diff --git a/.gitignore b/.gitignore
index 3b7e8054..cb00c0de 100644
--- a/.gitignore
+++ b/.gitignore
@@ -11,3 +11,4 @@ docs/content/*.md
 dist
 public
 .vscode
+.tmp
diff --git a/docs/config.toml b/docs/config.toml
index cab2e968..fdf03b34 100644
--- a/docs/config.toml
+++ b/docs/config.toml
@@ -8,7 +8,7 @@ theme = 'hugo-bearblog'
 # Basic metadata configuration for your blog.
 title = "Prince"
 author = "Max Halford"
-copyright = "Copyright © 2023, Max Halford."
+copyright = "Copyright © 2024, Max Halford."
 languageCode = "en-US"
 
 # Generate a nice robots.txt for SEO
diff --git a/docs/content/ca.ipynb b/docs/content/ca.ipynb
index 2c30f9df..0d8fcb5e 100644
--- a/docs/content/ca.ipynb
+++ b/docs/content/ca.ipynb
@@ -41,10 +41,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.002617Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.002348Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.412294Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.411835Z"
+     "iopub.execute_input": "2024-09-07T18:17:54.606822Z",
+     "iopub.status.busy": "2024-09-07T18:17:54.606582Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.167913Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.167661Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.427218Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.427073Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.440692Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.439758Z"
+     "iopub.execute_input": "2024-09-07T18:17:55.182512Z",
+     "iopub.status.busy": "2024-09-07T18:17:55.182400Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.196930Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.195426Z"
     }
    },
    "outputs": [],
@@ -197,10 +197,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.445385Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.444977Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.479167Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.478398Z"
+     "iopub.execute_input": "2024-09-07T18:17:55.209384Z",
+     "iopub.status.busy": "2024-09-07T18:17:55.207679Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.251799Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.251040Z"
     }
    },
    "outputs": [
@@ -289,10 +289,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.483618Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.482903Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.505250Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.504272Z"
+     "iopub.execute_input": "2024-09-07T18:17:55.257058Z",
+     "iopub.status.busy": "2024-09-07T18:17:55.255686Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.277241Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.276087Z"
     }
    },
    "outputs": [
@@ -387,10 +387,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.509208Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.508562Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.525166Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.524328Z"
+     "iopub.execute_input": "2024-09-07T18:17:55.282166Z",
+     "iopub.status.busy": "2024-09-07T18:17:55.281580Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.299614Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.298652Z"
     }
    },
    "outputs": [
@@ -493,10 +493,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.529489Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.528716Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.625872Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.625020Z"
+     "iopub.execute_input": "2024-09-07T18:17:55.304130Z",
+     "iopub.status.busy": "2024-09-07T18:17:55.303865Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.375708Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.374046Z"
     }
    },
    "outputs": [
@@ -504,13 +504,13 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-ba75bd3cebee4eeba531736df54d9bc1\"></div>\n",
+       "<div id=\"altair-viz-3ec12ac21d3d4428811dbf79789ccb92\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-ba75bd3cebee4eeba531736df54d9bc1\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-ba75bd3cebee4eeba531736df54d9bc1\");\n",
+       "    if (outputDiv.id !== \"altair-viz-3ec12ac21d3d4428811dbf79789ccb92\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-3ec12ac21d3d4428811dbf79789ccb92\");\n",
        "    }\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
@@ -585,10 +585,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.629999Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.629461Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.706815Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.706463Z"
+     "iopub.execute_input": "2024-09-07T18:17:55.383475Z",
+     "iopub.status.busy": "2024-09-07T18:17:55.383064Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.448977Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.447103Z"
     }
    },
    "outputs": [
@@ -596,13 +596,13 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-5a3806924580485086e0f2b751d6b36b\"></div>\n",
+       "<div id=\"altair-viz-a09a56db98e14dcb8c39f3fafcdd543e\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-5a3806924580485086e0f2b751d6b36b\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-5a3806924580485086e0f2b751d6b36b\");\n",
+       "    if (outputDiv.id !== \"altair-viz-a09a56db98e14dcb8c39f3fafcdd543e\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-a09a56db98e14dcb8c39f3fafcdd543e\");\n",
        "    }\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
@@ -685,10 +685,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.708652Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.708552Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.909682Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.909383Z"
+     "iopub.execute_input": "2024-09-07T18:17:55.458509Z",
+     "iopub.status.busy": "2024-09-07T18:17:55.457962Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.485966Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.485696Z"
     }
    },
    "outputs": [
@@ -697,51 +697,51 @@
       "text/html": [
        "<style type=\"text/css\">\n",
        "</style>\n",
-       "<table id=\"T_13733\">\n",
+       "<table id=\"T_8733d\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"blank level0\" >&nbsp;</th>\n",
-       "      <th id=\"T_13733_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
-       "      <th id=\"T_13733_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
-       "      <th id=\"T_13733_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
+       "      <th id=\"T_8733d_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
+       "      <th id=\"T_8733d_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
+       "      <th id=\"T_8733d_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_13733_level0_row0\" class=\"row_heading level0 row0\" >Auvergne-Rhône-Alpes</th>\n",
-       "      <td id=\"T_13733_row0_col0\" class=\"data row0 col0\" >2%</td>\n",
-       "      <td id=\"T_13733_row0_col1\" class=\"data row0 col1\" >1%</td>\n",
-       "      <td id=\"T_13733_row0_col2\" class=\"data row0 col2\" >0%</td>\n",
+       "      <th id=\"T_8733d_level0_row0\" class=\"row_heading level0 row0\" >Auvergne-Rhône-Alpes</th>\n",
+       "      <td id=\"T_8733d_row0_col0\" class=\"data row0 col0\" >2%</td>\n",
+       "      <td id=\"T_8733d_row0_col1\" class=\"data row0 col1\" >1%</td>\n",
+       "      <td id=\"T_8733d_row0_col2\" class=\"data row0 col2\" >0%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_13733_level0_row1\" class=\"row_heading level0 row1\" >Bourgogne-Franche-Comté</th>\n",
-       "      <td id=\"T_13733_row1_col0\" class=\"data row1 col0\" >1%</td>\n",
-       "      <td id=\"T_13733_row1_col1\" class=\"data row1 col1\" >1%</td>\n",
-       "      <td id=\"T_13733_row1_col2\" class=\"data row1 col2\" >0%</td>\n",
+       "      <th id=\"T_8733d_level0_row1\" class=\"row_heading level0 row1\" >Bourgogne-Franche-Comté</th>\n",
+       "      <td id=\"T_8733d_row1_col0\" class=\"data row1 col0\" >1%</td>\n",
+       "      <td id=\"T_8733d_row1_col1\" class=\"data row1 col1\" >1%</td>\n",
+       "      <td id=\"T_8733d_row1_col2\" class=\"data row1 col2\" >0%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_13733_level0_row2\" class=\"row_heading level0 row2\" >Bretagne</th>\n",
-       "      <td id=\"T_13733_row2_col0\" class=\"data row2 col0\" >2%</td>\n",
-       "      <td id=\"T_13733_row2_col1\" class=\"data row2 col1\" >4%</td>\n",
-       "      <td id=\"T_13733_row2_col2\" class=\"data row2 col2\" >4%</td>\n",
+       "      <th id=\"T_8733d_level0_row2\" class=\"row_heading level0 row2\" >Bretagne</th>\n",
+       "      <td id=\"T_8733d_row2_col0\" class=\"data row2 col0\" >2%</td>\n",
+       "      <td id=\"T_8733d_row2_col1\" class=\"data row2 col1\" >4%</td>\n",
+       "      <td id=\"T_8733d_row2_col2\" class=\"data row2 col2\" >4%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_13733_level0_row3\" class=\"row_heading level0 row3\" >Centre-Val de Loire</th>\n",
-       "      <td id=\"T_13733_row3_col0\" class=\"data row3 col0\" >0%</td>\n",
-       "      <td id=\"T_13733_row3_col1\" class=\"data row3 col1\" >1%</td>\n",
-       "      <td id=\"T_13733_row3_col2\" class=\"data row3 col2\" >2%</td>\n",
+       "      <th id=\"T_8733d_level0_row3\" class=\"row_heading level0 row3\" >Centre-Val de Loire</th>\n",
+       "      <td id=\"T_8733d_row3_col0\" class=\"data row3 col0\" >0%</td>\n",
+       "      <td id=\"T_8733d_row3_col1\" class=\"data row3 col1\" >1%</td>\n",
+       "      <td id=\"T_8733d_row3_col2\" class=\"data row3 col2\" >2%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_13733_level0_row4\" class=\"row_heading level0 row4\" >Corse</th>\n",
-       "      <td id=\"T_13733_row4_col0\" class=\"data row4 col0\" >0%</td>\n",
-       "      <td id=\"T_13733_row4_col1\" class=\"data row4 col1\" >2%</td>\n",
-       "      <td id=\"T_13733_row4_col2\" class=\"data row4 col2\" >8%</td>\n",
+       "      <th id=\"T_8733d_level0_row4\" class=\"row_heading level0 row4\" >Corse</th>\n",
+       "      <td id=\"T_8733d_row4_col0\" class=\"data row4 col0\" >0%</td>\n",
+       "      <td id=\"T_8733d_row4_col1\" class=\"data row4 col1\" >2%</td>\n",
+       "      <td id=\"T_8733d_row4_col2\" class=\"data row4 col2\" >8%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x163397e50>"
+       "<pandas.io.formats.style.Styler at 0x165c9a290>"
       ]
      },
      "execution_count": 8,
@@ -758,10 +758,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.911456Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.911262Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.923359Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.923080Z"
+     "iopub.execute_input": "2024-09-07T18:17:55.487491Z",
+     "iopub.status.busy": "2024-09-07T18:17:55.487390Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.497798Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.497559Z"
     }
    },
    "outputs": [
@@ -770,51 +770,51 @@
       "text/html": [
        "<style type=\"text/css\">\n",
        "</style>\n",
-       "<table id=\"T_aebfd\">\n",
+       "<table id=\"T_cac1a\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"blank level0\" >&nbsp;</th>\n",
-       "      <th id=\"T_aebfd_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
-       "      <th id=\"T_aebfd_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
-       "      <th id=\"T_aebfd_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
+       "      <th id=\"T_cac1a_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
+       "      <th id=\"T_cac1a_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
+       "      <th id=\"T_cac1a_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_aebfd_level0_row0\" class=\"row_heading level0 row0\" >Arthaud</th>\n",
-       "      <td id=\"T_aebfd_row0_col0\" class=\"data row0 col0\" >0%</td>\n",
-       "      <td id=\"T_aebfd_row0_col1\" class=\"data row0 col1\" >0%</td>\n",
-       "      <td id=\"T_aebfd_row0_col2\" class=\"data row0 col2\" >1%</td>\n",
+       "      <th id=\"T_cac1a_level0_row0\" class=\"row_heading level0 row0\" >Arthaud</th>\n",
+       "      <td id=\"T_cac1a_row0_col0\" class=\"data row0 col0\" >0%</td>\n",
+       "      <td id=\"T_cac1a_row0_col1\" class=\"data row0 col1\" >0%</td>\n",
+       "      <td id=\"T_cac1a_row0_col2\" class=\"data row0 col2\" >1%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_aebfd_level0_row1\" class=\"row_heading level0 row1\" >Dupont-Aignan</th>\n",
-       "      <td id=\"T_aebfd_row1_col0\" class=\"data row1 col0\" >1%</td>\n",
-       "      <td id=\"T_aebfd_row1_col1\" class=\"data row1 col1\" >0%</td>\n",
-       "      <td id=\"T_aebfd_row1_col2\" class=\"data row1 col2\" >0%</td>\n",
