       "      <td>32</td>\n",
+       "      <th>tim_hortons</th>\n",
+       "      <td>sandwich</td>\n",
+       "      <td>840</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>715</td>\n",
+       "      <td>0</td>\n",
+       "      <td>715</td>\n",
+       "      <td>-12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>pizza_hut</th>\n",
-       "      <td>pizza</td>\n",
-       "      <td>5380</td>\n",
-       "      <td>714</td>\n",
-       "      <td>7393</td>\n",
-       "      <td>23</td>\n",
-       "      <td>7416</td>\n",
-       "      <td>-40</td>\n",
+       "      <th>mcdonalds</th>\n",
+       "      <td>burger</td>\n",
+       "      <td>40413</td>\n",
+       "      <td>2912</td>\n",
+       "      <td>13154</td>\n",
+       "      <td>692</td>\n",
+       "      <td>13846</td>\n",
+       "      <td>-66</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "               category  sales_in_millions_2019  \\\n",
-       "company                                           \n",
-       "chipotle         global                    5520   \n",
-       "jimmy_johns    sandwich                    2105   \n",
-       "el_pollo_loco   chicken                     894   \n",
-       "marcos_pizza      pizza                     628   \n",
-       "pizza_hut         pizza                    5380   \n",
+       "                 category  sales_in_millions_2019  \\\n",
+       "company                                             \n",
+       "popeyes_chicken   chicken                    3750   \n",
+       "del_taco           global                     850   \n",
+       "jack_in_the_box    burger                    3505   \n",
+       "tim_hortons      sandwich                     840   \n",
+       "mcdonalds          burger                   40413   \n",
        "\n",
-       "               sales_per_unit_thousands_2019  franchised_units_2019  \\\n",
-       "company                                                               \n",
-       "chipotle                                2195                      0   \n",
-       "jimmy_johns                              759                   2735   \n",
-       "el_pollo_loco                           1865                    277   \n",
-       "marcos_pizza                             726                    875   \n",
-       "pizza_hut                                714                   7393   \n",
+       "                 sales_per_unit_thousands_2019  franchised_units_2019  \\\n",
+       "company                                                                 \n",
+       "popeyes_chicken                           1541                   2458   \n",
+       "del_taco                                  1554                    296   \n",
+       "jack_in_the_box                           1565                   2106   \n",
+       "tim_hortons                               1165                    715   \n",
+       "mcdonalds                                 2912                  13154   \n",
        "\n",
-       "               company_owned_units_2019  total_units_2019  \\\n",
-       "company                                                     \n",
-       "chipotle                           2580              2580   \n",
-       "jimmy_johns                          52              2787   \n",
-       "el_pollo_loco                       203               480   \n",
-       "marcos_pizza                         40               915   \n",
-       "pizza_hut                            23              7416   \n",
+       "                 company_owned_units_2019  total_units_2019  \\\n",
+       "company                                                       \n",
+       "popeyes_chicken                        41              2499   \n",
+       "del_taco                              300               596   \n",
+       "jack_in_the_box                       137              2243   \n",
+       "tim_hortons                             0               715   \n",
+       "mcdonalds                             692             13846   \n",
        "\n",
-       "               unit_change_from_2018  \n",
-       "company                               \n",
-       "chipotle                         130  \n",
-       "jimmy_johns                      -13  \n",
-       "el_pollo_loco                      4  \n",
-       "marcos_pizza                      32  \n",
-       "pizza_hut                        -40  "
+       "                 unit_change_from_2018  \n",
+       "company                                 \n",
+       "popeyes_chicken                    131  \n",
+       "del_taco                            16  \n",
+       "jack_in_the_box                      6  \n",
+       "tim_hortons                        -12  \n",
+       "mcdonalds                          -66  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -414,7 +434,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "015657ca-38ea-4b8e-95cc-d05988d8963c",
    "metadata": {},
    "outputs": [],
@@ -432,7 +452,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "efa7fa8b-d8fc-4469-9d30-a895f451e57a",
    "metadata": {},
    "outputs": [],
@@ -450,7 +470,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "8c76ec6a-c137-4c21-a200-26e4a01dda54",
    "metadata": {},
    "outputs": [],
@@ -460,7 +480,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "905498cd-e033-4f56-b8be-88cb08f85c6d",
    "metadata": {},
    "outputs": [],
@@ -477,7 +497,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "af0f9a67-524c-4ca0-b3c9-859e4ad9146a",
    "metadata": {},
    "outputs": [],
@@ -544,17 +564,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "f9050fa1-7c63-4d43-9a79-09190f6a96dd",
    "metadata": {},
    "outputs": [],
    "source": [
-    "role_inspire = session.security.create_role(\n",
+    "role_inspire = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_INSPIRE\",\n",
     "    restrictions={(\"parent_co\", \"parent_company\"): [\"Inspire Brands\"]},\n",
     ")\n",
     "\n",
-    "role_restaurant = session.security.create_role(\n",
+    "role_restaurant = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_RESTAURANT\",\n",
     "    restrictions={\n",
     "        (\"parent_co\", \"parent_company\"): [\"Restaurant Brands International Inc.\"]\n",
@@ -574,20 +594,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "581b3f20-00f7-408d-b2b4-6a8ffbbb1d0a",
    "metadata": {},
    "outputs": [],
    "source": [
-    "role_team_burger = session.security.create_role(\n",
+    "role_team_burger = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_BURGER\", restrictions={(\"top_50\", \"category\"): [\"burger\"]}\n",
     ")\n",
     "\n",
-    "role_team_sandwich = session.security.create_role(\n",
+    "role_team_sandwich = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_SANDWICH\", restrictions={(\"top_50\", \"category\"): [\"sandwich\"]}\n",
     ")\n",
     "\n",
-    "role_team_snack = session.security.create_role(\n",
+    "role_team_snack = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_SNACK\", restrictions={(\"top_50\", \"category\"): [\"snack\"]}\n",
     ")"
    ]
@@ -630,12 +650,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "ac50f14d-757e-40eb-b7e9-f22dbe60d654",
    "metadata": {},
    "outputs": [],
    "source": [
-    "session.security.oidc.default_roles.update([\"ROLE_USER\", \"ROLE_SHARE\"])"
+    "user_service_client.oidc.default_roles.update([\"ROLE_USER\", \"ROLE_SHARE\"])"
    ]
   },
   {
@@ -666,12 +686,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "684d9fbd-377e-41ab-b697-5554c3534db7",
    "metadata": {},
    "outputs": [],
    "source": [
-    "session.security.oidc.role_mapping.update(\n",
+    "user_service_client.oidc.role_mapping.update(\n",
     "    {\n",
     "        # atoti reserved roles\n",
     "        \"admin\": [\"ROLE_ADMIN\"],\n",
@@ -734,7 +754,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "fbc19c1b-7f9e-4384-b468-c997364ff93f",
    "metadata": {},
    "outputs": [
@@ -743,7 +763,7 @@
       "application/vnd.atoti.link.v0+json": {
        "path": "",
        "sessionLocation": {
-        "https": null,
+        "https": false,
         "port": 10011
        }
       },
@@ -751,7 +771,7 @@
        "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
       ]
      },
-     "execution_count": 15,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -785,7 +805,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.9.13"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/02-technical-tutorials/security-implementation/03-OIDC-Google.ipynb b/notebooks/02-technical-tutorials/security-implementation/03-OIDC-Google.ipynb
index e94c3370..630c3d2d 100644
--- a/notebooks/02-technical-tutorials/security-implementation/03-OIDC-Google.ipynb
+++ b/notebooks/02-technical-tutorials/security-implementation/03-OIDC-Google.ipynb
@@ -44,7 +44,8 @@
    "source": [
     "import os\n",
     "\n",
-    "import atoti as tt"
+    "import atoti as tt\n",
+    "from atoti_plus import UserServiceClient"
    ]
   },
   {
@@ -120,6 +121,25 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "aee6c245-7483-4470-8714-6f87f4859e22",
+   "metadata": {},
+   "source": [
+    "From [atoti v0.7.2](https://docs.atoti.io/latest/releases/0.7.2.html#added) onwards, atoti uses [UserServiceClient](https://docs.atoti.io/latest/lib/atoti-plus/atoti_plus.user_service_client.user_service_client.html#atoti_plus.UserServiceClient) to manage the dynamic aspects of the security configuration.  \n",
+    "With the client, multiple sessions can be configured with the same security configuration stored on the _user content storage_. The security configuration covers the roles and restrictions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "1ca1354d-f5f2-4d90-b367-b8d9aa922db0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "user_service_client = UserServiceClient.from_session(session)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "597ce4d3-c37c-4a3a-8cdf-54a6f01e4343",
@@ -160,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "901c9024-1c79-47c6-9ecf-71b16d1696e8",
    "metadata": {},
    "outputs": [
@@ -201,40 +221,40 @@
        "      <td>Arby's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Rally's Hamburgers, Inc.</th>\n",
-       "      <th>checkers_rallys</th>\n",
-       "      <td>Checkers and Rally's</td>\n",
+       "      <th>Domino's Pizza, Inc.</th>\n",
+       "      <th>dominos</th>\n",
+       "      <td>Domino's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Restaurant Brands International Inc.</th>\n",
-       "      <th>firehouse_subs</th>\n",
-       "      <td>Firehouse Subs</td>\n",
+       "      <th>Papa Murphy's Holdings, Inc.</th>\n",
+       "      <th>papa_murphys</th>\n",
+       "      <td>Papa Murphy's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>CKE Restaurants</th>\n",
-       "      <th>hardees</th>\n",
-       "      <td>Hardee's</td>\n",
+       "      <th>Focus Brands</th>\n",
+       "      <th>auntie_annes</th>\n",
+       "      <td>Auntie Anne's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Imasco</th>\n",
-       "      <th>hardees</th>\n",
-       "      <td>Hardee's</td>\n",
+       "      <th>Panda Restaurant Group</th>\n",
+       "      <th>panda_express</th>\n",
+       "      <td>Panda Express</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                      name\n",
-       "parent_company                       company                              \n",
-       "Inspire Brands                       arbys                          Arby's\n",
-       "Rally's Hamburgers, Inc.             checkers_rallys  Checkers and Rally's\n",
-       "Restaurant Brands International Inc. firehouse_subs         Firehouse Subs\n",
-       "CKE Restaurants                      hardees                      Hardee's\n",
-       "Imasco                               hardees                      Hardee's"
+       "                                                     name\n",
+       "parent_company               company                     \n",
+       "Inspire Brands               arbys                 Arby's\n",
+       "Domino's Pizza, Inc.         dominos             Domino's\n",
+       "Papa Murphy's Holdings, Inc. papa_murphys   Papa Murphy's\n",
+       "Focus Brands                 auntie_annes   Auntie Anne's\n",
+       "Panda Restaurant Group       panda_express  Panda Express"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -251,7 +271,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "4f2982ed-4457-4d13-9f8a-532f24b32b96",
    "metadata": {},
    "outputs": [
@@ -297,94 +317,94 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>chipotle</th>\n",
-       "      <td>global</td>\n",
-       "      <td>5520</td>\n",
-       "      <td>2195</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>130</td>\n",
+       "      <th>popeyes_chicken</th>\n",
+       "      <td>chicken</td>\n",
+       "      <td>3750</td>\n",
+       "      <td>1541</td>\n",
+       "      <td>2458</td>\n",
+       "      <td>41</td>\n",
+       "      <td>2499</td>\n",
+       "      <td>131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>jimmy_johns</th>\n",
-       "      <td>sandwich</td>\n",
-       "      <td>2105</td>\n",
-       "      <td>759</td>\n",
-       "      <td>2735</td>\n",
-       "      <td>52</td>\n",
-       "      <td>2787</td>\n",
-       "      <td>-13</td>\n",
+       "      <th>del_taco</th>\n",
+       "      <td>global</td>\n",
+       "      <td>850</td>\n",
+       "      <td>1554</td>\n",
+       "      <td>296</td>\n",
+       "      <td>300</td>\n",
+       "      <td>596</td>\n",
+       "      <td>16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>el_pollo_loco</th>\n",
-       "      <td>chicken</td>\n",
-       "      <td>894</td>\n",
-       "      <td>1865</td>\n",
-       "      <td>277</td>\n",
-       "      <td>203</td>\n",
-       "      <td>480</td>\n",
-       "      <td>4</td>\n",
+       "      <th>jack_in_the_box</th>\n",
+       "      <td>burger</td>\n",
+       "      <td>3505</td>\n",
+       "      <td>1565</td>\n",
+       "      <td>2106</td>\n",
+       "      <td>137</td>\n",
+       "      <td>2243</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>marcos_pizza</th>\n",
-       "      <td>pizza</td>\n",
-       "      <td>628</td>\n",
-       "      <td>726</td>\n",
-       "      <td>875</td>\n",
-       "      <td>40</td>\n",
-       "      <td>915</td>\n",
-       "      <td>32</td>\n",
+       "      <th>tim_hortons</th>\n",
+       "      <td>sandwich</td>\n",
+       "      <td>840</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>715</td>\n",
+       "      <td>0</td>\n",
+       "      <td>715</td>\n",
+       "      <td>-12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>pizza_hut</th>\n",
-       "      <td>pizza</td>\n",
-       "      <td>5380</td>\n",
-       "      <td>714</td>\n",
-       "      <td>7393</td>\n",
-       "      <td>23</td>\n",
-       "      <td>7416</td>\n",
-       "      <td>-40</td>\n",
+       "      <th>mcdonalds</th>\n",
+       "      <td>burger</td>\n",
+       "      <td>40413</td>\n",
+       "      <td>2912</td>\n",
+       "      <td>13154</td>\n",
+       "      <td>692</td>\n",
+       "      <td>13846</td>\n",
+       "      <td>-66</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "               category  sales_in_millions_2019  \\\n",
-       "company                                           \n",
-       "chipotle         global                    5520   \n",
-       "jimmy_johns    sandwich                    2105   \n",
-       "el_pollo_loco   chicken                     894   \n",
-       "marcos_pizza      pizza                     628   \n",
-       "pizza_hut         pizza                    5380   \n",
+       "                 category  sales_in_millions_2019  \\\n",
+       "company                                             \n",
+       "popeyes_chicken   chicken                    3750   \n",
+       "del_taco           global                     850   \n",
+       "jack_in_the_box    burger                    3505   \n",
+       "tim_hortons      sandwich                     840   \n",
+       "mcdonalds          burger                   40413   \n",
        "\n",
-       "               sales_per_unit_thousands_2019  franchised_units_2019  \\\n",
-       "company                                                               \n",
-       "chipotle                                2195                      0   \n",
-       "jimmy_johns                              759                   2735   \n",
-       "el_pollo_loco                           1865                    277   \n",
-       "marcos_pizza                             726                    875   \n",
-       "pizza_hut                                714                   7393   \n",
+       "                 sales_per_unit_thousands_2019  franchised_units_2019  \\\n",
+       "company                                                                 \n",
+       "popeyes_chicken                           1541                   2458   \n",
+       "del_taco                                  1554                    296   \n",
+       "jack_in_the_box                           1565                   2106   \n",
+       "tim_hortons                               1165                    715   \n",
+       "mcdonalds                                 2912                  13154   \n",
        "\n",
-       "               company_owned_units_2019  total_units_2019  \\\n",
-       "company                                                     \n",
-       "chipotle                           2580              2580   \n",
-       "jimmy_johns                          52              2787   \n",
-       "el_pollo_loco                       203               480   \n",
-       "marcos_pizza                         40               915   \n",
-       "pizza_hut                            23              7416   \n",
+       "                 company_owned_units_2019  total_units_2019  \\\n",
+       "company                                                       \n",
+       "popeyes_chicken                        41              2499   \n",
+       "del_taco                              300               596   \n",
+       "jack_in_the_box                       137              2243   \n",
+       "tim_hortons                             0               715   \n",
+       "mcdonalds                             692             13846   \n",
        "\n",
-       "               unit_change_from_2018  \n",
-       "company                               \n",
-       "chipotle                         130  \n",
-       "jimmy_johns                      -13  \n",
-       "el_pollo_loco                      4  \n",
-       "marcos_pizza                      32  \n",
-       "pizza_hut                        -40  "
+       "                 unit_change_from_2018  \n",
+       "company                                 \n",
+       "popeyes_chicken                    131  \n",
+       "del_taco                            16  \n",
+       "jack_in_the_box                      6  \n",
+       "tim_hortons                        -12  \n",
+       "mcdonalds                          -66  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -400,7 +420,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "d149c3fb-cfa7-4c2a-bcb5-8898b3405afa",
    "metadata": {},
    "outputs": [],
@@ -418,7 +438,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "587ac1d9-3dcc-404a-8935-8fbddc551aef",
    "metadata": {},
    "outputs": [],
@@ -436,7 +456,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "ab1ec912-7b8f-430b-95fe-33f4f50b38f3",
    "metadata": {},
    "outputs": [],
@@ -446,7 +466,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "27cdf35f-30ba-45f5-8056-d8bcb9866e8f",
    "metadata": {},
    "outputs": [],
@@ -463,7 +483,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "7f15005a-3f8f-4f14-9be5-9d57fd87eea1",
    "metadata": {},
    "outputs": [],
@@ -530,17 +550,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "81cd36c0-b3d2-4be8-b4ca-bc33499a90b1",
