diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index 22a062a..28a592b 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -11,39 +11,24 @@ jobs:
     strategy:
       fail-fast: true
       matrix:
-        python-version: [3.7, 3.8, 3.9]
+        python-version: ["3.9", "3.10", "3.11"]
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
 
       - name: Setup Python
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
 
-      - name: Install poetry
-        uses: snok/install-poetry@v1
-        with:
-          version: 1.1.6
-          virtualenvs-create: true
-          virtualenvs-in-project: true
-
-      - name: Load cache
-        uses: actions/cache@v2
-        id: cache
-        with:
-          path: .venv
-          key: venv-${{ runner.os }}-${{ matrix.python-version }}-${{ hashFiles('**/poetry.lock') }}
-
-      - name: Install dependencies
-        if: steps.cache.outputs.cache-hit != 'true'
-        run: poetry install --no-interaction
+      - name: Install hatch
+        run: pip install --upgrade hatch
 
       - name: Run mypy
-        run: poetry run mypy src
+        run: hatch run dev:mypy src
 
       - name: Check styling
-        run: poetry run black . --check
+        run: hatch run dev:black .
 
       - name: Run tests
-        run: poetry run py.test
+        run: hatch run dev:test
diff --git a/.gitignore b/.gitignore
index 92043fe..d519db4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,6 +5,10 @@
 __pycache__
 /dist
 .ipynb_checkpoints
+/.ruff_cache
+
+# poetry cruft
+poetry.lock
 
 # Editor cruft
 .vscode
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 704a311..946f744 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,27 +1,35 @@
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v2.3.0
+    rev: v4.4.0
     hooks:
       - id: check-yaml
       - id: end-of-file-fixer
       - id: trailing-whitespace
-  - repo: https://github.com/psf/black
-    rev: 19.3b0
+  - repo: local
     hooks:
+      # NOTE: we make `black` a local hook because if it's installed from
+      # PyPI (rather than from source) then it'll run twice as fast thanks to mypyc
       - id: black
-  - repo: https://github.com/PyCQA/isort
-    rev: 5.9.3
+        name: black
+        description: "Black: The uncompromising Python code formatter"
+        entry: black
+        language: python
+        require_serial: true
+        types_or: [python, pyi]
+        additional_dependencies: [black==23.3.0]
+  - repo: https://github.com/pycqa/isort
+    rev: 5.12.0
     hooks:
       - id: isort
+        name: isort (python)
+  - repo: https://github.com/charliermarsh/ruff-pre-commit
+    # Ruff version.
+    rev: "v0.0.257"
+    hooks:
+      - id: ruff
+        args: [--fix, --exit-non-zero-on-fix]
   - repo: https://github.com/pre-commit/mirrors-mypy
     rev: v0.910 # Use the sha / tag you want to point at
     hooks:
       - id: mypy
         args: [--no-strict-optional, --ignore-missing-imports]
-  - repo: https://github.com/nbQA-dev/nbQA
-    rev: 1.1.1
-    hooks:
-      - id: nbqa-black
-      - id: nbqa-pyupgrade
-        args: [--py36-plus]
-      - id: nbqa-isort
diff --git a/notebooks/ZenTables Demo.ipynb b/notebooks/ZenTables Demo.ipynb
new file mode 100644
index 0000000..cb15fc5
--- /dev/null
+++ b/notebooks/ZenTables Demo.ipynb	
@@ -0,0 +1,6759 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "august-employee",
+   "metadata": {},
+   "source": [
+    "# `ZenTables` Demo\n",
+    "\n",
+    "## Installation:\n",
+    "\n",
+    "You can install this package with\n",
+    "\n",
+    "```sh\n",
+    "pip install zentables\n",
+    "```\n",
+    "\n",
+    "## How to Use `ZenTables` in Python"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "higher-trainer",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "import zentables as zen"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "liberal-spiritual",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Uncomment this line to use global options\n",
+    "# zen.set_options(font_family=\"Times New Roman, serif\", font_size=12)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "afraid-value",
+   "metadata": {},
+   "source": [
+    "### Load some data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "published-death",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Row ID</th>\n",
+       "      <th>Order ID</th>\n",
+       "      <th>Order Date</th>\n",
+       "      <th>Ship Date</th>\n",
+       "      <th>Ship Mode</th>\n",
+       "      <th>Customer ID</th>\n",
+       "      <th>Customer Name</th>\n",
+       "      <th>Segment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>City</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Postal Code</th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Product ID</th>\n",
+       "      <th>Category</th>\n",
+       "      <th>Sub-Category</th>\n",
+       "      <th>Product Name</th>\n",
+       "      <th>Sales</th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>Discount</th>\n",
+       "      <th>Profit</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>CA-2013-152156</td>\n",
+       "      <td>11/9/2013</td>\n",
+       "      <td>11/12/2013</td>\n",
+       "      <td>Second Class</td>\n",
+       "      <td>CG-12520</td>\n",
+       "      <td>Claire Gute</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>Henderson</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42420</td>\n",
+       "      <td>South</td>\n",
+       "      <td>FUR-BO-10001798</td>\n",
+       "      <td>Furniture</td>\n",
+       "      <td>Bookcases</td>\n",
+       "      <td>Bush Somerset Collection Bookcase</td>\n",
+       "      <td>261.9600</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>41.9136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>CA-2013-152156</td>\n",
+       "      <td>11/9/2013</td>\n",
+       "      <td>11/12/2013</td>\n",
+       "      <td>Second Class</td>\n",
+       "      <td>CG-12520</td>\n",
+       "      <td>Claire Gute</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>Henderson</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42420</td>\n",
+       "      <td>South</td>\n",
+       "      <td>FUR-CH-10000454</td>\n",
+       "      <td>Furniture</td>\n",
+       "      <td>Chairs</td>\n",
+       "      <td>Hon Deluxe Fabric Upholstered Stacking Chairs,...</td>\n",
+       "      <td>731.9400</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>219.5820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>CA-2013-138688</td>\n",
+       "      <td>6/13/2013</td>\n",
+       "      <td>6/17/2013</td>\n",
+       "      <td>Second Class</td>\n",
+       "      <td>DV-13045</td>\n",
+       "      <td>Darrin Van Huff</td>\n",
+       "      <td>Corporate</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>Los Angeles</td>\n",
+       "      <td>...</td>\n",
+       "      <td>90036</td>\n",
+       "      <td>West</td>\n",
+       "      <td>OFF-LA-10000240</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Labels</td>\n",
+       "      <td>Self-Adhesive Address Labels for Typewriters b...</td>\n",
+       "      <td>14.6200</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>6.8714</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>US-2012-108966</td>\n",
+       "      <td>10/11/2012</td>\n",
+       "      <td>10/18/2012</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>SO-20335</td>\n",
+       "      <td>Sean O'Donnell</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>Fort Lauderdale</td>\n",
+       "      <td>...</td>\n",
+       "      <td>33311</td>\n",
+       "      <td>South</td>\n",
+       "      <td>FUR-TA-10000577</td>\n",
+       "      <td>Furniture</td>\n",
+       "      <td>Tables</td>\n",
+       "      <td>Bretford CR4500 Series Slim Rectangular Table</td>\n",
+       "      <td>957.5775</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.45</td>\n",
+       "      <td>-383.0310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>US-2012-108966</td>\n",
+       "      <td>10/11/2012</td>\n",
+       "      <td>10/18/2012</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>SO-20335</td>\n",
+       "      <td>Sean O'Donnell</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>Fort Lauderdale</td>\n",
+       "      <td>...</td>\n",
+       "      <td>33311</td>\n",
+       "      <td>South</td>\n",
+       "      <td>OFF-ST-10000760</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Storage</td>\n",
+       "      <td>Eldon Fold 'N Roll Cart System</td>\n",
+       "      <td>22.3680</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>2.5164</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9989</th>\n",
+       "      <td>9990</td>\n",
+       "      <td>CA-2011-110422</td>\n",
+       "      <td>1/22/2011</td>\n",
+       "      <td>1/24/2011</td>\n",
+       "      <td>Second Class</td>\n",
+       "      <td>TB-21400</td>\n",
+       "      <td>Tom Boeckenhauer</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>Miami</td>\n",
+       "      <td>...</td>\n",
+       "      <td>33180</td>\n",
+       "      <td>South</td>\n",
+       "      <td>FUR-FU-10001889</td>\n",
+       "      <td>Furniture</td>\n",
+       "      <td>Furnishings</td>\n",
+       "      <td>Ultra Door Pull Handle</td>\n",
+       "      <td>25.2480</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>4.1028</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9990</th>\n",
+       "      <td>9991</td>\n",
+       "      <td>CA-2014-121258</td>\n",
+       "      <td>2/27/2014</td>\n",
+       "      <td>3/4/2014</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>DB-13060</td>\n",
+       "      <td>Dave Brooks</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>Costa Mesa</td>\n",
+       "      <td>...</td>\n",
+       "      <td>92627</td>\n",
+       "      <td>West</td>\n",
+       "      <td>FUR-FU-10000747</td>\n",
+       "      <td>Furniture</td>\n",
+       "      <td>Furnishings</td>\n",
+       "      <td>Tenex B1-RE Series Chair Mats for Low Pile Car...</td>\n",
+       "      <td>91.9600</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>15.6332</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9991</th>\n",
+       "      <td>9992</td>\n",
+       "      <td>CA-2014-121258</td>\n",
+       "      <td>2/27/2014</td>\n",
+       "      <td>3/4/2014</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>DB-13060</td>\n",
+       "      <td>Dave Brooks</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>Costa Mesa</td>\n",
+       "      <td>...</td>\n",
+       "      <td>92627</td>\n",
+       "      <td>West</td>\n",
+       "      <td>TEC-PH-10003645</td>\n",
+       "      <td>Technology</td>\n",
+       "      <td>Phones</td>\n",
+       "      <td>Aastra 57i VoIP phone</td>\n",
+       "      <td>258.5760</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>19.3932</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9992</th>\n",
+       "      <td>9993</td>\n",
+       "      <td>CA-2014-121258</td>\n",
+       "      <td>2/27/2014</td>\n",
+       "      <td>3/4/2014</td>\n",
+       "      <td>Standard Class</td>\n",
+       "      <td>DB-13060</td>\n",
+       "      <td>Dave Brooks</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>Costa Mesa</td>\n",
+       "      <td>...</td>\n",
+       "      <td>92627</td>\n",
+       "      <td>West</td>\n",
+       "      <td>OFF-PA-10004041</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Paper</td>\n",
+       "      <td>It's Hot Message Books with Stickers, 2 3/4\" x 5\"</td>\n",
+       "      <td>29.6000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>13.3200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9993</th>\n",
+       "      <td>9994</td>\n",
+       "      <td>CA-2014-119914</td>\n",
+       "      <td>5/5/2014</td>\n",
+       "      <td>5/10/2014</td>\n",
+       "      <td>Second Class</td>\n",
+       "      <td>CC-12220</td>\n",
+       "      <td>Chris Cortes</td>\n",
+       "      <td>Consumer</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>Westminster</td>\n",
+       "      <td>...</td>\n",
+       "      <td>92683</td>\n",
+       "      <td>West</td>\n",
+       "      <td>OFF-AP-10002684</td>\n",
+       "      <td>Office Supplies</td>\n",
+       "      <td>Appliances</td>\n",
+       "      <td>Acco 7-Outlet Masterpiece Power Center, Wihtou...</td>\n",
+       "      <td>243.1600</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>72.9480</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9994 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Row ID        Order ID  Order Date   Ship Date       Ship Mode   \n",
+       "0          1  CA-2013-152156   11/9/2013  11/12/2013    Second Class  \\\n",
+       "1          2  CA-2013-152156   11/9/2013  11/12/2013    Second Class   \n",
+       "2          3  CA-2013-138688   6/13/2013   6/17/2013    Second Class   \n",
+       "3          4  US-2012-108966  10/11/2012  10/18/2012  Standard Class   \n",
+       "4          5  US-2012-108966  10/11/2012  10/18/2012  Standard Class   \n",
+       "...      ...             ...         ...         ...             ...   \n",
+       "9989    9990  CA-2011-110422   1/22/2011   1/24/2011    Second Class   \n",
+       "9990    9991  CA-2014-121258   2/27/2014    3/4/2014  Standard Class   \n",
+       "9991    9992  CA-2014-121258   2/27/2014    3/4/2014  Standard Class   \n",
+       "9992    9993  CA-2014-121258   2/27/2014    3/4/2014  Standard Class   \n",
+       "9993    9994  CA-2014-119914    5/5/2014   5/10/2014    Second Class   \n",
+       "\n",
+       "     Customer ID     Customer Name    Segment        Country             City   \n",
+       "0       CG-12520       Claire Gute   Consumer  United States        Henderson  \\\n",
+       "1       CG-12520       Claire Gute   Consumer  United States        Henderson   \n",
+       "2       DV-13045   Darrin Van Huff  Corporate  United States      Los Angeles   \n",
+       "3       SO-20335    Sean O'Donnell   Consumer  United States  Fort Lauderdale   \n",
+       "4       SO-20335    Sean O'Donnell   Consumer  United States  Fort Lauderdale   \n",
+       "...          ...               ...        ...            ...              ...   \n",
+       "9989    TB-21400  Tom Boeckenhauer   Consumer  United States            Miami   \n",
+       "9990    DB-13060       Dave Brooks   Consumer  United States       Costa Mesa   \n",
+       "9991    DB-13060       Dave Brooks   Consumer  United States       Costa Mesa   \n",
+       "9992    DB-13060       Dave Brooks   Consumer  United States       Costa Mesa   \n",
+       "9993    CC-12220      Chris Cortes   Consumer  United States      Westminster   \n",
+       "\n",
+       "      ... Postal Code  Region       Product ID         Category Sub-Category   \n",
+       "0     ...       42420   South  FUR-BO-10001798        Furniture    Bookcases  \\\n",
+       "1     ...       42420   South  FUR-CH-10000454        Furniture       Chairs   \n",
+       "2     ...       90036    West  OFF-LA-10000240  Office Supplies       Labels   \n",
+       "3     ...       33311   South  FUR-TA-10000577        Furniture       Tables   \n",
+       "4     ...       33311   South  OFF-ST-10000760  Office Supplies      Storage   \n",
+       "...   ...         ...     ...              ...              ...          ...   \n",
+       "9989  ...       33180   South  FUR-FU-10001889        Furniture  Furnishings   \n",
+       "9990  ...       92627    West  FUR-FU-10000747        Furniture  Furnishings   \n",
+       "9991  ...       92627    West  TEC-PH-10003645       Technology       Phones   \n",
+       "9992  ...       92627    West  OFF-PA-10004041  Office Supplies        Paper   \n",
+       "9993  ...       92683    West  OFF-AP-10002684  Office Supplies   Appliances   \n",
+       "\n",
+       "                                           Product Name     Sales  Quantity   \n",
+       "0                     Bush Somerset Collection Bookcase  261.9600         2  \\\n",
+       "1     Hon Deluxe Fabric Upholstered Stacking Chairs,...  731.9400         3   \n",
+       "2     Self-Adhesive Address Labels for Typewriters b...   14.6200         2   \n",
+       "3         Bretford CR4500 Series Slim Rectangular Table  957.5775         5   \n",
+       "4                        Eldon Fold 'N Roll Cart System   22.3680         2   \n",
+       "...                                                 ...       ...       ...   \n",
+       "9989                             Ultra Door Pull Handle   25.2480         3   \n",
+       "9990  Tenex B1-RE Series Chair Mats for Low Pile Car...   91.9600         2   \n",
+       "9991                              Aastra 57i VoIP phone  258.5760         2   \n",
+       "9992  It's Hot Message Books with Stickers, 2 3/4\" x 5\"   29.6000         4   \n",
+       "9993  Acco 7-Outlet Masterpiece Power Center, Wihtou...  243.1600         2   \n",
+       "\n",
+       "      Discount    Profit  \n",
+       "0         0.00   41.9136  \n",
+       "1         0.00  219.5820  \n",
+       "2         0.00    6.8714  \n",
+       "3         0.45 -383.0310  \n",
+       "4         0.20    2.5164  \n",
+       "...        ...       ...  \n",
+       "9989      0.20    4.1028  \n",
+       "9990      0.00   15.6332  \n",
+       "9991      0.20   19.3932  \n",
+       "9992      0.00   13.3200  \n",
+       "9993      0.00   72.9480  \n",
+       "\n",
+       "[9994 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "demo_data = pd.read_csv(\"../tests/fixtures/superstore.csv\")\n",
+    "demo_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "845697f3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Segment      Region \n",
+       "Consumer     West       1672\n",
+       "             East       1469\n",
+       "             Central    1212\n",
+       "Corporate    West        960\n",
+       "             East        877\n",
+       "Consumer     South       838\n",
+       "Corporate    Central     673\n",
+       "Home Office  West        571\n",
+       "Corporate    South       510\n",
+       "Home Office  East        502\n",
+       "             Central     438\n",
+       "             South       272\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "demo_data[[\"Segment\", \"Region\"]].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ignored-church",
+   "metadata": {},
+   "source": [
+    "### The usual Python pivot table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "caring-hacker",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Category</th>\n",
+       "      <th>Furniture</th>\n",
+       "      <th>Office Supplies</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>All</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Segment</th>\n",
+       "      <th>Region</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">Consumer</th>\n",
+       "      <th>Central</th>\n",
+       "      <td>255</td>\n",
+       "      <td>739</td>\n",
+       "      <td>218</td>\n",
+       "      <td>1212</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>East</th>\n",
+       "      <td>303</td>\n",
+       "      <td>888</td>\n",
+       "      <td>278</td>\n",
+       "      <td>1469</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South</th>\n",
+       "      <td>180</td>\n",
+       "      <td>505</td>\n",
+       "      <td>153</td>\n",
+       "      <td>838</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>West</th>\n",
+       "      <td>375</td>\n",
+       "      <td>995</td>\n",
+       "      <td>302</td>\n",
+       "      <td>1672</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">Corporate</th>\n",
+       "      <th>Central</th>\n",
+       "      <td>137</td>\n",
+       "      <td>417</td>\n",
+       "      <td>119</td>\n",
+       "      <td>673</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>East</th>\n",
+       "      <td>198</td>\n",
+       "      <td>520</td>\n",
+       "      <td>159</td>\n",
+       "      <td>877</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South</th>\n",
+       "      <td>101</td>\n",
+       "      <td>324</td>\n",
+       "      <td>85</td>\n",
+       "      <td>510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>West</th>\n",
+       "      <td>210</td>\n",
+       "      <td>559</td>\n",
+       "      <td>191</td>\n",
+       "      <td>960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">Home Office</th>\n",
+       "      <th>Central</th>\n",
+       "      <td>89</td>\n",
+       "      <td>266</td>\n",
+       "      <td>83</td>\n",
+       "      <td>438</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>East</th>\n",
+       "      <td>100</td>\n",
+       "      <td>304</td>\n",
+       "      <td>98</td>\n",
+       "      <td>502</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South</th>\n",
+       "      <td>51</td>\n",
+       "      <td>166</td>\n",
+       "      <td>55</td>\n",
+       "      <td>272</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>West</th>\n",
+       "      <td>122</td>\n",
+       "      <td>343</td>\n",
+       "      <td>106</td>\n",
+       "      <td>571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>All</th>\n",
+       "      <th></th>\n",
+       "      <td>2121</td>\n",
+       "      <td>6026</td>\n",
+       "      <td>1847</td>\n",
+       "      <td>9994</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Category             Furniture  Office Supplies  Technology   All\n",
+       "Segment     Region                                               \n",
+       "Consumer    Central        255              739         218  1212\n",
+       "            East           303              888         278  1469\n",
+       "            South          180              505         153   838\n",
+       "            West           375              995         302  1672\n",
+       "Corporate   Central        137              417         119   673\n",
+       "            East           198              520         159   877\n",
+       "            South          101              324          85   510\n",
+       "            West           210              559         191   960\n",
+       "Home Office Central         89              266          83   438\n",
+       "            East           100              304          98   502\n",
+       "            South           51              166          55   272\n",
+       "            West           122              343         106   571\n",
+       "All                       2121             6026        1847  9994"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = demo_data.pivot_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Order ID\",\n",
+    "    aggfunc=\"count\",\n",
+    "    margins=True,\n",
+    ")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "sharp-thesis",
+   "metadata": {},
+   "source": [
+    "### You __can__ make it look good in pandas __with a lot of code__"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "increasing-guinea",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "#T_f446c thead {\n",
+       "  border-bottom: 1.5pt solid black;\n",
+       "}\n",
+       "#T_f446c thead tr:last-child {\n",
+       "  display: None;\n",
+       "}\n",
+       "#T_f446c .col_heading {\n",
+       "  text-align: center;\n",
+       "  vertical-align: middle;\n",
+       "}\n",
+       "#T_f446c tbody tr {\n",
+       "  background-color: white;\n",
+       "}\n",
+       "#T_f446c tbody tr td {\n",
+       "  text-align: center;\n",
+       "}\n",
+       "#T_f446c .row_heading {\n",
+       "  text-align: left;\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "#T_f446c tbody tr:nth-child(4) {\n",
+       "  border-bottom: 1px solid black;\n",
+       "}\n",
+       "#T_f446c tbody tr:nth-child(8) {\n",
+       "  border-bottom: 1px solid black;\n",
+       "}\n",
+       "#T_f446c tbody tr:nth-child(12) {\n",
+       "  border-bottom: 1px solid black;\n",
+       "}\n",
+       "#T_f446c tbody tr:nth-child(13) {\n",
+       "  border-bottom: 1px solid black;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_f446c\" style=\"border-top: 1.5pt solid black; border-bottom: 1.5pt solid black;\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank\" >&nbsp;</th>\n",
+       "      <th class=\"index_name level0\" >Category</th>\n",
+       "      <th id=\"T_f446c_level0_col0\" class=\"col_heading level0 col0\" >Furniture</th>\n",
+       "      <th id=\"T_f446c_level0_col1\" class=\"col_heading level0 col1\" >Office Supplies</th>\n",
+       "      <th id=\"T_f446c_level0_col2\" class=\"col_heading level0 col2\" >Technology</th>\n",
+       "      <th id=\"T_f446c_level0_col3\" class=\"col_heading level0 col3\" >All</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Segment</th>\n",
+       "      <th class=\"index_name level1\" >Region</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"4\">Consumer</th>\n",
+       "      <th id=\"T_f446c_level1_row0\" class=\"row_heading level1 row0\" >Central</th>\n",
+       "      <td id=\"T_f446c_row0_col0\" class=\"data row0 col0\" >255</td>\n",
+       "      <td id=\"T_f446c_row0_col1\" class=\"data row0 col1\" >739</td>\n",
+       "      <td id=\"T_f446c_row0_col2\" class=\"data row0 col2\" >218</td>\n",
+       "      <td id=\"T_f446c_row0_col3\" class=\"data row0 col3\" >1212</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level1_row1\" class=\"row_heading level1 row1\" >East</th>\n",
+       "      <td id=\"T_f446c_row1_col0\" class=\"data row1 col0\" >303</td>\n",
+       "      <td id=\"T_f446c_row1_col1\" class=\"data row1 col1\" >888</td>\n",
+       "      <td id=\"T_f446c_row1_col2\" class=\"data row1 col2\" >278</td>\n",
+       "      <td id=\"T_f446c_row1_col3\" class=\"data row1 col3\" >1469</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level1_row2\" class=\"row_heading level1 row2\" >South</th>\n",
+       "      <td id=\"T_f446c_row2_col0\" class=\"data row2 col0\" >180</td>\n",
+       "      <td id=\"T_f446c_row2_col1\" class=\"data row2 col1\" >505</td>\n",
+       "      <td id=\"T_f446c_row2_col2\" class=\"data row2 col2\" >153</td>\n",
+       "      <td id=\"T_f446c_row2_col3\" class=\"data row2 col3\" >838</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level1_row3\" class=\"row_heading level1 row3\" >West</th>\n",
+       "      <td id=\"T_f446c_row3_col0\" class=\"data row3 col0\" >375</td>\n",
+       "      <td id=\"T_f446c_row3_col1\" class=\"data row3 col1\" >995</td>\n",
+       "      <td id=\"T_f446c_row3_col2\" class=\"data row3 col2\" >302</td>\n",
+       "      <td id=\"T_f446c_row3_col3\" class=\"data row3 col3\" >1672</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level0_row4\" class=\"row_heading level0 row4\" rowspan=\"4\">Corporate</th>\n",
+       "      <th id=\"T_f446c_level1_row4\" class=\"row_heading level1 row4\" >Central</th>\n",
+       "      <td id=\"T_f446c_row4_col0\" class=\"data row4 col0\" >137</td>\n",
+       "      <td id=\"T_f446c_row4_col1\" class=\"data row4 col1\" >417</td>\n",
+       "      <td id=\"T_f446c_row4_col2\" class=\"data row4 col2\" >119</td>\n",
+       "      <td id=\"T_f446c_row4_col3\" class=\"data row4 col3\" >673</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level1_row5\" class=\"row_heading level1 row5\" >East</th>\n",
+       "      <td id=\"T_f446c_row5_col0\" class=\"data row5 col0\" >198</td>\n",
+       "      <td id=\"T_f446c_row5_col1\" class=\"data row5 col1\" >520</td>\n",
+       "      <td id=\"T_f446c_row5_col2\" class=\"data row5 col2\" >159</td>\n",
+       "      <td id=\"T_f446c_row5_col3\" class=\"data row5 col3\" >877</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level1_row6\" class=\"row_heading level1 row6\" >South</th>\n",
+       "      <td id=\"T_f446c_row6_col0\" class=\"data row6 col0\" >101</td>\n",
+       "      <td id=\"T_f446c_row6_col1\" class=\"data row6 col1\" >324</td>\n",
+       "      <td id=\"T_f446c_row6_col2\" class=\"data row6 col2\" >85</td>\n",
+       "      <td id=\"T_f446c_row6_col3\" class=\"data row6 col3\" >510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level1_row7\" class=\"row_heading level1 row7\" >West</th>\n",
+       "      <td id=\"T_f446c_row7_col0\" class=\"data row7 col0\" >210</td>\n",
+       "      <td id=\"T_f446c_row7_col1\" class=\"data row7 col1\" >559</td>\n",
+       "      <td id=\"T_f446c_row7_col2\" class=\"data row7 col2\" >191</td>\n",
+       "      <td id=\"T_f446c_row7_col3\" class=\"data row7 col3\" >960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level0_row8\" class=\"row_heading level0 row8\" rowspan=\"4\">Home Office</th>\n",
+       "      <th id=\"T_f446c_level1_row8\" class=\"row_heading level1 row8\" >Central</th>\n",
+       "      <td id=\"T_f446c_row8_col0\" class=\"data row8 col0\" >89</td>\n",
+       "      <td id=\"T_f446c_row8_col1\" class=\"data row8 col1\" >266</td>\n",
+       "      <td id=\"T_f446c_row8_col2\" class=\"data row8 col2\" >83</td>\n",
+       "      <td id=\"T_f446c_row8_col3\" class=\"data row8 col3\" >438</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level1_row9\" class=\"row_heading level1 row9\" >East</th>\n",
+       "      <td id=\"T_f446c_row9_col0\" class=\"data row9 col0\" >100</td>\n",
+       "      <td id=\"T_f446c_row9_col1\" class=\"data row9 col1\" >304</td>\n",
+       "      <td id=\"T_f446c_row9_col2\" class=\"data row9 col2\" >98</td>\n",
+       "      <td id=\"T_f446c_row9_col3\" class=\"data row9 col3\" >502</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level1_row10\" class=\"row_heading level1 row10\" >South</th>\n",
+       "      <td id=\"T_f446c_row10_col0\" class=\"data row10 col0\" >51</td>\n",
+       "      <td id=\"T_f446c_row10_col1\" class=\"data row10 col1\" >166</td>\n",
+       "      <td id=\"T_f446c_row10_col2\" class=\"data row10 col2\" >55</td>\n",
+       "      <td id=\"T_f446c_row10_col3\" class=\"data row10 col3\" >272</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level1_row11\" class=\"row_heading level1 row11\" >West</th>\n",
+       "      <td id=\"T_f446c_row11_col0\" class=\"data row11 col0\" >122</td>\n",
+       "      <td id=\"T_f446c_row11_col1\" class=\"data row11 col1\" >343</td>\n",
+       "      <td id=\"T_f446c_row11_col2\" class=\"data row11 col2\" >106</td>\n",
+       "      <td id=\"T_f446c_row11_col3\" class=\"data row11 col3\" >571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f446c_level0_row12\" class=\"row_heading level0 row12\" >All</th>\n",
+       "      <th id=\"T_f446c_level1_row12\" class=\"row_heading level1 row12\" ></th>\n",
+       "      <td id=\"T_f446c_row12_col0\" class=\"data row12 col0\" >2121</td>\n",
+       "      <td id=\"T_f446c_row12_col1\" class=\"data row12 col1\" >6026</td>\n",
+       "      <td id=\"T_f446c_row12_col2\" class=\"data row12 col2\" >1847</td>\n",
+       "      <td id=\"T_f446c_row12_col3\" class=\"data row12 col3\" >9994</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x119384370>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "_table_styles = [\n",
+    "    dict(selector=\"thead\", props=[(\"border-bottom\", \"1.5pt solid black\")]),\n",
+    "    dict(\n",
+    "        selector=\"thead tr:last-child\", props=[(\"display\", \"None\")]\n",
+    "    ),  # Hides last row of header\n",
+    "    dict(\n",
+    "        selector=\".col_heading\",\n",
+    "        props=[(\"text-align\", \"center\"), (\"vertical-align\", \"middle\")],\n",
+    "    ),\n",
+    "    dict(\n",
+    "        selector=\"tbody tr\",\n",
+    "        props=[\n",
+    "            (\"background-color\", \"white\"),\n",
+    "        ],\n",
+    "    ),\n",
+    "    dict(selector=\"tbody tr td\", props=[(\"text-align\", \"center\")]),\n",
+    "    dict(\n",
+    "        selector=\".row_heading\",\n",
+    "        props=[\n",
+    "            (\"text-align\", \"left\"),\n",
+    "            (\"font-weight\", \"bold\"),\n",
+    "        ],\n",
+    "    ),\n",
+    "]\n",
+    "\n",
+    "\n",
+    "def make_borders(df):\n",
+    "    return [\n",
+    "        dict(\n",
+    "            selector=f\"tbody tr:nth-child({i})\",\n",
+    "            props=[(\"border-bottom\", \"1px solid black\")],\n",
+    "        )\n",
+    "        for i in df.index.get_level_values(0).value_counts().cumsum()\n",
+    "    ]\n",
+    "\n",
+    "\n",
+    "df.style.set_table_styles(_table_styles + make_borders(df)).set_table_attributes(\n",
+    "    'style=\"border-top: 1.5pt solid black; border-bottom: 1.5pt solid black;\"'\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "reliable-driving",
+   "metadata": {},
+   "source": [
+    "### The zen way: `df.zt.pretty()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "alert-combat",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_e50da\" style=\"border-collapse: collapse; font-size: 12pt; font-family: Times New Roman\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col3\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >All</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel0_row0\" class=\"row_heading level0 row0\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >278</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >1469</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >153</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >838</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >1672</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel0_row4\" class=\"row_heading level0 row4\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center\" >198</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center\" >520</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center\" >159</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center\" >877</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >101</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >85</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >510</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >210</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >559</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >191</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >960</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel0_row8\" class=\"row_heading level0 row8\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >100</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >304</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >98</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >502</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center\" >51</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center\" >166</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center\" >55</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center\" >272</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_e50darow11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >122</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >343</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >106</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >571</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e50dalevel0_row12\" class=\"row_heading level0 row12\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >All</th>\n",
+       "\n",
+       "      <th id=\"T_e50dalevel1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
+       "\n",
+       "      <td id=\"T_e50darow12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847</td>\n",
+       "\n",
+       "      <td id=\"T_e50darow12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_e50da\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_e50da\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_e50da\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x119391790>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.zen.pretty(font_size=12, font_family=\"Times New Roman\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aerial-castle",
+   "metadata": {},
+   "source": [
+    "### Creating frequency tables with percentages with `df.zen.freq_table()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "wired-netscape",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_2a60d\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col3\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739 (23.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212 (23.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303 (27.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888 (28.4%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >278 (29.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >1469 (28.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180 (16.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505 (16.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >153 (16.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >838 (16.1%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375 (33.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >1672 (32.2%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >3127 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >951 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center\" >5191 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137 (21.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119 (21.5%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673 (22.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >198 (30.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >520 (28.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >159 (28.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >877 (29.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >101 (15.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >324 (17.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >85 (15.3%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >510 (16.9%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >210 (32.5%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >559 (30.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >191 (34.5%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center\" >960 (31.8%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >1820 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >554 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >3020 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89 (24.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266 (24.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83 (24.3%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438 (24.6%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >100 (27.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >304 (28.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >98 (28.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >502 (28.2%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >51 (14.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >166 (15.4%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >55 (16.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center\" >272 (15.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >122 (33.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >343 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >106 (31.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow13_col3\" class=\"data row13 col3\"  style=\"vertical-align: middle; text-align: center\" >571 (32.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center\" >362 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center\" >1079 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center\" >342 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow14_col3\" class=\"data row14 col3\"  style=\"vertical-align: middle; text-align: center\" >1783 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel0_row15\" class=\"row_heading level0 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