+       "      <th id=\"T_cac1a_level0_row1\" class=\"row_heading level0 row1\" >Dupont-Aignan</th>\n",
+       "      <td id=\"T_cac1a_row1_col0\" class=\"data row1 col0\" >1%</td>\n",
+       "      <td id=\"T_cac1a_row1_col1\" class=\"data row1 col1\" >0%</td>\n",
+       "      <td id=\"T_cac1a_row1_col2\" class=\"data row1 col2\" >0%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_aebfd_level0_row2\" class=\"row_heading level0 row2\" >Hidalgo</th>\n",
-       "      <td id=\"T_aebfd_row2_col0\" class=\"data row2 col0\" >1%</td>\n",
-       "      <td id=\"T_aebfd_row2_col1\" class=\"data row2 col1\" >0%</td>\n",
-       "      <td id=\"T_aebfd_row2_col2\" class=\"data row2 col2\" >3%</td>\n",
+       "      <th id=\"T_cac1a_level0_row2\" class=\"row_heading level0 row2\" >Hidalgo</th>\n",
+       "      <td id=\"T_cac1a_row2_col0\" class=\"data row2 col0\" >1%</td>\n",
+       "      <td id=\"T_cac1a_row2_col1\" class=\"data row2 col1\" >0%</td>\n",
+       "      <td id=\"T_cac1a_row2_col2\" class=\"data row2 col2\" >3%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_aebfd_level0_row3\" class=\"row_heading level0 row3\" >Jadot</th>\n",
-       "      <td id=\"T_aebfd_row3_col0\" class=\"data row3 col0\" >3%</td>\n",
-       "      <td id=\"T_aebfd_row3_col1\" class=\"data row3 col1\" >7%</td>\n",
-       "      <td id=\"T_aebfd_row3_col2\" class=\"data row3 col2\" >1%</td>\n",
+       "      <th id=\"T_cac1a_level0_row3\" class=\"row_heading level0 row3\" >Jadot</th>\n",
+       "      <td id=\"T_cac1a_row3_col0\" class=\"data row3 col0\" >3%</td>\n",
+       "      <td id=\"T_cac1a_row3_col1\" class=\"data row3 col1\" >7%</td>\n",
+       "      <td id=\"T_cac1a_row3_col2\" class=\"data row3 col2\" >1%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_aebfd_level0_row4\" class=\"row_heading level0 row4\" >Lassalle</th>\n",
-       "      <td id=\"T_aebfd_row4_col0\" class=\"data row4 col0\" >8%</td>\n",
-       "      <td id=\"T_aebfd_row4_col1\" class=\"data row4 col1\" >1%</td>\n",
-       "      <td id=\"T_aebfd_row4_col2\" class=\"data row4 col2\" >61%</td>\n",
+       "      <th id=\"T_cac1a_level0_row4\" class=\"row_heading level0 row4\" >Lassalle</th>\n",
+       "      <td id=\"T_cac1a_row4_col0\" class=\"data row4 col0\" >8%</td>\n",
+       "      <td id=\"T_cac1a_row4_col1\" class=\"data row4 col1\" >1%</td>\n",
+       "      <td id=\"T_cac1a_row4_col2\" class=\"data row4 col2\" >61%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x1627bfd00>"
+       "<pandas.io.formats.style.Styler at 0x165c92290>"
       ]
      },
      "execution_count": 9,
@@ -839,10 +839,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.925108Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.924993Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.939027Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.938759Z"
+     "iopub.execute_input": "2024-09-07T18:17:55.499157Z",
+     "iopub.status.busy": "2024-09-07T18:17:55.499080Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.511761Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.511525Z"
     }
    },
    "outputs": [
@@ -937,10 +937,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:55.940587Z",
-     "iopub.status.busy": "2023-10-11T22:32:55.940478Z",
-     "iopub.status.idle": "2023-10-11T22:32:55.953666Z",
-     "shell.execute_reply": "2023-10-11T22:32:55.953415Z"
+     "iopub.execute_input": "2024-09-07T18:17:55.513059Z",
+     "iopub.status.busy": "2024-09-07T18:17:55.512987Z",
+     "iopub.status.idle": "2024-09-07T18:17:55.524906Z",
+     "shell.execute_reply": "2024-09-07T18:17:55.524639Z"
     }
    },
    "outputs": [
@@ -1047,7 +1047,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.11.4"
   },
   "vscode": {
    "interpreter": {
diff --git a/docs/content/famd.ipynb b/docs/content/famd.ipynb
index 3f494315..b6c02050 100644
--- a/docs/content/famd.ipynb
+++ b/docs/content/famd.ipynb
@@ -45,10 +45,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:57.404785Z",
-     "iopub.status.busy": "2023-10-11T22:32:57.404426Z",
-     "iopub.status.idle": "2023-10-11T22:32:57.804337Z",
-     "shell.execute_reply": "2023-10-11T22:32:57.803979Z"
+     "iopub.execute_input": "2024-09-07T18:17:56.996894Z",
+     "iopub.status.busy": "2024-09-07T18:17:56.996589Z",
+     "iopub.status.idle": "2024-09-07T18:17:57.452381Z",
+     "shell.execute_reply": "2024-09-07T18:17:57.452079Z"
     }
    },
    "outputs": [
@@ -191,10 +191,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:57.806398Z",
-     "iopub.status.busy": "2023-10-11T22:32:57.806268Z",
-     "iopub.status.idle": "2023-10-11T22:32:58.364063Z",
-     "shell.execute_reply": "2023-10-11T22:32:58.361928Z"
+     "iopub.execute_input": "2024-09-07T18:17:57.453995Z",
+     "iopub.status.busy": "2024-09-07T18:17:57.453909Z",
+     "iopub.status.idle": "2024-09-07T18:17:57.922480Z",
+     "shell.execute_reply": "2024-09-07T18:17:57.909043Z"
     }
    },
    "outputs": [],
@@ -224,10 +224,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:58.369408Z",
-     "iopub.status.busy": "2023-10-11T22:32:58.369151Z",
-     "iopub.status.idle": "2023-10-11T22:32:58.387782Z",
-     "shell.execute_reply": "2023-10-11T22:32:58.387091Z"
+     "iopub.execute_input": "2024-09-07T18:17:57.928034Z",
+     "iopub.status.busy": "2024-09-07T18:17:57.927728Z",
+     "iopub.status.idle": "2024-09-07T18:17:57.960094Z",
+     "shell.execute_reply": "2024-09-07T18:17:57.958062Z"
     }
    },
    "outputs": [
@@ -309,10 +309,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:58.392196Z",
-     "iopub.status.busy": "2023-10-11T22:32:58.392062Z",
-     "iopub.status.idle": "2023-10-11T22:32:58.425020Z",
-     "shell.execute_reply": "2023-10-11T22:32:58.424043Z"
+     "iopub.execute_input": "2024-09-07T18:17:57.967932Z",
+     "iopub.status.busy": "2024-09-07T18:17:57.967648Z",
+     "iopub.status.idle": "2024-09-07T18:17:58.018416Z",
+     "shell.execute_reply": "2024-09-07T18:17:58.017484Z"
     }
    },
    "outputs": [
@@ -400,10 +400,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:58.429918Z",
-     "iopub.status.busy": "2023-10-11T22:32:58.428930Z",
-     "iopub.status.idle": "2023-10-11T22:32:58.446564Z",
-     "shell.execute_reply": "2023-10-11T22:32:58.445711Z"
+     "iopub.execute_input": "2024-09-07T18:17:58.023278Z",
+     "iopub.status.busy": "2024-09-07T18:17:58.021580Z",
+     "iopub.status.idle": "2024-09-07T18:17:58.038328Z",
+     "shell.execute_reply": "2024-09-07T18:17:58.037483Z"
     }
    },
    "outputs": [
@@ -505,10 +505,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:58.450830Z",
-     "iopub.status.busy": "2023-10-11T22:32:58.450497Z",
-     "iopub.status.idle": "2023-10-11T22:32:58.531147Z",
-     "shell.execute_reply": "2023-10-11T22:32:58.530824Z"
+     "iopub.execute_input": "2024-09-07T18:17:58.042572Z",
+     "iopub.status.busy": "2024-09-07T18:17:58.041908Z",
+     "iopub.status.idle": "2024-09-07T18:17:58.114666Z",
+     "shell.execute_reply": "2024-09-07T18:17:58.114333Z"
     }
    },
    "outputs": [
@@ -516,13 +516,13 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-6b2b187cc5d34305a6332405c9d18a46\"></div>\n",
+       "<div id=\"altair-viz-82ac6a59e60d41618b981d4f73116686\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-6b2b187cc5d34305a6332405c9d18a46\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-6b2b187cc5d34305a6332405c9d18a46\");\n",
+       "    if (outputDiv.id !== \"altair-viz-82ac6a59e60d41618b981d4f73116686\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-82ac6a59e60d41618b981d4f73116686\");\n",
        "    }\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
@@ -601,10 +601,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:58.533238Z",
-     "iopub.status.busy": "2023-10-11T22:32:58.533133Z",
-     "iopub.status.idle": "2023-10-11T22:32:58.765001Z",
-     "shell.execute_reply": "2023-10-11T22:32:58.764729Z"
+     "iopub.execute_input": "2024-09-07T18:17:58.116803Z",
+     "iopub.status.busy": "2024-09-07T18:17:58.116693Z",
+     "iopub.status.idle": "2024-09-07T18:17:58.141225Z",
+     "shell.execute_reply": "2024-09-07T18:17:58.140977Z"
     }
    },
    "outputs": [
@@ -613,12 +613,12 @@
       "text/html": [
        "<style type=\"text/css\">\n",
        "</style>\n",
-       "<table id=\"T_6c0f5\">\n",
+       "<table id=\"T_7d914\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >component</th>\n",
-       "      <th id=\"T_6c0f5_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
-       "      <th id=\"T_6c0f5_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
+       "      <th id=\"T_7d914_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
+       "      <th id=\"T_7d914_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >name</th>\n",
@@ -628,35 +628,35 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_6c0f5_level0_row0\" class=\"row_heading level0 row0\" >Agamemnon</th>\n",
-       "      <td id=\"T_6c0f5_row0_col0\" class=\"data row0 col0\" >0.536%</td>\n",
-       "      <td id=\"T_6c0f5_row0_col1\" class=\"data row0 col1\" >0.255%</td>\n",
+       "      <th id=\"T_7d914_level0_row0\" class=\"row_heading level0 row0\" >Agamemnon</th>\n",
+       "      <td id=\"T_7d914_row0_col0\" class=\"data row0 col0\" >0.536%</td>\n",
+       "      <td id=\"T_7d914_row0_col1\" class=\"data row0 col1\" >0.255%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_6c0f5_level0_row1\" class=\"row_heading level0 row1\" >High West-ified Imperial Coffee Stout</th>\n",
-       "      <td id=\"T_6c0f5_row1_col0\" class=\"data row1 col0\" >0.536%</td>\n",
-       "      <td id=\"T_6c0f5_row1_col1\" class=\"data row1 col1\" >0.202%</td>\n",
+       "      <th id=\"T_7d914_level0_row1\" class=\"row_heading level0 row1\" >High West-ified Imperial Coffee Stout</th>\n",
+       "      <td id=\"T_7d914_row1_col0\" class=\"data row1 col0\" >0.536%</td>\n",
+       "      <td id=\"T_7d914_row1_col1\" class=\"data row1 col1\" >0.202%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_6c0f5_level0_row2\" class=\"row_heading level0 row2\" >Ten FIDY</th>\n",
-       "      <td id=\"T_6c0f5_row2_col0\" class=\"data row2 col0\" >0.536%</td>\n",
-       "      <td id=\"T_6c0f5_row2_col1\" class=\"data row2 col1\" >0.202%</td>\n",
+       "      <th id=\"T_7d914_level0_row2\" class=\"row_heading level0 row2\" >Ten FIDY</th>\n",
+       "      <td id=\"T_7d914_row2_col0\" class=\"data row2 col0\" >0.536%</td>\n",
+       "      <td id=\"T_7d914_row2_col1\" class=\"data row2 col1\" >0.202%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_6c0f5_level0_row3\" class=\"row_heading level0 row3\" >Midnight Flight</th>\n",
-       "      <td id=\"T_6c0f5_row3_col0\" class=\"data row3 col0\" >0.536%</td>\n",
-       "      <td id=\"T_6c0f5_row3_col1\" class=\"data row3 col1\" >0.202%</td>\n",
+       "      <th id=\"T_7d914_level0_row3\" class=\"row_heading level0 row3\" >Midnight Flight</th>\n",
+       "      <td id=\"T_7d914_row3_col0\" class=\"data row3 col0\" >0.536%</td>\n",
+       "      <td id=\"T_7d914_row3_col1\" class=\"data row3 col1\" >0.202%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_6c0f5_level0_row4\" class=\"row_heading level0 row4\" >FSB</th>\n",
-       "      <td id=\"T_6c0f5_row4_col0\" class=\"data row4 col0\" >0.536%</td>\n",
-       "      <td id=\"T_6c0f5_row4_col1\" class=\"data row4 col1\" >0.202%</td>\n",
+       "      <th id=\"T_7d914_level0_row4\" class=\"row_heading level0 row4\" >FSB</th>\n",
+       "      <td id=\"T_7d914_row4_col0\" class=\"data row4 col0\" >0.536%</td>\n",
+       "      <td id=\"T_7d914_row4_col1\" class=\"data row4 col1\" >0.202%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x15241ae30>"
+       "<pandas.io.formats.style.Styler at 0x1683a8150>"
       ]
      },
      "execution_count": 7,
@@ -678,10 +678,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:32:58.766726Z",
-     "iopub.status.busy": "2023-10-11T22:32:58.766546Z",
-     "iopub.status.idle": "2023-10-11T22:32:58.778437Z",
-     "shell.execute_reply": "2023-10-11T22:32:58.778186Z"
+     "iopub.execute_input": "2024-09-07T18:17:58.142776Z",
+     "iopub.status.busy": "2024-09-07T18:17:58.142666Z",
+     "iopub.status.idle": "2024-09-07T18:17:58.154045Z",
+     "shell.execute_reply": "2024-09-07T18:17:58.153813Z"
     }
    },
    "outputs": [
@@ -690,12 +690,12 @@
       "text/html": [
        "<style type=\"text/css\">\n",
        "</style>\n",
-       "<table id=\"T_2d272\">\n",
+       "<table id=\"T_a3e41\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >component</th>\n",
-       "      <th id=\"T_2d272_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
-       "      <th id=\"T_2d272_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
+       "      <th id=\"T_a3e41_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
+       "      <th id=\"T_a3e41_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >variable</th>\n",