    "metadata": {},
    "outputs": [],
    "source": [
-    "role_inspire = session.security.create_role(\n",
+    "role_inspire = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_INSPIRE\",\n",
     "    restrictions={(\"parent_co\", \"parent_company\"): [\"Inspire Brands\"]},\n",
     ")\n",
     "\n",
-    "role_restaurant = session.security.create_role(\n",
+    "role_restaurant = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_RESTAURANT\",\n",
     "    restrictions={\n",
     "        (\"parent_co\", \"parent_company\"): [\"Restaurant Brands International Inc.\"]\n",
@@ -560,20 +580,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "eef801e2-2a22-4a22-b1e1-209945aeb09d",
    "metadata": {},
    "outputs": [],
    "source": [
-    "role_team_burger = session.security.create_role(\n",
+    "role_team_burger = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_BURGER\", restrictions={(\"top_50\", \"category\"): [\"burger\"]}\n",
     ")\n",
     "\n",
-    "role_team_sandwich = session.security.create_role(\n",
+    "role_team_sandwich = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_SANDWICH\", restrictions={(\"top_50\", \"category\"): [\"sandwich\"]}\n",
     ")\n",
     "\n",
-    "role_team_snack = session.security.create_role(\n",
+    "role_team_snack = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_SNACK\", restrictions={(\"top_50\", \"category\"): [\"snack\"]}\n",
     ")"
    ]
@@ -618,12 +638,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "ac50f14d-757e-40eb-b7e9-f22dbe60d654",
    "metadata": {},
    "outputs": [],
    "source": [
-    "session.security.oidc.default_roles.update([\"ROLE_SHARE\"])"
+    "user_service_client.oidc.default_roles.update([\"ROLE_SHARE\"])"
    ]
   },
   {
@@ -654,14 +674,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "684d9fbd-377e-41ab-b697-5554c3534db7",
    "metadata": {},
    "outputs": [],
    "source": [
     "ROLE_USER = \"ROLE_USER\"\n",
     "\n",
-    "session.security.oidc.role_mapping.update(\n",
+    "user_service_client.oidc.role_mapping.update(\n",
     "    {\n",
     "        \"inspire_m@test.com\": [ROLE_USER, role_inspire.name],\n",
     "        \"inspire_user1@test.com\": [ROLE_USER, role_inspire.name, role_team_burger.name],\n",
@@ -721,7 +741,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "fbc19c1b-7f9e-4384-b468-c997364ff93f",
    "metadata": {},
    "outputs": [
@@ -730,7 +750,7 @@
       "application/vnd.atoti.link.v0+json": {
        "path": "",
        "sessionLocation": {
-        "https": null,
+        "https": false,
         "port": 10011
        }
       },
@@ -738,7 +758,7 @@
        "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
       ]
      },
-     "execution_count": 15,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -772,7 +792,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.9.13"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/02-technical-tutorials/security-implementation/04-LDAP.ipynb b/notebooks/02-technical-tutorials/security-implementation/04-LDAP.ipynb
index 2754b48f..79374d5c 100644
--- a/notebooks/02-technical-tutorials/security-implementation/04-LDAP.ipynb
+++ b/notebooks/02-technical-tutorials/security-implementation/04-LDAP.ipynb
@@ -42,7 +42,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import atoti as tt"
+    "import atoti as tt\n",
+    "\n",
+    "from atoti_plus import UserServiceClient"
    ]
   },
   {
@@ -108,6 +110,25 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "662e850c-b969-4958-9ddb-1b41dd960ad8",
+   "metadata": {},
+   "source": [
+    "From [atoti v0.7.2](https://docs.atoti.io/latest/releases/0.7.2.html#added) onwards, atoti uses [UserServiceClient](https://docs.atoti.io/latest/lib/atoti-plus/atoti_plus.user_service_client.user_service_client.html#atoti_plus.UserServiceClient) to manage the dynamic aspects of the security configuration.  \n",
+    "With the client, multiple sessions can be configured with the same security configuration stored on the _user content storage_. The security configuration covers the roles and restrictions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "15ec9495-d280-4893-aea2-67323d371bc5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "user_service_client = UserServiceClient.from_session(session)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "a0595d14-ace8-4b9f-a693-f83042770b39",
@@ -148,7 +169,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "1c0f22b9-d2c3-47fd-b1a6-3028b52b9bca",
    "metadata": {},
    "outputs": [
@@ -189,40 +210,40 @@
        "      <td>Arby's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Rally's Hamburgers, Inc.</th>\n",
-       "      <th>checkers_rallys</th>\n",
-       "      <td>Checkers and Rally's</td>\n",
+       "      <th>Domino's Pizza, Inc.</th>\n",
+       "      <th>dominos</th>\n",
+       "      <td>Domino's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Restaurant Brands International Inc.</th>\n",
-       "      <th>firehouse_subs</th>\n",
-       "      <td>Firehouse Subs</td>\n",
+       "      <th>Papa Murphy's Holdings, Inc.</th>\n",
+       "      <th>papa_murphys</th>\n",
+       "      <td>Papa Murphy's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>CKE Restaurants</th>\n",
-       "      <th>hardees</th>\n",
-       "      <td>Hardee's</td>\n",
+       "      <th>Focus Brands</th>\n",
+       "      <th>auntie_annes</th>\n",
+       "      <td>Auntie Anne's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Imasco</th>\n",
-       "      <th>hardees</th>\n",
-       "      <td>Hardee's</td>\n",
+       "      <th>Panda Restaurant Group</th>\n",
+       "      <th>panda_express</th>\n",
+       "      <td>Panda Express</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                      name\n",
-       "parent_company                       company                              \n",
-       "Inspire Brands                       arbys                          Arby's\n",
-       "Rally's Hamburgers, Inc.             checkers_rallys  Checkers and Rally's\n",
-       "Restaurant Brands International Inc. firehouse_subs         Firehouse Subs\n",
-       "CKE Restaurants                      hardees                      Hardee's\n",
-       "Imasco                               hardees                      Hardee's"
+       "                                                     name\n",
+       "parent_company               company                     \n",
+       "Inspire Brands               arbys                 Arby's\n",
+       "Domino's Pizza, Inc.         dominos             Domino's\n",
+       "Papa Murphy's Holdings, Inc. papa_murphys   Papa Murphy's\n",
+       "Focus Brands                 auntie_annes   Auntie Anne's\n",
+       "Panda Restaurant Group       panda_express  Panda Express"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -239,7 +260,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "b0738277-3697-4f85-8a08-20d191062187",
    "metadata": {},
    "outputs": [
@@ -285,94 +306,94 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>chipotle</th>\n",
-       "      <td>global</td>\n",
-       "      <td>5520</td>\n",
-       "      <td>2195</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>130</td>\n",
+       "      <th>popeyes_chicken</th>\n",
+       "      <td>chicken</td>\n",
+       "      <td>3750</td>\n",
+       "      <td>1541</td>\n",
+       "      <td>2458</td>\n",
+       "      <td>41</td>\n",
+       "      <td>2499</td>\n",
+       "      <td>131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>jimmy_johns</th>\n",
-       "      <td>sandwich</td>\n",
-       "      <td>2105</td>\n",
-       "      <td>759</td>\n",
-       "      <td>2735</td>\n",
-       "      <td>52</td>\n",
-       "      <td>2787</td>\n",
-       "      <td>-13</td>\n",
+       "      <th>del_taco</th>\n",
+       "      <td>global</td>\n",
+       "      <td>850</td>\n",
+       "      <td>1554</td>\n",
+       "      <td>296</td>\n",
+       "      <td>300</td>\n",
+       "      <td>596</td>\n",
+       "      <td>16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>el_pollo_loco</th>\n",
-       "      <td>chicken</td>\n",
-       "      <td>894</td>\n",
-       "      <td>1865</td>\n",
-       "      <td>277</td>\n",
-       "      <td>203</td>\n",
-       "      <td>480</td>\n",
-       "      <td>4</td>\n",
+       "      <th>jack_in_the_box</th>\n",
+       "      <td>burger</td>\n",
+       "      <td>3505</td>\n",
+       "      <td>1565</td>\n",
+       "      <td>2106</td>\n",
+       "      <td>137</td>\n",
+       "      <td>2243</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>marcos_pizza</th>\n",
-       "      <td>pizza</td>\n",
-       "      <td>628</td>\n",
-       "      <td>726</td>\n",
-       "      <td>875</td>\n",
-       "      <td>40</td>\n",
-       "      <td>915</td>\n",
-       "      <td>32</td>\n",
+       "      <th>tim_hortons</th>\n",
+       "      <td>sandwich</td>\n",
+       "      <td>840</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>715</td>\n",
+       "      <td>0</td>\n",
+       "      <td>715</td>\n",
+       "      <td>-12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>pizza_hut</th>\n",
-       "      <td>pizza</td>\n",
-       "      <td>5380</td>\n",
-       "      <td>714</td>\n",
-       "      <td>7393</td>\n",
-       "      <td>23</td>\n",
-       "      <td>7416</td>\n",
-       "      <td>-40</td>\n",
+       "      <th>mcdonalds</th>\n",
+       "      <td>burger</td>\n",
+       "      <td>40413</td>\n",
+       "      <td>2912</td>\n",
+       "      <td>13154</td>\n",
+       "      <td>692</td>\n",
+       "      <td>13846</td>\n",
+       "      <td>-66</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "               category  sales_in_millions_2019  \\\n",
-       "company                                           \n",
-       "chipotle         global                    5520   \n",
-       "jimmy_johns    sandwich                    2105   \n",
-       "el_pollo_loco   chicken                     894   \n",
-       "marcos_pizza      pizza                     628   \n",
-       "pizza_hut         pizza                    5380   \n",
+       "                 category  sales_in_millions_2019  \\\n",
+       "company                                             \n",
+       "popeyes_chicken   chicken                    3750   \n",
+       "del_taco           global                     850   \n",
+       "jack_in_the_box    burger                    3505   \n",
+       "tim_hortons      sandwich                     840   \n",
+       "mcdonalds          burger                   40413   \n",
        "\n",
-       "               sales_per_unit_thousands_2019  franchised_units_2019  \\\n",
-       "company                                                               \n",
-       "chipotle                                2195                      0   \n",
-       "jimmy_johns                              759                   2735   \n",
-       "el_pollo_loco                           1865                    277   \n",
-       "marcos_pizza                             726                    875   \n",
-       "pizza_hut                                714                   7393   \n",
+       "                 sales_per_unit_thousands_2019  franchised_units_2019  \\\n",
+       "company                                                                 \n",
+       "popeyes_chicken                           1541                   2458   \n",
+       "del_taco                                  1554                    296   \n",
+       "jack_in_the_box                           1565                   2106   \n",
+       "tim_hortons                               1165                    715   \n",
+       "mcdonalds                                 2912                  13154   \n",
        "\n",
-       "               company_owned_units_2019  total_units_2019  \\\n",
-       "company                                                     \n",
-       "chipotle                           2580              2580   \n",
-       "jimmy_johns                          52              2787   \n",
-       "el_pollo_loco                       203               480   \n",
-       "marcos_pizza                         40               915   \n",
-       "pizza_hut                            23              7416   \n",
+       "                 company_owned_units_2019  total_units_2019  \\\n",
+       "company                                                       \n",
+       "popeyes_chicken                        41              2499   \n",
+       "del_taco                              300               596   \n",
+       "jack_in_the_box                       137              2243   \n",
+       "tim_hortons                             0               715   \n",
+       "mcdonalds                             692             13846   \n",
        "\n",
-       "               unit_change_from_2018  \n",
-       "company                               \n",
-       "chipotle                         130  \n",
-       "jimmy_johns                      -13  \n",
-       "el_pollo_loco                      4  \n",
-       "marcos_pizza                      32  \n",
-       "pizza_hut                        -40  "
+       "                 unit_change_from_2018  \n",
+       "company                                 \n",
+       "popeyes_chicken                    131  \n",
+       "del_taco                            16  \n",
+       "jack_in_the_box                      6  \n",
+       "tim_hortons                        -12  \n",
+       "mcdonalds                          -66  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -388,7 +409,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "19f48135-035d-42c8-8be6-4dfd0dabf6e2",
    "metadata": {},
    "outputs": [],
@@ -406,7 +427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "ebc3aa91-a1c9-4d85-b11d-b4f9a32a3e3b",
    "metadata": {},
    "outputs": [],
@@ -424,7 +445,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "6e7b23aa-6737-4bc2-856a-6f17f6b40d65",
    "metadata": {},
    "outputs": [],
@@ -434,7 +455,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "4ab31cf1-17d2-4f05-bff2-560b59d262a1",
    "metadata": {},
    "outputs": [],
@@ -451,7 +472,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "9ef36871-7b45-4d7b-94f2-6836cf44a0a1",
    "metadata": {},
    "outputs": [],
@@ -518,17 +539,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "f716fbe1-03ae-4bac-a068-355cf1d75e10",
    "metadata": {},
    "outputs": [],
    "source": [
-    "role_inspire = session.security.create_role(\n",
+    "role_inspire = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_INSPIRE\",\n",
     "    restrictions={(\"parent_co\", \"parent_company\"): [\"Inspire Brands\"]},\n",
     ")\n",
     "\n",
-    "role_restaurant = session.security.create_role(\n",
+    "role_restaurant = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_RESTAURANT\",\n",
     "    restrictions={\n",
     "        (\"parent_co\", \"parent_company\"): [\"Restaurant Brands International Inc.\"]\n",
@@ -548,20 +569,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "e39094bc-cade-4ba2-bf33-2bfe3768bd34",
    "metadata": {},
    "outputs": [],
    "source": [
-    "role_team_burger = session.security.create_role(\n",
+    "role_team_burger = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_BURGER\", restrictions={(\"top_50\", \"category\"): [\"burger\"]}\n",
     ")\n",
     "\n",
-    "role_team_sandwich = session.security.create_role(\n",
+    "role_team_sandwich = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_SANDWICH\", restrictions={(\"top_50\", \"category\"): [\"sandwich\"]}\n",
     ")\n",
     "\n",
-    "role_team_snack = session.security.create_role(\n",
+    "role_team_snack = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_SNACK\", restrictions={(\"top_50\", \"category\"): [\"snack\"]}\n",
     ")"
    ]
@@ -604,12 +625,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "ac50f14d-757e-40eb-b7e9-f22dbe60d654",
    "metadata": {},
    "outputs": [],
    "source": [
-    "session.security.ldap.default_roles.update([\"ROLE_USER\", \"ROLE_SHARE\"])"
+    "user_service_client.ldap.default_roles.update([\"ROLE_USER\", \"ROLE_SHARE\"])"
    ]
   },
   {
@@ -633,12 +654,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "81281da0-105f-4755-8088-5802e18c1a0f",
    "metadata": {},
    "outputs": [],
    "source": [
-    "session.security.ldap.role_mapping.update(\n",
+    "user_service_client.ldap.role_mapping.update(\n",
     "    {\n",
     "        # atoti reserved roles\n",
     "        \"ROLE_ATOTI_ADMIN\": [\"ROLE_ADMIN\"],\n",
@@ -701,7 +722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "fbc19c1b-7f9e-4384-b468-c997364ff93f",
    "metadata": {},
    "outputs": [
@@ -710,7 +731,7 @@
       "application/vnd.atoti.link.v0+json": {
        "path": "",
        "sessionLocation": {
-        "https": null,
+        "https": false,
         "port": 10011
        }
       },
@@ -718,7 +739,7 @@
        "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
       ]
      },
-     "execution_count": 15,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -752,7 +773,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.9.13"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/02-technical-tutorials/security-implementation/main.ipynb b/notebooks/02-technical-tutorials/security-implementation/main.ipynb
index 23a128b3..6b412bea 100644
--- a/notebooks/02-technical-tutorials/security-implementation/main.ipynb
+++ b/notebooks/02-technical-tutorials/security-implementation/main.ipynb
@@ -51,7 +51,8 @@
     "\n",
     "import atoti as tt\n",
     "import ipywidgets as widgets\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "from atoti_plus import UserServiceClient"
    ]
   },
   {
@@ -88,7 +89,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "cb4cb3cd49444cd8bc2d497a65f3162e",
+       "model_id": "caa63c4597624f10a7bcbfb29a5e7e44",
        "version_major": 2,
        "version_minor": 0
       },
@@ -300,6 +301,25 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "15268c03-3bf7-4c2a-b992-9f1da528f6b3",
+   "metadata": {},
+   "source": [
+    "From [atoti v0.7.2](https://docs.atoti.io/latest/releases/0.7.2.html#added) onwards, atoti uses [UserServiceClient](https://docs.atoti.io/latest/lib/atoti-plus/atoti_plus.user_service_client.user_service_client.html#atoti_plus.UserServiceClient) to manage the dynamic aspects of the security configuration.  \n",
+    "With the client, multiple sessions can be configured with the same security configuration stored on the _user content storage_. The security configuration covers the roles and restrictions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "d793dec0-bb5b-4de1-891a-7b00765101d7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "user_service_client = UserServiceClient.from_session(session)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "1c7ceabf-9f17-47b0-a54e-a3760475b70b",
@@ -340,7 +360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "8c62262c-2628-4508-81c3-21eaa0d221c7",
    "metadata": {},
    "outputs": [
@@ -381,40 +401,40 @@
        "      <td>Arby's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Rally's Hamburgers, Inc.</th>\n",
-       "      <th>checkers_rallys</th>\n",
-       "      <td>Checkers and Rally's</td>\n",
+       "      <th>Domino's Pizza, Inc.</th>\n",
+       "      <th>dominos</th>\n",
+       "      <td>Domino's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Restaurant Brands International Inc.</th>\n",
-       "      <th>firehouse_subs</th>\n",
-       "      <td>Firehouse Subs</td>\n",
+       "      <th>Papa Murphy's Holdings, Inc.</th>\n",
+       "      <th>papa_murphys</th>\n",
+       "      <td>Papa Murphy's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>CKE Restaurants</th>\n",
-       "      <th>hardees</th>\n",
-       "      <td>Hardee's</td>\n",
+       "      <th>Focus Brands</th>\n",