+       "\n",
+       "      <th id=\"T_2a60dlevel1_row15\" class=\"row_heading level1 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
+       "\n",
+       "      <td id=\"T_2a60drow15_col0\" class=\"data row15 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow15_col1\" class=\"data row15 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow15_col2\" class=\"data row15 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_2a60drow15_col3\" class=\"data row15 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_2a60d\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_2a60d\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_2a60d\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x119391220>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "freq_table = demo_data.zen.freq_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Order ID\",\n",
+    "    props=\"columns\",\n",
+    "    totals=True,\n",
+    "    subtotals=True,\n",
+    "    digits=1,\n",
+    ")\n",
+    "freq_table.zen.pretty()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "6d77aa99-0133-4283-a711-32ecc7202565",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_bd4f3\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739 (23.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218 (22.9%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303 (27.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888 (28.4%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >278 (29.2%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180 (16.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505 (16.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >153 (16.1%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375 (33.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302 (31.8%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >3127 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >951 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137 (21.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119 (21.5%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >198 (30.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >520 (28.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >159 (28.7%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >101 (15.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >324 (17.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >85 (15.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >210 (32.5%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >559 (30.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >191 (34.5%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >1820 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >554 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >Home Office</th>\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89 (24.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266 (24.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83 (24.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >100 (27.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >304 (28.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >98 (28.7%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >51 (14.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >166 (15.4%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >55 (16.1%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >122 (33.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >343 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >106 (31.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_bd4f3level1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left; border-bottom: 1.5pt solid black\" >Subtotal</th>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >362 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >1079 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_bd4f3row14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >342 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_bd4f3\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_bd4f3\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_bd4f3\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x119370fd0>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "freq_table = demo_data.zen.freq_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Order ID\",\n",
+    "    props=\"columns\",\n",
+    "    totals=False,\n",
+    "    subtotals=True,\n",
+    "    digits=1,\n",
+    ")\n",
+    "freq_table.zen.pretty()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "59ea1434-edf4-4a4c-b141-49f14d694f78",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_a8158\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col3\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level0_row0\" class=\"row_heading level0 row0\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739 (23.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212 (23.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303 (27.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888 (28.4%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >278 (29.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >1469 (28.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180 (16.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505 (16.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >153 (16.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >838 (16.1%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375 (33.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >1672 (32.2%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level0_row4\" class=\"row_heading level0 row4\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137 (21.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119 (21.5%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673 (22.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center\" >198 (30.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center\" >520 (28.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center\" >159 (28.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center\" >877 (29.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >101 (15.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324 (17.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >85 (15.3%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >510 (16.9%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >210 (32.5%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >559 (30.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >191 (34.5%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >960 (31.8%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level0_row8\" class=\"row_heading level0 row8\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89 (24.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266 (24.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83 (24.3%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438 (24.6%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >100 (27.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >304 (28.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >98 (28.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >502 (28.2%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center\" >51 (14.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center\" >166 (15.4%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center\" >55 (16.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center\" >272 (15.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_a8158row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >122 (33.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >343 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >106 (31.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >571 (32.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a8158level0_row12\" class=\"row_heading level0 row12\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
+       "\n",
+       "      <th id=\"T_a8158level1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
+       "\n",
+       "      <td id=\"T_a8158row12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_a8158row12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_a8158\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_a8158\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_a8158\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x1194044c0>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "freq_table = demo_data.zen.freq_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Order ID\",\n",
+    "    props=\"columns\",\n",
+    "    totals=True,\n",
+    "    subtotals=False,\n",
+    "    digits=1,\n",
+    ")\n",
+    "freq_table.zen.pretty()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "50d08f60-15aa-46de-a710-79f4f2baa1d7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_a13d3\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level0_row0\" class=\"row_heading level0 row0\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739 (23.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218 (22.9%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303 (27.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888 (28.4%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >278 (29.2%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180 (16.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505 (16.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >153 (16.1%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375 (33.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302 (31.8%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level0_row4\" class=\"row_heading level0 row4\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137 (21.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119 (21.5%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center\" >198 (30.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center\" >520 (28.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center\" >159 (28.7%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >101 (15.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324 (17.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >85 (15.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >210 (32.5%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >559 (30.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >191 (34.5%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level0_row8\" class=\"row_heading level0 row8\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >Home Office</th>\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89 (24.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266 (24.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83 (24.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >100 (27.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >304 (28.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >98 (28.7%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center\" >51 (14.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center\" >166 (15.4%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center\" >55 (16.1%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_a13d3level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left; border-bottom: 1.5pt solid black\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_a13d3row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >122 (33.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >343 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_a13d3row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >106 (31.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_a13d3\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_a13d3\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_a13d3\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x1193bd7f0>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "freq_table = demo_data.zen.freq_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Order ID\",\n",
+    "    props=\"columns\",\n",
+    "    totals=False,\n",
+    "    subtotals=False,\n",
+    "    digits=1,\n",
+    ")\n",
+    "freq_table.zen.pretty()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c28f2d0f",
+   "metadata": {},
+   "source": [
+    "The `suppress` argument also allows for cell suppression below a certain threshold value (or `ceiling`). For specifics on how the suppression is applied, please refer to the following resource provided by the Conneticut Education Department:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "2013baf5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_c84ca\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col3\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739 (23.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212 (23.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888 (28.4%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >1469 (28.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505 (16.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >838 (16.1%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375 (33.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >1672 (32.2%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >3127 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >951 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center\" >5191 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417 (22.9%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673 (22.3%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >520 (28.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >877 (29.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >324 (17.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >510 (16.9%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >559 (30.7%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center\" >960 (31.8%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >1820 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >554 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >3020 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89 (24.6%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >304 (28.2%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >502 (28.2%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >51 (14.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >55 (16.1%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >343 (31.8%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow13_col3\" class=\"data row13 col3\"  style=\"vertical-align: middle; text-align: center\" >571 (32.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
+       "\n",
+       "      <td id=\"T_c84carow14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center\" >362 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center\" >1079 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center\" >342 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow14_col3\" class=\"data row14 col3\"  style=\"vertical-align: middle; text-align: center\" >1783 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c84calevel0_row15\" class=\"row_heading level0 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
+       "\n",
+       "      <th id=\"T_c84calevel1_row15\" class=\"row_heading level1 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
+       "\n",
+       "      <td id=\"T_c84carow15_col0\" class=\"data row15 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow15_col1\" class=\"data row15 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow15_col2\" class=\"data row15 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847 (100.0%)</td>\n",
+       "\n",
+       "      <td id=\"T_c84carow15_col3\" class=\"data row15 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994 (100.0%)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_c84ca\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_c84ca\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_c84ca\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x119391160>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "freq_table_suppressed = demo_data.zen.freq_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Order ID\",\n",
+    "    props=\"columns\",\n",
+    "    totals=True,\n",
+    "    subtotals=True,\n",
+    "    digits=1,\n",
+    "    suppress=True,\n",
+    "    low=100,\n",
+    "    high=300,\n",
+    ")\n",
+    "freq_table_suppressed.zen.pretty()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "boxed-texture",
+   "metadata": {},
+   "source": [
+    "### Creating mean and standard deviation tables with `df.zen.mean_sd_table()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "4ac6e5ce",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_580bb\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Sales</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_580bblevel0_row0\" class=\"row_heading level0 row0\"  style=\"vertical-align: middle; text-align: left\" >0</th>\n",
+       "\n",
+       "      <td id=\"T_580bbrow0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center\" >Furniture</td>\n",
+       "\n",
+       "      <td id=\"T_580bbrow0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center\" >261.960000</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_580bblevel0_row1\" class=\"row_heading level0 row1\"  style=\"vertical-align: middle; text-align: left; border-bottom: 1pt solid black\" >1</th>\n",
+       "\n",
+       "      <td id=\"T_580bbrow1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1pt solid black\" >Furniture</td>\n",
+       "\n",
+       "      <td id=\"T_580bbrow1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1pt solid black\" >731.940000</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_580bblevel0_row2\" class=\"row_heading level0 row2\"  style=\"vertical-align: middle; text-align: left\" >2</th>\n",
+       "\n",
+       "      <td id=\"T_580bbrow2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >Office Supplies</td>\n",
+       "\n",
+       "      <td id=\"T_580bbrow2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >14.620000</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_580bblevel0_row3\" class=\"row_heading level0 row3\"  style=\"vertical-align: middle; text-align: left\" >3</th>\n",
+       "\n",
+       "      <td id=\"T_580bbrow3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >Furniture</td>\n",
+       "\n",
+       "      <td id=\"T_580bbrow3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >957.577500</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_580bblevel0_row4\" class=\"row_heading level0 row4\"  style=\"vertical-align: middle; text-align: left\" >4</th>\n",
+       "\n",
+       "      <td id=\"T_580bbrow4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >Office Supplies</td>\n",
+       "\n",
+       "      <td id=\"T_580bbrow4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >22.368000</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_580bblevel0_row5\" class=\"row_heading level0 row5\"  style=\"vertical-align: middle; text-align: left\" >5</th>\n",
+       "\n",
+       "      <td id=\"T_580bbrow5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center\" >Furniture</td>\n",
+       "\n",
+       "      <td id=\"T_580bbrow5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center\" >48.860000</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_580bblevel0_row6\" class=\"row_heading level0 row6\"  style=\"vertical-align: middle; text-align: left\" >6</th>\n",
+       "\n",
+       "      <td id=\"T_580bbrow6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >Office Supplies</td>\n",
+       "\n",
+       "      <td id=\"T_580bbrow6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >7.280000</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_580bblevel0_row7\" class=\"row_heading level0 row7\"  style=\"vertical-align: middle; text-align: left\" >7</th>\n",
+       "\n",
+       "      <td id=\"T_580bbrow7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >Technology</td>\n",
+       "\n",
+       "      <td id=\"T_580bbrow7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >907.152000</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_580bblevel0_row8\" class=\"row_heading level0 row8\"  style=\"vertical-align: middle; text-align: left\" >8</th>\n",
+       "\n",
+       "      <td id=\"T_580bbrow8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >Office Supplies</td>\n",
+       "\n",
+       "      <td id=\"T_580bbrow8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >18.504000</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_580bblevel0_row9\" class=\"row_heading level0 row9\"  style=\"vertical-align: middle; text-align: left; border-bottom: 1.5pt solid black\" >9</th>\n",
+       "\n",
+       "      <td id=\"T_580bbrow9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >Office Supplies</td>\n",
+       "\n",
+       "      <td id=\"T_580bbrow9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >114.900000</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_580bb\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_580bb\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_580bb\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x104099460>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "demo_data[[\"Category\", \"Sales\"]].iloc[:10, :].zen.pretty(row_borders=[1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "alien-namibia",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_8cada\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >Furniture</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col2\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >Office Supplies</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col4\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >Technology</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col6\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >All</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank level1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col0\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col2\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col3\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col4\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col5\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col6\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col7\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >338.15 (444.75)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >126.00 (587.09)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow0_col4\" class=\"data row0 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow0_col5\" class=\"data row0 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >333.44 (683.00)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow0_col6\" class=\"data row0 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow0_col7\" class=\"data row0 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >207.95 (587.91)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >376.94 (628.48)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >888</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >114.03 (333.98)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow1_col4\" class=\"data row1 col4\"  style=\"vertical-align: middle; text-align: center\" >278</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow1_col5\" class=\"data row1 col5\"  style=\"vertical-align: middle; text-align: center\" >487.20 (1097.94)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow1_col6\" class=\"data row1 col6\"  style=\"vertical-align: middle; text-align: center\" >1469</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow1_col7\" class=\"data row1 col7\"  style=\"vertical-align: middle; text-align: center\" >238.88 (633.37)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >393.33 (547.50)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >505</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >117.83 (364.98)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow2_col4\" class=\"data row2 col4\"  style=\"vertical-align: middle; text-align: center\" >153</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow2_col5\" class=\"data row2 col5\"  style=\"vertical-align: middle; text-align: center\" >426.64 (903.27)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow2_col6\" class=\"data row2 col6\"  style=\"vertical-align: middle; text-align: center\" >838</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow2_col7\" class=\"data row2 col7\"  style=\"vertical-align: middle; text-align: center\" >233.39 (559.35)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >319.49 (461.58)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >995</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >110.63 (353.49)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow3_col4\" class=\"data row3 col4\"  style=\"vertical-align: middle; text-align: center\" >302</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow3_col5\" class=\"data row3 col5\"  style=\"vertical-align: middle; text-align: center\" >440.37 (955.83)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow3_col6\" class=\"data row3 col6\"  style=\"vertical-align: middle; text-align: center\" >1672</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow3_col7\" class=\"data row3 col7\"  style=\"vertical-align: middle; text-align: center\" >217.03 (552.00)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >351.35 (522.69)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >3127</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center\" >116.39 (417.46)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow4_col4\" class=\"data row4 col4\"  style=\"vertical-align: middle; text-align: center\" >951</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow4_col5\" class=\"data row4 col5\"  style=\"vertical-align: middle; text-align: center\" >427.34 (938.72)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow4_col6\" class=\"data row4 col6\"  style=\"vertical-align: middle; text-align: center\" >5191</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow4_col7\" class=\"data row4 col7\"  style=\"vertical-align: middle; text-align: center\" >223.73 (585.52)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >380.19 (562.24)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >98.65 (294.85)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow5_col4\" class=\"data row5 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow5_col5\" class=\"data row5 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >544.31 (1721.04)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow5_col6\" class=\"data row5 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow5_col7\" class=\"data row5 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >234.76 (818.95)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >198</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324.29 (469.16)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >520</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >127.84 (305.96)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow6_col4\" class=\"data row6 col4\"  style=\"vertical-align: middle; text-align: center\" >159</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow6_col5\" class=\"data row6 col5\"  style=\"vertical-align: middle; text-align: center\" >438.53 (941.39)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow6_col6\" class=\"data row6 col6\"  style=\"vertical-align: middle; text-align: center\" >877</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow6_col7\" class=\"data row6 col7\"  style=\"vertical-align: middle; text-align: center\" >228.52 (530.00)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >101</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >293.52 (398.97)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >324</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >141.76 (391.90)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow7_col4\" class=\"data row7 col4\"  style=\"vertical-align: middle; text-align: center\" >85</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow7_col5\" class=\"data row7 col5\"  style=\"vertical-align: middle; text-align: center\" >544.83 (1080.42)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow7_col6\" class=\"data row7 col6\"  style=\"vertical-align: middle; text-align: center\" >510</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow7_col7\" class=\"data row7 col7\"  style=\"vertical-align: middle; text-align: center\" >238.99 (586.18)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >210</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >395.62 (476.57)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >559</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center\" >137.99 (397.48)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow8_col4\" class=\"data row8 col4\"  style=\"vertical-align: middle; text-align: center\" >191</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow8_col5\" class=\"data row8 col5\"  style=\"vertical-align: middle; text-align: center\" >343.67 (582.39)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow8_col6\" class=\"data row8 col6\"  style=\"vertical-align: middle; text-align: center\" >960</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow8_col7\" class=\"data row8 col7\"  style=\"vertical-align: middle; text-align: center\" >235.27 (471.29)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >354.52 (483.44)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >1820</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >126.75 (350.13)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow9_col4\" class=\"data row9 col4\"  style=\"vertical-align: middle; text-align: center\" >554</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow9_col5\" class=\"data row9 col5\"  style=\"vertical-align: middle; text-align: center\" >444.86 (1089.17)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow9_col6\" class=\"data row9 col6\"  style=\"vertical-align: middle; text-align: center\" >3020</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow9_col7\" class=\"data row9 col7\"  style=\"vertical-align: middle; text-align: center\" >233.82 (599.41)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >286.32 (330.54)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >123.22 (330.32)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow10_col4\" class=\"data row10 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow10_col5\" class=\"data row10 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >397.02 (444.47)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow10_col6\" class=\"data row10 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow10_col7\" class=\"data row10 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >208.25 (371.01)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >100</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >298.70 (410.52)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >304</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >124.30 (360.59)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow11_col4\" class=\"data row11 col4\"  style=\"vertical-align: middle; text-align: center\" >98</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow11_col5\" class=\"data row11 col5\"  style=\"vertical-align: middle; text-align: center\" >610.28 (1391.77)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow11_col6\" class=\"data row11 col6\"  style=\"vertical-align: middle; text-align: center\" >502</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow11_col7\" class=\"data row11 col7\"  style=\"vertical-align: middle; text-align: center\" >253.91 (722.78)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >51</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >330.46 (581.77)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >166</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center\" >121.79 (251.03)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow12_col4\" class=\"data row12 col4\"  style=\"vertical-align: middle; text-align: center\" >55</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow12_col5\" class=\"data row12 col5\"  style=\"vertical-align: middle; text-align: center\" >676.09 (3026.39)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow12_col6\" class=\"data row12 col6\"  style=\"vertical-align: middle; text-align: center\" >272</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow12_col7\" class=\"data row12 col7\"  style=\"vertical-align: middle; text-align: center\" >273.00 (1404.80)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >122</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >407.58 (559.87)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >343</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow13_col3\" class=\"data row13 col3\"  style=\"vertical-align: middle; text-align: center\" >98.07 (311.89)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow13_col4\" class=\"data row13 col4\"  style=\"vertical-align: middle; text-align: center\" >106</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow13_col5\" class=\"data row13 col5\"  style=\"vertical-align: middle; text-align: center\" >503.38 (820.98)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow13_col6\" class=\"data row13 col6\"  style=\"vertical-align: middle; text-align: center\" >571</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow13_col7\" class=\"data row13 col7\"  style=\"vertical-align: middle; text-align: center\" >239.44 (529.24)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center\" >362</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center\" >336.83 (476.99)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center\" >1079</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow14_col3\" class=\"data row14 col3\"  style=\"vertical-align: middle; text-align: center\" >115.31 (322.51)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow14_col4\" class=\"data row14 col4\"  style=\"vertical-align: middle; text-align: center\" >342</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow14_col5\" class=\"data row14 col5\"  style=\"vertical-align: middle; text-align: center\" >535.98 (1505.40)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow14_col6\" class=\"data row14 col6\"  style=\"vertical-align: middle; text-align: center\" >1783</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow14_col7\" class=\"data row14 col7\"  style=\"vertical-align: middle; text-align: center\" >240.97 (755.52)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_8cadalevel0_row15\" class=\"row_heading level0 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >All</th>\n",
+       "\n",
+       "      <th id=\"T_8cadalevel1_row15\" class=\"row_heading level1 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
+       "\n",
+       "      <td id=\"T_8cadarow15_col0\" class=\"data row15 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow15_col1\" class=\"data row15 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >349.83 (503.18)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow15_col2\" class=\"data row15 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow15_col3\" class=\"data row15 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >119.32 (382.18)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow15_col4\" class=\"data row15 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow15_col5\" class=\"data row15 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >452.71 (1108.66)</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow15_col6\" class=\"data row15 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994</td>\n",
+       "\n",
+       "      <td id=\"T_8cadarow15_col7\" class=\"data row15 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >229.86 (623.25)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_8cada\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_8cada\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_8cada\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x119384730>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mean_sd_table = demo_data.zen.mean_sd_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Sales\",\n",
+    "    margins=True,\n",
+    "    margins_name=\"All\",\n",
+    "    submargins=True,\n",
+    "    submargins_name=\"All Regions\",\n",
+    "    digits=2,\n",
+    ")\n",