@@ -705,40 +705,40 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_2d272_level0_row0\" class=\"row_heading level0 row0\" >alcohol_by_volume</th>\n",
-       "      <td id=\"T_2d272_row0_col0\" class=\"data row0 col0\" >23%</td>\n",
-       "      <td id=\"T_2d272_row0_col1\" class=\"data row0 col1\" >1%</td>\n",
+       "      <th id=\"T_a3e41_level0_row0\" class=\"row_heading level0 row0\" >alcohol_by_volume</th>\n",
+       "      <td id=\"T_a3e41_row0_col0\" class=\"data row0 col0\" >23%</td>\n",
+       "      <td id=\"T_a3e41_row0_col1\" class=\"data row0 col1\" >1%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_2d272_level0_row1\" class=\"row_heading level0 row1\" >international_bitterness_units</th>\n",
-       "      <td id=\"T_2d272_row1_col0\" class=\"data row1 col0\" >18%</td>\n",
-       "      <td id=\"T_2d272_row1_col1\" class=\"data row1 col1\" >13%</td>\n",
+       "      <th id=\"T_a3e41_level0_row1\" class=\"row_heading level0 row1\" >international_bitterness_units</th>\n",
+       "      <td id=\"T_a3e41_row1_col0\" class=\"data row1 col0\" >18%</td>\n",
+       "      <td id=\"T_a3e41_row1_col1\" class=\"data row1 col1\" >13%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_2d272_level0_row2\" class=\"row_heading level0 row2\" >standard_reference_method</th>\n",
-       "      <td id=\"T_2d272_row2_col0\" class=\"data row2 col0\" >10%</td>\n",
-       "      <td id=\"T_2d272_row2_col1\" class=\"data row2 col1\" >23%</td>\n",
+       "      <th id=\"T_a3e41_level0_row2\" class=\"row_heading level0 row2\" >standard_reference_method</th>\n",
+       "      <td id=\"T_a3e41_row2_col0\" class=\"data row2 col0\" >10%</td>\n",
+       "      <td id=\"T_a3e41_row2_col1\" class=\"data row2 col1\" >23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_2d272_level0_row3\" class=\"row_heading level0 row3\" >final_gravity</th>\n",
-       "      <td id=\"T_2d272_row3_col0\" class=\"data row3 col0\" >22%</td>\n",
-       "      <td id=\"T_2d272_row3_col1\" class=\"data row3 col1\" >2%</td>\n",
+       "      <th id=\"T_a3e41_level0_row3\" class=\"row_heading level0 row3\" >final_gravity</th>\n",
+       "      <td id=\"T_a3e41_row3_col0\" class=\"data row3 col0\" >22%</td>\n",
+       "      <td id=\"T_a3e41_row3_col1\" class=\"data row3 col1\" >2%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_2d272_level0_row4\" class=\"row_heading level0 row4\" >is_organic</th>\n",
-       "      <td id=\"T_2d272_row4_col0\" class=\"data row4 col0\" >0%</td>\n",
-       "      <td id=\"T_2d272_row4_col1\" class=\"data row4 col1\" >0%</td>\n",
+       "      <th id=\"T_a3e41_level0_row4\" class=\"row_heading level0 row4\" >is_organic</th>\n",
+       "      <td id=\"T_a3e41_row4_col0\" class=\"data row4 col0\" >0%</td>\n",
+       "      <td id=\"T_a3e41_row4_col1\" class=\"data row4 col1\" >0%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_2d272_level0_row5\" class=\"row_heading level0 row5\" >style</th>\n",
-       "      <td id=\"T_2d272_row5_col0\" class=\"data row5 col0\" >27%</td>\n",
-       "      <td id=\"T_2d272_row5_col1\" class=\"data row5 col1\" >60%</td>\n",
+       "      <th id=\"T_a3e41_level0_row5\" class=\"row_heading level0 row5\" >style</th>\n",
+       "      <td id=\"T_a3e41_row5_col0\" class=\"data row5 col0\" >27%</td>\n",
+       "      <td id=\"T_a3e41_row5_col1\" class=\"data row5 col1\" >60%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x15241a650>"
+       "<pandas.io.formats.style.Styler at 0x168189110>"
       ]
      },
      "execution_count": 8,
@@ -767,7 +767,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.11.4"
   },
   "vscode": {
    "interpreter": {
diff --git a/docs/content/faq.ipynb b/docs/content/faq.ipynb
new file mode 100644
index 00000000..48eb3cb2
--- /dev/null
+++ b/docs/content/faq.ipynb
@@ -0,0 +1,143 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "+++\n",
+    "title = \"Frequently Asked Questions\"\n",
+    "menu = \"main\"\n",
+    "weight = 7\n",
+    "toc = true\n",
+    "aliases = [\"faq\"]\n",
+    "+++"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**How to use Prince with sklearn pipelines?**\n",
+    "\n",
+    "Prince estimators consume and produce pandas DataFrames. If you want to use them in a sklearn pipeline, you can [sklearn's `set_output` API](https://scikit-learn.org/stable/auto_examples/miscellaneous/plot_set_output.html). This way, you can tell sklearn that the pipeline should exchange DataFrames instead of numpy arrays between the steps."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-09-07T18:17:59.587100Z",
+     "iopub.status.busy": "2024-09-07T18:17:59.586565Z",
+     "iopub.status.idle": "2024-09-07T18:18:00.199076Z",
+     "shell.execute_reply": "2024-09-07T18:18:00.198381Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>component</th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-2.264703</td>\n",
+       "      <td>0.480027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-2.080961</td>\n",
+       "      <td>-0.674134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-2.364229</td>\n",
+       "      <td>-0.341908</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-2.299384</td>\n",
+       "      <td>-0.597395</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-2.389842</td>\n",
+       "      <td>0.646835</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "component         0         1\n",
+       "0         -2.264703  0.480027\n",
+       "1         -2.080961 -0.674134\n",
+       "2         -2.364229 -0.341908\n",
+       "3         -2.299384 -0.597395\n",
+       "4         -2.389842  0.646835"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import prince\n",
+    "from sklearn import datasets\n",
+    "from sklearn import impute\n",
+    "from sklearn import pipeline\n",
+    "\n",
+    "pipe = pipeline.make_pipeline(\n",
+    "    impute.SimpleImputer(),\n",
+    "    prince.PCA()\n",
+    ")\n",
+    "pipe.set_output(transform='pandas')\n",
+    "dataset = datasets.load_iris()\n",
+    "pipe.fit_transform(dataset.data).head()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "prince-NQ1O93Uh-py3.11",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/content/gpa.ipynb b/docs/content/gpa.ipynb
index c331feeb..027c16b7 100644
--- a/docs/content/gpa.ipynb
+++ b/docs/content/gpa.ipynb
@@ -43,10 +43,10 @@
    "execution_count": 1,
    "metadata": {
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-     "iopub.status.busy": "2023-10-11T22:33:00.241957Z",
-     "iopub.status.idle": "2023-10-11T22:33:00.280028Z",
-     "shell.execute_reply": "2023-10-11T22:33:00.279569Z"
+     "iopub.execute_input": "2024-09-07T18:18:01.633858Z",
+     "iopub.status.busy": "2024-09-07T18:18:01.633426Z",
+     "iopub.status.idle": "2024-09-07T18:18:01.668183Z",
+     "shell.execute_reply": "2024-09-07T18:18:01.667693Z"
     }
    },
    "outputs": [
@@ -140,10 +140,10 @@
    "execution_count": 2,
    "metadata": {
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-     "iopub.execute_input": "2023-10-11T22:33:00.282594Z",
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-     "iopub.status.idle": "2023-10-11T22:33:00.371813Z",
-     "shell.execute_reply": "2023-10-11T22:33:00.371521Z"
+     "iopub.execute_input": "2024-09-07T18:18:01.670859Z",
+     "iopub.status.busy": "2024-09-07T18:18:01.670666Z",
+     "iopub.status.idle": "2024-09-07T18:18:01.755157Z",
+     "shell.execute_reply": "2024-09-07T18:18:01.754860Z"
     }
    },
    "outputs": [
@@ -151,13 +151,13 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-fab10354acd54135abdf0bb8ab252146\"></div>\n",
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        "<script type=\"text/javascript\">\n",
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        "    let outputDiv = document.currentScript.previousElementSibling;\n",
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@@ -239,10 +239,10 @@
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-     "shell.execute_reply": "2023-10-11T22:33:00.415238Z"
+     "iopub.execute_input": "2024-09-07T18:18:01.756840Z",
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@@ -277,10 +277,10 @@
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-     "iopub.status.idle": "2023-10-11T22:33:00.426233Z",
-     "shell.execute_reply": "2023-10-11T22:33:00.425975Z"
+     "iopub.execute_input": "2024-09-07T18:18:01.809002Z",
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+     "shell.execute_reply": "2024-09-07T18:18:01.818121Z"
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@@ -307,10 +307,10 @@
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-     "iopub.status.idle": "2023-10-11T22:33:00.435048Z",
-     "shell.execute_reply": "2023-10-11T22:33:00.434809Z"
+     "iopub.execute_input": "2024-09-07T18:18:01.819667Z",
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@@ -352,10 +352,10 @@
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-     "shell.execute_reply": "2023-10-11T22:33:00.728673Z"
+     "iopub.execute_input": "2024-09-07T18:18:01.828533Z",
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+     "shell.execute_reply": "2024-09-07T18:18:02.157289Z"
     }
    },
    "outputs": [],
@@ -379,10 +379,10 @@
    "execution_count": 7,
    "metadata": {
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-     "iopub.execute_input": "2023-10-11T22:33:00.731030Z",
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-     "iopub.status.idle": "2023-10-11T22:33:00.762990Z",
-     "shell.execute_reply": "2023-10-11T22:33:00.762719Z"
+     "iopub.execute_input": "2024-09-07T18:18:02.159473Z",
+     "iopub.status.busy": "2024-09-07T18:18:02.159364Z",
+     "iopub.status.idle": "2024-09-07T18:18:02.187045Z",
+     "shell.execute_reply": "2024-09-07T18:18:02.186796Z"
     }
    },
    "outputs": [
@@ -390,13 +390,13 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-d03a336323f5406daf30178265b71673\"></div>\n",
+       "<div id=\"altair-viz-36f965231bd64457b172e6c0c8c0f7b3\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-d03a336323f5406daf30178265b71673\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-d03a336323f5406daf30178265b71673\");\n",
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        "    }\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
@@ -491,7 +491,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.11.4"
   },
   "vscode": {
    "interpreter": {
diff --git a/docs/content/mca.ipynb b/docs/content/mca.ipynb
index ab86ae23..4bb49112 100644
--- a/docs/content/mca.ipynb
+++ b/docs/content/mca.ipynb
@@ -47,10 +47,10 @@
    "execution_count": 1,
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-     "iopub.status.idle": "2023-10-11T22:33:02.659863Z",
-     "shell.execute_reply": "2023-10-11T22:33:02.659244Z"
+     "iopub.execute_input": "2024-09-07T18:18:03.555683Z",
+     "iopub.status.busy": "2024-09-07T18:18:03.555314Z",
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+     "shell.execute_reply": "2024-09-07T18:18:04.551791Z"
     }
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    "outputs": [
@@ -162,10 +162,10 @@
    "execution_count": 2,
    "metadata": {
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-     "iopub.execute_input": "2023-10-11T22:33:02.663561Z",
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-     "iopub.status.idle": "2023-10-11T22:33:03.034826Z",
-     "shell.execute_reply": "2023-10-11T22:33:03.033990Z"
+     "iopub.execute_input": "2024-09-07T18:18:04.556009Z",
+     "iopub.status.busy": "2024-09-07T18:18:04.555668Z",
+     "iopub.status.idle": "2024-09-07T18:18:05.004602Z",
+     "shell.execute_reply": "2024-09-07T18:18:05.003821Z"
     }
    },
    "outputs": [],
@@ -195,10 +195,10 @@
    "execution_count": 3,
    "metadata": {
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-     "iopub.execute_input": "2023-10-11T22:33:03.039813Z",
-     "iopub.status.busy": "2023-10-11T22:33:03.039240Z",
-     "iopub.status.idle": "2023-10-11T22:33:03.067718Z",
-     "shell.execute_reply": "2023-10-11T22:33:03.066635Z"
+     "iopub.execute_input": "2024-09-07T18:18:05.011574Z",
+     "iopub.status.busy": "2024-09-07T18:18:05.011295Z",
+     "iopub.status.idle": "2024-09-07T18:18:05.037415Z",
+     "shell.execute_reply": "2024-09-07T18:18:05.036730Z"
     }
    },
    "outputs": [],
@@ -222,10 +222,10 @@
    "execution_count": 4,
    "metadata": {
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-     "iopub.execute_input": "2023-10-11T22:33:03.080736Z",
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-     "iopub.status.idle": "2023-10-11T22:33:03.106296Z",
-     "shell.execute_reply": "2023-10-11T22:33:03.105505Z"
+     "iopub.execute_input": "2024-09-07T18:18:05.042434Z",
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+     "shell.execute_reply": "2024-09-07T18:18:05.061044Z"
     }
    },
    "outputs": [
@@ -314,10 +314,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:03.111432Z",