+       "      <th>auntie_annes</th>\n",
+       "      <td>Auntie Anne's</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Imasco</th>\n",
-       "      <th>hardees</th>\n",
-       "      <td>Hardee's</td>\n",
+       "      <th>Panda Restaurant Group</th>\n",
+       "      <th>panda_express</th>\n",
+       "      <td>Panda Express</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                      name\n",
-       "parent_company                       company                              \n",
-       "Inspire Brands                       arbys                          Arby's\n",
-       "Rally's Hamburgers, Inc.             checkers_rallys  Checkers and Rally's\n",
-       "Restaurant Brands International Inc. firehouse_subs         Firehouse Subs\n",
-       "CKE Restaurants                      hardees                      Hardee's\n",
-       "Imasco                               hardees                      Hardee's"
+       "                                                     name\n",
+       "parent_company               company                     \n",
+       "Inspire Brands               arbys                 Arby's\n",
+       "Domino's Pizza, Inc.         dominos             Domino's\n",
+       "Papa Murphy's Holdings, Inc. papa_murphys   Papa Murphy's\n",
+       "Focus Brands                 auntie_annes   Auntie Anne's\n",
+       "Panda Restaurant Group       panda_express  Panda Express"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -431,7 +451,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "5ca8effa-27ad-441b-ab14-cddb19d35796",
    "metadata": {},
    "outputs": [
@@ -477,94 +497,94 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>chipotle</th>\n",
-       "      <td>global</td>\n",
-       "      <td>5520</td>\n",
-       "      <td>2195</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>130</td>\n",
+       "      <th>popeyes_chicken</th>\n",
+       "      <td>chicken</td>\n",
+       "      <td>3750</td>\n",
+       "      <td>1541</td>\n",
+       "      <td>2458</td>\n",
+       "      <td>41</td>\n",
+       "      <td>2499</td>\n",
+       "      <td>131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>jimmy_johns</th>\n",
-       "      <td>sandwich</td>\n",
-       "      <td>2105</td>\n",
-       "      <td>759</td>\n",
-       "      <td>2735</td>\n",
-       "      <td>52</td>\n",
-       "      <td>2787</td>\n",
-       "      <td>-13</td>\n",
+       "      <th>del_taco</th>\n",
+       "      <td>global</td>\n",
+       "      <td>850</td>\n",
+       "      <td>1554</td>\n",
+       "      <td>296</td>\n",
+       "      <td>300</td>\n",
+       "      <td>596</td>\n",
+       "      <td>16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>el_pollo_loco</th>\n",
-       "      <td>chicken</td>\n",
-       "      <td>894</td>\n",
-       "      <td>1865</td>\n",
-       "      <td>277</td>\n",
-       "      <td>203</td>\n",
-       "      <td>480</td>\n",
-       "      <td>4</td>\n",
+       "      <th>jack_in_the_box</th>\n",
+       "      <td>burger</td>\n",
+       "      <td>3505</td>\n",
+       "      <td>1565</td>\n",
+       "      <td>2106</td>\n",
+       "      <td>137</td>\n",
+       "      <td>2243</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>marcos_pizza</th>\n",
-       "      <td>pizza</td>\n",
-       "      <td>628</td>\n",
-       "      <td>726</td>\n",
-       "      <td>875</td>\n",
-       "      <td>40</td>\n",
-       "      <td>915</td>\n",
-       "      <td>32</td>\n",
+       "      <th>tim_hortons</th>\n",
+       "      <td>sandwich</td>\n",
+       "      <td>840</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>715</td>\n",
+       "      <td>0</td>\n",
+       "      <td>715</td>\n",
+       "      <td>-12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>pizza_hut</th>\n",
-       "      <td>pizza</td>\n",
-       "      <td>5380</td>\n",
-       "      <td>714</td>\n",
-       "      <td>7393</td>\n",
-       "      <td>23</td>\n",
-       "      <td>7416</td>\n",
-       "      <td>-40</td>\n",
+       "      <th>mcdonalds</th>\n",
+       "      <td>burger</td>\n",
+       "      <td>40413</td>\n",
+       "      <td>2912</td>\n",
+       "      <td>13154</td>\n",
+       "      <td>692</td>\n",
+       "      <td>13846</td>\n",
+       "      <td>-66</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "               category  sales_in_millions_2019  \\\n",
-       "company                                           \n",
-       "chipotle         global                    5520   \n",
-       "jimmy_johns    sandwich                    2105   \n",
-       "el_pollo_loco   chicken                     894   \n",
-       "marcos_pizza      pizza                     628   \n",
-       "pizza_hut         pizza                    5380   \n",
+       "                 category  sales_in_millions_2019  \\\n",
+       "company                                             \n",
+       "popeyes_chicken   chicken                    3750   \n",
+       "del_taco           global                     850   \n",
+       "jack_in_the_box    burger                    3505   \n",
+       "tim_hortons      sandwich                     840   \n",
+       "mcdonalds          burger                   40413   \n",
        "\n",
-       "               sales_per_unit_thousands_2019  franchised_units_2019  \\\n",
-       "company                                                               \n",
-       "chipotle                                2195                      0   \n",
-       "jimmy_johns                              759                   2735   \n",
-       "el_pollo_loco                           1865                    277   \n",
-       "marcos_pizza                             726                    875   \n",
-       "pizza_hut                                714                   7393   \n",
+       "                 sales_per_unit_thousands_2019  franchised_units_2019  \\\n",
+       "company                                                                 \n",
+       "popeyes_chicken                           1541                   2458   \n",
+       "del_taco                                  1554                    296   \n",
+       "jack_in_the_box                           1565                   2106   \n",
+       "tim_hortons                               1165                    715   \n",
+       "mcdonalds                                 2912                  13154   \n",
        "\n",
-       "               company_owned_units_2019  total_units_2019  \\\n",
-       "company                                                     \n",
-       "chipotle                           2580              2580   \n",
-       "jimmy_johns                          52              2787   \n",
-       "el_pollo_loco                       203               480   \n",
-       "marcos_pizza                         40               915   \n",
-       "pizza_hut                            23              7416   \n",
+       "                 company_owned_units_2019  total_units_2019  \\\n",
+       "company                                                       \n",
+       "popeyes_chicken                        41              2499   \n",
+       "del_taco                              300               596   \n",
+       "jack_in_the_box                       137              2243   \n",
+       "tim_hortons                             0               715   \n",
+       "mcdonalds                             692             13846   \n",
        "\n",
-       "               unit_change_from_2018  \n",
-       "company                               \n",
-       "chipotle                         130  \n",
-       "jimmy_johns                      -13  \n",
-       "el_pollo_loco                      4  \n",
-       "marcos_pizza                      32  \n",
-       "pizza_hut                        -40  "
+       "                 unit_change_from_2018  \n",
+       "company                                 \n",
+       "popeyes_chicken                    131  \n",
+       "del_taco                            16  \n",
+       "jack_in_the_box                      6  \n",
+       "tim_hortons                        -12  \n",
+       "mcdonalds                          -66  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -580,7 +600,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "f3590c32-b2e7-4967-bf24-94b7df76507b",
    "metadata": {},
    "outputs": [],
@@ -598,7 +618,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "2df2cd6e-5fee-4733-b69f-0618f467dbef",
    "metadata": {},
    "outputs": [],
@@ -616,7 +636,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "0bd38e94-2694-48ec-9a39-3108d03882e4",
    "metadata": {},
    "outputs": [],
@@ -626,7 +646,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "004f7946-a97c-4b97-850c-4001bda40d1d",
    "metadata": {},
    "outputs": [],
@@ -643,7 +663,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "f79426db-eca1-42a9-a7e3-12acb7cf59b3",
    "metadata": {},
    "outputs": [],
@@ -675,14 +695,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "f9664d0c-8888-4b23-bbb7-927fbc8744a9",
    "metadata": {},
    "outputs": [],
    "source": [
     "if auth_mode.value == AUTH_BASIC:\n",
-    "    session.security.basic.create_user(\"atoti_admin\", password=\"atoti_pwd\")\n",
-    "    session.security.basic.create_user(\"atoti_user\", password=\"atoti_pwd\")"
+    "    user_service_client.basic.create_user(\"atoti_admin\", password=\"atoti_pwd\")\n",
+    "    user_service_client.basic.create_user(\"atoti_user\", password=\"atoti_pwd\")"
    ]
   },
   {
@@ -696,7 +716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "c1f8f628-a598-4a71-a0ae-e394e5044347",
    "metadata": {},
    "outputs": [
@@ -704,12 +724,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Create user: User(username='Inspire_user1', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n",
-      "Create user: User(username='Inspire_user2', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n",
-      "Create user: User(username='Inspire_manager', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n",
-      "Create user: User(username='Restaurant_user1', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n",
-      "Create user: User(username='Restaurant_user2', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n",
-      "Create user: User(username='Restaurant_manager', _authentication_type='BASIC') - role(s): {'ROLE_USER'}\n"
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x000001E2444B7C70> - role(s): ['ROLE_USER']\n",
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x000001E2444D8250> - role(s): ['ROLE_USER']\n",
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x000001E2444B7C70> - role(s): ['ROLE_USER']\n",
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x000001E2444D81C0> - role(s): ['ROLE_USER']\n",
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x000001E2444B7C70> - role(s): ['ROLE_USER']\n",
+      "Create user: <atoti_plus.user_service_client.user.User object at 0x000001E2444D80D0> - role(s): ['ROLE_USER']\n"
      ]
     }
    ],
@@ -719,7 +739,9 @@
     "        \"https://data.atoti.io/notebooks/security/users/basic_user_pwd.csv\"\n",
     "    )\n",
     "    for row in users_df.to_dict(orient=\"records\"):\n",
-    "        user = session.security.basic.create_user(row[\"User\"], password=row[\"Password\"])\n",
+    "        user = user_service_client.basic.create_user(\n",
+    "            row[\"User\"], password=row[\"Password\"]\n",
+    "        )\n",
     "        print(f\"Create user: {user} - role(s): {user.roles}\")"
    ]
   },
@@ -789,17 +811,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "f9050fa1-7c63-4d43-9a79-09190f6a96dd",
    "metadata": {},
    "outputs": [],
    "source": [
-    "role_inspire = session.security.create_role(\n",
+    "role_inspire = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_INSPIRE\",\n",
     "    restrictions={(\"parent_co\", \"parent_company\"): [\"Inspire Brands\"]},\n",
     ")\n",
     "\n",
-    "role_restaurant = session.security.create_role(\n",
+    "role_restaurant = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_RESTAURANT\",\n",
     "    restrictions={\n",
     "        (\"parent_co\", \"parent_company\"): [\"Restaurant Brands International Inc.\"]\n",
@@ -819,20 +841,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "id": "581b3f20-00f7-408d-b2b4-6a8ffbbb1d0a",
    "metadata": {},
    "outputs": [],
    "source": [
-    "role_team_burger = session.security.create_role(\n",
+    "role_team_burger = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_BURGER\", restrictions={(\"top_50\", \"category\"): [\"burger\"]}\n",
     ")\n",
     "\n",
-    "role_team_sandwich = session.security.create_role(\n",
+    "role_team_sandwich = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_SANDWICH\", restrictions={(\"top_50\", \"category\"): [\"sandwich\"]}\n",
     ")\n",
     "\n",
-    "role_team_snack = session.security.create_role(\n",
+    "role_team_snack = user_service_client.create_role(\n",
     "    \"ATOTI_ROLE_SNACK\", restrictions={(\"top_50\", \"category\"): [\"snack\"]}\n",
     ")"
    ]
@@ -886,14 +908,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "id": "096feeea-e533-403d-a7f2-45bcadb62889",
    "metadata": {},
    "outputs": [],
    "source": [
     "if auth_mode.value == AUTH_BASIC:\n",
-    "    session.security.individual_roles[\"atoti_admin\"].add(\"ROLE_ADMIN\")\n",
-    "    session.security.individual_roles[\"atoti_user\"].add(\"ROLE_SHARE\")"
+    "    user_service_client.individual_roles[\"atoti_admin\"].add(\"ROLE_ADMIN\")\n",
+    "    user_service_client.individual_roles[\"atoti_user\"].add(\"ROLE_SHARE\")"
    ]
   },
   {
@@ -920,16 +942,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "id": "2a37ab9e-44a4-49d6-9a92-c3a4d074adff",
    "metadata": {},
    "outputs": [],
    "source": [
     "if auth_mode.value == AUTH_BASIC:\n",
-    "    session.security.individual_roles[\"Inspire_manager\"].update(\n",
+    "    user_service_client.individual_roles[\"Inspire_manager\"].update(\n",
     "        [\"ROLE_SHARE\", \"ATOTI_ROLE_INSPIRE\"]\n",
     "    )\n",
-    "    session.security.individual_roles[\"Restaurant_manager\"].update(\n",
+    "    user_service_client.individual_roles[\"Restaurant_manager\"].update(\n",
     "        [\"ROLE_SHARE\", \"ATOTI_ROLE_RESTAURANT\"]\n",
     "    )"
    ]
@@ -948,23 +970,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "id": "2975571f-1fa3-4461-8821-7c411eaf744e",
    "metadata": {},
    "outputs": [],
    "source": [
     "if auth_mode.value == AUTH_BASIC:\n",
-    "    session.security.individual_roles[\"Inspire_user1\"].update(\n",
+    "    user_service_client.individual_roles[\"Inspire_user1\"].update(\n",
     "        [\"ATOTI_ROLE_INSPIRE\", \"ATOTI_ROLE_BURGER\"]\n",
     "    )\n",
-    "    session.security.individual_roles[\"Inspire_user2\"].update(\n",
+    "    user_service_client.individual_roles[\"Inspire_user2\"].update(\n",
     "        [\"ATOTI_ROLE_INSPIRE\", \"ATOTI_ROLE_SANDWICH\", \"ATOTI_ROLE_SNACK\"]\n",
     "    )\n",
     "\n",
-    "    session.security.individual_roles[\"Restaurant_user1\"].update(\n",
+    "    user_service_client.individual_roles[\"Restaurant_user1\"].update(\n",
     "        [\"ATOTI_ROLE_RESTAURANT\", \"ATOTI_ROLE_BURGER\"]\n",
     "    )\n",
-    "    session.security.individual_roles[\"Restaurant_user2\"].update(\n",
+    "    user_service_client.individual_roles[\"Restaurant_user2\"].update(\n",
     "        [\"ATOTI_ROLE_RESTAURANT\", \"ATOTI_ROLE_SANDWICH\", \"ATOTI_ROLE_SNACK\"]\n",
     "    )"
    ]
@@ -1000,20 +1022,20 @@
    "metadata": {},
    "source": [
     "We could default the roles such as __ROLE_SHARE__ for all users who are logged in successfully.  \n",
-    "Depending on the authentication mechanism applied, use either [`session.security.oidc`](https://docs.atoti.io/latest/lib/atoti-plus/atoti_plus.security.html#atoti_plus.security.OidcSecurity) or [`session.security.ldap`](https://docs.atoti.io/latest/lib/atoti-plus/atoti_plus.security.html#atoti_plus.security.LdapSecurity) module to perform the operations."
+    "Depending on the authentication mechanism applied, use either [`user_service_client.oidc`](https://docs.atoti.io/latest/lib/atoti-plus/atoti_plus.user_service_client.oidc.security.html) or [`user_service_client.ldap`](https://docs.atoti.io/latest/lib/atoti-plus/atoti_plus.user_service_client.ldap.security.html) module to perform the operations."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "id": "ac50f14d-757e-40eb-b7e9-f22dbe60d654",
    "metadata": {},
    "outputs": [],
    "source": [
     "if auth_mode.value in [AUTH_OIDC_AUTH0, AUTH_OIDC_GOOGLE]:\n",
-    "    session.security.oidc.default_roles.update([\"ROLE_SHARE\"])\n",
+    "    user_service_client.oidc.default_roles.update([\"ROLE_SHARE\"])\n",
     "elif auth_mode.value == AUTH_LDAP:\n",
-    "    session.security.ldap.default_roles.update([\"ROLE_SHARE\"])"
+    "    user_service_client.ldap.default_roles.update([\"ROLE_SHARE\"])"
    ]
   },
   {
@@ -1045,14 +1067,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "id": "684d9fbd-377e-41ab-b697-5554c3534db7",
    "metadata": {},
    "outputs": [],
    "source": [
     "if auth_mode.value == AUTH_OIDC_AUTH0:\n",
     "    print(\"Map roles from Auth0 to roles in atoti\")\n",
-    "    session.security.oidc.role_mapping.update(\n",
+    "    user_service_client.oidc.role_mapping.update(\n",
     "        {\n",
     "            # atoti reserved roles\n",
     "            \"admin\": [\"ROLE_ADMIN\"],\n",
@@ -1083,14 +1105,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 23,
    "id": "ea451b30-ea0e-44ba-a942-a6fc8f09c340",
    "metadata": {},
    "outputs": [],
    "source": [
     "if auth_mode.value == AUTH_OIDC_GOOGLE:\n",
     "    print(\"Map roles from Google to roles in atoti\")\n",
-    "    session.security.oidc.role_mapping.update(\n",
+    "    user_service_client.oidc.role_mapping.update(\n",
     "        {\n",
     "            \"inspire_m@test.com\": [\"ROLE_USER\", role_inspire.name],\n",
     "            \"inspire_user1@test.com\": [\n",
@@ -1137,14 +1159,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 24,
    "id": "81281da0-105f-4755-8088-5802e18c1a0f",
    "metadata": {},
    "outputs": [],
    "source": [
     "if auth_mode.value == AUTH_LDAP:\n",
     "    print(\"Map roles from LDAP to roles in atoti\")\n",
-    "    session.security.ldap.role_mapping.update(\n",
+    "    user_service_client.ldap.role_mapping.update(\n",
     "        {\n",
     "            # atoti reserved roles\n",
     "            \"ROLE_ATOTI_ADMIN\": [\"ROLE_ADMIN\"],\n",
@@ -1170,10 +1192,10 @@
     "Try out any of these users (Password for users created with BasicSecurity are \"password\"):\n",
     "\n",
     "___Administrator___\n",
-    "- atoti_admin\n",
+    "- atoti_admin (password: atoti_pwd)\n",
     "\n",
     "___Generic user___\n",
-    "- atoti_user\n",
+    "- atoti_user (password: atoti_pwd)\n",
     "\n",
     "___Inspire Brands users___\n",
     "- Inspire_user1 (Access for restaurants of category Burger only)\n",
@@ -1188,7 +1210,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 25,
    "id": "fbc19c1b-7f9e-4384-b468-c997364ff93f",
    "metadata": {},
    "outputs": [
@@ -1197,7 +1219,7 @@
       "application/vnd.atoti.link.v0+json": {
        "path": "",
        "sessionLocation": {
-        "https": null,
+        "https": false,
         "port": 10011
        }
       },
@@ -1205,7 +1227,7 @@
        "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
       ]
      },
-     "execution_count": 24,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1239,7 +1261,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.9.13"
   }
  },
  "nbformat": 4,
diff --git a/poetry.lock b/poetry.lock
index 1e8f323a..5cb3d9ac 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -49,11 +49,11 @@ typing_extensions = {version = ">=4.0", markers = "python_version < \"3.10\""}
 