+    "mean_sd_table.zen.pretty()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "6907d4c8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_f409c\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >Furniture</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col2\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >Office Supplies</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col4\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >Technology</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col6\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >All</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank level1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col0\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col2\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col3\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col4\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col5\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col6\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col7\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >338.15 (444.75)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >126.00 (587.09)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow0_col4\" class=\"data row0 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow0_col5\" class=\"data row0 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >333.44 (683.00)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow0_col6\" class=\"data row0 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow0_col7\" class=\"data row0 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >207.95 (587.91)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >376.94 (628.48)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >888</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >114.03 (333.98)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow1_col4\" class=\"data row1 col4\"  style=\"vertical-align: middle; text-align: center\" >278.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow1_col5\" class=\"data row1 col5\"  style=\"vertical-align: middle; text-align: center\" >487.20 (1097.94)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow1_col6\" class=\"data row1 col6\"  style=\"vertical-align: middle; text-align: center\" >1469</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow1_col7\" class=\"data row1 col7\"  style=\"vertical-align: middle; text-align: center\" >238.88 (633.37)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >393.33 (547.50)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >505</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >117.83 (364.98)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow2_col4\" class=\"data row2 col4\"  style=\"vertical-align: middle; text-align: center\" >153.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow2_col5\" class=\"data row2 col5\"  style=\"vertical-align: middle; text-align: center\" >426.64 (903.27)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow2_col6\" class=\"data row2 col6\"  style=\"vertical-align: middle; text-align: center\" >838</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow2_col7\" class=\"data row2 col7\"  style=\"vertical-align: middle; text-align: center\" >233.39 (559.35)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >319.49 (461.58)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >995</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >110.63 (353.49)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow3_col4\" class=\"data row3 col4\"  style=\"vertical-align: middle; text-align: center\" >302.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow3_col5\" class=\"data row3 col5\"  style=\"vertical-align: middle; text-align: center\" >440.37 (955.83)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow3_col6\" class=\"data row3 col6\"  style=\"vertical-align: middle; text-align: center\" >1672</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow3_col7\" class=\"data row3 col7\"  style=\"vertical-align: middle; text-align: center\" >217.03 (552.00)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >351.35 (522.69)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >3127</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center\" >116.39 (417.46)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow4_col4\" class=\"data row4 col4\"  style=\"vertical-align: middle; text-align: center\" >951.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow4_col5\" class=\"data row4 col5\"  style=\"vertical-align: middle; text-align: center\" >427.34 (938.72)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow4_col6\" class=\"data row4 col6\"  style=\"vertical-align: middle; text-align: center\" >5191</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow4_col7\" class=\"data row4 col7\"  style=\"vertical-align: middle; text-align: center\" >223.73 (585.52)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >98.65 (294.85)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow5_col4\" class=\"data row5 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow5_col5\" class=\"data row5 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow5_col6\" class=\"data row5 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow5_col7\" class=\"data row5 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >234.76 (818.95)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >198.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324.29 (469.16)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >520</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >127.84 (305.96)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow6_col4\" class=\"data row6 col4\"  style=\"vertical-align: middle; text-align: center\" >159.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow6_col5\" class=\"data row6 col5\"  style=\"vertical-align: middle; text-align: center\" >438.53 (941.39)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow6_col6\" class=\"data row6 col6\"  style=\"vertical-align: middle; text-align: center\" >877</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow6_col7\" class=\"data row6 col7\"  style=\"vertical-align: middle; text-align: center\" >228.52 (530.00)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >324</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >141.76 (391.90)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow7_col4\" class=\"data row7 col4\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow7_col5\" class=\"data row7 col5\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow7_col6\" class=\"data row7 col6\"  style=\"vertical-align: middle; text-align: center\" >510</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow7_col7\" class=\"data row7 col7\"  style=\"vertical-align: middle; text-align: center\" >238.99 (586.18)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >210.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >395.62 (476.57)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >559</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center\" >137.99 (397.48)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow8_col4\" class=\"data row8 col4\"  style=\"vertical-align: middle; text-align: center\" >191.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow8_col5\" class=\"data row8 col5\"  style=\"vertical-align: middle; text-align: center\" >343.67 (582.39)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow8_col6\" class=\"data row8 col6\"  style=\"vertical-align: middle; text-align: center\" >960</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow8_col7\" class=\"data row8 col7\"  style=\"vertical-align: middle; text-align: center\" >235.27 (471.29)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >354.52 (483.44)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >1820</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >126.75 (350.13)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow9_col4\" class=\"data row9 col4\"  style=\"vertical-align: middle; text-align: center\" >554.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow9_col5\" class=\"data row9 col5\"  style=\"vertical-align: middle; text-align: center\" >444.86 (1089.17)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow9_col6\" class=\"data row9 col6\"  style=\"vertical-align: middle; text-align: center\" >3020</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow9_col7\" class=\"data row9 col7\"  style=\"vertical-align: middle; text-align: center\" >233.82 (599.41)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >123.22 (330.32)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow10_col4\" class=\"data row10 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow10_col5\" class=\"data row10 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow10_col6\" class=\"data row10 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow10_col7\" class=\"data row10 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >208.25 (371.01)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >304</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >124.30 (360.59)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow11_col4\" class=\"data row11 col4\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow11_col5\" class=\"data row11 col5\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow11_col6\" class=\"data row11 col6\"  style=\"vertical-align: middle; text-align: center\" >502</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow11_col7\" class=\"data row11 col7\"  style=\"vertical-align: middle; text-align: center\" >253.91 (722.78)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >166</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center\" >121.79 (251.03)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow12_col4\" class=\"data row12 col4\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow12_col5\" class=\"data row12 col5\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow12_col6\" class=\"data row12 col6\"  style=\"vertical-align: middle; text-align: center\" >272</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow12_col7\" class=\"data row12 col7\"  style=\"vertical-align: middle; text-align: center\" >273.00 (1404.80)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >122.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >407.58 (559.87)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >343</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow13_col3\" class=\"data row13 col3\"  style=\"vertical-align: middle; text-align: center\" >98.07 (311.89)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow13_col4\" class=\"data row13 col4\"  style=\"vertical-align: middle; text-align: center\" >106.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow13_col5\" class=\"data row13 col5\"  style=\"vertical-align: middle; text-align: center\" >503.38 (820.98)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow13_col6\" class=\"data row13 col6\"  style=\"vertical-align: middle; text-align: center\" >571</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow13_col7\" class=\"data row13 col7\"  style=\"vertical-align: middle; text-align: center\" >239.44 (529.24)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_f409crow14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center\" >362.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center\" >336.83 (476.99)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center\" >1079</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow14_col3\" class=\"data row14 col3\"  style=\"vertical-align: middle; text-align: center\" >115.31 (322.51)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow14_col4\" class=\"data row14 col4\"  style=\"vertical-align: middle; text-align: center\" >342.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow14_col5\" class=\"data row14 col5\"  style=\"vertical-align: middle; text-align: center\" >535.98 (1505.40)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow14_col6\" class=\"data row14 col6\"  style=\"vertical-align: middle; text-align: center\" >1783</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow14_col7\" class=\"data row14 col7\"  style=\"vertical-align: middle; text-align: center\" >240.97 (755.52)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_f409clevel0_row15\" class=\"row_heading level0 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >All</th>\n",
+       "\n",
+       "      <th id=\"T_f409clevel1_row15\" class=\"row_heading level1 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
+       "\n",
+       "      <td id=\"T_f409crow15_col0\" class=\"data row15 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow15_col1\" class=\"data row15 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >349.83 (503.18)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow15_col2\" class=\"data row15 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow15_col3\" class=\"data row15 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >119.32 (382.18)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow15_col4\" class=\"data row15 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847.000000</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow15_col5\" class=\"data row15 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >452.71 (1108.66)</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow15_col6\" class=\"data row15 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994</td>\n",
+       "\n",
+       "      <td id=\"T_f409crow15_col7\" class=\"data row15 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >229.86 (623.25)</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_f409c\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_f409c\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_f409c\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x10406c7f0>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Can also create suppressed tables\n",
+    "mean_sd_table = demo_data.zen.mean_sd_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Sales\",\n",
+    "    margins=True,\n",
+    "    margins_name=\"All\",\n",
+    "    submargins=True,\n",
+    "    submargins_name=\"All Regions\",\n",
+    "    digits=2,\n",
+    "    suppress=True,\n",
+    "    low=1,\n",
+    "    high=100,\n",
+    ")\n",
+    "mean_sd_table.zen.pretty()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "controlling-advertising",
+   "metadata": {},
+   "source": [
+    "### Creating any pivot table with sub-tallies with `df.zen.pivot_table()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "acc41439-4d4f-427c-bfee-93460280b4af",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_c3906\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >Furniture</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col3\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >Office Supplies</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col6\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >Technology</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col9\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >All</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank level1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col0\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col2\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col3\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col4\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col5\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col6\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col7\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col8\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col9\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col10\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col11\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >338.2</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >193.1</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col4\" class=\"data row0 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >126.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col5\" class=\"data row0 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >23.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col6\" class=\"data row0 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col7\" class=\"data row0 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >333.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col8\" class=\"data row0 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >150.2</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col9\" class=\"data row0 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col10\" class=\"data row0 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >207.9</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row0_col11\" class=\"data row0 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >46.1</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >376.9</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >172.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >888</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col4\" class=\"data row1 col4\"  style=\"vertical-align: middle; text-align: center\" >114.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col5\" class=\"data row1 col5\"  style=\"vertical-align: middle; text-align: center\" >25.6</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col6\" class=\"data row1 col6\"  style=\"vertical-align: middle; text-align: center\" >278</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col7\" class=\"data row1 col7\"  style=\"vertical-align: middle; text-align: center\" >487.2</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col8\" class=\"data row1 col8\"  style=\"vertical-align: middle; text-align: center\" >140.2</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col9\" class=\"data row1 col9\"  style=\"vertical-align: middle; text-align: center\" >1469</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col10\" class=\"data row1 col10\"  style=\"vertical-align: middle; text-align: center\" >238.9</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row1_col11\" class=\"data row1 col11\"  style=\"vertical-align: middle; text-align: center\" >51.6</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >393.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >222.7</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >505</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col4\" class=\"data row2 col4\"  style=\"vertical-align: middle; text-align: center\" >117.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col5\" class=\"data row2 col5\"  style=\"vertical-align: middle; text-align: center\" >27.9</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col6\" class=\"data row2 col6\"  style=\"vertical-align: middle; text-align: center\" >153</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col7\" class=\"data row2 col7\"  style=\"vertical-align: middle; text-align: center\" >426.6</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col8\" class=\"data row2 col8\"  style=\"vertical-align: middle; text-align: center\" >146.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col9\" class=\"data row2 col9\"  style=\"vertical-align: middle; text-align: center\" >838</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col10\" class=\"data row2 col10\"  style=\"vertical-align: middle; text-align: center\" >233.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row2_col11\" class=\"data row2 col11\"  style=\"vertical-align: middle; text-align: center\" >58.2</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >319.5</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >171.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >995</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col4\" class=\"data row3 col4\"  style=\"vertical-align: middle; text-align: center\" >110.6</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col5\" class=\"data row3 col5\"  style=\"vertical-align: middle; text-align: center\" >31.1</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col6\" class=\"data row3 col6\"  style=\"vertical-align: middle; text-align: center\" >302</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col7\" class=\"data row3 col7\"  style=\"vertical-align: middle; text-align: center\" >440.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col8\" class=\"data row3 col8\"  style=\"vertical-align: middle; text-align: center\" >201.6</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col9\" class=\"data row3 col9\"  style=\"vertical-align: middle; text-align: center\" >1672</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col10\" class=\"data row3 col10\"  style=\"vertical-align: middle; text-align: center\" >217.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row3_col11\" class=\"data row3 col11\"  style=\"vertical-align: middle; text-align: center\" >59.5</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >351.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >184.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center\" >3127</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col4\" class=\"data row4 col4\"  style=\"vertical-align: middle; text-align: center\" >116.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col5\" class=\"data row4 col5\"  style=\"vertical-align: middle; text-align: center\" >26.6</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col6\" class=\"data row4 col6\"  style=\"vertical-align: middle; text-align: center\" >951</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col7\" class=\"data row4 col7\"  style=\"vertical-align: middle; text-align: center\" >427.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col8\" class=\"data row4 col8\"  style=\"vertical-align: middle; text-align: center\" >160.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col9\" class=\"data row4 col9\"  style=\"vertical-align: middle; text-align: center\" >5191</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col10\" class=\"data row4 col10\"  style=\"vertical-align: middle; text-align: center\" >223.7</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row4_col11\" class=\"data row4 col11\"  style=\"vertical-align: middle; text-align: center\" >53.7</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >380.2</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >155.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col4\" class=\"data row5 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >98.7</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col5\" class=\"data row5 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >23.5</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col6\" class=\"data row5 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col7\" class=\"data row5 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >544.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col8\" class=\"data row5 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >150.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col9\" class=\"data row5 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col10\" class=\"data row5 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >234.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row5_col11\" class=\"data row5 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >42.2</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >198</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >185.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >520</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col4\" class=\"data row6 col4\"  style=\"vertical-align: middle; text-align: center\" >127.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col5\" class=\"data row6 col5\"  style=\"vertical-align: middle; text-align: center\" >32.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col6\" class=\"data row6 col6\"  style=\"vertical-align: middle; text-align: center\" >159</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col7\" class=\"data row6 col7\"  style=\"vertical-align: middle; text-align: center\" >438.5</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col8\" class=\"data row6 col8\"  style=\"vertical-align: middle; text-align: center\" >179.9</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col9\" class=\"data row6 col9\"  style=\"vertical-align: middle; text-align: center\" >877</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col10\" class=\"data row6 col10\"  style=\"vertical-align: middle; text-align: center\" >228.5</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row6_col11\" class=\"data row6 col11\"  style=\"vertical-align: middle; text-align: center\" >59.9</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >101</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >293.5</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >132.2</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >324</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col4\" class=\"data row7 col4\"  style=\"vertical-align: middle; text-align: center\" >141.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col5\" class=\"data row7 col5\"  style=\"vertical-align: middle; text-align: center\" >31.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col6\" class=\"data row7 col6\"  style=\"vertical-align: middle; text-align: center\" >85</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col7\" class=\"data row7 col7\"  style=\"vertical-align: middle; text-align: center\" >544.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col8\" class=\"data row7 col8\"  style=\"vertical-align: middle; text-align: center\" >178.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col9\" class=\"data row7 col9\"  style=\"vertical-align: middle; text-align: center\" >510</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col10\" class=\"data row7 col10\"  style=\"vertical-align: middle; text-align: center\" >239.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row7_col11\" class=\"data row7 col11\"  style=\"vertical-align: middle; text-align: center\" >49.6</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >210</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >395.6</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >230.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center\" >559</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col4\" class=\"data row8 col4\"  style=\"vertical-align: middle; text-align: center\" >138.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col5\" class=\"data row8 col5\"  style=\"vertical-align: middle; text-align: center\" >30.1</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col6\" class=\"data row8 col6\"  style=\"vertical-align: middle; text-align: center\" >191</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col7\" class=\"data row8 col7\"  style=\"vertical-align: middle; text-align: center\" >343.7</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col8\" class=\"data row8 col8\"  style=\"vertical-align: middle; text-align: center\" >160.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col9\" class=\"data row8 col9\"  style=\"vertical-align: middle; text-align: center\" >960</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col10\" class=\"data row8 col10\"  style=\"vertical-align: middle; text-align: center\" >235.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row8_col11\" class=\"data row8 col11\"  style=\"vertical-align: middle; text-align: center\" >69.5</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >354.5</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >190.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >1820</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col4\" class=\"data row9 col4\"  style=\"vertical-align: middle; text-align: center\" >126.7</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col5\" class=\"data row9 col5\"  style=\"vertical-align: middle; text-align: center\" >28.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col6\" class=\"data row9 col6\"  style=\"vertical-align: middle; text-align: center\" >554</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col7\" class=\"data row9 col7\"  style=\"vertical-align: middle; text-align: center\" >444.9</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col8\" class=\"data row9 col8\"  style=\"vertical-align: middle; text-align: center\" >160.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col9\" class=\"data row9 col9\"  style=\"vertical-align: middle; text-align: center\" >3020</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col10\" class=\"data row9 col10\"  style=\"vertical-align: middle; text-align: center\" >233.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row9_col11\" class=\"data row9 col11\"  style=\"vertical-align: middle; text-align: center\" >56.5</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >286.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >212.1</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col4\" class=\"data row10 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >123.2</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col5\" class=\"data row10 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >26.5</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col6\" class=\"data row10 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col7\" class=\"data row10 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >397.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col8\" class=\"data row10 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >258.7</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col9\" class=\"data row10 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col10\" class=\"data row10 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >208.2</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row10_col11\" class=\"data row10 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >50.9</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >100</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >298.7</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >147.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >304</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col4\" class=\"data row11 col4\"  style=\"vertical-align: middle; text-align: center\" >124.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col5\" class=\"data row11 col5\"  style=\"vertical-align: middle; text-align: center\" >28.9</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col6\" class=\"data row11 col6\"  style=\"vertical-align: middle; text-align: center\" >98</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col7\" class=\"data row11 col7\"  style=\"vertical-align: middle; text-align: center\" >610.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col8\" class=\"data row11 col8\"  style=\"vertical-align: middle; text-align: center\" >155.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col9\" class=\"data row11 col9\"  style=\"vertical-align: middle; text-align: center\" >502</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col10\" class=\"data row11 col10\"  style=\"vertical-align: middle; text-align: center\" >253.9</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row11_col11\" class=\"data row11 col11\"  style=\"vertical-align: middle; text-align: center\" >52.7</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >51</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >330.5</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >109.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center\" >166</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col4\" class=\"data row12 col4\"  style=\"vertical-align: middle; text-align: center\" >121.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col5\" class=\"data row12 col5\"  style=\"vertical-align: middle; text-align: center\" >29.9</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col6\" class=\"data row12 col6\"  style=\"vertical-align: middle; text-align: center\" >55</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col7\" class=\"data row12 col7\"  style=\"vertical-align: middle; text-align: center\" >676.1</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col8\" class=\"data row12 col8\"  style=\"vertical-align: middle; text-align: center\" >188.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col9\" class=\"data row12 col9\"  style=\"vertical-align: middle; text-align: center\" >272</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col10\" class=\"data row12 col10\"  style=\"vertical-align: middle; text-align: center\" >273.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row12_col11\" class=\"data row12 col11\"  style=\"vertical-align: middle; text-align: center\" >55.8</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >122</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >407.6</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >156.1</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col3\" class=\"data row13 col3\"  style=\"vertical-align: middle; text-align: center\" >343</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col4\" class=\"data row13 col4\"  style=\"vertical-align: middle; text-align: center\" >98.1</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col5\" class=\"data row13 col5\"  style=\"vertical-align: middle; text-align: center\" >29.6</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col6\" class=\"data row13 col6\"  style=\"vertical-align: middle; text-align: center\" >106</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col7\" class=\"data row13 col7\"  style=\"vertical-align: middle; text-align: center\" >503.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col8\" class=\"data row13 col8\"  style=\"vertical-align: middle; text-align: center\" >203.6</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col9\" class=\"data row13 col9\"  style=\"vertical-align: middle; text-align: center\" >571</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col10\" class=\"data row13 col10\"  style=\"vertical-align: middle; text-align: center\" >239.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row13_col11\" class=\"data row13 col11\"  style=\"vertical-align: middle; text-align: center\" >52.8</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center\" >362</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center\" >336.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center\" >148.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col3\" class=\"data row14 col3\"  style=\"vertical-align: middle; text-align: center\" >1079</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col4\" class=\"data row14 col4\"  style=\"vertical-align: middle; text-align: center\" >115.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col5\" class=\"data row14 col5\"  style=\"vertical-align: middle; text-align: center\" >28.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col6\" class=\"data row14 col6\"  style=\"vertical-align: middle; text-align: center\" >342</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col7\" class=\"data row14 col7\"  style=\"vertical-align: middle; text-align: center\" >536.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col8\" class=\"data row14 col8\"  style=\"vertical-align: middle; text-align: center\" >200.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col9\" class=\"data row14 col9\"  style=\"vertical-align: middle; text-align: center\" >1783</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col10\" class=\"data row14 col10\"  style=\"vertical-align: middle; text-align: center\" >241.0</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row14_col11\" class=\"data row14 col11\"  style=\"vertical-align: middle; text-align: center\" >52.4</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_c3906level0_row15\" class=\"row_heading level0 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >All</th>\n",
+       "\n",
+       "      <th id=\"T_c3906level1_row15\" class=\"row_heading level1 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col0\" class=\"data row15 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col1\" class=\"data row15 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >349.8</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col2\" class=\"data row15 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >182.2</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col3\" class=\"data row15 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col4\" class=\"data row15 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >119.3</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col5\" class=\"data row15 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >27.4</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col6\" class=\"data row15 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col7\" class=\"data row15 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >452.7</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col8\" class=\"data row15 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >166.2</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col9\" class=\"data row15 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col10\" class=\"data row15 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >229.9</td>\n",
+       "\n",
+       "      <td id=\"T_c3906row15_col11\" class=\"data row15 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >54.5</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_c3906\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_c3906\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_c3906\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x119589520>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mean_median_table = demo_data.zen.pivot_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Sales\",\n",
+    "    aggfunc=[\"count\", \"mean\", \"median\"],\n",
+    "    margins=True,\n",
+    "    margins_name=\"All\",\n",
+    "    submargins=True,\n",
+    "    submargins_name=\"All Regions\",\n",
+    ").rename(\n",
+    "    columns={\n",
+    "        \"count\": \"n\",\n",
+    "        \"mean\": \"Mean\",\n",
+    "        \"median\": \"Median\",\n",
+    "    }\n",
+    ")\n",
+    "mean_median_table.zen.pretty().format(precision=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "considerable-roberts",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<table id=\"T_e911f\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<thead>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black\" >Category</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col0\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >Furniture</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col3\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >Office Supplies</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col6\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >Technology</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level0 col9\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >All</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"blank level1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col0\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col2\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col3\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col4\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col5\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col6\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col7\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col8\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col9\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col10\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "      <th class=\"col_heading level1 col11\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</thead>\n",