-     "iopub.status.busy": "2023-10-11T22:33:03.110774Z",
-     "iopub.status.idle": "2023-10-11T22:33:03.132756Z",
-     "shell.execute_reply": "2023-10-11T22:33:03.131990Z"
+     "iopub.execute_input": "2024-09-07T18:18:05.067678Z",
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+     "shell.execute_reply": "2024-09-07T18:18:05.089194Z"
     }
    },
    "outputs": [
@@ -351,25 +351,25 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0.705387</td>\n",
-       "      <td>8.460396e-15</td>\n",
+       "      <td>9.509676e-15</td>\n",
        "      <td>0.758639</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>-0.386586</td>\n",
-       "      <td>8.514287e-15</td>\n",
+       "      <td>7.593937e-15</td>\n",
        "      <td>0.626063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>-0.386586</td>\n",
-       "      <td>6.249235e-15</td>\n",
+       "      <td>6.106546e-15</td>\n",
        "      <td>0.626063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>-0.852014</td>\n",
-       "      <td>6.872889e-15</td>\n",
+       "      <td>5.547435e-15</td>\n",
        "      <td>0.562447</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -384,10 +384,10 @@
       ],
       "text/plain": [
        "          0             1         2\n",
-       "0  0.705387  8.460396e-15  0.758639\n",
-       "1 -0.386586  8.514287e-15  0.626063\n",
-       "2 -0.386586  6.249235e-15  0.626063\n",
-       "3 -0.852014  6.872889e-15  0.562447\n",
+       "0  0.705387  9.509676e-15  0.758639\n",
+       "1 -0.386586  7.593937e-15  0.626063\n",
+       "2 -0.386586  6.106546e-15  0.626063\n",
+       "3 -0.852014  5.547435e-15  0.562447\n",
        "4  0.783539 -6.333333e-01  0.130201"
       ]
      },
@@ -405,10 +405,10 @@
    "execution_count": 6,
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-     "iopub.status.idle": "2023-10-11T22:33:03.162413Z",
-     "shell.execute_reply": "2023-10-11T22:33:03.161656Z"
+     "iopub.execute_input": "2024-09-07T18:18:05.095132Z",
+     "iopub.status.busy": "2024-09-07T18:18:05.094838Z",
+     "iopub.status.idle": "2024-09-07T18:18:05.122819Z",
+     "shell.execute_reply": "2024-09-07T18:18:05.122131Z"
     }
    },
    "outputs": [
@@ -466,7 +466,7 @@
        "    <tr>\n",
        "      <th>Action_DIP</th>\n",
        "      <td>-0.853864</td>\n",
-       "      <td>-1.953058e-15</td>\n",
+       "      <td>-2.712409e-15</td>\n",
        "      <td>-0.079340</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -479,7 +479,7 @@
        "Color_YELLOW -0.130342 -7.657805e-01  0.712523\n",
        "Size_LARGE    0.117308 -6.892024e-01 -0.641270\n",
        "Size_SMALL   -0.130342  7.657805e-01  0.712523\n",
-       "Action_DIP   -0.853864 -1.953058e-15 -0.079340"
+       "Action_DIP   -0.853864 -2.712409e-15 -0.079340"
       ]
      },
      "execution_count": 6,
@@ -504,10 +504,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:03.165704Z",
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-     "shell.execute_reply": "2023-10-11T22:33:03.257553Z"
+     "iopub.execute_input": "2024-09-07T18:18:05.127742Z",
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+     "iopub.status.idle": "2024-09-07T18:18:05.211209Z",
+     "shell.execute_reply": "2024-09-07T18:18:05.209166Z"
     }
    },
    "outputs": [
@@ -515,13 +515,13 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-561283d185444e1ca6854352561fc5c1\"></div>\n",
+       "<div id=\"altair-viz-c47c977bfce242a99fcc53f51f97e581\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-561283d185444e1ca6854352561fc5c1\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-561283d185444e1ca6854352561fc5c1\");\n",
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@@ -567,7 +567,7 @@
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@@ -604,10 +604,10 @@
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-     "shell.execute_reply": "2023-10-11T22:33:03.462506Z"
+     "iopub.execute_input": "2024-09-07T18:18:05.215554Z",
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@@ -616,51 +616,51 @@
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        "</style>\n",
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        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x126ecac80>"
+       "<pandas.io.formats.style.Styler at 0x14745b7d0>"
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      "execution_count": 8,
@@ -677,10 +677,10 @@
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-     "shell.execute_reply": "2023-10-11T22:33:03.476145Z"
+     "iopub.execute_input": "2024-09-07T18:18:05.251107Z",
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+     "shell.execute_reply": "2024-09-07T18:18:05.268359Z"
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    },
    "outputs": [
@@ -689,51 +689,51 @@
       "text/html": [
        "<style type=\"text/css\">\n",
        "</style>\n",
-       "<table id=\"T_7ef8b\">\n",
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-       "      <th id=\"T_7ef8b_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
+       "      <th id=\"T_f1141_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
+       "      <th id=\"T_f1141_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
+       "      <th id=\"T_f1141_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_7ef8b_level0_row0\" class=\"row_heading level0 row0\" >Color_PURPLE</th>\n",
-       "      <td id=\"T_7ef8b_row0_col0\" class=\"data row0 col0\" >0%</td>\n",
-       "      <td id=\"T_7ef8b_row0_col1\" class=\"data row0 col1\" >24%</td>\n",
-       "      <td id=\"T_7ef8b_row0_col2\" class=\"data row0 col2\" >23%</td>\n",
+       "      <th id=\"T_f1141_level0_row0\" class=\"row_heading level0 row0\" >Color_PURPLE</th>\n",
+       "      <td id=\"T_f1141_row0_col0\" class=\"data row0 col0\" >0%</td>\n",
+       "      <td id=\"T_f1141_row0_col1\" class=\"data row0 col1\" >24%</td>\n",
+       "      <td id=\"T_f1141_row0_col2\" class=\"data row0 col2\" >23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_7ef8b_level0_row1\" class=\"row_heading level0 row1\" >Color_YELLOW</th>\n",
-       "      <td id=\"T_7ef8b_row1_col0\" class=\"data row1 col0\" >0%</td>\n",
-       "      <td id=\"T_7ef8b_row1_col1\" class=\"data row1 col1\" >26%</td>\n",
-       "      <td id=\"T_7ef8b_row1_col2\" class=\"data row1 col2\" >26%</td>\n",
+       "      <th id=\"T_f1141_level0_row1\" class=\"row_heading level0 row1\" >Color_YELLOW</th>\n",
+       "      <td id=\"T_f1141_row1_col0\" class=\"data row1 col0\" >0%</td>\n",
+       "      <td id=\"T_f1141_row1_col1\" class=\"data row1 col1\" >26%</td>\n",
+       "      <td id=\"T_f1141_row1_col2\" class=\"data row1 col2\" >26%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_7ef8b_level0_row2\" class=\"row_heading level0 row2\" >Size_LARGE</th>\n",
-       "      <td id=\"T_7ef8b_row2_col0\" class=\"data row2 col0\" >0%</td>\n",
-       "      <td id=\"T_7ef8b_row2_col1\" class=\"data row2 col1\" >24%</td>\n",
-       "      <td id=\"T_7ef8b_row2_col2\" class=\"data row2 col2\" >23%</td>\n",
+       "      <th id=\"T_f1141_level0_row2\" class=\"row_heading level0 row2\" >Size_LARGE</th>\n",
+       "      <td id=\"T_f1141_row2_col0\" class=\"data row2 col0\" >0%</td>\n",
+       "      <td id=\"T_f1141_row2_col1\" class=\"data row2 col1\" >24%</td>\n",
+       "      <td id=\"T_f1141_row2_col2\" class=\"data row2 col2\" >23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_7ef8b_level0_row3\" class=\"row_heading level0 row3\" >Size_SMALL</th>\n",
-       "      <td id=\"T_7ef8b_row3_col0\" class=\"data row3 col0\" >0%</td>\n",
-       "      <td id=\"T_7ef8b_row3_col1\" class=\"data row3 col1\" >26%</td>\n",
-       "      <td id=\"T_7ef8b_row3_col2\" class=\"data row3 col2\" >26%</td>\n",
+       "      <th id=\"T_f1141_level0_row3\" class=\"row_heading level0 row3\" >Size_SMALL</th>\n",
+       "      <td id=\"T_f1141_row3_col0\" class=\"data row3 col0\" >0%</td>\n",
+       "      <td id=\"T_f1141_row3_col1\" class=\"data row3 col1\" >26%</td>\n",
+       "      <td id=\"T_f1141_row3_col2\" class=\"data row3 col2\" >26%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_7ef8b_level0_row4\" class=\"row_heading level0 row4\" >Action_DIP</th>\n",
-       "      <td id=\"T_7ef8b_row4_col0\" class=\"data row4 col0\" >15%</td>\n",
-       "      <td id=\"T_7ef8b_row4_col1\" class=\"data row4 col1\" >0%</td>\n",
-       "      <td id=\"T_7ef8b_row4_col2\" class=\"data row4 col2\" >0%</td>\n",
+       "      <th id=\"T_f1141_level0_row4\" class=\"row_heading level0 row4\" >Action_DIP</th>\n",
+       "      <td id=\"T_f1141_row4_col0\" class=\"data row4 col0\" >15%</td>\n",
+       "      <td id=\"T_f1141_row4_col1\" class=\"data row4 col1\" >0%</td>\n",
+       "      <td id=\"T_f1141_row4_col2\" class=\"data row4 col2\" >0%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x1788237c0>"
+       "<pandas.io.formats.style.Styler at 0x147429950>"
       ]
      },
      "execution_count": 9,
@@ -758,10 +758,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:03.478001Z",
-     "iopub.status.busy": "2023-10-11T22:33:03.477898Z",
-     "iopub.status.idle": "2023-10-11T22:33:03.493137Z",
-     "shell.execute_reply": "2023-10-11T22:33:03.492852Z"
+     "iopub.execute_input": "2024-09-07T18:18:05.274947Z",
+     "iopub.status.busy": "2024-09-07T18:18:05.274461Z",
+     "iopub.status.idle": "2024-09-07T18:18:05.303366Z",
+     "shell.execute_reply": "2024-09-07T18:18:05.302997Z"
     }
    },
    "outputs": [
@@ -795,25 +795,25 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0.461478</td>\n",
-       "      <td>6.638620e-29</td>\n",
+       "      <td>8.387409e-29</td>\n",
        "      <td>0.533786</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0.152256</td>\n",
-       "      <td>7.385455e-29</td>\n",
+       "      <td>5.875091e-29</td>\n",
        "      <td>0.399316</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.152256</td>\n",
-       "      <td>3.978637e-29</td>\n",
+       "      <td>3.799023e-29</td>\n",
        "      <td>0.399316</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.653335</td>\n",
-       "      <td>4.251294e-29</td>\n",
+       "      <td>2.769663e-29</td>\n",
        "      <td>0.284712</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -828,10 +828,10 @@
       ],
       "text/plain": [
        "          0             1         2\n",
-       "0  0.461478  6.638620e-29  0.533786\n",
-       "1  0.152256  7.385455e-29  0.399316\n",
-       "2  0.152256  3.978637e-29  0.399316\n",
-       "3  0.653335  4.251294e-29  0.284712\n",
+       "0  0.461478  8.387409e-29  0.533786\n",
+       "1  0.152256  5.875091e-29  0.399316\n",
+       "2  0.152256  3.799023e-29  0.399316\n",
+       "3  0.653335  2.769663e-29  0.284712\n",
        "4  0.592606  3.871772e-01  0.016363"
       ]
      },
@@ -849,10 +849,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
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-     "iopub.status.busy": "2023-10-11T22:33:03.494614Z",
-     "iopub.status.idle": "2023-10-11T22:33:03.509326Z",
-     "shell.execute_reply": "2023-10-11T22:33:03.509043Z"
+     "iopub.execute_input": "2024-09-07T18:18:05.304890Z",
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+     "shell.execute_reply": "2024-09-07T18:18:05.318834Z"
     }
    },
    "outputs": [
@@ -910,7 +910,7 @@
        "    <tr>\n",
        "      <th>Action_DIP</th>\n",
        "      <td>0.530243</td>\n",
-       "      <td>2.774134e-30</td>\n",
+       "      <td>5.350665e-30</td>\n",
        "      <td>0.004578</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -923,7 +923,7 @@
        "Color_YELLOW  0.015290  5.277778e-01  0.456920\n",
        "Size_LARGE    0.015290  5.277778e-01  0.456920\n",
        "Size_SMALL    0.015290  5.277778e-01  0.456920\n",
-       "Action_DIP    0.530243  2.774134e-30  0.004578"
+       "Action_DIP    0.530243  5.350665e-30  0.004578"
       ]
      },
      "execution_count": 11,
@@ -952,7 +952,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.11.4"
   },
   "vscode": {
    "interpreter": {
diff --git a/docs/content/mfa.ipynb b/docs/content/mfa.ipynb
index 3e7f695c..d75d5e57 100644
--- a/docs/content/mfa.ipynb
+++ b/docs/content/mfa.ipynb
@@ -47,10 +47,10 @@
    "execution_count": 1,
    "metadata": {
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-     "iopub.status.idle": "2023-10-11T22:33:05.451353Z",
-     "shell.execute_reply": "2023-10-11T22:33:05.451039Z"
+     "iopub.execute_input": "2024-09-07T18:18:06.723525Z",
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+     "shell.execute_reply": "2024-09-07T18:18:07.156597Z"
     }
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    "outputs": [
@@ -237,10 +237,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:05.453119Z",
-     "iopub.status.busy": "2023-10-11T22:33:05.452981Z",