 [[package]]
 name = "aiosignal"
-version = "1.2.0"
+version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 frozenlist = ">=1.1.0"
@@ -146,20 +146,20 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "atoti"
-version = "0.7.1"
+version = "0.7.2"
 description = "Design, explore and deploy efficient and flexible data models"
 category = "main"
 optional = false
 python-versions = ">=3.8, !=3.9.7"
 
 [package.dependencies]
-atoti-aws = {version = "0.7.1", optional = true, markers = "extra == \"aws\""}
-atoti-azure = {version = "0.7.1", optional = true, markers = "extra == \"azure\""}
-atoti-core = "0.7.1"
-atoti-gcp = {version = "0.7.1", optional = true, markers = "extra == \"gcp\""}
-atoti-jupyterlab = {version = "0.7.1", optional = true, markers = "extra == \"jupyterlab\""}
-atoti-kafka = {version = "0.7.1", optional = true, markers = "extra == \"kafka\""}
-atoti-query = "0.7.1"
+atoti-aws = {version = "0.7.2", optional = true, markers = "extra == \"aws\""}
+atoti-azure = {version = "0.7.2", optional = true, markers = "extra == \"azure\""}
+atoti-core = "0.7.2"
+atoti-gcp = {version = "0.7.2", optional = true, markers = "extra == \"gcp\""}
+atoti-jupyterlab = {version = "0.7.2", optional = true, markers = "extra == \"jupyterlab\""}
+atoti-kafka = {version = "0.7.2", optional = true, markers = "extra == \"kafka\""}
+atoti-query = "0.7.2"
 jdk4py = ">=17.0,<18.0"
 numpy = ">=1.22,<2.0"
 pandas = "*"
@@ -170,53 +170,53 @@ typeguard = "*"
 typing-extensions = "*"
 