+       "\n",
+       "\n",
+       "<tbody>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >338.2</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >193.1</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col4\" class=\"data row0 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >126.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col5\" class=\"data row0 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >23.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col6\" class=\"data row0 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col7\" class=\"data row0 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >333.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col8\" class=\"data row0 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >150.2</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col9\" class=\"data row0 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col10\" class=\"data row0 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >207.9</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow0_col11\" class=\"data row0 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >46.1</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >376.9</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >172.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >888</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col4\" class=\"data row1 col4\"  style=\"vertical-align: middle; text-align: center\" >114.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col5\" class=\"data row1 col5\"  style=\"vertical-align: middle; text-align: center\" >25.6</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col6\" class=\"data row1 col6\"  style=\"vertical-align: middle; text-align: center\" >278</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col7\" class=\"data row1 col7\"  style=\"vertical-align: middle; text-align: center\" >487.2</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col8\" class=\"data row1 col8\"  style=\"vertical-align: middle; text-align: center\" >140.2</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col9\" class=\"data row1 col9\"  style=\"vertical-align: middle; text-align: center\" >1469</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col10\" class=\"data row1 col10\"  style=\"vertical-align: middle; text-align: center\" >238.9</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow1_col11\" class=\"data row1 col11\"  style=\"vertical-align: middle; text-align: center\" >51.6</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >393.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >222.7</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >505</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col4\" class=\"data row2 col4\"  style=\"vertical-align: middle; text-align: center\" >117.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col5\" class=\"data row2 col5\"  style=\"vertical-align: middle; text-align: center\" >27.9</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col6\" class=\"data row2 col6\"  style=\"vertical-align: middle; text-align: center\" >153</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col7\" class=\"data row2 col7\"  style=\"vertical-align: middle; text-align: center\" >426.6</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col8\" class=\"data row2 col8\"  style=\"vertical-align: middle; text-align: center\" >146.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col9\" class=\"data row2 col9\"  style=\"vertical-align: middle; text-align: center\" >838</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col10\" class=\"data row2 col10\"  style=\"vertical-align: middle; text-align: center\" >233.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow2_col11\" class=\"data row2 col11\"  style=\"vertical-align: middle; text-align: center\" >58.2</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >319.5</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >171.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >995</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col4\" class=\"data row3 col4\"  style=\"vertical-align: middle; text-align: center\" >110.6</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col5\" class=\"data row3 col5\"  style=\"vertical-align: middle; text-align: center\" >31.1</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col6\" class=\"data row3 col6\"  style=\"vertical-align: middle; text-align: center\" >302</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col7\" class=\"data row3 col7\"  style=\"vertical-align: middle; text-align: center\" >440.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col8\" class=\"data row3 col8\"  style=\"vertical-align: middle; text-align: center\" >201.6</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col9\" class=\"data row3 col9\"  style=\"vertical-align: middle; text-align: center\" >1672</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col10\" class=\"data row3 col10\"  style=\"vertical-align: middle; text-align: center\" >217.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow3_col11\" class=\"data row3 col11\"  style=\"vertical-align: middle; text-align: center\" >59.5</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >351.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >184.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center\" >3127</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col4\" class=\"data row4 col4\"  style=\"vertical-align: middle; text-align: center\" >116.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col5\" class=\"data row4 col5\"  style=\"vertical-align: middle; text-align: center\" >26.6</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col6\" class=\"data row4 col6\"  style=\"vertical-align: middle; text-align: center\" >951</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col7\" class=\"data row4 col7\"  style=\"vertical-align: middle; text-align: center\" >427.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col8\" class=\"data row4 col8\"  style=\"vertical-align: middle; text-align: center\" >160.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col9\" class=\"data row4 col9\"  style=\"vertical-align: middle; text-align: center\" >5191</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col10\" class=\"data row4 col10\"  style=\"vertical-align: middle; text-align: center\" >223.7</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow4_col11\" class=\"data row4 col11\"  style=\"vertical-align: middle; text-align: center\" >53.7</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >380.2</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >155.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col4\" class=\"data row5 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >98.7</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col5\" class=\"data row5 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >23.5</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col6\" class=\"data row5 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col7\" class=\"data row5 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >544.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col8\" class=\"data row5 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >150.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col9\" class=\"data row5 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col10\" class=\"data row5 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >234.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow5_col11\" class=\"data row5 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >42.2</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >198</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >185.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >520</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col4\" class=\"data row6 col4\"  style=\"vertical-align: middle; text-align: center\" >127.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col5\" class=\"data row6 col5\"  style=\"vertical-align: middle; text-align: center\" >32.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col6\" class=\"data row6 col6\"  style=\"vertical-align: middle; text-align: center\" >159</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col7\" class=\"data row6 col7\"  style=\"vertical-align: middle; text-align: center\" >438.5</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col8\" class=\"data row6 col8\"  style=\"vertical-align: middle; text-align: center\" >179.9</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col9\" class=\"data row6 col9\"  style=\"vertical-align: middle; text-align: center\" >877</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col10\" class=\"data row6 col10\"  style=\"vertical-align: middle; text-align: center\" >228.5</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow6_col11\" class=\"data row6 col11\"  style=\"vertical-align: middle; text-align: center\" >59.9</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >101</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >293.5</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >132.2</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >324</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col4\" class=\"data row7 col4\"  style=\"vertical-align: middle; text-align: center\" >141.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col5\" class=\"data row7 col5\"  style=\"vertical-align: middle; text-align: center\" >31.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col6\" class=\"data row7 col6\"  style=\"vertical-align: middle; text-align: center\" >85</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col7\" class=\"data row7 col7\"  style=\"vertical-align: middle; text-align: center\" >544.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col8\" class=\"data row7 col8\"  style=\"vertical-align: middle; text-align: center\" >178.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col9\" class=\"data row7 col9\"  style=\"vertical-align: middle; text-align: center\" >510</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col10\" class=\"data row7 col10\"  style=\"vertical-align: middle; text-align: center\" >239.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow7_col11\" class=\"data row7 col11\"  style=\"vertical-align: middle; text-align: center\" >49.6</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >210</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >395.6</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >230.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center\" >559</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col4\" class=\"data row8 col4\"  style=\"vertical-align: middle; text-align: center\" >138.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col5\" class=\"data row8 col5\"  style=\"vertical-align: middle; text-align: center\" >30.1</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col6\" class=\"data row8 col6\"  style=\"vertical-align: middle; text-align: center\" >191</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col7\" class=\"data row8 col7\"  style=\"vertical-align: middle; text-align: center\" >343.7</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col8\" class=\"data row8 col8\"  style=\"vertical-align: middle; text-align: center\" >160.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col9\" class=\"data row8 col9\"  style=\"vertical-align: middle; text-align: center\" >960</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col10\" class=\"data row8 col10\"  style=\"vertical-align: middle; text-align: center\" >235.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow8_col11\" class=\"data row8 col11\"  style=\"vertical-align: middle; text-align: center\" >69.5</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >354.5</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >190.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >1820</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col4\" class=\"data row9 col4\"  style=\"vertical-align: middle; text-align: center\" >126.7</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col5\" class=\"data row9 col5\"  style=\"vertical-align: middle; text-align: center\" >28.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col6\" class=\"data row9 col6\"  style=\"vertical-align: middle; text-align: center\" >554</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col7\" class=\"data row9 col7\"  style=\"vertical-align: middle; text-align: center\" >444.9</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col8\" class=\"data row9 col8\"  style=\"vertical-align: middle; text-align: center\" >160.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col9\" class=\"data row9 col9\"  style=\"vertical-align: middle; text-align: center\" >3020</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col10\" class=\"data row9 col10\"  style=\"vertical-align: middle; text-align: center\" >233.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow9_col11\" class=\"data row9 col11\"  style=\"vertical-align: middle; text-align: center\" >56.5</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >286.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >212.1</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col4\" class=\"data row10 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >123.2</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col5\" class=\"data row10 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >26.5</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col6\" class=\"data row10 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col7\" class=\"data row10 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >397.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col8\" class=\"data row10 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >258.7</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col9\" class=\"data row10 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col10\" class=\"data row10 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >208.2</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow10_col11\" class=\"data row10 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >50.9</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >100</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >298.7</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >147.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >304</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col4\" class=\"data row11 col4\"  style=\"vertical-align: middle; text-align: center\" >124.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col5\" class=\"data row11 col5\"  style=\"vertical-align: middle; text-align: center\" >28.9</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col6\" class=\"data row11 col6\"  style=\"vertical-align: middle; text-align: center\" >98</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col7\" class=\"data row11 col7\"  style=\"vertical-align: middle; text-align: center\" >610.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col8\" class=\"data row11 col8\"  style=\"vertical-align: middle; text-align: center\" >155.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col9\" class=\"data row11 col9\"  style=\"vertical-align: middle; text-align: center\" >502</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col10\" class=\"data row11 col10\"  style=\"vertical-align: middle; text-align: center\" >253.9</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow11_col11\" class=\"data row11 col11\"  style=\"vertical-align: middle; text-align: center\" >52.7</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >51</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >330.5</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >109.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center\" >166</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col4\" class=\"data row12 col4\"  style=\"vertical-align: middle; text-align: center\" >121.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col5\" class=\"data row12 col5\"  style=\"vertical-align: middle; text-align: center\" >29.9</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col6\" class=\"data row12 col6\"  style=\"vertical-align: middle; text-align: center\" >55</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col7\" class=\"data row12 col7\"  style=\"vertical-align: middle; text-align: center\" >676.1</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col8\" class=\"data row12 col8\"  style=\"vertical-align: middle; text-align: center\" >188.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col9\" class=\"data row12 col9\"  style=\"vertical-align: middle; text-align: center\" >272</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col10\" class=\"data row12 col10\"  style=\"vertical-align: middle; text-align: center\" >273.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow12_col11\" class=\"data row12 col11\"  style=\"vertical-align: middle; text-align: center\" >55.8</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >122</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >407.6</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >156.1</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col3\" class=\"data row13 col3\"  style=\"vertical-align: middle; text-align: center\" >343</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col4\" class=\"data row13 col4\"  style=\"vertical-align: middle; text-align: center\" >98.1</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col5\" class=\"data row13 col5\"  style=\"vertical-align: middle; text-align: center\" >29.6</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col6\" class=\"data row13 col6\"  style=\"vertical-align: middle; text-align: center\" >106</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col7\" class=\"data row13 col7\"  style=\"vertical-align: middle; text-align: center\" >503.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col8\" class=\"data row13 col8\"  style=\"vertical-align: middle; text-align: center\" >203.6</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col9\" class=\"data row13 col9\"  style=\"vertical-align: middle; text-align: center\" >571</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col10\" class=\"data row13 col10\"  style=\"vertical-align: middle; text-align: center\" >239.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow13_col11\" class=\"data row13 col11\"  style=\"vertical-align: middle; text-align: center\" >52.8</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center\" >362</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center\" >336.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center\" >148.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col3\" class=\"data row14 col3\"  style=\"vertical-align: middle; text-align: center\" >1079</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col4\" class=\"data row14 col4\"  style=\"vertical-align: middle; text-align: center\" >115.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col5\" class=\"data row14 col5\"  style=\"vertical-align: middle; text-align: center\" >28.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col6\" class=\"data row14 col6\"  style=\"vertical-align: middle; text-align: center\" >342</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col7\" class=\"data row14 col7\"  style=\"vertical-align: middle; text-align: center\" >536.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col8\" class=\"data row14 col8\"  style=\"vertical-align: middle; text-align: center\" >200.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col9\" class=\"data row14 col9\"  style=\"vertical-align: middle; text-align: center\" >1783</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col10\" class=\"data row14 col10\"  style=\"vertical-align: middle; text-align: center\" >241.0</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow14_col11\" class=\"data row14 col11\"  style=\"vertical-align: middle; text-align: center\" >52.4</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
+       "\n",
+       "\n",
+       "      <th id=\"T_e911flevel0_row15\" class=\"row_heading level0 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >All</th>\n",
+       "\n",
+       "      <th id=\"T_e911flevel1_row15\" class=\"row_heading level1 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col0\" class=\"data row15 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col1\" class=\"data row15 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >349.8</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col2\" class=\"data row15 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >182.2</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col3\" class=\"data row15 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col4\" class=\"data row15 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >119.3</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col5\" class=\"data row15 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >27.4</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col6\" class=\"data row15 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col7\" class=\"data row15 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >452.7</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col8\" class=\"data row15 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >166.2</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col9\" class=\"data row15 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col10\" class=\"data row15 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >229.9</td>\n",
+       "\n",
+       "      <td id=\"T_e911frow15_col11\" class=\"data row15 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >54.5</td>\n",
+       "\n",
+       "\n",
+       "    </tr>\n",
+       "\n",
+       "\n",
+       "\n",
+       "</tbody>\n",
+       "\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<input id=\"B_e911f\" type=\"button\" value=\"Copy Table\" />\n",
+       "<script language=\"javascript\">\n",
+       "document.querySelector(\"#B_e911f\").addEventListener(\"click\", function () {\n",
+       "  function walkTheDOM(node, func) {\n",
+       "    func(node);\n",
+       "    node = node.firstChild;\n",
+       "    while (node) {\n",
+       "        walkTheDOM(node, func);\n",
+       "        node = node.nextSibling;\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  function removePadding(node) {\n",
+       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
+       "      node.style.padding = \"0 5px\";\n",
+       "    }\n",
+       "  }\n",
+       "  \n",
+       "  let el = document.getElementById(\"T_e911f\");\n",
+       "  let parent = el.parentNode;\n",
+       "  let elCopy = el.cloneNode(true);\n",
+       "  \n",
+       "  walkTheDOM(elCopy, removePadding);\n",
+       "  \n",
+       "  parent.appendChild(elCopy);\n",
+       "\n",
+       "  var body = document.body,\n",
+       "    range,\n",
+       "    sel;\n",
+       "  if (document.createRange && window.getSelection) {\n",
+       "    range = document.createRange();\n",
+       "    sel = window.getSelection();\n",
+       "    sel.removeAllRanges();\n",
+       "    try {\n",
+       "      range.selectNodeContents(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    } catch (e) {\n",
+       "      range.selectNode(elCopy);\n",
+       "      sel.addRange(range);\n",
+       "    }\n",
+       "  } else if (body.createTextRange) {\n",
+       "    range = body.createTextRange();\n",
+       "    range.moveToElementText(elCopy);\n",
+       "    range.select();\n",
+       "  }\n",
+       "  document.execCommand(\"copy\");\n",
+       "  elCopy.remove();\n",
+       "});\n",
+       "\n",
+       "</script>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<zentables.pretty_styler.PrettyStyler at 0x1193bb5e0>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mean_median_table = demo_data.zen.pivot_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Sales\",\n",
+    "    aggfunc=[\"count\", \"mean\", \"median\"],\n",
+    "    margins=True,\n",
+    "    margins_name=\"All\",\n",
+    "    submargins=True,\n",
+    "    submargins_name=\"All Regions\",\n",
+    ").rename(\n",
+    "    columns={\n",
+    "        \"count\": \"n\",\n",
+    "        \"mean\": \"Mean\",\n",
+    "        \"median\": \"Median\",\n",
+    "    }\n",
+    ")\n",
+    "mean_median_table.zen.pretty().format(precision=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "violent-gathering",
+   "metadata": {},
+   "source": [
+    "### Compare with the original Python `pivot_table()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "split-toyota",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"4\" halign=\"left\">n</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">Mean</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">Median</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>Category</th>\n",
+       "      <th>Furniture</th>\n",
+       "      <th>Office Supplies</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>All</th>\n",
+       "      <th>Furniture</th>\n",
+       "      <th>Office Supplies</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>All</th>\n",
+       "      <th>Furniture</th>\n",
+       "      <th>Office Supplies</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>All</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Segment</th>\n",
+       "      <th>Region</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">Consumer</th>\n",
+       "      <th>Central</th>\n",
+       "      <td>255</td>\n",
+       "      <td>739</td>\n",
+       "      <td>218</td>\n",
+       "      <td>1212</td>\n",
+       "      <td>338.153800</td>\n",
+       "      <td>125.996589</td>\n",
+       "      <td>333.443743</td>\n",
+       "      <td>207.946728</td>\n",
+       "      <td>193.0656</td>\n",
+       "      <td>23.832</td>\n",
+       "      <td>150.177</td>\n",
+       "      <td>46.060</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>East</th>\n",
+       "      <td>303</td>\n",
+       "      <td>888</td>\n",
+       "      <td>278</td>\n",
+       "      <td>1469</td>\n",
+       "      <td>376.936640</td>\n",
+       "      <td>114.026054</td>\n",
+       "      <td>487.198665</td>\n",
+       "      <td>238.875539</td>\n",
+       "      <td>172.7640</td>\n",
+       "      <td>25.632</td>\n",
+       "      <td>140.214</td>\n",
+       "      <td>51.560</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South</th>\n",
+       "      <td>180</td>\n",
+       "      <td>505</td>\n",
+       "      <td>153</td>\n",
+       "      <td>838</td>\n",
+       "      <td>393.334467</td>\n",
+       "      <td>117.830853</td>\n",
+       "      <td>426.641739</td>\n",
+       "      <td>233.390180</td>\n",
+       "      <td>222.6800</td>\n",
+       "      <td>27.860</td>\n",
+       "      <td>146.450</td>\n",
+       "      <td>58.195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>West</th>\n",
+       "      <td>375</td>\n",
+       "      <td>995</td>\n",
+       "      <td>302</td>\n",
+       "      <td>1672</td>\n",
+       "      <td>319.488232</td>\n",
+       "      <td>110.634111</td>\n",
+       "      <td>440.370020</td>\n",
+       "      <td>217.033955</td>\n",
+       "      <td>171.2880</td>\n",
+       "      <td>31.104</td>\n",
+       "      <td>201.576</td>\n",
+       "      <td>59.520</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">Corporate</th>\n",
+       "      <th>Central</th>\n",
+       "      <td>137</td>\n",
+       "      <td>417</td>\n",
+       "      <td>119</td>\n",
+       "      <td>673</td>\n",
+       "      <td>380.186874</td>\n",
+       "      <td>98.651561</td>\n",
+       "      <td>544.306807</td>\n",
+       "      <td>234.763466</td>\n",
+       "      <td>155.3720</td>\n",
+       "      <td>23.520</td>\n",
+       "      <td>149.970</td>\n",
+       "      <td>42.240</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>East</th>\n",
+       "      <td>198</td>\n",
+       "      <td>520</td>\n",
+       "      <td>159</td>\n",
+       "      <td>877</td>\n",
+       "      <td>324.288111</td>\n",
+       "      <td>127.836029</td>\n",
+       "      <td>438.525572</td>\n",
+       "      <td>228.516929</td>\n",
+       "      <td>184.9840</td>\n",
+       "      <td>32.040</td>\n",
+       "      <td>179.940</td>\n",
+       "      <td>59.900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South</th>\n",
+       "      <td>101</td>\n",
+       "      <td>324</td>\n",
+       "      <td>85</td>\n",
+       "      <td>510</td>\n",
+       "      <td>293.515163</td>\n",
+       "      <td>141.759784</td>\n",
+       "      <td>544.832129</td>\n",
+       "      <td>238.992025</td>\n",
+       "      <td>132.2240</td>\n",
+       "      <td>31.047</td>\n",
+       "      <td>178.384</td>\n",
+       "      <td>49.640</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>West</th>\n",
+       "      <td>210</td>\n",
+       "      <td>559</td>\n",
+       "      <td>191</td>\n",
+       "      <td>960</td>\n",
+       "      <td>395.619555</td>\n",
+       "      <td>137.985431</td>\n",
+       "      <td>343.671791</td>\n",
+       "      <td>235.265911</td>\n",
+       "      <td>230.2800</td>\n",
+       "      <td>30.144</td>\n",
+       "      <td>159.980</td>\n",
+       "      <td>69.468</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">Home Office</th>\n",
+       "      <th>Central</th>\n",
+       "      <td>89</td>\n",
+       "      <td>266</td>\n",
+       "      <td>83</td>\n",
+       "      <td>438</td>\n",
+       "      <td>286.318461</td>\n",
+       "      <td>123.222688</td>\n",
+       "      <td>397.024892</td>\n",
+       "      <td>208.248046</td>\n",
+       "      <td>212.0580</td>\n",
+       "      <td>26.540</td>\n",
+       "      <td>258.696</td>\n",
+       "      <td>50.935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>East</th>\n",
+       "      <td>100</td>\n",
+       "      <td>304</td>\n",
+       "      <td>98</td>\n",
+       "      <td>502</td>\n",
+       "      <td>298.703560</td>\n",
+       "      <td>124.296658</td>\n",
+       "      <td>610.277408</td>\n",
+       "      <td>253.911805</td>\n",
+       "      <td>147.0260</td>\n",
+       "      <td>28.850</td>\n",
+       "      <td>155.450</td>\n",
+       "      <td>52.715</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South</th>\n",
+       "      <td>51</td>\n",
+       "      <td>166</td>\n",
+       "      <td>55</td>\n",
+       "      <td>272</td>\n",
+       "      <td>330.459775</td>\n",
+       "      <td>121.786518</td>\n",
+       "      <td>676.090745</td>\n",
+       "      <td>272.996329</td>\n",
+       "      <td>109.8000</td>\n",
+       "      <td>29.920</td>\n",
+       "      <td>187.980</td>\n",
+       "      <td>55.785</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>West</th>\n",
+       "      <td>122</td>\n",
+       "      <td>343</td>\n",
+       "      <td>106</td>\n",
+       "      <td>571</td>\n",
+       "      <td>407.578279</td>\n",
+       "      <td>98.071292</td>\n",
+       "      <td>503.384660</td>\n",
+       "      <td>239.442692</td>\n",
+       "      <td>156.0685</td>\n",
+       "      <td>29.600</td>\n",
+       "      <td>203.580</td>\n",
+       "      <td>52.760</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>All</th>\n",
+       "      <th></th>\n",
+       "      <td>2121</td>\n",
+       "      <td>6026</td>\n",
+       "      <td>1847</td>\n",
+       "      <td>9994</td>\n",
+       "      <td>349.834887</td>\n",
+       "      <td>119.324101</td>\n",
+       "      <td>452.709276</td>\n",
+       "      <td>229.858001</td>\n",
+       "      <td>182.2200</td>\n",
+       "      <td>27.418</td>\n",
+       "      <td>166.160</td>\n",
+       "      <td>54.490</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            n                                         Mean   \n",
+       "Category            Furniture Office Supplies Technology   All   Furniture   \n",
+       "Segment     Region                                                           \n",
+       "Consumer    Central       255             739        218  1212  338.153800  \\\n",
+       "            East          303             888        278  1469  376.936640   \n",
+       "            South         180             505        153   838  393.334467   \n",
+       "            West          375             995        302  1672  319.488232   \n",
+       "Corporate   Central       137             417        119   673  380.186874   \n",
+       "            East          198             520        159   877  324.288111   \n",
+       "            South         101             324         85   510  293.515163   \n",
+       "            West          210             559        191   960  395.619555   \n",
+       "Home Office Central        89             266         83   438  286.318461   \n",
+       "            East          100             304         98   502  298.703560   \n",
+       "            South          51             166         55   272  330.459775   \n",
+       "            West          122             343        106   571  407.578279   \n",
+       "All                      2121            6026       1847  9994  349.834887   \n",
+       "\n",
+       "                                                               Median   \n",
+       "Category            Office Supplies  Technology         All Furniture   \n",
+       "Segment     Region                                                      \n",
+       "Consumer    Central      125.996589  333.443743  207.946728  193.0656  \\\n",
+       "            East         114.026054  487.198665  238.875539  172.7640   \n",
+       "            South        117.830853  426.641739  233.390180  222.6800   \n",
+       "            West         110.634111  440.370020  217.033955  171.2880   \n",
+       "Corporate   Central       98.651561  544.306807  234.763466  155.3720   \n",
+       "            East         127.836029  438.525572  228.516929  184.9840   \n",
+       "            South        141.759784  544.832129  238.992025  132.2240   \n",
+       "            West         137.985431  343.671791  235.265911  230.2800   \n",
+       "Home Office Central      123.222688  397.024892  208.248046  212.0580   \n",
+       "            East         124.296658  610.277408  253.911805  147.0260   \n",
+       "            South        121.786518  676.090745  272.996329  109.8000   \n",
+       "            West          98.071292  503.384660  239.442692  156.0685   \n",
+       "All                      119.324101  452.709276  229.858001  182.2200   \n",
+       "\n",
+       "                                                        \n",
+       "Category            Office Supplies Technology     All  \n",
+       "Segment     Region                                      \n",
+       "Consumer    Central          23.832    150.177  46.060  \n",
+       "            East             25.632    140.214  51.560  \n",
+       "            South            27.860    146.450  58.195  \n",
+       "            West             31.104    201.576  59.520  \n",
+       "Corporate   Central          23.520    149.970  42.240  \n",
+       "            East             32.040    179.940  59.900  \n",
+       "            South            31.047    178.384  49.640  \n",
+       "            West             30.144    159.980  69.468  \n",
+       "Home Office Central          26.540    258.696  50.935  \n",
+       "            East             28.850    155.450  52.715  \n",
+       "            South            29.920    187.980  55.785  \n",
+       "            West             29.600    203.580  52.760  \n",
+       "All                          27.418    166.160  54.490  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "demo_data.pivot_table(\n",
+    "    index=[\"Segment\", \"Region\"],\n",
+    "    columns=[\"Category\"],\n",
+    "    values=\"Sales\",\n",
+    "    aggfunc=[\"count\", \"mean\", \"median\"],\n",
+    "    margins=True,\n",
+    "    margins_name=\"All\",\n",
+    ").rename(\n",
+    "    columns={\n",
+    "        \"count\": \"n\",\n",
+    "        \"mean\": \"Mean\",\n",
+    "        \"median\": \"Median\",\n",
+    "    }\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5f498376-da56-4fd0-a0b8-2b5c3719a6ed",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.9.13"
+  },
+  "toc-autonumbering": true,
+  "toc-showtags": false
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index 714fa13..0000000
--- a/poetry.lock
+++ /dev/null
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-typing-extensions = [
-    {file = "typing_extensions-3.10.0.2-py2-none-any.whl", hash = "sha256:d8226d10bc02a29bcc81df19a26e56a9647f8b0a6d4a83924139f4a8b01f17b7"},
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-    {file = "typing_extensions-3.10.0.2.tar.gz", hash = "sha256:49f75d16ff11f1cd258e1b988ccff82a3ca5570217d7ad8c5f48205dd99a677e"},
-]
-urllib3 = [
-    {file = "urllib3-1.26.7-py2.py3-none-any.whl", hash = "sha256:c4fdf4019605b6e5423637e01bc9fe4daef873709a7973e195ceba0a62bbc844"},
-    {file = "urllib3-1.26.7.tar.gz", hash = "sha256:4987c65554f7a2dbf30c18fd48778ef124af6fab771a377103da0585e2336ece"},
-]
-wcwidth = [
-    {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
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-]
-webencodings = [
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-    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
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-websocket-client = [
-    {file = "websocket-client-1.2.1.tar.gz", hash = "sha256:8dfb715d8a992f5712fff8c843adae94e22b22a99b2c5e6b0ec4a1a981cc4e0d"},
-    {file = "websocket_client-1.2.1-py2.py3-none-any.whl", hash = "sha256:0133d2f784858e59959ce82ddac316634229da55b498aac311f1620567a710ec"},
-]
-wrapt = [
-    {file = "wrapt-1.12.1.tar.gz", hash = "sha256:b62ffa81fb85f4332a4f609cab4ac40709470da05643a082ec1eb88e6d9b97d7"},
-]
-zipp = [
-    {file = "zipp-3.6.0-py3-none-any.whl", hash = "sha256:9fe5ea21568a0a70e50f273397638d39b03353731e6cbbb3fd8502a33fec40bc"},
-    {file = "zipp-3.6.0.tar.gz", hash = "sha256:71c644c5369f4a6e07636f0aa966270449561fcea2e3d6747b8d23efaa9d7832"},
-]
diff --git a/pyproject.toml b/pyproject.toml
index e627991..d338fec 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,21 +1,18 @@
-[tool.poetry]
-name = "ZenTables"
-version = "0.2.0b3"
+[project]
+name = "zentables"
+version = "0.3.0b1"
 description = "Stress-free descriptive tables in Python."