-     "iopub.status.idle": "2023-10-11T22:33:05.462933Z",
-     "shell.execute_reply": "2023-10-11T22:33:05.462643Z"
+     "iopub.execute_input": "2024-09-07T18:18:07.158550Z",
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+     "shell.execute_reply": "2024-09-07T18:18:07.168190Z"
     }
    },
    "outputs": [
@@ -265,10 +265,10 @@
    "execution_count": 3,
    "metadata": {
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-     "iopub.status.idle": "2023-10-11T22:33:05.494950Z",
-     "shell.execute_reply": "2023-10-11T22:33:05.491881Z"
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     }
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    "outputs": [],
@@ -297,10 +297,10 @@
    "execution_count": 4,
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-     "iopub.status.idle": "2023-10-11T22:33:05.533230Z",
-     "shell.execute_reply": "2023-10-11T22:33:05.532298Z"
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+     "shell.execute_reply": "2024-09-07T18:18:07.255559Z"
     }
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@@ -390,10 +390,10 @@
    "execution_count": 5,
    "metadata": {
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-     "iopub.status.idle": "2023-10-11T22:33:05.574681Z",
-     "shell.execute_reply": "2023-10-11T22:33:05.573740Z"
+     "iopub.execute_input": "2024-09-07T18:18:07.266647Z",
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+     "shell.execute_reply": "2024-09-07T18:18:07.285239Z"
     }
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    "outputs": [
@@ -489,10 +489,10 @@
    "execution_count": 6,
    "metadata": {
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-     "iopub.status.idle": "2023-10-11T22:33:05.607730Z",
-     "shell.execute_reply": "2023-10-11T22:33:05.606816Z"
+     "iopub.execute_input": "2024-09-07T18:18:07.290866Z",
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+     "shell.execute_reply": "2024-09-07T18:18:07.319946Z"
     }
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    "outputs": [
@@ -623,10 +623,10 @@
    "execution_count": 7,
    "metadata": {
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-     "iopub.status.idle": "2023-10-11T22:33:05.681275Z",
-     "shell.execute_reply": "2023-10-11T22:33:05.675650Z"
+     "iopub.execute_input": "2024-09-07T18:18:07.324369Z",
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+     "shell.execute_reply": "2024-09-07T18:18:07.375560Z"
     }
    },
    "outputs": [
@@ -634,13 +634,13 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-36ed1e414e5346caaa84362ee9ff4d32\"></div>\n",
+       "<div id=\"altair-viz-d92c253af44d4d43b001c1af30e4f2cb\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-36ed1e414e5346caaa84362ee9ff4d32\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-36ed1e414e5346caaa84362ee9ff4d32\");\n",
+       "    if (outputDiv.id !== \"altair-viz-d92c253af44d4d43b001c1af30e4f2cb\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-d92c253af44d4d43b001c1af30e4f2cb\");\n",
        "    }\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
@@ -735,10 +735,10 @@
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-     "iopub.status.idle": "2023-10-11T22:33:05.724893Z",
-     "shell.execute_reply": "2023-10-11T22:33:05.724133Z"
+     "iopub.execute_input": "2024-09-07T18:18:07.395738Z",
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+     "shell.execute_reply": "2024-09-07T18:18:07.414138Z"
     }
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    "outputs": [
@@ -833,10 +833,10 @@
    "execution_count": 9,
    "metadata": {
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-     "iopub.execute_input": "2023-10-11T22:33:05.729392Z",
-     "iopub.status.busy": "2023-10-11T22:33:05.729030Z",
-     "iopub.status.idle": "2023-10-11T22:33:05.748824Z",
-     "shell.execute_reply": "2023-10-11T22:33:05.748079Z"
+     "iopub.execute_input": "2024-09-07T18:18:07.419686Z",
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+     "shell.execute_reply": "2024-09-07T18:18:07.436939Z"
     }
    },
    "outputs": [
@@ -922,7 +922,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.11.4"
   },
   "vscode": {
    "interpreter": {
diff --git a/docs/content/pca.ipynb b/docs/content/pca.ipynb
index 807bdd9b..7d4d40b5 100644
--- a/docs/content/pca.ipynb
+++ b/docs/content/pca.ipynb
@@ -43,10 +43,10 @@
    "execution_count": 1,
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-     "iopub.execute_input": "2023-10-11T22:33:07.076011Z",
-     "iopub.status.busy": "2023-10-11T22:33:07.075587Z",
-     "iopub.status.idle": "2023-10-11T22:33:07.642981Z",
-     "shell.execute_reply": "2023-10-11T22:33:07.642622Z"
+     "iopub.execute_input": "2024-09-07T18:18:08.831204Z",
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+     "iopub.status.idle": "2024-09-07T18:18:09.269294Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.268988Z"
     }
    },
    "outputs": [
@@ -55,19 +55,19 @@
       "text/html": [
        "<style type=\"text/css\">\n",
        "</style>\n",
-       "<table id=\"T_5f73f\">\n",
+       "<table id=\"T_e4a16\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"blank\" >&nbsp;</th>\n",
        "      <th class=\"blank level0\" >&nbsp;</th>\n",
-       "      <th id=\"T_5f73f_level0_col0\" class=\"col_heading level0 col0\" >coal</th>\n",
-       "      <th id=\"T_5f73f_level0_col1\" class=\"col_heading level0 col1\" >oil</th>\n",
-       "      <th id=\"T_5f73f_level0_col2\" class=\"col_heading level0 col2\" >gas</th>\n",
-       "      <th id=\"T_5f73f_level0_col3\" class=\"col_heading level0 col3\" >nuclear</th>\n",
-       "      <th id=\"T_5f73f_level0_col4\" class=\"col_heading level0 col4\" >hydro</th>\n",
-       "      <th id=\"T_5f73f_level0_col5\" class=\"col_heading level0 col5\" >wind</th>\n",
-       "      <th id=\"T_5f73f_level0_col6\" class=\"col_heading level0 col6\" >solar</th>\n",
-       "      <th id=\"T_5f73f_level0_col7\" class=\"col_heading level0 col7\" >other renewables</th>\n",
+       "      <th id=\"T_e4a16_level0_col0\" class=\"col_heading level0 col0\" >coal</th>\n",
+       "      <th id=\"T_e4a16_level0_col1\" class=\"col_heading level0 col1\" >oil</th>\n",
+       "      <th id=\"T_e4a16_level0_col2\" class=\"col_heading level0 col2\" >gas</th>\n",
+       "      <th id=\"T_e4a16_level0_col3\" class=\"col_heading level0 col3\" >nuclear</th>\n",
+       "      <th id=\"T_e4a16_level0_col4\" class=\"col_heading level0 col4\" >hydro</th>\n",
+       "      <th id=\"T_e4a16_level0_col5\" class=\"col_heading level0 col5\" >wind</th>\n",
+       "      <th id=\"T_e4a16_level0_col6\" class=\"col_heading level0 col6\" >solar</th>\n",
+       "      <th id=\"T_e4a16_level0_col7\" class=\"col_heading level0 col7\" >other renewables</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >continent</th>\n",
@@ -84,70 +84,70 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_5f73f_level0_row0\" class=\"row_heading level0 row0\" >Africa</th>\n",
-       "      <th id=\"T_5f73f_level1_row0\" class=\"row_heading level1 row0\" >Algeria</th>\n",
-       "      <td id=\"T_5f73f_row0_col0\" class=\"data row0 col0\" >1%</td>\n",
-       "      <td id=\"T_5f73f_row0_col1\" class=\"data row0 col1\" >35%</td>\n",
-       "      <td id=\"T_5f73f_row0_col2\" class=\"data row0 col2\" >64%</td>\n",
-       "      <td id=\"T_5f73f_row0_col3\" class=\"data row0 col3\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row0_col4\" class=\"data row0 col4\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row0_col5\" class=\"data row0 col5\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row0_col6\" class=\"data row0 col6\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row0_col7\" class=\"data row0 col7\" >0%</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_5f73f_level0_row1\" class=\"row_heading level0 row1\" >South America</th>\n",
-       "      <th id=\"T_5f73f_level1_row1\" class=\"row_heading level1 row1\" >Argentina</th>\n",
-       "      <td id=\"T_5f73f_row1_col0\" class=\"data row1 col0\" >1%</td>\n",
-       "      <td id=\"T_5f73f_row1_col1\" class=\"data row1 col1\" >35%</td>\n",
-       "      <td id=\"T_5f73f_row1_col2\" class=\"data row1 col2\" >50%</td>\n",
-       "      <td id=\"T_5f73f_row1_col3\" class=\"data row1 col3\" >2%</td>\n",
-       "      <td id=\"T_5f73f_row1_col4\" class=\"data row1 col4\" >10%</td>\n",
-       "      <td id=\"T_5f73f_row1_col5\" class=\"data row1 col5\" >1%</td>\n",
-       "      <td id=\"T_5f73f_row1_col6\" class=\"data row1 col6\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row1_col7\" class=\"data row1 col7\" >1%</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_5f73f_level0_row2\" class=\"row_heading level0 row2\" >Oceania</th>\n",
-       "      <th id=\"T_5f73f_level1_row2\" class=\"row_heading level1 row2\" >Australia</th>\n",
-       "      <td id=\"T_5f73f_row2_col0\" class=\"data row2 col0\" >28%</td>\n",
-       "      <td id=\"T_5f73f_row2_col1\" class=\"data row2 col1\" >34%</td>\n",
-       "      <td id=\"T_5f73f_row2_col2\" class=\"data row2 col2\" >30%</td>\n",
-       "      <td id=\"T_5f73f_row2_col3\" class=\"data row2 col3\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row2_col4\" class=\"data row2 col4\" >2%</td>\n",
-       "      <td id=\"T_5f73f_row2_col5\" class=\"data row2 col5\" >3%</td>\n",
-       "      <td id=\"T_5f73f_row2_col6\" class=\"data row2 col6\" >3%</td>\n",
-       "      <td id=\"T_5f73f_row2_col7\" class=\"data row2 col7\" >1%</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_5f73f_level0_row3\" class=\"row_heading level0 row3\" >Europe</th>\n",
-       "      <th id=\"T_5f73f_level1_row3\" class=\"row_heading level1 row3\" >Austria</th>\n",
-       "      <td id=\"T_5f73f_row3_col0\" class=\"data row3 col0\" >9%</td>\n",
-       "      <td id=\"T_5f73f_row3_col1\" class=\"data row3 col1\" >37%</td>\n",
-       "      <td id=\"T_5f73f_row3_col2\" class=\"data row3 col2\" >22%</td>\n",
-       "      <td id=\"T_5f73f_row3_col3\" class=\"data row3 col3\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row3_col4\" class=\"data row3 col4\" >25%</td>\n",
-       "      <td id=\"T_5f73f_row3_col5\" class=\"data row3 col5\" >4%</td>\n",
-       "      <td id=\"T_5f73f_row3_col6\" class=\"data row3 col6\" >1%</td>\n",
-       "      <td id=\"T_5f73f_row3_col7\" class=\"data row3 col7\" >3%</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_5f73f_level0_row4\" class=\"row_heading level0 row4\" >Asia</th>\n",
-       "      <th id=\"T_5f73f_level1_row4\" class=\"row_heading level1 row4\" >Azerbaijan</th>\n",
-       "      <td id=\"T_5f73f_row4_col0\" class=\"data row4 col0\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row4_col1\" class=\"data row4 col1\" >33%</td>\n",
-       "      <td id=\"T_5f73f_row4_col2\" class=\"data row4 col2\" >65%</td>\n",
-       "      <td id=\"T_5f73f_row4_col3\" class=\"data row4 col3\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row4_col4\" class=\"data row4 col4\" >2%</td>\n",
-       "      <td id=\"T_5f73f_row4_col5\" class=\"data row4 col5\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row4_col6\" class=\"data row4 col6\" >0%</td>\n",
-       "      <td id=\"T_5f73f_row4_col7\" class=\"data row4 col7\" >0%</td>\n",
+       "      <th id=\"T_e4a16_level0_row0\" class=\"row_heading level0 row0\" >Africa</th>\n",
+       "      <th id=\"T_e4a16_level1_row0\" class=\"row_heading level1 row0\" >Algeria</th>\n",
+       "      <td id=\"T_e4a16_row0_col0\" class=\"data row0 col0\" >1%</td>\n",
+       "      <td id=\"T_e4a16_row0_col1\" class=\"data row0 col1\" >35%</td>\n",
+       "      <td id=\"T_e4a16_row0_col2\" class=\"data row0 col2\" >64%</td>\n",
+       "      <td id=\"T_e4a16_row0_col3\" class=\"data row0 col3\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row0_col4\" class=\"data row0 col4\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row0_col5\" class=\"data row0 col5\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row0_col6\" class=\"data row0 col6\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row0_col7\" class=\"data row0 col7\" >0%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_e4a16_level0_row1\" class=\"row_heading level0 row1\" >South America</th>\n",
+       "      <th id=\"T_e4a16_level1_row1\" class=\"row_heading level1 row1\" >Argentina</th>\n",
+       "      <td id=\"T_e4a16_row1_col0\" class=\"data row1 col0\" >1%</td>\n",
+       "      <td id=\"T_e4a16_row1_col1\" class=\"data row1 col1\" >35%</td>\n",
+       "      <td id=\"T_e4a16_row1_col2\" class=\"data row1 col2\" >50%</td>\n",
+       "      <td id=\"T_e4a16_row1_col3\" class=\"data row1 col3\" >2%</td>\n",
+       "      <td id=\"T_e4a16_row1_col4\" class=\"data row1 col4\" >10%</td>\n",
+       "      <td id=\"T_e4a16_row1_col5\" class=\"data row1 col5\" >1%</td>\n",