 [package.extras]
-aws = ["atoti-aws (==0.7.1)"]
-azure = ["atoti-azure (==0.7.1)"]
+aws = ["atoti-aws (==0.7.2)"]
+azure = ["atoti-azure (==0.7.2)"]
 dev = ["pyspark", "pytest", "pytz", "requests", "scipy", "test-utils"]
-directquery-bigquery = ["atoti-directquery-bigquery (==0.7.1)"]
-directquery-clickhouse = ["atoti-directquery-clickhouse (==0.7.1)"]
-directquery-redshift = ["atoti-directquery-redshift (==0.7.1)"]
-directquery-snowflake = ["atoti-directquery-snowflake (==0.7.1)"]
-directquery-synapse = ["atoti-directquery-synapse (==0.7.1)"]
-gcp = ["atoti-gcp (==0.7.1)"]
-jupyterlab = ["atoti-jupyterlab (==0.7.1)"]
-kafka = ["atoti-kafka (==0.7.1)"]
-plus = ["atoti-plus (==0.7.1)"]
-sql = ["atoti-sql (==0.7.1)"]
+directquery-bigquery = ["atoti-directquery-bigquery (==0.7.2)"]
+directquery-clickhouse = ["atoti-directquery-clickhouse (==0.7.2)"]
+directquery-redshift = ["atoti-directquery-redshift (==0.7.2)"]
+directquery-snowflake = ["atoti-directquery-snowflake (==0.7.2)"]
+directquery-synapse = ["atoti-directquery-synapse (==0.7.2)"]
+gcp = ["atoti-gcp (==0.7.2)"]
+jupyterlab = ["atoti-jupyterlab (==0.7.2)"]
+kafka = ["atoti-kafka (==0.7.2)"]
+plus = ["atoti-plus (==0.7.2)"]
+sql = ["atoti-sql (==0.7.2)"]
 