 authors = [
-    "Paul Xu <yang_xu@brown.edu>",
-    "Edward Huh <edward_huh@brown.edu>",
-    "Kevin Wilson <kevin_wilson@brown.edu>",
-    "The Policy Lab <thepolicylab@brown.edu>"
-]
-license = "MIT"
-packages = [
-    { include = "zentables", from = "src" }
+    { name = "Paul Xu", email = "yang_xu@brown.edu" },
+    { name = "Edward Huh", email = "edward_huh@brown.edu" },
+    { name = "Kevin Wilson", email = "kevin_wilson@brown.edu" },
+    { name = "The Policy Lab", email = "thepolicylab@brown.edu" },
 ]
+maintainers = [{ name = "Paul Xu", email = "yang_xu@brown.edu" }]
+requires-python = ">3.8"
 readme = "README.md"
-repository = "https://github.com/thepolicylab/ZenTables.git"
 keywords = ["pandas", "tables", "display", "styler"]
-classifiers=[
+classifiers = [
     'Development Status :: 4 - Beta',
 
     'Intended Audience :: Science/Research',
@@ -23,48 +20,158 @@ classifiers=[
 
     'License :: OSI Approved :: MIT License',
 
-    'Programming Language :: Python :: 3',
-    'Programming Language :: Python :: 3.7',
-    'Programming Language :: Python :: 3.8',
-    'Programming Language :: Python :: 3.9'
+    'Programming Language :: Python :: 3.9',
+    'Programming Language :: Python :: 3.10',
+    'Programming Language :: Python :: 3.11',
+]
+dependencies = ["pandas>=2.0.0rc1"]
+
+[project.urls]
+repository = "https://github.com/thepolicylab/ZenTables.git"
+
+[project.optional-dependencies]
+dev = [
+    "black[jupyter]",
+    "ruff",
+    "pytest",
+    "mypy",
+    "jupyterlab",
+    "pre-commit",
+    "isort",
+]
+
+[tool.hatch.envs.dev]
+features = ["dev"]
+
+[tool.hatch.envs.dev.scripts]
+test = "pytest"
+
+[[tool.hatch.envs.dev.matrix]]
+python = ["3.9", "3.10", "3.11"]
+
+[tool.black]
+target-version = ['py39']
+required-version = '23.3.0'
+exclude = '''
+(
+    asv_bench/env
+  | \.egg
+  | \.git
+  | \.hg
+  | \.mypy_cache
+  | \.nox
+  | \.tox
+  | \.venv
+  | _build
+  | buck-out
+  | build
+  | dist
+  | setup.py
+)
+'''
+
+[tool.ruff]
+line-length = 88
+update-check = false
+target-version = "py39"
+fix = true
+unfixable = ["E711"]
+
+select = [
+    # pyflakes
+    "F",
+    # pycodestyle
+    "E",
+    "W",
+    # flake8-2020
+    "YTT",
+    # flake8-bugbear
+    "B",
+    # flake8-quotes
+    "Q",
+    # pylint
+    "PLE",
+    "PLR",
+    "PLW",
+    # misc lints
+    "PIE",
+    # flake8-pyi
+    "PYI",
+    # tidy imports
+    "TID",
+    # implicit string concatenation
+    "ISC",
+    # type-checking imports
+    "TCH",
+]
+
+
+ignore = [
+    # space before : (needed for how black formats slicing)
+    # "E203",  # not yet implemented
+    # module level import not at top of file
+    "E402",
+    # do not assign a lambda expression, use a def
+    "E731",
+    # line break before binary operator
+    # "W503",  # not yet implemented
+    # line break after binary operator
+    # "W504",  # not yet implemented
+    # controversial
+    "B006",
+    # controversial
+    "B007",
+    # controversial
+    "B008",
+    # setattr is used to side-step mypy
+    "B009",
+    # getattr is used to side-step mypy
+    "B010",
+    # tests use assert False
+    "B011",
+    # tests use comparisons but not their returned value
+    "B015",
+    # false positives
+    "B019",
+    # Loop control variable overrides iterable it iterates
+    "B020",
+    # Function definition does not bind loop variable
+    "B023",
+    # Functions defined inside a loop must not use variables redefined in the loop
+    # "B301",  # not yet implemented
+    # Too many arguments to function call
+    "PLR0913",
+    # Too many returns
+    "PLR0911",
+    # Too many branches
+    "PLR0912",
+    # Too many statements
+    "PLR0915",
+    # Global statements are discouraged
+    "PLW0603",
+    # Docstrings should not be included in stubs
+    "PYI021",
+    # Use typing_extensions.TypeAlias for type aliases
+    # "PYI026",  # not yet implemented
+    # Use "collections.abc.*" instead of "typing.*" (PEP 585 syntax)
+    # "PYI027",  # not yet implemented
+    # while int | float can be shortened to float, the former is more explicit
+    # "PYI041",  # not yet implemented
+
+    # Additional checks that don't pass yet
+    # Within an except clause, raise exceptions with ...
+    "B904",
+    # Magic number
+    "PLR2004",
+    # Consider `elif` instead of `else` then `if` to remove indentation level
+    "PLR5501",
 ]
 
-[tool.poetry.dependencies]
-python = "^3.7.1"
-pandas = "^1.3.0"
-Jinja2 = "^3.0.1"
-
-[tool.poetry.dev-dependencies]
-black = "^20.8b1"
-pylint = "^2.6.0"
-pytest = "^6.2.1"
-isort = "^5.7.0"
-ipdb = "^0.13.4"
-pytest-asyncio = "^0.14.0"
-nb-black = "^1.0.7"
-jupyterlab = "^3.0.16"
-mypy = "^0.910"
-
-[tool.isort]
-multi_line_output = 3
-include_trailing_comma = true
-force_grid_wrap = 0
-use_parentheses = true
-ensure_newline_before_comments = true
-line_length = 88
-
-[tool.pylint.basic]
-good-names = "i,j,k,ex,Run,_,df,pc"
-
-[tool.pylint.messages_control]
-disable = "C0330, C0326, R0912, R0913, R0914, R0915"
-
-[tool.pylint.format]
-max-line-length = "88"
+exclude = [".github", "docs", "src/notebook"]
 
 [tool.mypy]
 ignore_missing_imports = true
 
 [build-system]
-requires = ["poetry-core>=1.0.0"]
-build-backend = "poetry.core.masonry.api"
+requires = ["hatchling"]
+build-backend = "hatchling.build"
diff --git a/src/notebooks/ZenTables Demo.ipynb b/src/notebooks/ZenTables Demo.ipynb
deleted file mode 100644
index 5fb0b81..0000000
--- a/src/notebooks/ZenTables Demo.ipynb	
+++ /dev/null
@@ -1,5095 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "august-employee",
-   "metadata": {},
-   "source": [
-    "# `ZenTables` Demo\n",
-    "\n",
-    "## Installation:\n",
-    "\n",
-    "You can install this package with\n",
-    "\n",
-    "```sh\n",
-    "pip install zentables\n",
-    "```\n",
-    "\n",
-    "## How to Use `ZenTables` in Python"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "higher-trainer",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "\n",
-    "import zentables as zen"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "liberal-spiritual",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Uncomment this line to use global options\n",
-    "# zen.set_options(font_family=\"Times New Roman, serif\", font_size=12)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "afraid-value",
-   "metadata": {},
-   "source": [
-    "### Load some data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "published-death",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Row ID</th>\n",
-       "      <th>Order ID</th>\n",
-       "      <th>Order Date</th>\n",
-       "      <th>Ship Date</th>\n",
-       "      <th>Ship Mode</th>\n",
-       "      <th>Customer ID</th>\n",
-       "      <th>Customer Name</th>\n",
-       "      <th>Segment</th>\n",
-       "      <th>Country</th>\n",
-       "      <th>City</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Postal Code</th>\n",
-       "      <th>Region</th>\n",
-       "      <th>Product ID</th>\n",
-       "      <th>Category</th>\n",
-       "      <th>Sub-Category</th>\n",
-       "      <th>Product Name</th>\n",
-       "      <th>Sales</th>\n",
-       "      <th>Quantity</th>\n",
-       "      <th>Discount</th>\n",
-       "      <th>Profit</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>CA-2013-152156</td>\n",
-       "      <td>11/9/2013</td>\n",
-       "      <td>11/12/2013</td>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>CG-12520</td>\n",
-       "      <td>Claire Gute</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Henderson</td>\n",
-       "      <td>...</td>\n",
-       "      <td>42420</td>\n",
-       "      <td>South</td>\n",
-       "      <td>FUR-BO-10001798</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Bookcases</td>\n",
-       "      <td>Bush Somerset Collection Bookcase</td>\n",
-       "      <td>261.9600</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>41.9136</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>CA-2013-152156</td>\n",
-       "      <td>11/9/2013</td>\n",
-       "      <td>11/12/2013</td>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>CG-12520</td>\n",
-       "      <td>Claire Gute</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Henderson</td>\n",
-       "      <td>...</td>\n",
-       "      <td>42420</td>\n",
-       "      <td>South</td>\n",
-       "      <td>FUR-CH-10000454</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Chairs</td>\n",
-       "      <td>Hon Deluxe Fabric Upholstered Stacking Chairs,...</td>\n",
-       "      <td>731.9400</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>219.5820</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>CA-2013-138688</td>\n",
-       "      <td>6/13/2013</td>\n",
-       "      <td>6/17/2013</td>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>DV-13045</td>\n",
-       "      <td>Darrin Van Huff</td>\n",
-       "      <td>Corporate</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Los Angeles</td>\n",
-       "      <td>...</td>\n",
-       "      <td>90036</td>\n",
-       "      <td>West</td>\n",
-       "      <td>OFF-LA-10000240</td>\n",
-       "      <td>Office Supplies</td>\n",
-       "      <td>Labels</td>\n",
-       "      <td>Self-Adhesive Address Labels for Typewriters b...</td>\n",
-       "      <td>14.6200</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>6.8714</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>US-2012-108966</td>\n",
-       "      <td>10/11/2012</td>\n",
-       "      <td>10/18/2012</td>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>SO-20335</td>\n",
-       "      <td>Sean O'Donnell</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Fort Lauderdale</td>\n",
-       "      <td>...</td>\n",
-       "      <td>33311</td>\n",
-       "      <td>South</td>\n",
-       "      <td>FUR-TA-10000577</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Tables</td>\n",
-       "      <td>Bretford CR4500 Series Slim Rectangular Table</td>\n",
-       "      <td>957.5775</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.45</td>\n",
-       "      <td>-383.0310</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>US-2012-108966</td>\n",
-       "      <td>10/11/2012</td>\n",
-       "      <td>10/18/2012</td>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>SO-20335</td>\n",
-       "      <td>Sean O'Donnell</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Fort Lauderdale</td>\n",
-       "      <td>...</td>\n",
-       "      <td>33311</td>\n",
-       "      <td>South</td>\n",
-       "      <td>OFF-ST-10000760</td>\n",
-       "      <td>Office Supplies</td>\n",
-       "      <td>Storage</td>\n",
-       "      <td>Eldon Fold 'N Roll Cart System</td>\n",
-       "      <td>22.3680</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.20</td>\n",
-       "      <td>2.5164</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9989</th>\n",
-       "      <td>9990</td>\n",
-       "      <td>CA-2011-110422</td>\n",
-       "      <td>1/22/2011</td>\n",
-       "      <td>1/24/2011</td>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>TB-21400</td>\n",
-       "      <td>Tom Boeckenhauer</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Miami</td>\n",
-       "      <td>...</td>\n",
-       "      <td>33180</td>\n",
-       "      <td>South</td>\n",
-       "      <td>FUR-FU-10001889</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Furnishings</td>\n",
-       "      <td>Ultra Door Pull Handle</td>\n",
-       "      <td>25.2480</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.20</td>\n",
-       "      <td>4.1028</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9990</th>\n",
-       "      <td>9991</td>\n",
-       "      <td>CA-2014-121258</td>\n",
-       "      <td>2/27/2014</td>\n",
-       "      <td>3/4/2014</td>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>DB-13060</td>\n",
-       "      <td>Dave Brooks</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Costa Mesa</td>\n",
-       "      <td>...</td>\n",
-       "      <td>92627</td>\n",
-       "      <td>West</td>\n",
-       "      <td>FUR-FU-10000747</td>\n",
-       "      <td>Furniture</td>\n",
-       "      <td>Furnishings</td>\n",
-       "      <td>Tenex B1-RE Series Chair Mats for Low Pile Car...</td>\n",
-       "      <td>91.9600</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>15.6332</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9991</th>\n",
-       "      <td>9992</td>\n",
-       "      <td>CA-2014-121258</td>\n",
-       "      <td>2/27/2014</td>\n",
-       "      <td>3/4/2014</td>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>DB-13060</td>\n",
-       "      <td>Dave Brooks</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Costa Mesa</td>\n",
-       "      <td>...</td>\n",
-       "      <td>92627</td>\n",
-       "      <td>West</td>\n",
-       "      <td>TEC-PH-10003645</td>\n",
-       "      <td>Technology</td>\n",
-       "      <td>Phones</td>\n",
-       "      <td>Aastra 57i VoIP phone</td>\n",
-       "      <td>258.5760</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.20</td>\n",
-       "      <td>19.3932</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9992</th>\n",
-       "      <td>9993</td>\n",
-       "      <td>CA-2014-121258</td>\n",
-       "      <td>2/27/2014</td>\n",
-       "      <td>3/4/2014</td>\n",
-       "      <td>Standard Class</td>\n",
-       "      <td>DB-13060</td>\n",
-       "      <td>Dave Brooks</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Costa Mesa</td>\n",
-       "      <td>...</td>\n",
-       "      <td>92627</td>\n",
-       "      <td>West</td>\n",
-       "      <td>OFF-PA-10004041</td>\n",
-       "      <td>Office Supplies</td>\n",
-       "      <td>Paper</td>\n",
-       "      <td>It's Hot Message Books with Stickers, 2 3/4\" x 5\"</td>\n",
-       "      <td>29.6000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>13.3200</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9993</th>\n",
-       "      <td>9994</td>\n",
-       "      <td>CA-2014-119914</td>\n",
-       "      <td>5/5/2014</td>\n",
-       "      <td>5/10/2014</td>\n",
-       "      <td>Second Class</td>\n",
-       "      <td>CC-12220</td>\n",
-       "      <td>Chris Cortes</td>\n",
-       "      <td>Consumer</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Westminster</td>\n",
-       "      <td>...</td>\n",
-       "      <td>92683</td>\n",
-       "      <td>West</td>\n",
-       "      <td>OFF-AP-10002684</td>\n",
-       "      <td>Office Supplies</td>\n",
-       "      <td>Appliances</td>\n",
-       "      <td>Acco 7-Outlet Masterpiece Power Center, Wihtou...</td>\n",
-       "      <td>243.1600</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>72.9480</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>9994 rows × 21 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      Row ID        Order ID  Order Date   Ship Date       Ship Mode  \\\n",
-       "0          1  CA-2013-152156   11/9/2013  11/12/2013    Second Class   \n",
-       "1          2  CA-2013-152156   11/9/2013  11/12/2013    Second Class   \n",
-       "2          3  CA-2013-138688   6/13/2013   6/17/2013    Second Class   \n",
-       "3          4  US-2012-108966  10/11/2012  10/18/2012  Standard Class   \n",
-       "4          5  US-2012-108966  10/11/2012  10/18/2012  Standard Class   \n",
-       "...      ...             ...         ...         ...             ...   \n",
-       "9989    9990  CA-2011-110422   1/22/2011   1/24/2011    Second Class   \n",
-       "9990    9991  CA-2014-121258   2/27/2014    3/4/2014  Standard Class   \n",
-       "9991    9992  CA-2014-121258   2/27/2014    3/4/2014  Standard Class   \n",
-       "9992    9993  CA-2014-121258   2/27/2014    3/4/2014  Standard Class   \n",
-       "9993    9994  CA-2014-119914    5/5/2014   5/10/2014    Second Class   \n",
-       "\n",
-       "     Customer ID     Customer Name    Segment        Country             City  \\\n",
-       "0       CG-12520       Claire Gute   Consumer  United States        Henderson   \n",
-       "1       CG-12520       Claire Gute   Consumer  United States        Henderson   \n",
-       "2       DV-13045   Darrin Van Huff  Corporate  United States      Los Angeles   \n",
-       "3       SO-20335    Sean O'Donnell   Consumer  United States  Fort Lauderdale   \n",
-       "4       SO-20335    Sean O'Donnell   Consumer  United States  Fort Lauderdale   \n",
-       "...          ...               ...        ...            ...              ...   \n",
-       "9989    TB-21400  Tom Boeckenhauer   Consumer  United States            Miami   \n",
-       "9990    DB-13060       Dave Brooks   Consumer  United States       Costa Mesa   \n",
-       "9991    DB-13060       Dave Brooks   Consumer  United States       Costa Mesa   \n",
-       "9992    DB-13060       Dave Brooks   Consumer  United States       Costa Mesa   \n",
-       "9993    CC-12220      Chris Cortes   Consumer  United States      Westminster   \n",
-       "\n",
-       "      ... Postal Code  Region       Product ID         Category Sub-Category  \\\n",
-       "0     ...       42420   South  FUR-BO-10001798        Furniture    Bookcases   \n",
-       "1     ...       42420   South  FUR-CH-10000454        Furniture       Chairs   \n",
-       "2     ...       90036    West  OFF-LA-10000240  Office Supplies       Labels   \n",
-       "3     ...       33311   South  FUR-TA-10000577        Furniture       Tables   \n",
-       "4     ...       33311   South  OFF-ST-10000760  Office Supplies      Storage   \n",
-       "...   ...         ...     ...              ...              ...          ...   \n",
-       "9989  ...       33180   South  FUR-FU-10001889        Furniture  Furnishings   \n",
-       "9990  ...       92627    West  FUR-FU-10000747        Furniture  Furnishings   \n",
-       "9991  ...       92627    West  TEC-PH-10003645       Technology       Phones   \n",
-       "9992  ...       92627    West  OFF-PA-10004041  Office Supplies        Paper   \n",
-       "9993  ...       92683    West  OFF-AP-10002684  Office Supplies   Appliances   \n",
-       "\n",
-       "                                           Product Name     Sales  Quantity  \\\n",
-       "0                     Bush Somerset Collection Bookcase  261.9600         2   \n",
-       "1     Hon Deluxe Fabric Upholstered Stacking Chairs,...  731.9400         3   \n",
-       "2     Self-Adhesive Address Labels for Typewriters b...   14.6200         2   \n",
-       "3         Bretford CR4500 Series Slim Rectangular Table  957.5775         5   \n",
-       "4                        Eldon Fold 'N Roll Cart System   22.3680         2   \n",
-       "...                                                 ...       ...       ...   \n",
-       "9989                             Ultra Door Pull Handle   25.2480         3   \n",
-       "9990  Tenex B1-RE Series Chair Mats for Low Pile Car...   91.9600         2   \n",
-       "9991                              Aastra 57i VoIP phone  258.5760         2   \n",
-       "9992  It's Hot Message Books with Stickers, 2 3/4\" x 5\"   29.6000         4   \n",
-       "9993  Acco 7-Outlet Masterpiece Power Center, Wihtou...  243.1600         2   \n",
-       "\n",
-       "      Discount    Profit  \n",
-       "0         0.00   41.9136  \n",
-       "1         0.00  219.5820  \n",
-       "2         0.00    6.8714  \n",
-       "3         0.45 -383.0310  \n",
-       "4         0.20    2.5164  \n",
-       "...        ...       ...  \n",
-       "9989      0.20    4.1028  \n",
-       "9990      0.00   15.6332  \n",
-       "9991      0.20   19.3932  \n",
-       "9992      0.00   13.3200  \n",
-       "9993      0.00   72.9480  \n",
-       "\n",
-       "[9994 rows x 21 columns]"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "demo_data = pd.read_csv(\"../../tests/fixtures/superstore.csv\")\n",
-    "demo_data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "845697f3",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Segment      Region \n",
-       "Consumer     West       1672\n",
-       "             East       1469\n",
-       "             Central    1212\n",
-       "Corporate    West        960\n",
-       "             East        877\n",
-       "Consumer     South       838\n",
-       "Corporate    Central     673\n",
-       "Home Office  West        571\n",
-       "Corporate    South       510\n",
-       "Home Office  East        502\n",
-       "             Central     438\n",
-       "             South       272\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "demo_data[[\"Segment\", \"Region\"]].value_counts()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ignored-church",
-   "metadata": {},
-   "source": [
-    "### The usual Python pivot table"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "caring-hacker",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Category</th>\n",
-       "      <th>Furniture</th>\n",
-       "      <th>Office Supplies</th>\n",
-       "      <th>Technology</th>\n",
-       "      <th>All</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Segment</th>\n",
-       "      <th>Region</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"4\" valign=\"top\">Consumer</th>\n",
-       "      <th>Central</th>\n",
-       "      <td>255</td>\n",
-       "      <td>739</td>\n",
-       "      <td>218</td>\n",
-       "      <td>1212</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>East</th>\n",
-       "      <td>303</td>\n",
-       "      <td>888</td>\n",
-       "      <td>278</td>\n",
-       "      <td>1469</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>South</th>\n",
-       "      <td>180</td>\n",
-       "      <td>505</td>\n",
-       "      <td>153</td>\n",
-       "      <td>838</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>West</th>\n",
-       "      <td>375</td>\n",
-       "      <td>995</td>\n",
-       "      <td>302</td>\n",
-       "      <td>1672</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"4\" valign=\"top\">Corporate</th>\n",
-       "      <th>Central</th>\n",
-       "      <td>137</td>\n",
-       "      <td>417</td>\n",
-       "      <td>119</td>\n",
-       "      <td>673</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>East</th>\n",
-       "      <td>198</td>\n",
-       "      <td>520</td>\n",
-       "      <td>159</td>\n",
-       "      <td>877</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>South</th>\n",
-       "      <td>101</td>\n",
-       "      <td>324</td>\n",
-       "      <td>85</td>\n",
-       "      <td>510</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>West</th>\n",
-       "      <td>210</td>\n",
-       "      <td>559</td>\n",
-       "      <td>191</td>\n",
-       "      <td>960</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"4\" valign=\"top\">Home Office</th>\n",
-       "      <th>Central</th>\n",
-       "      <td>89</td>\n",
-       "      <td>266</td>\n",
-       "      <td>83</td>\n",
-       "      <td>438</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>East</th>\n",
-       "      <td>100</td>\n",
-       "      <td>304</td>\n",
-       "      <td>98</td>\n",
-       "      <td>502</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>South</th>\n",
-       "      <td>51</td>\n",
-       "      <td>166</td>\n",
-       "      <td>55</td>\n",
-       "      <td>272</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>West</th>\n",
-       "      <td>122</td>\n",
-       "      <td>343</td>\n",
-       "      <td>106</td>\n",
-       "      <td>571</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>All</th>\n",
-       "      <th></th>\n",
-       "      <td>2121</td>\n",
-       "      <td>6026</td>\n",
-       "      <td>1847</td>\n",
-       "      <td>9994</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Category             Furniture  Office Supplies  Technology   All\n",
-       "Segment     Region                                               \n",
-       "Consumer    Central        255              739         218  1212\n",
-       "            East           303              888         278  1469\n",
-       "            South          180              505         153   838\n",
-       "            West           375              995         302  1672\n",
-       "Corporate   Central        137              417         119   673\n",
-       "            East           198              520         159   877\n",
-       "            South          101              324          85   510\n",
-       "            West           210              559         191   960\n",
-       "Home Office Central         89              266          83   438\n",
-       "            East           100              304          98   502\n",
-       "            South           51              166          55   272\n",
-       "            West           122              343         106   571\n",
-       "All                       2121             6026        1847  9994"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df = demo_data.pivot_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Order ID\",\n",
-    "    aggfunc=\"count\",\n",
-    "    margins=True,\n",
-    ")\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "sharp-thesis",
-   "metadata": {},
-   "source": [
-    "### You __can__ make it look good in pandas __with a lot of code__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "increasing-guinea",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style type=\"text/css\">\n",
-       "#T_3dfe4_ thead {\n",
-       "  border-bottom: 1.5pt solid black;\n",
-       "}\n",
-       "#T_3dfe4_ thead tr:last-child {\n",
-       "  display: None;\n",
-       "}\n",
-       "#T_3dfe4_ .col_heading {\n",
-       "  text-align: center;\n",
-       "  vertical-align: middle;\n",
-       "}\n",
-       "#T_3dfe4_ tbody tr {\n",
-       "  background-color: white;\n",
-       "}\n",
-       "#T_3dfe4_ tbody tr td {\n",
-       "  text-align: center;\n",
-       "}\n",
-       "#T_3dfe4_ .row_heading {\n",
-       "  text-align: left;\n",
-       "  font-weight: bold;\n",
-       "}\n",
-       "#T_3dfe4_ tbody tr:nth-child(4) {\n",
-       "  border-bottom: 1px solid black;\n",
-       "}\n",
-       "#T_3dfe4_ tbody tr:nth-child(8) {\n",
-       "  border-bottom: 1px solid black;\n",
-       "}\n",
-       "#T_3dfe4_ tbody tr:nth-child(12) {\n",
-       "  border-bottom: 1px solid black;\n",
-       "}\n",
-       "#T_3dfe4_ tbody tr:nth-child(13) {\n",
-       "  border-bottom: 1px solid black;\n",
-       "}\n",
-       "</style>\n",
-       "<table id=\"T_3dfe4_\" style=\"border-top: 1.5pt solid black; border-bottom: 1.5pt solid black;\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th class=\"blank\" >&nbsp;</th>\n",
-       "      <th class=\"index_name level0\" >Category</th>\n",
-       "      <th class=\"col_heading level0 col0\" >Furniture</th>\n",
-       "      <th class=\"col_heading level0 col1\" >Office Supplies</th>\n",
-       "      <th class=\"col_heading level0 col2\" >Technology</th>\n",
-       "      <th class=\"col_heading level0 col3\" >All</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th class=\"index_name level0\" >Segment</th>\n",
-       "      <th class=\"index_name level1\" >Region</th>\n",
-       "      <th class=\"blank col0\" >&nbsp;</th>\n",
-       "      <th class=\"blank col1\" >&nbsp;</th>\n",
-       "      <th class=\"blank col2\" >&nbsp;</th>\n",
-       "      <th class=\"blank col3\" >&nbsp;</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"4\">Consumer</th>\n",
-       "      <th id=\"T_3dfe4_level1_row0\" class=\"row_heading level1 row0\" >Central</th>\n",
-       "      <td id=\"T_3dfe4_row0_col0\" class=\"data row0 col0\" >255</td>\n",
-       "      <td id=\"T_3dfe4_row0_col1\" class=\"data row0 col1\" >739</td>\n",
-       "      <td id=\"T_3dfe4_row0_col2\" class=\"data row0 col2\" >218</td>\n",
-       "      <td id=\"T_3dfe4_row0_col3\" class=\"data row0 col3\" >1212</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level1_row1\" class=\"row_heading level1 row1\" >East</th>\n",
-       "      <td id=\"T_3dfe4_row1_col0\" class=\"data row1 col0\" >303</td>\n",
-       "      <td id=\"T_3dfe4_row1_col1\" class=\"data row1 col1\" >888</td>\n",
-       "      <td id=\"T_3dfe4_row1_col2\" class=\"data row1 col2\" >278</td>\n",
-       "      <td id=\"T_3dfe4_row1_col3\" class=\"data row1 col3\" >1469</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level1_row2\" class=\"row_heading level1 row2\" >South</th>\n",
-       "      <td id=\"T_3dfe4_row2_col0\" class=\"data row2 col0\" >180</td>\n",
-       "      <td id=\"T_3dfe4_row2_col1\" class=\"data row2 col1\" >505</td>\n",
-       "      <td id=\"T_3dfe4_row2_col2\" class=\"data row2 col2\" >153</td>\n",
-       "      <td id=\"T_3dfe4_row2_col3\" class=\"data row2 col3\" >838</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level1_row3\" class=\"row_heading level1 row3\" >West</th>\n",
-       "      <td id=\"T_3dfe4_row3_col0\" class=\"data row3 col0\" >375</td>\n",
-       "      <td id=\"T_3dfe4_row3_col1\" class=\"data row3 col1\" >995</td>\n",
-       "      <td id=\"T_3dfe4_row3_col2\" class=\"data row3 col2\" >302</td>\n",
-       "      <td id=\"T_3dfe4_row3_col3\" class=\"data row3 col3\" >1672</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level0_row4\" class=\"row_heading level0 row4\" rowspan=\"4\">Corporate</th>\n",
-       "      <th id=\"T_3dfe4_level1_row4\" class=\"row_heading level1 row4\" >Central</th>\n",
-       "      <td id=\"T_3dfe4_row4_col0\" class=\"data row4 col0\" >137</td>\n",
-       "      <td id=\"T_3dfe4_row4_col1\" class=\"data row4 col1\" >417</td>\n",
-       "      <td id=\"T_3dfe4_row4_col2\" class=\"data row4 col2\" >119</td>\n",
-       "      <td id=\"T_3dfe4_row4_col3\" class=\"data row4 col3\" >673</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level1_row5\" class=\"row_heading level1 row5\" >East</th>\n",
-       "      <td id=\"T_3dfe4_row5_col0\" class=\"data row5 col0\" >198</td>\n",
-       "      <td id=\"T_3dfe4_row5_col1\" class=\"data row5 col1\" >520</td>\n",
-       "      <td id=\"T_3dfe4_row5_col2\" class=\"data row5 col2\" >159</td>\n",
-       "      <td id=\"T_3dfe4_row5_col3\" class=\"data row5 col3\" >877</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level1_row6\" class=\"row_heading level1 row6\" >South</th>\n",
-       "      <td id=\"T_3dfe4_row6_col0\" class=\"data row6 col0\" >101</td>\n",
-       "      <td id=\"T_3dfe4_row6_col1\" class=\"data row6 col1\" >324</td>\n",
-       "      <td id=\"T_3dfe4_row6_col2\" class=\"data row6 col2\" >85</td>\n",
-       "      <td id=\"T_3dfe4_row6_col3\" class=\"data row6 col3\" >510</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level1_row7\" class=\"row_heading level1 row7\" >West</th>\n",
-       "      <td id=\"T_3dfe4_row7_col0\" class=\"data row7 col0\" >210</td>\n",
-       "      <td id=\"T_3dfe4_row7_col1\" class=\"data row7 col1\" >559</td>\n",
-       "      <td id=\"T_3dfe4_row7_col2\" class=\"data row7 col2\" >191</td>\n",