+       "      <td id=\"T_e4a16_row1_col6\" class=\"data row1 col6\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row1_col7\" class=\"data row1 col7\" >1%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_e4a16_level0_row2\" class=\"row_heading level0 row2\" >Oceania</th>\n",
+       "      <th id=\"T_e4a16_level1_row2\" class=\"row_heading level1 row2\" >Australia</th>\n",
+       "      <td id=\"T_e4a16_row2_col0\" class=\"data row2 col0\" >28%</td>\n",
+       "      <td id=\"T_e4a16_row2_col1\" class=\"data row2 col1\" >34%</td>\n",
+       "      <td id=\"T_e4a16_row2_col2\" class=\"data row2 col2\" >30%</td>\n",
+       "      <td id=\"T_e4a16_row2_col3\" class=\"data row2 col3\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row2_col4\" class=\"data row2 col4\" >2%</td>\n",
+       "      <td id=\"T_e4a16_row2_col5\" class=\"data row2 col5\" >3%</td>\n",
+       "      <td id=\"T_e4a16_row2_col6\" class=\"data row2 col6\" >3%</td>\n",
+       "      <td id=\"T_e4a16_row2_col7\" class=\"data row2 col7\" >1%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_e4a16_level0_row3\" class=\"row_heading level0 row3\" >Europe</th>\n",
+       "      <th id=\"T_e4a16_level1_row3\" class=\"row_heading level1 row3\" >Austria</th>\n",
+       "      <td id=\"T_e4a16_row3_col0\" class=\"data row3 col0\" >9%</td>\n",
+       "      <td id=\"T_e4a16_row3_col1\" class=\"data row3 col1\" >37%</td>\n",
+       "      <td id=\"T_e4a16_row3_col2\" class=\"data row3 col2\" >22%</td>\n",
+       "      <td id=\"T_e4a16_row3_col3\" class=\"data row3 col3\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row3_col4\" class=\"data row3 col4\" >25%</td>\n",
+       "      <td id=\"T_e4a16_row3_col5\" class=\"data row3 col5\" >4%</td>\n",
+       "      <td id=\"T_e4a16_row3_col6\" class=\"data row3 col6\" >1%</td>\n",
+       "      <td id=\"T_e4a16_row3_col7\" class=\"data row3 col7\" >3%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_e4a16_level0_row4\" class=\"row_heading level0 row4\" >Asia</th>\n",
+       "      <th id=\"T_e4a16_level1_row4\" class=\"row_heading level1 row4\" >Azerbaijan</th>\n",
+       "      <td id=\"T_e4a16_row4_col0\" class=\"data row4 col0\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row4_col1\" class=\"data row4 col1\" >33%</td>\n",
+       "      <td id=\"T_e4a16_row4_col2\" class=\"data row4 col2\" >65%</td>\n",
+       "      <td id=\"T_e4a16_row4_col3\" class=\"data row4 col3\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row4_col4\" class=\"data row4 col4\" >2%</td>\n",
+       "      <td id=\"T_e4a16_row4_col5\" class=\"data row4 col5\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row4_col6\" class=\"data row4 col6\" >0%</td>\n",
+       "      <td id=\"T_e4a16_row4_col7\" class=\"data row4 col7\" >0%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x1232c9180>"
+       "<pandas.io.formats.style.Styler at 0x1243c70d0>"
       ]
      },
      "execution_count": 1,
@@ -183,10 +183,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:07.644865Z",
-     "iopub.status.busy": "2023-10-11T22:33:07.644723Z",
-     "iopub.status.idle": "2023-10-11T22:33:07.658048Z",
-     "shell.execute_reply": "2023-10-11T22:33:07.657349Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.271364Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.271251Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.291194Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.288509Z"
     }
    },
    "outputs": [],
@@ -239,10 +239,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:07.662823Z",
-     "iopub.status.busy": "2023-10-11T22:33:07.662516Z",
-     "iopub.status.idle": "2023-10-11T22:33:07.684215Z",
-     "shell.execute_reply": "2023-10-11T22:33:07.683446Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.300402Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.299102Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.328527Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.324400Z"
     }
    },
    "outputs": [
@@ -333,10 +333,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:07.689264Z",
-     "iopub.status.busy": "2023-10-11T22:33:07.688942Z",
-     "iopub.status.idle": "2023-10-11T22:33:07.718243Z",
-     "shell.execute_reply": "2023-10-11T22:33:07.717297Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.337429Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.337125Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.372888Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.371573Z"
     }
    },
    "outputs": [
@@ -360,10 +360,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:07.723349Z",
-     "iopub.status.busy": "2023-10-11T22:33:07.723022Z",
-     "iopub.status.idle": "2023-10-11T22:33:07.742301Z",
-     "shell.execute_reply": "2023-10-11T22:33:07.741541Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.380475Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.380084Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.403501Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.402663Z"
     }
    },
    "outputs": [
@@ -387,10 +387,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:07.747585Z",
-     "iopub.status.busy": "2023-10-11T22:33:07.747233Z",
-     "iopub.status.idle": "2023-10-11T22:33:07.776951Z",
-     "shell.execute_reply": "2023-10-11T22:33:07.775674Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.406971Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.406847Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.421187Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.420420Z"
     }
    },
    "outputs": [
@@ -422,10 +422,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:07.781424Z",
-     "iopub.status.busy": "2023-10-11T22:33:07.781095Z",
-     "iopub.status.idle": "2023-10-11T22:33:07.835421Z",
-     "shell.execute_reply": "2023-10-11T22:33:07.834380Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.427611Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.427032Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.473965Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.471929Z"
     }
    },
    "outputs": [
@@ -433,13 +433,13 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-c22494213543456f91099b142a1987a8\"></div>\n",
+       "<div id=\"altair-viz-4325d79b7f0e4025907f37da65b9c41a\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
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        "    let outputDiv = document.currentScript.previousElementSibling;\n",
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@@ -516,10 +516,10 @@
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-     "iopub.status.idle": "2023-10-11T22:33:07.872061Z",
-     "shell.execute_reply": "2023-10-11T22:33:07.871153Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.478918Z",
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@@ -629,10 +629,10 @@
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-     "iopub.execute_input": "2023-10-11T22:33:07.876337Z",
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-     "shell.execute_reply": "2023-10-11T22:33:07.897135Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.506575Z",
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@@ -672,10 +672,10 @@
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-     "iopub.status.busy": "2023-10-11T22:33:07.909628Z",
-     "iopub.status.idle": "2023-10-11T22:33:07.932822Z",
-     "shell.execute_reply": "2023-10-11T22:33:07.932542Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.529498Z",
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@@ -807,10 +807,10 @@
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-     "shell.execute_reply": "2023-10-11T22:33:07.990761Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.546954Z",
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+     "shell.execute_reply": "2024-09-07T18:18:09.597035Z"
     }
    },
    "outputs": [
@@ -818,13 +818,13 @@
      "data": {
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        "\n",
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        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
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-       "    if (outputDiv.id !== \"altair-viz-43533897822842e29c22d55a239513a4\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-43533897822842e29c22d55a239513a4\");\n",
+       "    if (outputDiv.id !== \"altair-viz-675dfcc0a0c9445aa12eef272258c4eb\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-675dfcc0a0c9445aa12eef272258c4eb\");\n",
        "    }\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
@@ -909,10 +909,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:07.992681Z",
-     "iopub.status.busy": "2023-10-11T22:33:07.992574Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.003793Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.003507Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.598983Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.598739Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.610045Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.609783Z"
     }
    },
    "outputs": [
@@ -921,14 +921,14 @@
       "text/html": [
        "<style type=\"text/css\">\n",
        "</style>\n",
-       "<table id=\"T_8e309\">\n",
+       "<table id=\"T_76c2f\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"blank\" >&nbsp;</th>\n",
        "      <th class=\"index_name level0\" >component</th>\n",
-       "      <th id=\"T_8e309_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
-       "      <th id=\"T_8e309_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
-       "      <th id=\"T_8e309_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
+       "      <th id=\"T_76c2f_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
+       "      <th id=\"T_76c2f_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
+       "      <th id=\"T_76c2f_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >continent</th>\n",
@@ -940,45 +940,45 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_8e309_level0_row0\" class=\"row_heading level0 row0\" >Africa</th>\n",
-       "      <th id=\"T_8e309_level1_row0\" class=\"row_heading level1 row0\" >Algeria</th>\n",
-       "      <td id=\"T_8e309_row0_col0\" class=\"data row0 col0\" >3%</td>\n",
-       "      <td id=\"T_8e309_row0_col1\" class=\"data row0 col1\" >0%</td>\n",
-       "      <td id=\"T_8e309_row0_col2\" class=\"data row0 col2\" >0%</td>\n",
+       "      <th id=\"T_76c2f_level0_row0\" class=\"row_heading level0 row0\" >Africa</th>\n",
+       "      <th id=\"T_76c2f_level1_row0\" class=\"row_heading level1 row0\" >Algeria</th>\n",
+       "      <td id=\"T_76c2f_row0_col0\" class=\"data row0 col0\" >3%</td>\n",
+       "      <td id=\"T_76c2f_row0_col1\" class=\"data row0 col1\" >0%</td>\n",
+       "      <td id=\"T_76c2f_row0_col2\" class=\"data row0 col2\" >0%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_8e309_level0_row1\" class=\"row_heading level0 row1\" >South America</th>\n",
-       "      <th id=\"T_8e309_level1_row1\" class=\"row_heading level1 row1\" >Argentina</th>\n",
-       "      <td id=\"T_8e309_row1_col0\" class=\"data row1 col0\" >1%</td>\n",
-       "      <td id=\"T_8e309_row1_col1\" class=\"data row1 col1\" >1%</td>\n",
-       "      <td id=\"T_8e309_row1_col2\" class=\"data row1 col2\" >0%</td>\n",
+       "      <th id=\"T_76c2f_level0_row1\" class=\"row_heading level0 row1\" >South America</th>\n",
+       "      <th id=\"T_76c2f_level1_row1\" class=\"row_heading level1 row1\" >Argentina</th>\n",
+       "      <td id=\"T_76c2f_row1_col0\" class=\"data row1 col0\" >1%</td>\n",
+       "      <td id=\"T_76c2f_row1_col1\" class=\"data row1 col1\" >1%</td>\n",
+       "      <td id=\"T_76c2f_row1_col2\" class=\"data row1 col2\" >0%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_8e309_level0_row2\" class=\"row_heading level0 row2\" >Oceania</th>\n",
-       "      <th id=\"T_8e309_level1_row2\" class=\"row_heading level1 row2\" >Australia</th>\n",
-       "      <td id=\"T_8e309_row2_col0\" class=\"data row2 col0\" >0%</td>\n",
-       "      <td id=\"T_8e309_row2_col1\" class=\"data row2 col1\" >2%</td>\n",
-       "      <td id=\"T_8e309_row2_col2\" class=\"data row2 col2\" >0%</td>\n",
+       "      <th id=\"T_76c2f_level0_row2\" class=\"row_heading level0 row2\" >Oceania</th>\n",
+       "      <th id=\"T_76c2f_level1_row2\" class=\"row_heading level1 row2\" >Australia</th>\n",
+       "      <td id=\"T_76c2f_row2_col0\" class=\"data row2 col0\" >0%</td>\n",
+       "      <td id=\"T_76c2f_row2_col1\" class=\"data row2 col1\" >2%</td>\n",
+       "      <td id=\"T_76c2f_row2_col2\" class=\"data row2 col2\" >0%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_8e309_level0_row3\" class=\"row_heading level0 row3\" >Europe</th>\n",
-       "      <th id=\"T_8e309_level1_row3\" class=\"row_heading level1 row3\" >Austria</th>\n",