 [[package]]
 name = "atoti-aws"
-version = "0.7.1"
+version = "0.7.2"
 description = "Plugin to load CSV and Parquet files from AWS S3 into atoti tables"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 
 [package.dependencies]
-atoti = "0.7.1"
-atoti-core = "0.7.1"
+atoti = "0.7.2"
+atoti-core = "0.7.2"
 
 [package.extras]
 dev = ["pytest"]
 
 [[package]]
 name = "atoti-azure"
-version = "0.7.1"
+version = "0.7.2"
 description = "Plugin to load CSV and parquet files from Azure Blob Storage into atoti tables"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 
 [package.dependencies]
-atoti = "0.7.1"
-atoti-core = "0.7.1"
+atoti = "0.7.2"
+atoti-core = "0.7.2"
 
 [package.extras]
 dev = ["pytest"]
 
 [[package]]
 name = "atoti-core"
-version = "0.7.1"
+version = "0.7.2"
 description = "Package containing private symbols shared by the other atoti packages"
 category = "main"
 optional = false
@@ -232,31 +232,31 @@ dev = ["atoti", "pandas-stubs", "pytest", "pytz", "test-utils"]
 
 [[package]]
 name = "atoti-gcp"
-version = "0.7.1"
+version = "0.7.2"
 description = "Plugin to load CSV and parquet files from Google Cloud Storage into atoti tables"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 
 [package.dependencies]
-atoti = "0.7.1"
-atoti-core = "0.7.1"
+atoti = "0.7.2"
+atoti-core = "0.7.2"
 
 [package.extras]
 dev = ["pytest"]
 
 [[package]]
 name = "atoti-jupyterlab"
-version = "0.7.1"
+version = "0.7.2"
 description = "Plugin to interactively visualize atoti sessions in JupyterLab"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 
 [package.dependencies]
-atoti = "0.7.1"
-atoti-core = "0.7.1"
-atoti-query = "0.7.1"
+atoti = "0.7.2"
+atoti-core = "0.7.2"
+atoti-query = "0.7.2"
 jupyterlab = ">=3.0,<4.0"
 
 [package.extras]
@@ -264,29 +264,29 @@ dev = ["pytest"]
 
 [[package]]
 name = "atoti-kafka"
-version = "0.7.1"
+version = "0.7.2"
 description = "Plugin to load real time Kafka streams into atoti tables"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 
 [package.dependencies]
-atoti = "0.7.1"
-atoti-core = "0.7.1"
+atoti = "0.7.2"
+atoti-core = "0.7.2"
 
 [package.extras]
 dev = ["pandas", "pytest"]
 
 [[package]]
 name = "atoti-query"
-version = "0.7.1"
+version = "0.7.2"
 description = "Package to query remote atoti sessions."
 category = "main"
 optional = false
 python-versions = ">=3.8, !=3.9.7"
 
 [package.dependencies]
-atoti-core = "0.7.1"
+atoti-core = "0.7.2"
 pandas = "*"
 pyarrow = ">=8.0,<9.0"
 typeguard = ">=2.12,<3.0"
@@ -310,7 +310,7 @@ tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy
 
 [[package]]
 name = "Babel"
-version = "2.10.3"
+version = "2.11.0"
 description = "Internationalization utilities"
 category = "main"
 optional = false
@@ -441,11 +441,11 @@ crt = ["awscrt (==0.12.5)"]
 
 [[package]]
 name = "branca"
-version = "0.5.0"
+version = "0.6.0"
 description = "Generate complex HTML+JS pages with Python"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [package.dependencies]
 jinja2 = "*"
@@ -509,7 +509,7 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7
 
 [[package]]
 name = "cvxpy"
-version = "1.2.1"
+version = "1.2.2"
 description = "A domain-specific language for modeling convex optimization problems in Python."
 category = "main"
 optional = false
@@ -540,7 +540,7 @@ python-versions = "*"
 
 [[package]]
 name = "debugpy"
-version = "1.6.3"
+version = "1.6.4"
 description = "An implementation of the Debug Adapter Protocol for Python"
 category = "main"
 optional = false
@@ -653,7 +653,7 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "frozenlist"
-version = "1.3.1"
+version = "1.3.3"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 category = "main"
 optional = false
@@ -739,14 +739,15 @@ test = ["mock (>=2)", "pytest (>=3.4)", "pytest-cov", "pytest-mock (>=1.8)"]
 
 [[package]]
 name = "greenlet"
-version = "1.1.3.post0"
+version = "2.0.1"
 description = "Lightweight in-process concurrent programming"
 category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 
 [package.extras]
-docs = ["Sphinx"]
+docs = ["Sphinx", "docutils (<0.18)"]
+test = ["faulthandler", "objgraph", "psutil"]
 
 [[package]]
 name = "haversine"
@@ -869,11 +870,11 @@ testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-chec
 
 [[package]]
 name = "ipykernel"
-version = "6.16.2"
+version = "6.17.1"
 description = "IPython Kernel for Jupyter"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
 appnope = {version = "*", markers = "platform_system == \"Darwin\""}
@@ -894,7 +895,7 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-cov", "p
 
 [[package]]
 name = "ipython"
-version = "8.6.0"
+version = "8.7.0"
 description = "IPython: Productive Interactive Computing"
 category = "main"
 optional = false
@@ -909,7 +910,7 @@ jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
-prompt-toolkit = ">3.0.1,<3.1.0"
+prompt-toolkit = ">=3.0.11,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
@@ -963,7 +964,7 @@ python-versions = ">=3.8"
 
 [[package]]
 name = "jedi"
-version = "0.18.1"
+version = "0.18.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 category = "main"
 optional = false
@@ -973,8 +974,9 @@ python-versions = ">=3.6"
 parso = ">=0.8.0,<0.9.0"
 
 [package.extras]
+docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "Jinja2"
@@ -1019,7 +1021,7 @@ dev = ["hypothesis"]
 
 [[package]]
 name = "jsonschema"
-version = "4.16.0"
+version = "4.17.1"
 description = "An implementation of JSON Schema validation for Python"
 category = "main"
 optional = false
@@ -1037,7 +1039,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jupyter-client"
-version = "7.4.4"
+version = "7.4.7"
 description = "Jupyter protocol implementation and client libraries"
 category = "main"
 optional = false
@@ -1058,22 +1060,24 @@ test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-com
 
 [[package]]
 name = "jupyter-core"
-version = "4.11.2"
+version = "5.1.0"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
+platformdirs = ">=2.5"
 pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
-traitlets = "*"
+traitlets = ">=5.3"
 