-       "      <td id=\"T_3dfe4_row7_col3\" class=\"data row7 col3\" >960</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level0_row8\" class=\"row_heading level0 row8\" rowspan=\"4\">Home Office</th>\n",
-       "      <th id=\"T_3dfe4_level1_row8\" class=\"row_heading level1 row8\" >Central</th>\n",
-       "      <td id=\"T_3dfe4_row8_col0\" class=\"data row8 col0\" >89</td>\n",
-       "      <td id=\"T_3dfe4_row8_col1\" class=\"data row8 col1\" >266</td>\n",
-       "      <td id=\"T_3dfe4_row8_col2\" class=\"data row8 col2\" >83</td>\n",
-       "      <td id=\"T_3dfe4_row8_col3\" class=\"data row8 col3\" >438</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level1_row9\" class=\"row_heading level1 row9\" >East</th>\n",
-       "      <td id=\"T_3dfe4_row9_col0\" class=\"data row9 col0\" >100</td>\n",
-       "      <td id=\"T_3dfe4_row9_col1\" class=\"data row9 col1\" >304</td>\n",
-       "      <td id=\"T_3dfe4_row9_col2\" class=\"data row9 col2\" >98</td>\n",
-       "      <td id=\"T_3dfe4_row9_col3\" class=\"data row9 col3\" >502</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level1_row10\" class=\"row_heading level1 row10\" >South</th>\n",
-       "      <td id=\"T_3dfe4_row10_col0\" class=\"data row10 col0\" >51</td>\n",
-       "      <td id=\"T_3dfe4_row10_col1\" class=\"data row10 col1\" >166</td>\n",
-       "      <td id=\"T_3dfe4_row10_col2\" class=\"data row10 col2\" >55</td>\n",
-       "      <td id=\"T_3dfe4_row10_col3\" class=\"data row10 col3\" >272</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level1_row11\" class=\"row_heading level1 row11\" >West</th>\n",
-       "      <td id=\"T_3dfe4_row11_col0\" class=\"data row11 col0\" >122</td>\n",
-       "      <td id=\"T_3dfe4_row11_col1\" class=\"data row11 col1\" >343</td>\n",
-       "      <td id=\"T_3dfe4_row11_col2\" class=\"data row11 col2\" >106</td>\n",
-       "      <td id=\"T_3dfe4_row11_col3\" class=\"data row11 col3\" >571</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_3dfe4_level0_row12\" class=\"row_heading level0 row12\" >All</th>\n",
-       "      <th id=\"T_3dfe4_level1_row12\" class=\"row_heading level1 row12\" ></th>\n",
-       "      <td id=\"T_3dfe4_row12_col0\" class=\"data row12 col0\" >2121</td>\n",
-       "      <td id=\"T_3dfe4_row12_col1\" class=\"data row12 col1\" >6026</td>\n",
-       "      <td id=\"T_3dfe4_row12_col2\" class=\"data row12 col2\" >1847</td>\n",
-       "      <td id=\"T_3dfe4_row12_col3\" class=\"data row12 col3\" >9994</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n"
-      ],
-      "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x1f812943220>"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "_table_styles = [\n",
-    "    dict(selector=\"thead\", props=[(\"border-bottom\", \"1.5pt solid black\")]),\n",
-    "    dict(\n",
-    "        selector=\"thead tr:last-child\", props=[(\"display\", \"None\")]\n",
-    "    ),  # Hides last row of header\n",
-    "    dict(\n",
-    "        selector=\".col_heading\",\n",
-    "        props=[(\"text-align\", \"center\"), (\"vertical-align\", \"middle\")],\n",
-    "    ),\n",
-    "    dict(\n",
-    "        selector=\"tbody tr\",\n",
-    "        props=[\n",
-    "            (\"background-color\", \"white\"),\n",
-    "        ],\n",
-    "    ),\n",
-    "    dict(selector=\"tbody tr td\", props=[(\"text-align\", \"center\")]),\n",
-    "    dict(\n",
-    "        selector=\".row_heading\",\n",
-    "        props=[\n",
-    "            (\"text-align\", \"left\"),\n",
-    "            (\"font-weight\", \"bold\"),\n",
-    "        ],\n",
-    "    ),\n",
-    "]\n",
-    "\n",
-    "\n",
-    "def make_borders(df):\n",
-    "    return [\n",
-    "        dict(\n",
-    "            selector=f\"tbody tr:nth-child({i})\",\n",
-    "            props=[(\"border-bottom\", \"1px solid black\")],\n",
-    "        )\n",
-    "        for i in df.index.get_level_values(0).value_counts().cumsum()\n",
-    "    ]\n",
-    "\n",
-    "\n",
-    "df.style.set_table_styles(_table_styles + make_borders(df)).set_table_attributes(\n",
-    "    'style=\"border-top: 1.5pt solid black; border-bottom: 1.5pt solid black;\"'\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "reliable-driving",
-   "metadata": {},
-   "source": [
-    "### The zen way: `df.zt.pretty()`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "alert-combat",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style type=\"text/css\">\n",
-       "</style>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<table id=\"T_5a341_\" style=\"border-collapse: collapse; font-size: 12pt; font-family: Times New Roman\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "<thead>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col3\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >All</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</thead>\n",
-       "\n",
-       "\n",
-       "<tbody>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >278</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >1469</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >153</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >838</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >1672</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level0_row4\" class=\"row_heading level0 row4\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center\" >198</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center\" >520</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center\" >159</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center\" >877</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >101</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >85</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >510</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >210</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >559</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >191</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >960</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level0_row8\" class=\"row_heading level0 row8\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >100</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >304</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >98</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >502</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center\" >51</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center\" >166</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center\" >55</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center\" >272</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >122</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >343</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >106</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >571</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_5a341_level0_row12\" class=\"row_heading level0 row12\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >All</th>\n",
-       "\n",
-       "      <th id=\"T_5a341_level1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
-       "\n",
-       "      <td id=\"T_5a341_row12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847</td>\n",
-       "\n",
-       "      <td id=\"T_5a341_row12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</tbody>\n",
-       "\n",
-       "</table>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<input id=\"B_5a341_\" type=\"button\" value=\"Copy Table\" />\n",
-       "<script language=\"javascript\">\n",
-       "document.querySelector(\"#B_5a341_\").addEventListener(\"click\", function () {\n",
-       "  function walkTheDOM(node, func) {\n",
-       "    func(node);\n",
-       "    node = node.firstChild;\n",
-       "    while (node) {\n",
-       "        walkTheDOM(node, func);\n",
-       "        node = node.nextSibling;\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  function removePadding(node) {\n",
-       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
-       "      node.style.padding = \"0 5px\";\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  let el = document.getElementById(\"T_5a341_\");\n",
-       "  let parent = el.parentNode;\n",
-       "  let elCopy = el.cloneNode(true);\n",
-       "  \n",
-       "  walkTheDOM(elCopy, removePadding);\n",
-       "  \n",
-       "  parent.appendChild(elCopy);\n",
-       "\n",
-       "  var body = document.body,\n",
-       "    range,\n",
-       "    sel;\n",
-       "  if (document.createRange && window.getSelection) {\n",
-       "    range = document.createRange();\n",
-       "    sel = window.getSelection();\n",
-       "    sel.removeAllRanges();\n",
-       "    try {\n",
-       "      range.selectNodeContents(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    } catch (e) {\n",
-       "      range.selectNode(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    }\n",
-       "  } else if (body.createTextRange) {\n",
-       "    range = body.createTextRange();\n",
-       "    range.moveToElementText(elCopy);\n",
-       "    range.select();\n",
-       "  }\n",
-       "  document.execCommand(\"copy\");\n",
-       "  elCopy.remove();\n",
-       "});\n",
-       "\n",
-       "</script>\n",
-       "\n"
-      ],
-      "text/plain": [
-       "<zentables.zentables.PrettyStyler at 0x1f81292e850>"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.zen.pretty(font_size=12, font_family=\"Times New Roman\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "aerial-castle",
-   "metadata": {},
-   "source": [
-    "### Creating frequency tables with percentages with `df.zen.freq_table()`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "wired-netscape",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style type=\"text/css\">\n",
-       "</style>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<table id=\"T_995f7_\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "<thead>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col3\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</thead>\n",
-       "\n",
-       "\n",
-       "<tbody>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255 (22.9%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739 (23.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218 (22.9%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212 (23.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303 (27.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888 (28.4%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >278 (29.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >1469 (28.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180 (16.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505 (16.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >153 (16.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >838 (16.1%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375 (33.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >1672 (32.2%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >3127 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >951 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center\" >5191 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137 (21.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417 (22.9%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119 (21.5%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673 (22.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >198 (30.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >520 (28.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >159 (28.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >877 (29.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >101 (15.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >324 (17.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >85 (15.3%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >510 (16.9%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >210 (32.5%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >559 (30.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >191 (34.5%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center\" >960 (31.8%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >1820 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >554 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >3020 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89 (24.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266 (24.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83 (24.3%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438 (24.6%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >100 (27.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >304 (28.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >98 (28.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >502 (28.2%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >51 (14.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >166 (15.4%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >55 (16.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center\" >272 (15.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >122 (33.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >343 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >106 (31.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row13_col3\" class=\"data row13 col3\"  style=\"vertical-align: middle; text-align: center\" >571 (32.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center\" >362 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center\" >1079 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center\" >342 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row14_col3\" class=\"data row14 col3\"  style=\"vertical-align: middle; text-align: center\" >1783 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_995f7_level0_row15\" class=\"row_heading level0 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
-       "\n",
-       "      <th id=\"T_995f7_level1_row15\" class=\"row_heading level1 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
-       "\n",
-       "      <td id=\"T_995f7_row15_col0\" class=\"data row15 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row15_col1\" class=\"data row15 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row15_col2\" class=\"data row15 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_995f7_row15_col3\" class=\"data row15 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</tbody>\n",
-       "\n",
-       "</table>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<input id=\"B_995f7_\" type=\"button\" value=\"Copy Table\" />\n",
-       "<script language=\"javascript\">\n",
-       "document.querySelector(\"#B_995f7_\").addEventListener(\"click\", function () {\n",
-       "  function walkTheDOM(node, func) {\n",
-       "    func(node);\n",
-       "    node = node.firstChild;\n",
-       "    while (node) {\n",
-       "        walkTheDOM(node, func);\n",
-       "        node = node.nextSibling;\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  function removePadding(node) {\n",
-       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
-       "      node.style.padding = \"0 5px\";\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  let el = document.getElementById(\"T_995f7_\");\n",
-       "  let parent = el.parentNode;\n",
-       "  let elCopy = el.cloneNode(true);\n",
-       "  \n",
-       "  walkTheDOM(elCopy, removePadding);\n",
-       "  \n",
-       "  parent.appendChild(elCopy);\n",
-       "\n",
-       "  var body = document.body,\n",
-       "    range,\n",
-       "    sel;\n",
-       "  if (document.createRange && window.getSelection) {\n",
-       "    range = document.createRange();\n",
-       "    sel = window.getSelection();\n",
-       "    sel.removeAllRanges();\n",
-       "    try {\n",
-       "      range.selectNodeContents(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    } catch (e) {\n",
-       "      range.selectNode(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    }\n",
-       "  } else if (body.createTextRange) {\n",
-       "    range = body.createTextRange();\n",
-       "    range.moveToElementText(elCopy);\n",
-       "    range.select();\n",
-       "  }\n",
-       "  document.execCommand(\"copy\");\n",
-       "  elCopy.remove();\n",
-       "});\n",
-       "\n",
-       "</script>\n",
-       "\n"
-      ],
-      "text/plain": [
-       "<zentables.zentables.PrettyStyler at 0x1f812918a90>"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "freq_table = demo_data.zen.freq_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Order ID\",\n",
-    "    props=\"columns\",\n",
-    "    totals=True,\n",
-    "    subtotals=True,\n",
-    "    digits=1,\n",
-    ")\n",
-    "freq_table.zen.pretty()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "6d77aa99-0133-4283-a711-32ecc7202565",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style type=\"text/css\">\n",
-       "</style>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<table id=\"T_a1658_\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "<thead>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</thead>\n",
-       "\n",
-       "\n",
-       "<tbody>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255 (22.9%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739 (23.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218 (22.9%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303 (27.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888 (28.4%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >278 (29.2%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180 (16.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505 (16.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >153 (16.1%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375 (33.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302 (31.8%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >3127 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >951 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137 (21.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417 (22.9%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119 (21.5%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >198 (30.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >520 (28.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >159 (28.7%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >101 (15.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >324 (17.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >85 (15.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >210 (32.5%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >559 (30.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >191 (34.5%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >1820 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >554 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >Home Office</th>\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89 (24.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266 (24.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83 (24.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >100 (27.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >304 (28.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >98 (28.7%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >51 (14.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >166 (15.4%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >55 (16.1%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >122 (33.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >343 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >106 (31.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_a1658_level1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left; border-bottom: 1.5pt solid black\" >Subtotal</th>\n",
-       "\n",
-       "      <td id=\"T_a1658_row14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >362 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >1079 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_a1658_row14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >342 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</tbody>\n",
-       "\n",
-       "</table>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<input id=\"B_a1658_\" type=\"button\" value=\"Copy Table\" />\n",
-       "<script language=\"javascript\">\n",
-       "document.querySelector(\"#B_a1658_\").addEventListener(\"click\", function () {\n",
-       "  function walkTheDOM(node, func) {\n",
-       "    func(node);\n",
-       "    node = node.firstChild;\n",
-       "    while (node) {\n",
-       "        walkTheDOM(node, func);\n",
-       "        node = node.nextSibling;\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  function removePadding(node) {\n",
-       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
-       "      node.style.padding = \"0 5px\";\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  let el = document.getElementById(\"T_a1658_\");\n",
-       "  let parent = el.parentNode;\n",
-       "  let elCopy = el.cloneNode(true);\n",
-       "  \n",
-       "  walkTheDOM(elCopy, removePadding);\n",
-       "  \n",
-       "  parent.appendChild(elCopy);\n",
-       "\n",
-       "  var body = document.body,\n",
-       "    range,\n",
-       "    sel;\n",
-       "  if (document.createRange && window.getSelection) {\n",
-       "    range = document.createRange();\n",
-       "    sel = window.getSelection();\n",
-       "    sel.removeAllRanges();\n",
-       "    try {\n",
-       "      range.selectNodeContents(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    } catch (e) {\n",
-       "      range.selectNode(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    }\n",
-       "  } else if (body.createTextRange) {\n",
-       "    range = body.createTextRange();\n",
-       "    range.moveToElementText(elCopy);\n",
-       "    range.select();\n",
-       "  }\n",
-       "  document.execCommand(\"copy\");\n",
-       "  elCopy.remove();\n",
-       "});\n",
-       "\n",
-       "</script>\n",
-       "\n"
-      ],
-      "text/plain": [
-       "<zentables.zentables.PrettyStyler at 0x1f812992700>"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "freq_table = demo_data.zen.freq_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Order ID\",\n",
-    "    props=\"columns\",\n",
-    "    totals=False,\n",
-    "    subtotals=True,\n",
-    "    digits=1,\n",
-    ")\n",
-    "freq_table.zen.pretty()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "59ea1434-edf4-4a4c-b141-49f14d694f78",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style type=\"text/css\">\n",
-       "</style>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<table id=\"T_05908_\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "<thead>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col3\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</thead>\n",
-       "\n",
-       "\n",
-       "<tbody>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255 (22.9%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739 (23.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218 (22.9%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212 (23.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303 (27.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888 (28.4%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >278 (29.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >1469 (28.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180 (16.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505 (16.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >153 (16.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >838 (16.1%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375 (33.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >1672 (32.2%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level0_row4\" class=\"row_heading level0 row4\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137 (21.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417 (22.9%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119 (21.5%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673 (22.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center\" >198 (30.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center\" >520 (28.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center\" >159 (28.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center\" >877 (29.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >101 (15.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324 (17.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >85 (15.3%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >510 (16.9%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >210 (32.5%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >559 (30.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >191 (34.5%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >960 (31.8%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level0_row8\" class=\"row_heading level0 row8\" rowspan=\"4\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89 (24.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266 (24.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83 (24.3%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438 (24.6%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >100 (27.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >304 (28.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >98 (28.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >502 (28.2%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center\" >51 (14.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center\" >166 (15.4%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center\" >55 (16.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center\" >272 (15.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_05908_row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >122 (33.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >343 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >106 (31.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >571 (32.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_05908_level0_row12\" class=\"row_heading level0 row12\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
-       "\n",
-       "      <th id=\"T_05908_level1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
-       "\n",
-       "      <td id=\"T_05908_row12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_05908_row12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</tbody>\n",
-       "\n",
-       "</table>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<input id=\"B_05908_\" type=\"button\" value=\"Copy Table\" />\n",
-       "<script language=\"javascript\">\n",
-       "document.querySelector(\"#B_05908_\").addEventListener(\"click\", function () {\n",
-       "  function walkTheDOM(node, func) {\n",
-       "    func(node);\n",
-       "    node = node.firstChild;\n",
-       "    while (node) {\n",
-       "        walkTheDOM(node, func);\n",
-       "        node = node.nextSibling;\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  function removePadding(node) {\n",
-       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
-       "      node.style.padding = \"0 5px\";\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  let el = document.getElementById(\"T_05908_\");\n",
-       "  let parent = el.parentNode;\n",
-       "  let elCopy = el.cloneNode(true);\n",
-       "  \n",
-       "  walkTheDOM(elCopy, removePadding);\n",
-       "  \n",
-       "  parent.appendChild(elCopy);\n",
-       "\n",
-       "  var body = document.body,\n",
-       "    range,\n",
-       "    sel;\n",
-       "  if (document.createRange && window.getSelection) {\n",
-       "    range = document.createRange();\n",
-       "    sel = window.getSelection();\n",
-       "    sel.removeAllRanges();\n",
-       "    try {\n",
-       "      range.selectNodeContents(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    } catch (e) {\n",
-       "      range.selectNode(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    }\n",
-       "  } else if (body.createTextRange) {\n",
-       "    range = body.createTextRange();\n",
-       "    range.moveToElementText(elCopy);\n",
-       "    range.select();\n",
-       "  }\n",
-       "  document.execCommand(\"copy\");\n",
-       "  elCopy.remove();\n",
-       "});\n",
-       "\n",
-       "</script>\n",
-       "\n"
-      ],
-      "text/plain": [
-       "<zentables.zentables.PrettyStyler at 0x1f812925340>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "freq_table = demo_data.zen.freq_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Order ID\",\n",
-    "    props=\"columns\",\n",
-    "    totals=True,\n",
-    "    subtotals=False,\n",
-    "    digits=1,\n",
-    ")\n",
-    "freq_table.zen.pretty()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "50d08f60-15aa-46de-a710-79f4f2baa1d7",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "ValueError",
-     "evalue": "Row number 20 is out of range for the data.",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_35108/3242781631.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      8\u001b[0m     \u001b[0mdigits\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m )\n\u001b[1;32m---> 10\u001b[1;33m \u001b[0mfreq_table\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpretty\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrow_borders\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m20\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[1;32m~\\ZenTables\\src\\zentables\\zentables.py\u001b[0m in \u001b[0;36mpretty\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m    389\u001b[0m         \"\"\"\n\u001b[0;32m    390\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 391\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mPrettyStyler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_pandas_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    392\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    393\u001b[0m     def freq_table(\n",
-      "\u001b[1;32m~\\ZenTables\\src\\zentables\\zentables.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, data, precision, table_styles, uuid, caption, table_attributes, cell_ids, na_rep, uuid_len, decimal, thousands, escape, font_family, font_size, show_index_names, show_column_names, show_copy_button, row_borders)\u001b[0m\n\u001b[0;32m    131\u001b[0m             \u001b[1;32mfor\u001b[0m \u001b[0mrow_number\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrow_borders\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    132\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mrow_number\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 133\u001b[1;33m                     \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"Row number {row_number} is out of range for the data.\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    134\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    135\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrow_borders\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrow_borders\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mValueError\u001b[0m: Row number 20 is out of range for the data."