-       "      <td id=\"T_8e309_row3_col0\" class=\"data row3 col0\" >0%</td>\n",
-       "      <td id=\"T_8e309_row3_col1\" class=\"data row3 col1\" >1%</td>\n",
-       "      <td id=\"T_8e309_row3_col2\" class=\"data row3 col2\" >0%</td>\n",
+       "      <th id=\"T_76c2f_level0_row3\" class=\"row_heading level0 row3\" >Europe</th>\n",
+       "      <th id=\"T_76c2f_level1_row3\" class=\"row_heading level1 row3\" >Austria</th>\n",
+       "      <td id=\"T_76c2f_row3_col0\" class=\"data row3 col0\" >0%</td>\n",
+       "      <td id=\"T_76c2f_row3_col1\" class=\"data row3 col1\" >1%</td>\n",
+       "      <td id=\"T_76c2f_row3_col2\" class=\"data row3 col2\" >0%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_8e309_level0_row4\" class=\"row_heading level0 row4\" >Asia</th>\n",
-       "      <th id=\"T_8e309_level1_row4\" class=\"row_heading level1 row4\" >Azerbaijan</th>\n",
-       "      <td id=\"T_8e309_row4_col0\" class=\"data row4 col0\" >3%</td>\n",
-       "      <td id=\"T_8e309_row4_col1\" class=\"data row4 col1\" >0%</td>\n",
-       "      <td id=\"T_8e309_row4_col2\" class=\"data row4 col2\" >0%</td>\n",
+       "      <th id=\"T_76c2f_level0_row4\" class=\"row_heading level0 row4\" >Asia</th>\n",
+       "      <th id=\"T_76c2f_level1_row4\" class=\"row_heading level1 row4\" >Azerbaijan</th>\n",
+       "      <td id=\"T_76c2f_row4_col0\" class=\"data row4 col0\" >3%</td>\n",
+       "      <td id=\"T_76c2f_row4_col1\" class=\"data row4 col1\" >0%</td>\n",
+       "      <td id=\"T_76c2f_row4_col2\" class=\"data row4 col2\" >0%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x1232c9db0>"
+       "<pandas.io.formats.style.Styler at 0x16d643f50>"
       ]
      },
      "execution_count": 12,
@@ -1011,10 +1011,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.005566Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.005456Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.017571Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.017142Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.611924Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.611615Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.623032Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.622794Z"
     }
    },
    "outputs": [
@@ -1023,13 +1023,13 @@
       "text/html": [
        "<style type=\"text/css\">\n",
        "</style>\n",
-       "<table id=\"T_70d17\">\n",
+       "<table id=\"T_e32c8\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >component</th>\n",
-       "      <th id=\"T_70d17_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
-       "      <th id=\"T_70d17_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
-       "      <th id=\"T_70d17_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
+       "      <th id=\"T_e32c8_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
+       "      <th id=\"T_e32c8_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
+       "      <th id=\"T_e32c8_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >variable</th>\n",
@@ -1040,58 +1040,58 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_70d17_level0_row0\" class=\"row_heading level0 row0\" >coal</th>\n",
-       "      <td id=\"T_70d17_row0_col0\" class=\"data row0 col0\" >3%</td>\n",
-       "      <td id=\"T_70d17_row0_col1\" class=\"data row0 col1\" >10%</td>\n",
-       "      <td id=\"T_70d17_row0_col2\" class=\"data row0 col2\" >39%</td>\n",
+       "      <th id=\"T_e32c8_level0_row0\" class=\"row_heading level0 row0\" >coal</th>\n",
+       "      <td id=\"T_e32c8_row0_col0\" class=\"data row0 col0\" >3%</td>\n",
+       "      <td id=\"T_e32c8_row0_col1\" class=\"data row0 col1\" >10%</td>\n",
+       "      <td id=\"T_e32c8_row0_col2\" class=\"data row0 col2\" >39%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_70d17_level0_row1\" class=\"row_heading level0 row1\" >oil</th>\n",
-       "      <td id=\"T_70d17_row1_col0\" class=\"data row1 col0\" >2%</td>\n",
-       "      <td id=\"T_70d17_row1_col1\" class=\"data row1 col1\" >11%</td>\n",
-       "      <td id=\"T_70d17_row1_col2\" class=\"data row1 col2\" >39%</td>\n",
+       "      <th id=\"T_e32c8_level0_row1\" class=\"row_heading level0 row1\" >oil</th>\n",
+       "      <td id=\"T_e32c8_row1_col0\" class=\"data row1 col0\" >2%</td>\n",
+       "      <td id=\"T_e32c8_row1_col1\" class=\"data row1 col1\" >11%</td>\n",
+       "      <td id=\"T_e32c8_row1_col2\" class=\"data row1 col2\" >39%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_70d17_level0_row2\" class=\"row_heading level0 row2\" >gas</th>\n",
-       "      <td id=\"T_70d17_row2_col0\" class=\"data row2 col0\" >38%</td>\n",
-       "      <td id=\"T_70d17_row2_col1\" class=\"data row2 col1\" >2%</td>\n",
-       "      <td id=\"T_70d17_row2_col2\" class=\"data row2 col2\" >1%</td>\n",
+       "      <th id=\"T_e32c8_level0_row2\" class=\"row_heading level0 row2\" >gas</th>\n",
+       "      <td id=\"T_e32c8_row2_col0\" class=\"data row2 col0\" >38%</td>\n",
+       "      <td id=\"T_e32c8_row2_col1\" class=\"data row2 col1\" >2%</td>\n",
+       "      <td id=\"T_e32c8_row2_col2\" class=\"data row2 col2\" >1%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_70d17_level0_row3\" class=\"row_heading level0 row3\" >nuclear</th>\n",
-       "      <td id=\"T_70d17_row3_col0\" class=\"data row3 col0\" >5%</td>\n",
-       "      <td id=\"T_70d17_row3_col1\" class=\"data row3 col1\" >0%</td>\n",
-       "      <td id=\"T_70d17_row3_col2\" class=\"data row3 col2\" >11%</td>\n",
+       "      <th id=\"T_e32c8_level0_row3\" class=\"row_heading level0 row3\" >nuclear</th>\n",
+       "      <td id=\"T_e32c8_row3_col0\" class=\"data row3 col0\" >5%</td>\n",
+       "      <td id=\"T_e32c8_row3_col1\" class=\"data row3 col1\" >0%</td>\n",
+       "      <td id=\"T_e32c8_row3_col2\" class=\"data row3 col2\" >11%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_70d17_level0_row4\" class=\"row_heading level0 row4\" >hydro</th>\n",
-       "      <td id=\"T_70d17_row4_col0\" class=\"data row4 col0\" >10%</td>\n",
-       "      <td id=\"T_70d17_row4_col1\" class=\"data row4 col1\" >36%</td>\n",
-       "      <td id=\"T_70d17_row4_col2\" class=\"data row4 col2\" >0%</td>\n",
+       "      <th id=\"T_e32c8_level0_row4\" class=\"row_heading level0 row4\" >hydro</th>\n",
+       "      <td id=\"T_e32c8_row4_col0\" class=\"data row4 col0\" >10%</td>\n",
+       "      <td id=\"T_e32c8_row4_col1\" class=\"data row4 col1\" >36%</td>\n",
+       "      <td id=\"T_e32c8_row4_col2\" class=\"data row4 col2\" >0%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_70d17_level0_row5\" class=\"row_heading level0 row5\" >wind</th>\n",
-       "      <td id=\"T_70d17_row5_col0\" class=\"data row5 col0\" >14%</td>\n",
-       "      <td id=\"T_70d17_row5_col1\" class=\"data row5 col1\" >2%</td>\n",
-       "      <td id=\"T_70d17_row5_col2\" class=\"data row5 col2\" >9%</td>\n",
+       "      <th id=\"T_e32c8_level0_row5\" class=\"row_heading level0 row5\" >wind</th>\n",
+       "      <td id=\"T_e32c8_row5_col0\" class=\"data row5 col0\" >14%</td>\n",
+       "      <td id=\"T_e32c8_row5_col1\" class=\"data row5 col1\" >2%</td>\n",
+       "      <td id=\"T_e32c8_row5_col2\" class=\"data row5 col2\" >9%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_70d17_level0_row6\" class=\"row_heading level0 row6\" >solar</th>\n",
-       "      <td id=\"T_70d17_row6_col0\" class=\"data row6 col0\" >9%</td>\n",
-       "      <td id=\"T_70d17_row6_col1\" class=\"data row6 col1\" >22%</td>\n",
-       "      <td id=\"T_70d17_row6_col2\" class=\"data row6 col2\" >0%</td>\n",
+       "      <th id=\"T_e32c8_level0_row6\" class=\"row_heading level0 row6\" >solar</th>\n",
+       "      <td id=\"T_e32c8_row6_col0\" class=\"data row6 col0\" >9%</td>\n",
+       "      <td id=\"T_e32c8_row6_col1\" class=\"data row6 col1\" >22%</td>\n",
+       "      <td id=\"T_e32c8_row6_col2\" class=\"data row6 col2\" >0%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_70d17_level0_row7\" class=\"row_heading level0 row7\" >other renewables</th>\n",
-       "      <td id=\"T_70d17_row7_col0\" class=\"data row7 col0\" >20%</td>\n",
-       "      <td id=\"T_70d17_row7_col1\" class=\"data row7 col1\" >17%</td>\n",
-       "      <td id=\"T_70d17_row7_col2\" class=\"data row7 col2\" >1%</td>\n",
+       "      <th id=\"T_e32c8_level0_row7\" class=\"row_heading level0 row7\" >other renewables</th>\n",
+       "      <td id=\"T_e32c8_row7_col0\" class=\"data row7 col0\" >20%</td>\n",
+       "      <td id=\"T_e32c8_row7_col1\" class=\"data row7 col1\" >17%</td>\n",
+       "      <td id=\"T_e32c8_row7_col2\" class=\"data row7 col2\" >1%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x137e57eb0>"
+       "<pandas.io.formats.style.Styler at 0x16d49db90>"
       ]
      },
      "execution_count": 13,
@@ -1116,10 +1116,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.019655Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.019489Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.034554Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.034202Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.624524Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.624452Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.635629Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.635368Z"
     }
    },
    "outputs": [
@@ -1221,10 +1221,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.038382Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.038220Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.054981Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.054566Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.637215Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.637124Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.648777Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.648534Z"
     }
    },
    "outputs": [
@@ -1348,10 +1348,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.057390Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.057214Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.071624Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.071239Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.650202Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.650126Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.661890Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.661599Z"
     }
    },
    "outputs": [
@@ -1467,10 +1467,10 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.073778Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.073607Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.087041Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.086702Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.663703Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.663552Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.674395Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.674130Z"
     }
    },
    "outputs": [
@@ -1510,10 +1510,10 @@
    "execution_count": 18,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.088823Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.088689Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.102787Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.102497Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.675742Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.675648Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.687793Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.687538Z"
     }
    },
    "outputs": [
@@ -1667,10 +1667,10 @@
    "execution_count": 19,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.104455Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.104345Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.114900Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.114622Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.689286Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.689191Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.699469Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.699201Z"
     }
    },
    "outputs": [
@@ -1714,10 +1714,10 @@
    "execution_count": 20,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.116475Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.116371Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.160197Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.147358Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.700856Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.700772Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.714208Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.712997Z"
     }
    },
    "outputs": [],
@@ -1739,10 +1739,10 @@