 [package.extras]
+docs = ["myst-parser", "sphinxcontrib-github-alt", "traitlets"]
 test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-server"
-version = "1.21.0"
+version = "1.23.3"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 category = "main"
 optional = false
@@ -1134,7 +1138,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.16.1"
+version = "2.16.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 category = "main"
 optional = false
@@ -1153,7 +1157,7 @@ requests = "*"
 [package.extras]
 docs = ["autodoc-traits", "docutils (<0.19)", "jinja2 (<3.1.0)", "mistune (<1)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi"]
 openapi = ["openapi-core (>=0.14.2)", "ruamel-yaml"]
-test = ["codecov", "ipykernel", "jupyter-server[test]", "openapi-core (>=0.14.2,<0.15.0)", "openapi-spec-validator (<0.5)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "ruamel-yaml", "strict-rfc3339"]
+test = ["codecov", "ipykernel", "jupyter-server[test]", "openapi-core (>=0.14.2,<0.15.0)", "openapi-spec-validator (<0.5)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "requests-mock", "ruamel-yaml", "strict-rfc3339"]
 
 [[package]]
 name = "jupyterlab-widgets"
@@ -1334,7 +1338,7 @@ icu = ["PyICU (>=1.0.0)"]
 
 [[package]]
 name = "nbclassic"
-version = "0.4.7"
+version = "0.4.8"
 description = "A web-based notebook environment for interactive computing"
 category = "main"
 optional = false
@@ -1362,7 +1366,7 @@ traitlets = ">=4.2.1"
 [package.extras]
 docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-tornasync", "requests", "requests-unixsocket", "selenium (==4.1.5)", "testpath"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-playwright", "pytest-tornasync", "requests", "requests-unixsocket", "testpath"]
 
 [[package]]
 name = "nbclient"
@@ -1384,7 +1388,7 @@ test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets
 
 [[package]]
 name = "nbconvert"
-version = "7.2.3"
+version = "7.2.5"
 description = "Converting Jupyter Notebooks"
 category = "main"
 optional = false
@@ -1444,7 +1448,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "networkx"
-version = "2.8.7"
+version = "2.8.8"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
@@ -1452,10 +1456,10 @@ python-versions = ">=3.8"
 
 [package.extras]
 default = ["matplotlib (>=3.4)", "numpy (>=1.19)", "pandas (>=1.3)", "scipy (>=1.8)"]
-developer = ["mypy (>=0.981)", "pre-commit (>=2.20)"]
-doc = ["nb2plots (>=0.6)", "numpydoc (>=1.4)", "pillow (>=9.1)", "pydata-sphinx-theme (>=0.9)", "sphinx (>=5)", "sphinx-gallery (>=0.10)", "texext (>=0.6.6)"]
+developer = ["mypy (>=0.982)", "pre-commit (>=2.20)"]
+doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.2)", "pydata-sphinx-theme (>=0.11)", "sphinx (>=5.2)", "sphinx-gallery (>=0.11)", "texext (>=0.6.6)"]
 extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.9)", "sympy (>=1.10)"]
-test = ["codecov (>=2.1)", "pytest (>=7.1)", "pytest-cov (>=3.0)"]
+test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nltk"
@@ -1512,7 +1516,7 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixs
 
 [[package]]
 name = "notebook-shim"
-version = "0.2.0"
+version = "0.2.2"
 description = "A shim layer for notebook traits and config"
 category = "main"
 optional = false
@@ -1526,7 +1530,7 @@ test = ["pytest", "pytest-console-scripts", "pytest-tornasync"]
 
 [[package]]
 name = "numpy"
-version = "1.23.4"
+version = "1.23.5"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -1545,7 +1549,7 @@ et-xmlfile = "*"
 
 [[package]]
 name = "orjson"
-version = "3.8.1"
+version = "3.8.2"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 category = "main"
 optional = false
@@ -1553,7 +1557,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "osqp"
-version = "0.6.2.post5"
+version = "0.6.2.post8"
 description = "OSQP: The Operator Splitting QP Solver"
 category = "main"
 optional = false
@@ -1649,7 +1653,7 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.10.1"
+version = "0.10.2"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
@@ -1737,20 +1741,20 @@ python-versions = "*"
 
 [[package]]
 name = "platformdirs"
-version = "2.5.2"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
+version = "2.5.4"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
-test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
+docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.4)"]
+test = ["appdirs (==1.4.4)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "praw"
-version = "7.6.0"
-description = "PRAW, an acronym for `Python Reddit API Wrapper`, is a python package that allows for simple access to  Reddit's API."
+version = "7.6.1"
+description = "PRAW, an acronym for \"Python Reddit API Wrapper\", is a python package that allows for simple access to  Reddit's API."
 category = "main"
 optional = false
 python-versions = "~=3.7"
@@ -1762,9 +1766,9 @@ websocket-client = ">=0.54.0"
 
 [package.extras]
 ci = ["coveralls"]
-dev = ["betamax (>=0.8,<0.9)", "betamax-matchers (>=0.3.0,<0.5)", "packaging", "pre-commit", "pytest (>=2.7.3)", "requests (>=2.20.1,<3)", "sphinx", "sphinx-rtd-theme"]
-lint = ["pre-commit", "sphinx", "sphinx-rtd-theme"]
-readthedocs = ["sphinx", "sphinx-rtd-theme"]
+dev = ["betamax (>=0.8,<0.9)", "betamax-matchers (>=0.3.0,<0.5)", "packaging", "pre-commit", "pytest (>=2.7.3)", "requests (>=2.20.1,<3)", "sphinx", "sphinx-rtd-dark-mode", "sphinx-rtd-theme"]
+lint = ["pre-commit", "sphinx", "sphinx-rtd-dark-mode", "sphinx-rtd-theme"]
+readthedocs = ["sphinx", "sphinx-rtd-dark-mode", "sphinx-rtd-theme"]
 test = ["betamax (>=0.8,<0.9)", "betamax-matchers (>=0.3.0,<0.5)", "pytest (>=2.7.3)", "requests (>=2.20.1,<3)"]
 
 [[package]]
@@ -1809,7 +1813,7 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.31"
+version = "3.0.33"
 description = "Library for building powerful interactive command lines in Python"
 category = "main"
 optional = false
@@ -1943,7 +1947,7 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyportfolioopt"
-version = "1.5.3"
+version = "1.5.4"
 description = "Financial portfolio optimization in python"
 category = "main"
 optional = false
@@ -1960,7 +1964,7 @@ optionals = ["matplotlib (>=3.5.2,<4.0.0)", "scikit-learn (>=1.1.1,<2.0.0)"]
 
 [[package]]
 name = "pyrsistent"
-version = "0.19.1"
+version = "0.19.2"
 description = "Persistent/Functional/Immutable data structures"
 category = "main"
 optional = false
@@ -1979,7 +1983,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2022.5"
+version = "2022.6"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1998,7 +2002,7 @@ numpy = ">=1.17.3"
 
 [[package]]
 name = "pywin32"
-version = "304"
+version = "305"
 description = "Python for Window Extensions"
 category = "main"
 optional = false
@@ -2147,7 +2151,7 @@ test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "sciki
 
 [[package]]
 name = "scs"
-version = "3.2.0"
+version = "3.2.2"
 description = "scs: splitting conic solver"
 category = "main"
 optional = false
@@ -2186,7 +2190,7 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "65.5.0"
+version = "65.6.3"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
@@ -2194,7 +2198,7 @@ python-versions = ">=3.7"
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mock", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
@@ -2224,15 +2228,12 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "sklearn"
-version = "0.0"
-description = "A set of python modules for machine learning and data mining"
+version = "0.0.post1"
+description = "deprecated sklearn package, use scikit-learn instead"
 category = "main"
 optional = false
 python-versions = "*"
 
-[package.dependencies]
-scikit-learn = "*"
-
 [[package]]
 name = "sniffio"
 version = "1.3.0"
@@ -2290,7 +2291,7 @@ th = ["pythainlp (>=2.0)"]
 
 [[package]]
 name = "SQLAlchemy"
-version = "1.4.42"
+version = "1.4.44"
 description = "Database Abstraction Library"
 category = "main"
 optional = false
@@ -2341,7 +2342,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "stack-data"
-version = "0.6.0"
+version = "0.6.2"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "main"
 optional = false
@@ -2587,11 +2588,11 @@ test = ["pytest (>=2.7.3)"]
 
 [[package]]
 name = "urllib3"
-version = "1.26.12"
+version = "1.26.13"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.extras]
 brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
@@ -2673,7 +2674,7 @@ python-versions = "*"
 
 [[package]]
 name = "websocket-client"
-version = "1.4.1"
+version = "1.4.2"
 description = "WebSocket client for Python with low level API options"
 category = "main"
 optional = false
@@ -2710,11 +2711,11 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [[package]]
 name = "xgboost"
-version = "1.6.2"
+version = "1.7.1"
 description = "XGBoost Python Package"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
 numpy = "*"
@@ -2725,6 +2726,7 @@ dask = ["dask", "distributed", "pandas"]
 datatable = ["datatable"]
 pandas = ["pandas"]
 plotting = ["graphviz", "matplotlib"]
+pyspark = ["cloudpickle", "pyspark", "scikit-learn"]
 scikit-learn = ["scikit-learn"]
 
 [[package]]
@@ -2754,7 +2756,7 @@ multidict = ">=4.0"
 
 [[package]]
 name = "yfinance"
-version = "0.1.84"
+version = "0.1.87"
 description = "Download market data from Yahoo! Finance API"
 category = "main"
 optional = false
@@ -2770,7 +2772,7 @@ requests = ">=2.26"
 
 [[package]]
 name = "zipp"
-version = "3.10.0"
+version = "3.11.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
@@ -2783,7 +2785,7 @@ testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools"
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.8.0,<3.9.7 || >3.9.7,<3.11"
-content-hash = "c768ca7fc97a1b5fd601da1a0915c0c241152d17abee94694ce19fb931d6dacc"
+content-hash = "27d94b927125f4a6c86a7e9bd2a5e0e3a31530ff83663e77fcbc47e36ee7cbf2"
 