-     ]
-    }
-   ],
-   "source": [
-    "freq_table = demo_data.zen.freq_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Order ID\",\n",
-    "    props=\"columns\",\n",
-    "    totals=False,\n",
-    "    subtotals=False,\n",
-    "    digits=1,\n",
-    ")\n",
-    "freq_table.zen.pretty(row_borders=[1, 20])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c28f2d0f",
-   "metadata": {},
-   "source": [
-    "The `suppress` argument also allows for cell suppression below a certain threshold value (or `ceiling`). For specifics on how the suppression is applied, please refer to the following resource provided by the Conneticut Education Department:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "2013baf5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style type=\"text/css\">\n",
-       "</style>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<table id=\"T_7ca3e_\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "<thead>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Furniture</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Office Supplies</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col2\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Technology</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col3\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</thead>\n",
-       "\n",
-       "\n",
-       "<tbody>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739 (23.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212 (23.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >888 (28.4%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >1469 (28.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >505 (16.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >838 (16.1%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375 (33.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >995 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >302 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >1672 (32.2%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >3127 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >951 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center\" >5191 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417 (22.9%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673 (22.3%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >520 (28.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >877 (29.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >324 (17.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >510 (16.9%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >559 (30.7%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center\" >960 (31.8%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >1820 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >554 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >3020 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89 (24.6%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >304 (28.2%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >502 (28.2%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >51 (14.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >55 (16.1%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >343 (31.8%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row13_col3\" class=\"data row13 col3\"  style=\"vertical-align: middle; text-align: center\" >571 (32.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left\" >Subtotal</th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center\" >362 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center\" >1079 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center\" >342 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row14_col3\" class=\"data row14 col3\"  style=\"vertical-align: middle; text-align: center\" >1783 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level0_row15\" class=\"row_heading level0 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >Total</th>\n",
-       "\n",
-       "      <th id=\"T_7ca3e_level1_row15\" class=\"row_heading level1 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row15_col0\" class=\"data row15 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row15_col1\" class=\"data row15 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row15_col2\" class=\"data row15 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847 (100.0%)</td>\n",
-       "\n",
-       "      <td id=\"T_7ca3e_row15_col3\" class=\"data row15 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994 (100.0%)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</tbody>\n",
-       "\n",
-       "</table>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<input id=\"B_7ca3e_\" type=\"button\" value=\"Copy Table\" />\n",
-       "<script language=\"javascript\">\n",
-       "document.querySelector(\"#B_7ca3e_\").addEventListener(\"click\", function () {\n",
-       "  function walkTheDOM(node, func) {\n",
-       "    func(node);\n",
-       "    node = node.firstChild;\n",
-       "    while (node) {\n",
-       "        walkTheDOM(node, func);\n",
-       "        node = node.nextSibling;\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  function removePadding(node) {\n",
-       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
-       "      node.style.padding = \"0 5px\";\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  let el = document.getElementById(\"T_7ca3e_\");\n",
-       "  let parent = el.parentNode;\n",
-       "  let elCopy = el.cloneNode(true);\n",
-       "  \n",
-       "  walkTheDOM(elCopy, removePadding);\n",
-       "  \n",
-       "  parent.appendChild(elCopy);\n",
-       "\n",
-       "  var body = document.body,\n",
-       "    range,\n",
-       "    sel;\n",
-       "  if (document.createRange && window.getSelection) {\n",
-       "    range = document.createRange();\n",
-       "    sel = window.getSelection();\n",
-       "    sel.removeAllRanges();\n",
-       "    try {\n",
-       "      range.selectNodeContents(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    } catch (e) {\n",
-       "      range.selectNode(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    }\n",
-       "  } else if (body.createTextRange) {\n",
-       "    range = body.createTextRange();\n",
-       "    range.moveToElementText(elCopy);\n",
-       "    range.select();\n",
-       "  }\n",
-       "  document.execCommand(\"copy\");\n",
-       "  elCopy.remove();\n",
-       "});\n",
-       "\n",
-       "</script>\n",
-       "\n"
-      ],
-      "text/plain": [
-       "<zentables.zentables.PrettyStyler at 0x1f8722eebb0>"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "freq_table_suppressed = demo_data.zen.freq_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Order ID\",\n",
-    "    props=\"columns\",\n",
-    "    totals=True,\n",
-    "    subtotals=True,\n",
-    "    digits=1,\n",
-    "    suppress=True,\n",
-    "    low=100,\n",
-    "    high=300,\n",
-    ")\n",
-    "freq_table_suppressed.zen.pretty()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "boxed-texture",
-   "metadata": {},
-   "source": [
-    "### Creating mean and standard deviation tables with `df.zen.mean_sd_table()`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "4ac6e5ce",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style type=\"text/css\">\n",
-       "</style>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<table id=\"T_f7e9b_\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "<thead>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank level0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col0\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Category</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col1\"  style=\"text-align: center; border-top: 1.5pt solid black; border-bottom: 1.5pt solid black\" >Sales</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</thead>\n",
-       "\n",
-       "\n",
-       "<tbody>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_f7e9b_level0_row0\" class=\"row_heading level0 row0\"  style=\"vertical-align: middle; text-align: left\" >0</th>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center\" >Furniture</td>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center\" >261.960000</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_f7e9b_level0_row1\" class=\"row_heading level0 row1\"  style=\"vertical-align: middle; text-align: left; border-bottom: 1pt solid black\" >1</th>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1pt solid black\" >Furniture</td>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1pt solid black\" >731.940000</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_f7e9b_level0_row2\" class=\"row_heading level0 row2\"  style=\"vertical-align: middle; text-align: left\" >2</th>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >Office Supplies</td>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >14.620000</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_f7e9b_level0_row3\" class=\"row_heading level0 row3\"  style=\"vertical-align: middle; text-align: left\" >3</th>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >Furniture</td>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >957.577500</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_f7e9b_level0_row4\" class=\"row_heading level0 row4\"  style=\"vertical-align: middle; text-align: left\" >4</th>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >Office Supplies</td>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >22.368000</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_f7e9b_level0_row5\" class=\"row_heading level0 row5\"  style=\"vertical-align: middle; text-align: left\" >5</th>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center\" >Furniture</td>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center\" >48.860000</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_f7e9b_level0_row6\" class=\"row_heading level0 row6\"  style=\"vertical-align: middle; text-align: left\" >6</th>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >Office Supplies</td>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >7.280000</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_f7e9b_level0_row7\" class=\"row_heading level0 row7\"  style=\"vertical-align: middle; text-align: left\" >7</th>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >Technology</td>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >907.152000</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_f7e9b_level0_row8\" class=\"row_heading level0 row8\"  style=\"vertical-align: middle; text-align: left\" >8</th>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >Office Supplies</td>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >18.504000</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_f7e9b_level0_row9\" class=\"row_heading level0 row9\"  style=\"vertical-align: middle; text-align: left; border-bottom: 1.5pt solid black\" >9</th>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >Office Supplies</td>\n",
-       "\n",
-       "      <td id=\"T_f7e9b_row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center; border-bottom: 1.5pt solid black\" >114.900000</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</tbody>\n",
-       "\n",
-       "</table>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<input id=\"B_f7e9b_\" type=\"button\" value=\"Copy Table\" />\n",
-       "<script language=\"javascript\">\n",
-       "document.querySelector(\"#B_f7e9b_\").addEventListener(\"click\", function () {\n",
-       "  function walkTheDOM(node, func) {\n",
-       "    func(node);\n",
-       "    node = node.firstChild;\n",
-       "    while (node) {\n",
-       "        walkTheDOM(node, func);\n",
-       "        node = node.nextSibling;\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  function removePadding(node) {\n",
-       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
-       "      node.style.padding = \"0 5px\";\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  let el = document.getElementById(\"T_f7e9b_\");\n",
-       "  let parent = el.parentNode;\n",
-       "  let elCopy = el.cloneNode(true);\n",
-       "  \n",
-       "  walkTheDOM(elCopy, removePadding);\n",
-       "  \n",
-       "  parent.appendChild(elCopy);\n",
-       "\n",
-       "  var body = document.body,\n",
-       "    range,\n",
-       "    sel;\n",
-       "  if (document.createRange && window.getSelection) {\n",
-       "    range = document.createRange();\n",
-       "    sel = window.getSelection();\n",
-       "    sel.removeAllRanges();\n",
-       "    try {\n",
-       "      range.selectNodeContents(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    } catch (e) {\n",
-       "      range.selectNode(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    }\n",
-       "  } else if (body.createTextRange) {\n",
-       "    range = body.createTextRange();\n",
-       "    range.moveToElementText(elCopy);\n",
-       "    range.select();\n",
-       "  }\n",
-       "  document.execCommand(\"copy\");\n",
-       "  elCopy.remove();\n",
-       "});\n",
-       "\n",
-       "</script>\n",
-       "\n"
-      ],
-      "text/plain": [
-       "<zentables.zentables.PrettyStyler at 0x1f81292e880>"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "demo_data[[\"Category\", \"Sales\"]].iloc[:10, :].zen.pretty(row_borders=[1])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "alien-namibia",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "mean_sd_table = demo_data.zen.mean_sd_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Sales\",\n",
-    "    margins=True,\n",
-    "    margins_name=\"All\",\n",
-    "    submargins=True,\n",
-    "    submargins_name=\"All Regions\",\n",
-    "    digits=2,\n",
-    ")\n",
-    "mean_sd_table.zen.pretty()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "6907d4c8",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style type=\"text/css\">\n",
-       "</style>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<table id=\"T_25ea7_\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "<thead>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col0\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >Furniture</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col2\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >Office Supplies</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col4\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >Technology</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col6\" colspan=\"2\" style=\"text-align: center; border-top: 1.5pt solid black\" >All</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank level1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col0\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col2\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col3\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col4\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col5\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col6\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col7\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean (SD)</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</thead>\n",
-       "\n",
-       "\n",
-       "<tbody>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >338.15 (444.75)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >126.00 (587.09)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row0_col4\" class=\"data row0 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row0_col5\" class=\"data row0 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >333.44 (683.00)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row0_col6\" class=\"data row0 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row0_col7\" class=\"data row0 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >207.95 (587.91)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >376.94 (628.48)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >888</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >114.03 (333.98)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row1_col4\" class=\"data row1 col4\"  style=\"vertical-align: middle; text-align: center\" >278.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row1_col5\" class=\"data row1 col5\"  style=\"vertical-align: middle; text-align: center\" >487.20 (1097.94)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row1_col6\" class=\"data row1 col6\"  style=\"vertical-align: middle; text-align: center\" >1469</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row1_col7\" class=\"data row1 col7\"  style=\"vertical-align: middle; text-align: center\" >238.88 (633.37)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >393.33 (547.50)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >505</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >117.83 (364.98)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row2_col4\" class=\"data row2 col4\"  style=\"vertical-align: middle; text-align: center\" >153.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row2_col5\" class=\"data row2 col5\"  style=\"vertical-align: middle; text-align: center\" >426.64 (903.27)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row2_col6\" class=\"data row2 col6\"  style=\"vertical-align: middle; text-align: center\" >838</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row2_col7\" class=\"data row2 col7\"  style=\"vertical-align: middle; text-align: center\" >233.39 (559.35)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >319.49 (461.58)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >995</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >110.63 (353.49)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row3_col4\" class=\"data row3 col4\"  style=\"vertical-align: middle; text-align: center\" >302.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row3_col5\" class=\"data row3 col5\"  style=\"vertical-align: middle; text-align: center\" >440.37 (955.83)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row3_col6\" class=\"data row3 col6\"  style=\"vertical-align: middle; text-align: center\" >1672</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row3_col7\" class=\"data row3 col7\"  style=\"vertical-align: middle; text-align: center\" >217.03 (552.00)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >351.35 (522.69)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >3127</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center\" >116.39 (417.46)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row4_col4\" class=\"data row4 col4\"  style=\"vertical-align: middle; text-align: center\" >951.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row4_col5\" class=\"data row4 col5\"  style=\"vertical-align: middle; text-align: center\" >427.34 (938.72)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row4_col6\" class=\"data row4 col6\"  style=\"vertical-align: middle; text-align: center\" >5191</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row4_col7\" class=\"data row4 col7\"  style=\"vertical-align: middle; text-align: center\" >223.73 (585.52)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >98.65 (294.85)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row5_col4\" class=\"data row5 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row5_col5\" class=\"data row5 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row5_col6\" class=\"data row5 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row5_col7\" class=\"data row5 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >234.76 (818.95)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >198.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324.29 (469.16)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >520</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >127.84 (305.96)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row6_col4\" class=\"data row6 col4\"  style=\"vertical-align: middle; text-align: center\" >159.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row6_col5\" class=\"data row6 col5\"  style=\"vertical-align: middle; text-align: center\" >438.53 (941.39)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row6_col6\" class=\"data row6 col6\"  style=\"vertical-align: middle; text-align: center\" >877</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row6_col7\" class=\"data row6 col7\"  style=\"vertical-align: middle; text-align: center\" >228.52 (530.00)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >324</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >141.76 (391.90)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row7_col4\" class=\"data row7 col4\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row7_col5\" class=\"data row7 col5\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row7_col6\" class=\"data row7 col6\"  style=\"vertical-align: middle; text-align: center\" >510</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row7_col7\" class=\"data row7 col7\"  style=\"vertical-align: middle; text-align: center\" >238.99 (586.18)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >210.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >395.62 (476.57)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >559</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center\" >137.99 (397.48)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row8_col4\" class=\"data row8 col4\"  style=\"vertical-align: middle; text-align: center\" >191.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row8_col5\" class=\"data row8 col5\"  style=\"vertical-align: middle; text-align: center\" >343.67 (582.39)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row8_col6\" class=\"data row8 col6\"  style=\"vertical-align: middle; text-align: center\" >960</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row8_col7\" class=\"data row8 col7\"  style=\"vertical-align: middle; text-align: center\" >235.27 (471.29)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >354.52 (483.44)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >1820</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >126.75 (350.13)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row9_col4\" class=\"data row9 col4\"  style=\"vertical-align: middle; text-align: center\" >554.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row9_col5\" class=\"data row9 col5\"  style=\"vertical-align: middle; text-align: center\" >444.86 (1089.17)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row9_col6\" class=\"data row9 col6\"  style=\"vertical-align: middle; text-align: center\" >3020</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row9_col7\" class=\"data row9 col7\"  style=\"vertical-align: middle; text-align: center\" >233.82 (599.41)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >123.22 (330.32)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row10_col4\" class=\"data row10 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row10_col5\" class=\"data row10 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row10_col6\" class=\"data row10 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row10_col7\" class=\"data row10 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >208.25 (371.01)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >304</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >124.30 (360.59)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row11_col4\" class=\"data row11 col4\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row11_col5\" class=\"data row11 col5\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row11_col6\" class=\"data row11 col6\"  style=\"vertical-align: middle; text-align: center\" >502</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row11_col7\" class=\"data row11 col7\"  style=\"vertical-align: middle; text-align: center\" >253.91 (722.78)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >166</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center\" >121.79 (251.03)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row12_col4\" class=\"data row12 col4\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row12_col5\" class=\"data row12 col5\"  style=\"vertical-align: middle; text-align: center\" >*</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row12_col6\" class=\"data row12 col6\"  style=\"vertical-align: middle; text-align: center\" >272</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row12_col7\" class=\"data row12 col7\"  style=\"vertical-align: middle; text-align: center\" >273.00 (1404.80)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >122.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >407.58 (559.87)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >343</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row13_col3\" class=\"data row13 col3\"  style=\"vertical-align: middle; text-align: center\" >98.07 (311.89)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row13_col4\" class=\"data row13 col4\"  style=\"vertical-align: middle; text-align: center\" >106.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row13_col5\" class=\"data row13 col5\"  style=\"vertical-align: middle; text-align: center\" >503.38 (820.98)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row13_col6\" class=\"data row13 col6\"  style=\"vertical-align: middle; text-align: center\" >571</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row13_col7\" class=\"data row13 col7\"  style=\"vertical-align: middle; text-align: center\" >239.44 (529.24)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center\" >362.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center\" >336.83 (476.99)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center\" >1079</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row14_col3\" class=\"data row14 col3\"  style=\"vertical-align: middle; text-align: center\" >115.31 (322.51)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row14_col4\" class=\"data row14 col4\"  style=\"vertical-align: middle; text-align: center\" >342.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row14_col5\" class=\"data row14 col5\"  style=\"vertical-align: middle; text-align: center\" >535.98 (1505.40)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row14_col6\" class=\"data row14 col6\"  style=\"vertical-align: middle; text-align: center\" >1783</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row14_col7\" class=\"data row14 col7\"  style=\"vertical-align: middle; text-align: center\" >240.97 (755.52)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_25ea7_level0_row15\" class=\"row_heading level0 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >All</th>\n",
-       "\n",
-       "      <th id=\"T_25ea7_level1_row15\" class=\"row_heading level1 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row15_col0\" class=\"data row15 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row15_col1\" class=\"data row15 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >349.83 (503.18)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row15_col2\" class=\"data row15 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row15_col3\" class=\"data row15 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >119.32 (382.18)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row15_col4\" class=\"data row15 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847.000000</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row15_col5\" class=\"data row15 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >452.71 (1108.66)</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row15_col6\" class=\"data row15 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994</td>\n",
-       "\n",
-       "      <td id=\"T_25ea7_row15_col7\" class=\"data row15 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >229.86 (623.25)</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</tbody>\n",
-       "\n",
-       "</table>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<input id=\"B_25ea7_\" type=\"button\" value=\"Copy Table\" />\n",
-       "<script language=\"javascript\">\n",
-       "document.querySelector(\"#B_25ea7_\").addEventListener(\"click\", function () {\n",
-       "  function walkTheDOM(node, func) {\n",
-       "    func(node);\n",
-       "    node = node.firstChild;\n",
-       "    while (node) {\n",
-       "        walkTheDOM(node, func);\n",
-       "        node = node.nextSibling;\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  function removePadding(node) {\n",
-       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
-       "      node.style.padding = \"0 5px\";\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  let el = document.getElementById(\"T_25ea7_\");\n",
-       "  let parent = el.parentNode;\n",
-       "  let elCopy = el.cloneNode(true);\n",
-       "  \n",
-       "  walkTheDOM(elCopy, removePadding);\n",
-       "  \n",
-       "  parent.appendChild(elCopy);\n",
-       "\n",
-       "  var body = document.body,\n",
-       "    range,\n",
-       "    sel;\n",
-       "  if (document.createRange && window.getSelection) {\n",
-       "    range = document.createRange();\n",
-       "    sel = window.getSelection();\n",
-       "    sel.removeAllRanges();\n",
-       "    try {\n",
-       "      range.selectNodeContents(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    } catch (e) {\n",
-       "      range.selectNode(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    }\n",
-       "  } else if (body.createTextRange) {\n",
-       "    range = body.createTextRange();\n",
-       "    range.moveToElementText(elCopy);\n",
-       "    range.select();\n",
-       "  }\n",
-       "  document.execCommand(\"copy\");\n",
-       "  elCopy.remove();\n",
-       "});\n",
-       "\n",
-       "</script>\n",
-       "\n"
-      ],
-      "text/plain": [
-       "<zentables.zentables.PrettyStyler at 0x1f8723afee0>"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Can also create suppressed tables\n",
-    "mean_sd_table = demo_data.zen.mean_sd_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Sales\",\n",
-    "    margins=True,\n",
-    "    margins_name=\"All\",\n",
-    "    submargins=True,\n",
-    "    submargins_name=\"All Regions\",\n",
-    "    digits=2,\n",
-    "    suppress=True,\n",
-    "    low=1,\n",
-    "    high=100,\n",
-    ")\n",
-    "mean_sd_table.zen.pretty()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "controlling-advertising",
-   "metadata": {},
-   "source": [
-    "### Creating any pivot table with sub-tallies with `df.zen.pivot_table()`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "acc41439-4d4f-427c-bfee-93460280b4af",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style type=\"text/css\">\n",
-       "</style>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<table id=\"T_88372_\" style=\"border-collapse: collapse; font-size: Arial, Helvetica, sans-serif; font-family: 11pt\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "<thead>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank\"  style=\"text-align: center; border-top: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"index_name level0\"  style=\"text-align: center; border-top: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col0\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >Furniture</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col3\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >Office Supplies</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col6\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >Technology</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level0 col9\" colspan=\"3\" style=\"text-align: center; border-top: 1.5pt solid black\" >All</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"blank level1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >&nbsp;</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col0\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col1\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col2\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col3\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col4\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col5\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col6\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col7\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col8\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col9\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >n</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col10\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Mean</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "      <th class=\"col_heading level1 col11\"  style=\"text-align: center; border-bottom: 1.5pt solid black\" >Median</th>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</thead>\n",
-       "\n",
-       "\n",