    "execution_count": 21,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.226812Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.222254Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.292491Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.291279Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.722890Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.722560Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.749331Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.747427Z"
     }
    },
    "outputs": [
@@ -1835,10 +1835,10 @@
    "execution_count": 22,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.296251Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.295770Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.335849Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.334752Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.756636Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.756084Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.788183Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.786350Z"
     }
    },
    "outputs": [
@@ -1953,10 +1953,10 @@
    "execution_count": 23,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.340060Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.339541Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.362968Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.359701Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.794815Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.793516Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.812414Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.811103Z"
     }
    },
    "outputs": [],
@@ -1989,10 +1989,10 @@
    "execution_count": 24,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.365183Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.365027Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.376885Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.376566Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.817178Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.816879Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.840874Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.840091Z"
     }
    },
    "outputs": [
@@ -2027,10 +2027,10 @@
    "execution_count": 25,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.382541Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.381750Z",
-     "iopub.status.idle": "2023-10-11T22:33:08.404080Z",
-     "shell.execute_reply": "2023-10-11T22:33:08.403098Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.844608Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.844485Z",
+     "iopub.status.idle": "2024-09-07T18:18:09.859276Z",
+     "shell.execute_reply": "2024-09-07T18:18:09.858882Z"
     }
    },
    "outputs": [
@@ -2065,10 +2065,10 @@
    "execution_count": 26,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:08.409023Z",
-     "iopub.status.busy": "2023-10-11T22:33:08.408340Z",
-     "iopub.status.idle": "2023-10-11T22:33:36.145688Z",
-     "shell.execute_reply": "2023-10-11T22:33:36.144649Z"
+     "iopub.execute_input": "2024-09-07T18:18:09.861549Z",
+     "iopub.status.busy": "2024-09-07T18:18:09.861344Z",
+     "iopub.status.idle": "2024-09-07T18:18:38.365399Z",
+     "shell.execute_reply": "2024-09-07T18:18:38.363501Z"
     }
    },
    "outputs": [],
@@ -2104,10 +2104,10 @@
    "execution_count": 27,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-11T22:33:36.150294Z",
-     "iopub.status.busy": "2023-10-11T22:33:36.149689Z",
-     "iopub.status.idle": "2023-10-11T22:33:36.182776Z",
-     "shell.execute_reply": "2023-10-11T22:33:36.182012Z"
+     "iopub.execute_input": "2024-09-07T18:18:38.375608Z",
+     "iopub.status.busy": "2024-09-07T18:18:38.375241Z",
+     "iopub.status.idle": "2024-09-07T18:18:38.404614Z",
+     "shell.execute_reply": "2024-09-07T18:18:38.403218Z"
     }
    },
    "outputs": [
@@ -2147,125 +2147,125 @@
        "    <tr>\n",
        "      <th rowspan=\"9\" valign=\"top\">100</th>\n",
        "      <th>3</th>\n",
-       "      <td>scipy</td>\n",
-       "      <td>0.000987</td>\n",
+       "      <td>fbpca</td>\n",
+       "      <td>0.000901</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>fbpca</td>\n",
-       "      <td>0.001002</td>\n",
+       "      <td>scipy</td>\n",
+       "      <td>0.001422</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>sklearn</td>\n",
-       "      <td>0.001241</td>\n",
+       "      <td>0.010913</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>scipy</td>\n",
-       "      <td>0.001077</td>\n",
+       "      <td>0.000967</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>fbpca</td>\n",
-       "      <td>0.001175</td>\n",
+       "      <td>0.001173</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>sklearn</td>\n",
-       "      <td>0.001268</td>\n",
+       "      <td>0.001576</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>fbpca</td>\n",
-       "      <td>0.001220</td>\n",
+       "      <td>0.001033</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>sklearn</td>\n",
-       "      <td>0.001296</td>\n",
+       "      <td>0.001215</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>scipy</td>\n",
-       "      <td>0.001334</td>\n",
+       "      <td>0.002014</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"9\" valign=\"top\">10000</th>\n",
        "      <th>3</th>\n",
        "      <td>fbpca</td>\n",
-       "      <td>0.006890</td>\n",
+       "      <td>0.001674</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>sklearn</td>\n",
-       "      <td>0.067277</td>\n",
+       "      <td>0.071915</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>scipy</td>\n",
-       "      <td>0.241248</td>\n",
+       "      <td>0.250581</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>fbpca</td>\n",
-       "      <td>0.152416</td>\n",
+       "      <td>0.070721</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>scipy</td>\n",
-       "      <td>0.469171</td>\n",
+       "      <td>0.684833</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>sklearn</td>\n",
-       "      <td>0.602068</td>\n",
+       "      <td>0.727941</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>sklearn</td>\n",
-       "      <td>0.719695</td>\n",
+       "      <td>0.699837</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>fbpca</td>\n",
-       "      <td>0.963604</td>\n",
+       "      <td>0.866371</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>scipy</td>\n",
-       "      <td>0.992484</td>\n",
+       "      <td>1.020118</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">100000</th>\n",
        "      <th>3</th>\n",
        "      <td>fbpca</td>\n",
-       "      <td>0.085900</td>\n",
+       "      <td>0.118162</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>sklearn</td>\n",
-       "      <td>0.431155</td>\n",
+       "      <td>0.235635</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>fbpca</td>\n",
-       "      <td>0.456460</td>\n",
+       "      <td>0.434168</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>sklearn</td>\n",
-       "      <td>1.297147</td>\n",
+       "      <td>1.308237</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>fbpca</td>\n",
-       "      <td>1.143861</td>\n",
+       "      <td>1.375646</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>sklearn</td>\n",
-       "      <td>1.564089</td>\n",
+       "      <td>1.581494</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -2274,30 +2274,30 @@
       "text/plain": [
        "            engine   seconds\n",
        "n      p                    \n",
-       "100    3     scipy  0.000987\n",
-       "       3     fbpca  0.001002\n",
-       "       3   sklearn  0.001241\n",
-       "       10    scipy  0.001077\n",
-       "       10    fbpca  0.001175\n",
-       "       10  sklearn  0.001268\n",
-       "       30    fbpca  0.001220\n",
-       "       30  sklearn  0.001296\n",
-       "       30    scipy  0.001334\n",
-       "10000  3     fbpca  0.006890\n",
-       "       3   sklearn  0.067277\n",
-       "       3     scipy  0.241248\n",
-       "       10    fbpca  0.152416\n",
-       "       10    scipy  0.469171\n",
-       "       10  sklearn  0.602068\n",
-       "       30  sklearn  0.719695\n",
-       "       30    fbpca  0.963604\n",
-       "       30    scipy  0.992484\n",
-       "100000 3     fbpca  0.085900\n",
-       "       3   sklearn  0.431155\n",
-       "       10    fbpca  0.456460\n",
-       "       10  sklearn  1.297147\n",
-       "       30    fbpca  1.143861\n",
-       "       30  sklearn  1.564089"
+       "100    3     fbpca  0.000901\n",
+       "       3     scipy  0.001422\n",
+       "       3   sklearn  0.010913\n",
+       "       10    scipy  0.000967\n",
+       "       10    fbpca  0.001173\n",
+       "       10  sklearn  0.001576\n",
+       "       30    fbpca  0.001033\n",
+       "       30  sklearn  0.001215\n",
+       "       30    scipy  0.002014\n",
+       "10000  3     fbpca  0.001674\n",
+       "       3   sklearn  0.071915\n",
+       "       3     scipy  0.250581\n",
+       "       10    fbpca  0.070721\n",
+       "       10    scipy  0.684833\n",
+       "       10  sklearn  0.727941\n",
+       "       30  sklearn  0.699837\n",
+       "       30    fbpca  0.866371\n",
+       "       30    scipy  1.020118\n",
+       "100000 3     fbpca  0.118162\n",
+       "       3   sklearn  0.235635\n",
+       "       10    fbpca  0.434168\n",
+       "       10  sklearn  1.308237\n",
+       "       30    fbpca  1.375646\n",
+       "       30  sklearn  1.581494"
       ]
      },
      "execution_count": 27,
@@ -2332,7 +2332,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.11.4"
   },
   "vscode": {
    "interpreter": {
diff --git a/prince/mca.py b/prince/mca.py
index 67924c3c..ea118be0 100644
--- a/prince/mca.py
+++ b/prince/mca.py
@@ -4,6 +4,7 @@
 import numpy as np
 import pandas as pd
 import sklearn.base
+import sklearn.preprocessing
 import sklearn.utils
 
 from prince import utils
@@ -21,6 +22,7 @@ def __init__(
         random_state=None,
         engine="sklearn",
         one_hot=True,
+        handle_unknown="error",
     ):
         super().__init__(
             n_components=n_components,
@@ -31,12 +33,30 @@ def __init__(
             engine=engine,
         )
         self.one_hot = one_hot
+        self.handle_unknown = handle_unknown
 
     def _prepare(self, X):
         if self.one_hot:
+            # Create the one-hot encoder if it doesn't exist (usually because we're in the fit method)
+            # if not hasattr(self, "one_hot_encoder_"):
+            #     self.one_hot_encoder_ = (
+            #         (
+            #             sklearn.preprocessing.OneHotEncoder(
+            #                 handle_unknown=self.handle_unknown, sparse_output=False
+            #             )
+            #             .set_output(transform="pandas")
+            #             .fit(X)
+            #         )
+            #         if not hasattr(self, "one_hot_encoder_")
+            #         else self.one_hot_encoder_
+            #     )
+            # X = self.one_hot_encoder_.transform(X)
             X = pd.get_dummies(X, columns=X.columns)
         return X
 
+    def get_feature_names_out(self, input_features=None):
+        return np.arange(self.n_components_)
+
     @utils.check_is_dataframe_input
     def fit(self, X, y=None):
         """Fit the MCA for the dataframe X.
diff --git a/prince/pca.py b/prince/pca.py
index 41458212..e7603122 100755
--- a/prince/pca.py
+++ b/prince/pca.py
@@ -67,6 +67,9 @@ def _check_input(self, X):
         if self.check_input:
             sklearn.utils.check_array(X)
 
+    def get_feature_names_out(self, input_features=None):
+        return np.arange(self.n_components_)
+
     @utils.check_is_dataframe_input
     def fit(self, X, y=None, supplementary_columns=None):
         self._check_input(X)
diff --git a/tests/test_mca.py b/tests/test_mca.py
index ca1afc23..3f77dbb0 100644
--- a/tests/test_mca.py
+++ b/tests/test_mca.py
@@ -135,6 +135,37 @@ def test_issue_131():
     """
 
 
+def test_issue_171():
+    """
+
+    https://github.com/MaxHalford/prince/issues/171
+
+    >>> from sklearn import impute
+    >>> from sklearn import pipeline
+
+    >>> rng = np.random.RandomState(0)
+    >>> test_data = pd.DataFrame(data=rng.random((10, 5)))
+    >>> test = pipeline.Pipeline(steps=[
+    ...     ('impute', impute.SimpleImputer()),  # would break the pipeline since it returns an ndarray
+    ...     ('mca', prince.PCA()),
+    ... ])
+    >>> _ = test[0].set_output(transform='pandas')
+    >>> test.fit_transform(test_data)
+    component         0         1
+    0         -0.392617  0.296831
+    1          0.119661 -1.660653
+    2         -1.541581 -0.826863
+    3          3.105498 -0.538801
+    4         -2.439259 -0.343292
+    5          1.129341 -0.533576
+    6         -1.077436  0.899673
+    7          0.020571 -0.941029
+    8          1.498005  1.566376
+    9         -0.422184  2.081334
+
+    """
+
+
 def test_type_doesnt_matter():
     """