 [metadata.files]
 aiobotocore = [
@@ -2883,8 +2885,8 @@ aioitertools = [
     {file = "aioitertools-0.11.0.tar.gz", hash = "sha256:42c68b8dd3a69c2bf7f2233bf7df4bb58b557bca5252ac02ed5187bbc67d6831"},
 ]
 aiosignal = [
-    {file = "aiosignal-1.2.0-py3-none-any.whl", hash = "sha256:26e62109036cd181df6e6ad646f91f0dcfd05fe16d0cb924138ff2ab75d64e3a"},
-    {file = "aiosignal-1.2.0.tar.gz", hash = "sha256:78ed67db6c7b7ced4f98e495e572106d5c432a93e1ddd1bf475e1dc05f5b7df2"},
+    {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
+    {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"},
 ]
 anyio = [
     {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"},
@@ -2934,36 +2936,36 @@ async-timeout = [
     {file = "async_timeout-4.0.2-py3-none-any.whl", hash = "sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c"},
 ]
 atoti = [
-    {file = "atoti-0.7.1-0_cf7deda-py3-none-any.whl", hash = "sha256:808b6f86090d5f11652c0c15015de2d9e4ad78cef4ea947826eec625c89f9b39"},
+    {file = "atoti-0.7.2-0_29abd44-py3-none-any.whl", hash = "sha256:201fd472043cb6d5b59c761b59b3a199a27c08ed4a03640c6465ba640013cd4f"},
 ]
 atoti-aws = [
-    {file = "atoti_aws-0.7.1-0_cf7deda-py3-none-any.whl", hash = "sha256:b04dff453d911bd013275cec16dfbf50b46451d74bf01a01fe40dcc0b8ce7166"},
+    {file = "atoti_aws-0.7.2-0_29abd44-py3-none-any.whl", hash = "sha256:4fe12d559d591f1137dc33dfa5097390b0dc30a3b93c81296b3e330d08fc6caf"},
 ]
 atoti-azure = [
-    {file = "atoti_azure-0.7.1-0_cf7deda-py3-none-any.whl", hash = "sha256:2fbc8d44a2eb91dc794b03a35d45a9f59d3db2c1bb47531df967fe3f16f6e1c4"},
+    {file = "atoti_azure-0.7.2-0_29abd44-py3-none-any.whl", hash = "sha256:ef8408166297d44bf31ff63800fb6627391ed9d6bafbca94c67cf85638df5fde"},
 ]
 atoti-core = [
-    {file = "atoti_core-0.7.1-0_cf7deda-py3-none-any.whl", hash = "sha256:d5101eef7c10a99300e8ad2d454c9456e75d4ed1bdd99453b5ba1aac8571253c"},
+    {file = "atoti_core-0.7.2-0_29abd44-py3-none-any.whl", hash = "sha256:9fbc47c8449393a9328de0043c2db2cb93b366afc3821dea9641b827626db6cf"},
 ]
 atoti-gcp = [
-    {file = "atoti_gcp-0.7.1-0_cf7deda-py3-none-any.whl", hash = "sha256:143dc7e900a4a6a6e769b1e160cf9f1afc644ffdda9e7195d8d5e41543894cb2"},
+    {file = "atoti_gcp-0.7.2-0_29abd44-py3-none-any.whl", hash = "sha256:89aa77125abe21a8dfbcfeeaa19c868f1b124a5869c0aa540acad0bce9596941"},
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 atoti-jupyterlab = [
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+    {file = "SQLAlchemy-1.4.44-cp38-cp38-win_amd64.whl", hash = "sha256:b737fbeb2f78926d1f59964feb287bbbd050e7904766f87c8ce5cfb86e6d840c"},
+    {file = "SQLAlchemy-1.4.44-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:c9aa372b295a36771cffc226b6517df3011a7d146ac22d19fa6a75f1cdf9d7e6"},
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+    {file = "SQLAlchemy-1.4.44-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:94c0093678001f5d79f2dcbf3104c54d6c89e41ab50d619494c503a4d3f1aef2"},
+    {file = "SQLAlchemy-1.4.44-cp39-cp39-win32.whl", hash = "sha256:7cf7c7adbf4417e3f46fc5a2dbf8395a5a69698217337086888f79700a12e93a"},
+    {file = "SQLAlchemy-1.4.44-cp39-cp39-win_amd64.whl", hash = "sha256:d3b6d4588994da73567bb00af9d7224a16c8027865a8aab53ae9be83f9b7cbd1"},
+    {file = "SQLAlchemy-1.4.44.tar.gz", hash = "sha256:2dda5f96719ae89b3ec0f1b79698d86eb9aecb1d54e990abb3fdd92c04b46a90"},
 ]
 sqlalchemy-vertica-python = [
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@@ -4903,8 +4923,8 @@ srsly = [
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 ]
 stack-data = [
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+    {file = "stack_data-0.6.2-py3-none-any.whl", hash = "sha256:cbb2a53eb64e5785878201a97ed7c7b94883f48b87bfb0bbe8b623c74679e4a8"},
+    {file = "stack_data-0.6.2.tar.gz", hash = "sha256:32d2dd0376772d01b6cb9fc996f3c8b57a357089dec328ed4b6553d037eaf815"},
 ]
 statsmodels = [
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@@ -5035,8 +5055,8 @@ update-checker = [
     {file = "update_checker-0.18.0.tar.gz", hash = "sha256:6a2d45bb4ac585884a6b03f9eade9161cedd9e8111545141e9aa9058932acb13"},
 ]
 urllib3 = [
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-    {file = "urllib3-1.26.12.tar.gz", hash = "sha256:3fa96cf423e6987997fc326ae8df396db2a8b7c667747d47ddd8ecba91f4a74e"},
+    {file = "urllib3-1.26.13-py2.py3-none-any.whl", hash = "sha256:47cc05d99aaa09c9e72ed5809b60e7ba354e64b59c9c173ac3018642d8bb41fc"},
+    {file = "urllib3-1.26.13.tar.gz", hash = "sha256:c083dd0dce68dbfbe1129d5271cb90f9447dea7d52097c6e0126120c521ddea8"},
 ]
 vertica-python = [
     {file = "vertica-python-1.1.1.tar.gz", hash = "sha256:dedf56d76b67673b4d57a13f7f96ebdc57b39ea650b93ebf0c05eb6d1d2c0c05"},
@@ -5086,8 +5106,8 @@ webencodings = [
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
 websocket-client = [
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-    {file = "websocket_client-1.4.1-py3-none-any.whl", hash = "sha256:398909eb7e261f44b8f4bd474785b6ec5f5b499d4953342fe9755e01ef624090"},
+    {file = "websocket-client-1.4.2.tar.gz", hash = "sha256:d6e8f90ca8e2dd4e8027c4561adeb9456b54044312dba655e7cae652ceb9ae59"},
+    {file = "websocket_client-1.4.2-py3-none-any.whl", hash = "sha256:d6b06432f184438d99ac1f456eaf22fe1ade524c3dd16e661142dc54e9cba574"},
 ]
 wget = [
     {file = "wget-3.2.zip", hash = "sha256:35e630eca2aa50ce998b9b1a127bb26b30dfee573702782aa982f875e3f16061"},
@@ -5163,12 +5183,12 @@ wrapt = [
     {file = "wrapt-1.14.1.tar.gz", hash = "sha256:380a85cf89e0e69b7cfbe2ea9f765f004ff419f34194018a6827ac0e3edfed4d"},
 ]
 xgboost = [
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-    {file = "xgboost-1.6.2-py3-none-macosx_12_0_arm64.whl", hash = "sha256:71dd3e27477bc84cc605219d95717fe872e4428a27d6d3dfd7acf0a7f8aa81f7"},
-    {file = "xgboost-1.6.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:64f5c7189ccea717c6ac2a10ddf1f825f2be0fb829ed96d9ec3a7588b04b7922"},
-    {file = "xgboost-1.6.2-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ba0babafd72edcc12193f545331ce5ef8fbf0fd4f241fcd65e71aeb45b957fe6"},
-    {file = "xgboost-1.6.2-py3-none-win_amd64.whl", hash = "sha256:1ce15d3292d6ee75be4491ff6463c76ca548b7d77ca70f707cb23ea051e2faf7"},
-    {file = "xgboost-1.6.2.tar.gz", hash = "sha256:e1f5c91ba88cf8edb409d7fd2ca150dcd80b6f2115587d87365f0c10b2d4f009"},
+    {file = "xgboost-1.7.1-py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.macosx_12_0_x86_64.whl", hash = "sha256:373d8e95f2f0c0a680ee625a96141b0009f334e132be8493e0f6c69026221bbd"},
+    {file = "xgboost-1.7.1-py3-none-macosx_12_0_arm64.whl", hash = "sha256:91dfd4af12c01c6e683b0412f48744d2d30d6754e33b297e40845e2d136b3d30"},
+    {file = "xgboost-1.7.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:18b9fbad68d2af60737618072e77a43f88eec1113a143f9498698eb5db0d9c41"},
+    {file = "xgboost-1.7.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:e96305eb8c8b6061d83ac9fef25437e8ebc8d9c9300e75b8d07f35de1031166b"},
+    {file = "xgboost-1.7.1-py3-none-win_amd64.whl", hash = "sha256:fbe06896e1b12843c7f428ae56da6ac1c5975545d8785f137f73fd591c54e5f5"},
+    {file = "xgboost-1.7.1.tar.gz", hash = "sha256:bb302c5c33e14bab94603940987940f29203ecb8767a7a719daf579fbfaace64"},
 ]
 xlrd = [
     {file = "xlrd-2.0.1-py2.py3-none-any.whl", hash = "sha256:6a33ee89877bd9abc1158129f6e94be74e2679636b8a205b43b85206c3f0bbdd"},
@@ -5236,10 +5256,10 @@ yarl = [
     {file = "yarl-1.8.1.tar.gz", hash = "sha256:af887845b8c2e060eb5605ff72b6f2dd2aab7a761379373fd89d314f4752abbf"},
 ]
 yfinance = [
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-    {file = "yfinance-0.1.84.tar.gz", hash = "sha256:97f2bbbb46880f1b9013f818d3ff10a604b8fc2c34a1c49205425e6ec7306867"},
+    {file = "yfinance-0.1.87-py2.py3-none-any.whl", hash = "sha256:1011dcb9f60a4eaffb87d7b24319acfa1e5f4cd124b412bfa5437d6143ad5170"},
+    {file = "yfinance-0.1.87.tar.gz", hash = "sha256:78eaeff72a2e903cae08a2b45febeac2d0f99556febfae24f702f198bfc34fd4"},
 ]
 zipp = [
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-    {file = "zipp-3.10.0.tar.gz", hash = "sha256:7a7262fd930bd3e36c50b9a64897aec3fafff3dfdeec9623ae22b40e93f99bb8"},
+    {file = "zipp-3.11.0-py3-none-any.whl", hash = "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa"},
+    {file = "zipp-3.11.0.tar.gz", hash = "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"},
 ]
diff --git a/pyproject.toml b/pyproject.toml
index 26d3d20c..0e3391ee 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ authors = ["atoti <contact@atoti.io>"]
 
 [tool.poetry.dependencies]
 python = ">=3.8.0,<3.9.7 || >3.9.7,<3.11"
-atoti = {extras = ["jupyterlab", "kafka", "aws", "azure", "gcp"], version = "^0.7.0"}
+atoti = {extras = ["jupyterlab", "kafka", "aws", "azure", "gcp"], version = "0.7.2"}
 wget = "^3.2"
 treelib = "^1.6.1"
 matplotlib = "^3.4.2"