-       "<tbody>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Consumer</th>\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row0\" class=\"row_heading level1 row0\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col0\" class=\"data row0 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >255</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col1\" class=\"data row0 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >338.2</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col2\" class=\"data row0 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >193.1</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col3\" class=\"data row0 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >739</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col4\" class=\"data row0 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >126.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col5\" class=\"data row0 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >23.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col6\" class=\"data row0 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >218</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col7\" class=\"data row0 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >333.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col8\" class=\"data row0 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >150.2</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col9\" class=\"data row0 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >1212</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col10\" class=\"data row0 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >207.9</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row0_col11\" class=\"data row0 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >46.1</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row1\" class=\"row_heading level1 row1\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col0\" class=\"data row1 col0\"  style=\"vertical-align: middle; text-align: center\" >303</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col1\" class=\"data row1 col1\"  style=\"vertical-align: middle; text-align: center\" >376.9</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col2\" class=\"data row1 col2\"  style=\"vertical-align: middle; text-align: center\" >172.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col3\" class=\"data row1 col3\"  style=\"vertical-align: middle; text-align: center\" >888</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col4\" class=\"data row1 col4\"  style=\"vertical-align: middle; text-align: center\" >114.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col5\" class=\"data row1 col5\"  style=\"vertical-align: middle; text-align: center\" >25.6</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col6\" class=\"data row1 col6\"  style=\"vertical-align: middle; text-align: center\" >278</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col7\" class=\"data row1 col7\"  style=\"vertical-align: middle; text-align: center\" >487.2</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col8\" class=\"data row1 col8\"  style=\"vertical-align: middle; text-align: center\" >140.2</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col9\" class=\"data row1 col9\"  style=\"vertical-align: middle; text-align: center\" >1469</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col10\" class=\"data row1 col10\"  style=\"vertical-align: middle; text-align: center\" >238.9</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row1_col11\" class=\"data row1 col11\"  style=\"vertical-align: middle; text-align: center\" >51.6</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row2\" class=\"row_heading level1 row2\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col0\" class=\"data row2 col0\"  style=\"vertical-align: middle; text-align: center\" >180</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col1\" class=\"data row2 col1\"  style=\"vertical-align: middle; text-align: center\" >393.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col2\" class=\"data row2 col2\"  style=\"vertical-align: middle; text-align: center\" >222.7</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col3\" class=\"data row2 col3\"  style=\"vertical-align: middle; text-align: center\" >505</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col4\" class=\"data row2 col4\"  style=\"vertical-align: middle; text-align: center\" >117.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col5\" class=\"data row2 col5\"  style=\"vertical-align: middle; text-align: center\" >27.9</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col6\" class=\"data row2 col6\"  style=\"vertical-align: middle; text-align: center\" >153</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col7\" class=\"data row2 col7\"  style=\"vertical-align: middle; text-align: center\" >426.6</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col8\" class=\"data row2 col8\"  style=\"vertical-align: middle; text-align: center\" >146.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col9\" class=\"data row2 col9\"  style=\"vertical-align: middle; text-align: center\" >838</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col10\" class=\"data row2 col10\"  style=\"vertical-align: middle; text-align: center\" >233.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row2_col11\" class=\"data row2 col11\"  style=\"vertical-align: middle; text-align: center\" >58.2</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row3\" class=\"row_heading level1 row3\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col0\" class=\"data row3 col0\"  style=\"vertical-align: middle; text-align: center\" >375</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col1\" class=\"data row3 col1\"  style=\"vertical-align: middle; text-align: center\" >319.5</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col2\" class=\"data row3 col2\"  style=\"vertical-align: middle; text-align: center\" >171.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col3\" class=\"data row3 col3\"  style=\"vertical-align: middle; text-align: center\" >995</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col4\" class=\"data row3 col4\"  style=\"vertical-align: middle; text-align: center\" >110.6</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col5\" class=\"data row3 col5\"  style=\"vertical-align: middle; text-align: center\" >31.1</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col6\" class=\"data row3 col6\"  style=\"vertical-align: middle; text-align: center\" >302</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col7\" class=\"data row3 col7\"  style=\"vertical-align: middle; text-align: center\" >440.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col8\" class=\"data row3 col8\"  style=\"vertical-align: middle; text-align: center\" >201.6</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col9\" class=\"data row3 col9\"  style=\"vertical-align: middle; text-align: center\" >1672</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col10\" class=\"data row3 col10\"  style=\"vertical-align: middle; text-align: center\" >217.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row3_col11\" class=\"data row3 col11\"  style=\"vertical-align: middle; text-align: center\" >59.5</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row4\" class=\"row_heading level1 row4\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col0\" class=\"data row4 col0\"  style=\"vertical-align: middle; text-align: center\" >1113</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col1\" class=\"data row4 col1\"  style=\"vertical-align: middle; text-align: center\" >351.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col2\" class=\"data row4 col2\"  style=\"vertical-align: middle; text-align: center\" >184.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col3\" class=\"data row4 col3\"  style=\"vertical-align: middle; text-align: center\" >3127</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col4\" class=\"data row4 col4\"  style=\"vertical-align: middle; text-align: center\" >116.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col5\" class=\"data row4 col5\"  style=\"vertical-align: middle; text-align: center\" >26.6</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col6\" class=\"data row4 col6\"  style=\"vertical-align: middle; text-align: center\" >951</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col7\" class=\"data row4 col7\"  style=\"vertical-align: middle; text-align: center\" >427.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col8\" class=\"data row4 col8\"  style=\"vertical-align: middle; text-align: center\" >160.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col9\" class=\"data row4 col9\"  style=\"vertical-align: middle; text-align: center\" >5191</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col10\" class=\"data row4 col10\"  style=\"vertical-align: middle; text-align: center\" >223.7</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row4_col11\" class=\"data row4 col11\"  style=\"vertical-align: middle; text-align: center\" >53.7</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level0_row5\" class=\"row_heading level0 row5\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Corporate</th>\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row5\" class=\"row_heading level1 row5\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col0\" class=\"data row5 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >137</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col1\" class=\"data row5 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >380.2</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col2\" class=\"data row5 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >155.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col3\" class=\"data row5 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >417</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col4\" class=\"data row5 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >98.7</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col5\" class=\"data row5 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >23.5</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col6\" class=\"data row5 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >119</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col7\" class=\"data row5 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >544.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col8\" class=\"data row5 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >150.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col9\" class=\"data row5 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >673</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col10\" class=\"data row5 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >234.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row5_col11\" class=\"data row5 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >42.2</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row6\" class=\"row_heading level1 row6\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col0\" class=\"data row6 col0\"  style=\"vertical-align: middle; text-align: center\" >198</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col1\" class=\"data row6 col1\"  style=\"vertical-align: middle; text-align: center\" >324.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col2\" class=\"data row6 col2\"  style=\"vertical-align: middle; text-align: center\" >185.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col3\" class=\"data row6 col3\"  style=\"vertical-align: middle; text-align: center\" >520</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col4\" class=\"data row6 col4\"  style=\"vertical-align: middle; text-align: center\" >127.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col5\" class=\"data row6 col5\"  style=\"vertical-align: middle; text-align: center\" >32.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col6\" class=\"data row6 col6\"  style=\"vertical-align: middle; text-align: center\" >159</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col7\" class=\"data row6 col7\"  style=\"vertical-align: middle; text-align: center\" >438.5</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col8\" class=\"data row6 col8\"  style=\"vertical-align: middle; text-align: center\" >179.9</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col9\" class=\"data row6 col9\"  style=\"vertical-align: middle; text-align: center\" >877</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col10\" class=\"data row6 col10\"  style=\"vertical-align: middle; text-align: center\" >228.5</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row6_col11\" class=\"data row6 col11\"  style=\"vertical-align: middle; text-align: center\" >59.9</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row7\" class=\"row_heading level1 row7\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col0\" class=\"data row7 col0\"  style=\"vertical-align: middle; text-align: center\" >101</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col1\" class=\"data row7 col1\"  style=\"vertical-align: middle; text-align: center\" >293.5</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col2\" class=\"data row7 col2\"  style=\"vertical-align: middle; text-align: center\" >132.2</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col3\" class=\"data row7 col3\"  style=\"vertical-align: middle; text-align: center\" >324</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col4\" class=\"data row7 col4\"  style=\"vertical-align: middle; text-align: center\" >141.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col5\" class=\"data row7 col5\"  style=\"vertical-align: middle; text-align: center\" >31.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col6\" class=\"data row7 col6\"  style=\"vertical-align: middle; text-align: center\" >85</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col7\" class=\"data row7 col7\"  style=\"vertical-align: middle; text-align: center\" >544.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col8\" class=\"data row7 col8\"  style=\"vertical-align: middle; text-align: center\" >178.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col9\" class=\"data row7 col9\"  style=\"vertical-align: middle; text-align: center\" >510</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col10\" class=\"data row7 col10\"  style=\"vertical-align: middle; text-align: center\" >239.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row7_col11\" class=\"data row7 col11\"  style=\"vertical-align: middle; text-align: center\" >49.6</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row8\" class=\"row_heading level1 row8\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col0\" class=\"data row8 col0\"  style=\"vertical-align: middle; text-align: center\" >210</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col1\" class=\"data row8 col1\"  style=\"vertical-align: middle; text-align: center\" >395.6</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col2\" class=\"data row8 col2\"  style=\"vertical-align: middle; text-align: center\" >230.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col3\" class=\"data row8 col3\"  style=\"vertical-align: middle; text-align: center\" >559</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col4\" class=\"data row8 col4\"  style=\"vertical-align: middle; text-align: center\" >138.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col5\" class=\"data row8 col5\"  style=\"vertical-align: middle; text-align: center\" >30.1</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col6\" class=\"data row8 col6\"  style=\"vertical-align: middle; text-align: center\" >191</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col7\" class=\"data row8 col7\"  style=\"vertical-align: middle; text-align: center\" >343.7</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col8\" class=\"data row8 col8\"  style=\"vertical-align: middle; text-align: center\" >160.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col9\" class=\"data row8 col9\"  style=\"vertical-align: middle; text-align: center\" >960</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col10\" class=\"data row8 col10\"  style=\"vertical-align: middle; text-align: center\" >235.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row8_col11\" class=\"data row8 col11\"  style=\"vertical-align: middle; text-align: center\" >69.5</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row9\" class=\"row_heading level1 row9\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col0\" class=\"data row9 col0\"  style=\"vertical-align: middle; text-align: center\" >646</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col1\" class=\"data row9 col1\"  style=\"vertical-align: middle; text-align: center\" >354.5</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col2\" class=\"data row9 col2\"  style=\"vertical-align: middle; text-align: center\" >190.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col3\" class=\"data row9 col3\"  style=\"vertical-align: middle; text-align: center\" >1820</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col4\" class=\"data row9 col4\"  style=\"vertical-align: middle; text-align: center\" >126.7</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col5\" class=\"data row9 col5\"  style=\"vertical-align: middle; text-align: center\" >28.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col6\" class=\"data row9 col6\"  style=\"vertical-align: middle; text-align: center\" >554</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col7\" class=\"data row9 col7\"  style=\"vertical-align: middle; text-align: center\" >444.9</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col8\" class=\"data row9 col8\"  style=\"vertical-align: middle; text-align: center\" >160.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col9\" class=\"data row9 col9\"  style=\"vertical-align: middle; text-align: center\" >3020</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col10\" class=\"data row9 col10\"  style=\"vertical-align: middle; text-align: center\" >233.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row9_col11\" class=\"data row9 col11\"  style=\"vertical-align: middle; text-align: center\" >56.5</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level0_row10\" class=\"row_heading level0 row10\" rowspan=\"5\" style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Home Office</th>\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row10\" class=\"row_heading level1 row10\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black\" >Central</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col0\" class=\"data row10 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >89</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col1\" class=\"data row10 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >286.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col2\" class=\"data row10 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >212.1</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col3\" class=\"data row10 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >266</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col4\" class=\"data row10 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >123.2</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col5\" class=\"data row10 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >26.5</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col6\" class=\"data row10 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >83</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col7\" class=\"data row10 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >397.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col8\" class=\"data row10 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >258.7</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col9\" class=\"data row10 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >438</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col10\" class=\"data row10 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >208.2</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row10_col11\" class=\"data row10 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black\" >50.9</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row11\" class=\"row_heading level1 row11\"  style=\"vertical-align: middle; text-align: left\" >East</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col0\" class=\"data row11 col0\"  style=\"vertical-align: middle; text-align: center\" >100</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col1\" class=\"data row11 col1\"  style=\"vertical-align: middle; text-align: center\" >298.7</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col2\" class=\"data row11 col2\"  style=\"vertical-align: middle; text-align: center\" >147.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col3\" class=\"data row11 col3\"  style=\"vertical-align: middle; text-align: center\" >304</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col4\" class=\"data row11 col4\"  style=\"vertical-align: middle; text-align: center\" >124.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col5\" class=\"data row11 col5\"  style=\"vertical-align: middle; text-align: center\" >28.9</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col6\" class=\"data row11 col6\"  style=\"vertical-align: middle; text-align: center\" >98</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col7\" class=\"data row11 col7\"  style=\"vertical-align: middle; text-align: center\" >610.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col8\" class=\"data row11 col8\"  style=\"vertical-align: middle; text-align: center\" >155.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col9\" class=\"data row11 col9\"  style=\"vertical-align: middle; text-align: center\" >502</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col10\" class=\"data row11 col10\"  style=\"vertical-align: middle; text-align: center\" >253.9</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row11_col11\" class=\"data row11 col11\"  style=\"vertical-align: middle; text-align: center\" >52.7</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row12\" class=\"row_heading level1 row12\"  style=\"vertical-align: middle; text-align: left\" >South</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col0\" class=\"data row12 col0\"  style=\"vertical-align: middle; text-align: center\" >51</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col1\" class=\"data row12 col1\"  style=\"vertical-align: middle; text-align: center\" >330.5</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col2\" class=\"data row12 col2\"  style=\"vertical-align: middle; text-align: center\" >109.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col3\" class=\"data row12 col3\"  style=\"vertical-align: middle; text-align: center\" >166</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col4\" class=\"data row12 col4\"  style=\"vertical-align: middle; text-align: center\" >121.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col5\" class=\"data row12 col5\"  style=\"vertical-align: middle; text-align: center\" >29.9</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col6\" class=\"data row12 col6\"  style=\"vertical-align: middle; text-align: center\" >55</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col7\" class=\"data row12 col7\"  style=\"vertical-align: middle; text-align: center\" >676.1</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col8\" class=\"data row12 col8\"  style=\"vertical-align: middle; text-align: center\" >188.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col9\" class=\"data row12 col9\"  style=\"vertical-align: middle; text-align: center\" >272</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col10\" class=\"data row12 col10\"  style=\"vertical-align: middle; text-align: center\" >273.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row12_col11\" class=\"data row12 col11\"  style=\"vertical-align: middle; text-align: center\" >55.8</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row13\" class=\"row_heading level1 row13\"  style=\"vertical-align: middle; text-align: left\" >West</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col0\" class=\"data row13 col0\"  style=\"vertical-align: middle; text-align: center\" >122</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col1\" class=\"data row13 col1\"  style=\"vertical-align: middle; text-align: center\" >407.6</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col2\" class=\"data row13 col2\"  style=\"vertical-align: middle; text-align: center\" >156.1</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col3\" class=\"data row13 col3\"  style=\"vertical-align: middle; text-align: center\" >343</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col4\" class=\"data row13 col4\"  style=\"vertical-align: middle; text-align: center\" >98.1</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col5\" class=\"data row13 col5\"  style=\"vertical-align: middle; text-align: center\" >29.6</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col6\" class=\"data row13 col6\"  style=\"vertical-align: middle; text-align: center\" >106</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col7\" class=\"data row13 col7\"  style=\"vertical-align: middle; text-align: center\" >503.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col8\" class=\"data row13 col8\"  style=\"vertical-align: middle; text-align: center\" >203.6</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col9\" class=\"data row13 col9\"  style=\"vertical-align: middle; text-align: center\" >571</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col10\" class=\"data row13 col10\"  style=\"vertical-align: middle; text-align: center\" >239.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row13_col11\" class=\"data row13 col11\"  style=\"vertical-align: middle; text-align: center\" >52.8</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row14\" class=\"row_heading level1 row14\"  style=\"vertical-align: middle; text-align: left\" >All Regions</th>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col0\" class=\"data row14 col0\"  style=\"vertical-align: middle; text-align: center\" >362</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col1\" class=\"data row14 col1\"  style=\"vertical-align: middle; text-align: center\" >336.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col2\" class=\"data row14 col2\"  style=\"vertical-align: middle; text-align: center\" >148.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col3\" class=\"data row14 col3\"  style=\"vertical-align: middle; text-align: center\" >1079</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col4\" class=\"data row14 col4\"  style=\"vertical-align: middle; text-align: center\" >115.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col5\" class=\"data row14 col5\"  style=\"vertical-align: middle; text-align: center\" >28.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col6\" class=\"data row14 col6\"  style=\"vertical-align: middle; text-align: center\" >342</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col7\" class=\"data row14 col7\"  style=\"vertical-align: middle; text-align: center\" >536.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col8\" class=\"data row14 col8\"  style=\"vertical-align: middle; text-align: center\" >200.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col9\" class=\"data row14 col9\"  style=\"vertical-align: middle; text-align: center\" >1783</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col10\" class=\"data row14 col10\"  style=\"vertical-align: middle; text-align: center\" >241.0</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row14_col11\" class=\"data row14 col11\"  style=\"vertical-align: middle; text-align: center\" >52.4</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "    <tr style=\"background-color: white; padding: 0; margin: 0;\">\n",
-       "\n",
-       "\n",
-       "      <th id=\"T_88372_level0_row15\" class=\"row_heading level0 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >All</th>\n",
-       "\n",
-       "      <th id=\"T_88372_level1_row15\" class=\"row_heading level1 row15\"  style=\"vertical-align: middle; text-align: left; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" ></th>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col0\" class=\"data row15 col0\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >2121</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col1\" class=\"data row15 col1\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >349.8</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col2\" class=\"data row15 col2\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >182.2</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col3\" class=\"data row15 col3\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >6026</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col4\" class=\"data row15 col4\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >119.3</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col5\" class=\"data row15 col5\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >27.4</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col6\" class=\"data row15 col6\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >1847</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col7\" class=\"data row15 col7\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >452.7</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col8\" class=\"data row15 col8\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >166.2</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col9\" class=\"data row15 col9\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >9994</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col10\" class=\"data row15 col10\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >229.9</td>\n",
-       "\n",
-       "      <td id=\"T_88372_row15_col11\" class=\"data row15 col11\"  style=\"vertical-align: middle; text-align: center; border-top: 1pt solid black; border-bottom: 1.5pt solid black\" >54.5</td>\n",
-       "\n",
-       "\n",
-       "    </tr>\n",
-       "\n",
-       "\n",
-       "\n",
-       "</tbody>\n",
-       "\n",
-       "</table>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<input id=\"B_88372_\" type=\"button\" value=\"Copy Table\" />\n",
-       "<script language=\"javascript\">\n",
-       "document.querySelector(\"#B_88372_\").addEventListener(\"click\", function () {\n",
-       "  function walkTheDOM(node, func) {\n",
-       "    func(node);\n",
-       "    node = node.firstChild;\n",
-       "    while (node) {\n",
-       "        walkTheDOM(node, func);\n",
-       "        node = node.nextSibling;\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  function removePadding(node) {\n",
-       "    if (node.tagName === \"TH\" || node.tagName === \"TD\"){\n",
-       "      node.style.padding = \"0 5px\";\n",
-       "    }\n",
-       "  }\n",
-       "  \n",
-       "  let el = document.getElementById(\"T_88372_\");\n",
-       "  let parent = el.parentNode;\n",
-       "  let elCopy = el.cloneNode(true);\n",
-       "  \n",
-       "  walkTheDOM(elCopy, removePadding);\n",
-       "  \n",
-       "  parent.appendChild(elCopy);\n",
-       "\n",
-       "  var body = document.body,\n",
-       "    range,\n",
-       "    sel;\n",
-       "  if (document.createRange && window.getSelection) {\n",
-       "    range = document.createRange();\n",
-       "    sel = window.getSelection();\n",
-       "    sel.removeAllRanges();\n",
-       "    try {\n",
-       "      range.selectNodeContents(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    } catch (e) {\n",
-       "      range.selectNode(elCopy);\n",
-       "      sel.addRange(range);\n",
-       "    }\n",
-       "  } else if (body.createTextRange) {\n",
-       "    range = body.createTextRange();\n",
-       "    range.moveToElementText(elCopy);\n",
-       "    range.select();\n",
-       "  }\n",
-       "  document.execCommand(\"copy\");\n",
-       "  elCopy.remove();\n",
-       "});\n",
-       "\n",
-       "</script>\n",
-       "\n"
-      ],
-      "text/plain": [
-       "<zentables.zentables.PrettyStyler at 0x1f812908820>"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "mean_median_table = demo_data.zen.pivot_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Sales\",\n",
-    "    aggfunc=[\"count\", \"mean\", \"median\"],\n",
-    "    margins=True,\n",
-    "    margins_name=\"All\",\n",
-    "    submargins=True,\n",
-    "    submargins_name=\"All Regions\",\n",
-    ").rename(\n",
-    "    columns={\n",
-    "        \"count\": \"n\",\n",
-    "        \"mean\": \"Mean\",\n",
-    "        \"median\": \"Median\",\n",
-    "    }\n",
-    ")\n",
-    "mean_median_table.zen.pretty().format(precision=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "considerable-roberts",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "mean_median_table = demo_data.zen.pivot_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Sales\",\n",
-    "    aggfunc=[\"count\", \"mean\", \"median\"],\n",
-    "    margins=True,\n",
-    "    margins_name=\"All\",\n",
-    "    submargins=True,\n",
-    "    submargins_name=\"All Regions\",\n",
-    ").rename(\n",
-    "    columns={\n",
-    "        \"count\": \"n\",\n",
-    "        \"mean\": \"Mean\",\n",
-    "        \"median\": \"Median\",\n",
-    "    }\n",
-    ")\n",
-    "mean_median_table.zen.pretty().format(precision=1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "violent-gathering",
-   "metadata": {},
-   "source": [
-    "### Compare with the original Python `pivot_table()`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "split-toyota",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead tr th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead tr:last-of-type th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th colspan=\"4\" halign=\"left\">n</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">Mean</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">Median</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th>Category</th>\n",
-       "      <th>Furniture</th>\n",
-       "      <th>Office Supplies</th>\n",
-       "      <th>Technology</th>\n",
-       "      <th>All</th>\n",
-       "      <th>Furniture</th>\n",
-       "      <th>Office Supplies</th>\n",
-       "      <th>Technology</th>\n",
-       "      <th>All</th>\n",
-       "      <th>Furniture</th>\n",
-       "      <th>Office Supplies</th>\n",
-       "      <th>Technology</th>\n",
-       "      <th>All</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Segment</th>\n",
-       "      <th>Region</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"4\" valign=\"top\">Consumer</th>\n",
-       "      <th>Central</th>\n",
-       "      <td>255</td>\n",
-       "      <td>739</td>\n",
-       "      <td>218</td>\n",
-       "      <td>1212</td>\n",
-       "      <td>338.153800</td>\n",
-       "      <td>125.996589</td>\n",
-       "      <td>333.443743</td>\n",
-       "      <td>207.946728</td>\n",
-       "      <td>193.0656</td>\n",
-       "      <td>23.832</td>\n",
-       "      <td>150.177</td>\n",
-       "      <td>46.060</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>East</th>\n",
-       "      <td>303</td>\n",
-       "      <td>888</td>\n",
-       "      <td>278</td>\n",
-       "      <td>1469</td>\n",
-       "      <td>376.936640</td>\n",
-       "      <td>114.026054</td>\n",
-       "      <td>487.198665</td>\n",
-       "      <td>238.875539</td>\n",
-       "      <td>172.7640</td>\n",
-       "      <td>25.632</td>\n",
-       "      <td>140.214</td>\n",
-       "      <td>51.560</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>South</th>\n",
-       "      <td>180</td>\n",
-       "      <td>505</td>\n",
-       "      <td>153</td>\n",
-       "      <td>838</td>\n",
-       "      <td>393.334467</td>\n",
-       "      <td>117.830853</td>\n",
-       "      <td>426.641739</td>\n",
-       "      <td>233.390180</td>\n",
-       "      <td>222.6800</td>\n",
-       "      <td>27.860</td>\n",
-       "      <td>146.450</td>\n",
-       "      <td>58.195</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>West</th>\n",
-       "      <td>375</td>\n",
-       "      <td>995</td>\n",
-       "      <td>302</td>\n",
-       "      <td>1672</td>\n",
-       "      <td>319.488232</td>\n",
-       "      <td>110.634111</td>\n",
-       "      <td>440.370020</td>\n",
-       "      <td>217.033955</td>\n",
-       "      <td>171.2880</td>\n",
-       "      <td>31.104</td>\n",
-       "      <td>201.576</td>\n",
-       "      <td>59.520</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"4\" valign=\"top\">Corporate</th>\n",
-       "      <th>Central</th>\n",
-       "      <td>137</td>\n",
-       "      <td>417</td>\n",
-       "      <td>119</td>\n",
-       "      <td>673</td>\n",
-       "      <td>380.186874</td>\n",
-       "      <td>98.651561</td>\n",
-       "      <td>544.306807</td>\n",
-       "      <td>234.763466</td>\n",
-       "      <td>155.3720</td>\n",
-       "      <td>23.520</td>\n",
-       "      <td>149.970</td>\n",
-       "      <td>42.240</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>East</th>\n",
-       "      <td>198</td>\n",
-       "      <td>520</td>\n",
-       "      <td>159</td>\n",
-       "      <td>877</td>\n",
-       "      <td>324.288111</td>\n",
-       "      <td>127.836029</td>\n",
-       "      <td>438.525572</td>\n",
-       "      <td>228.516929</td>\n",
-       "      <td>184.9840</td>\n",
-       "      <td>32.040</td>\n",
-       "      <td>179.940</td>\n",
-       "      <td>59.900</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>South</th>\n",
-       "      <td>101</td>\n",
-       "      <td>324</td>\n",
-       "      <td>85</td>\n",
-       "      <td>510</td>\n",
-       "      <td>293.515163</td>\n",
-       "      <td>141.759784</td>\n",
-       "      <td>544.832129</td>\n",
-       "      <td>238.992025</td>\n",
-       "      <td>132.2240</td>\n",
-       "      <td>31.047</td>\n",
-       "      <td>178.384</td>\n",
-       "      <td>49.640</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>West</th>\n",
-       "      <td>210</td>\n",
-       "      <td>559</td>\n",
-       "      <td>191</td>\n",
-       "      <td>960</td>\n",
-       "      <td>395.619555</td>\n",
-       "      <td>137.985431</td>\n",
-       "      <td>343.671791</td>\n",
-       "      <td>235.265911</td>\n",
-       "      <td>230.2800</td>\n",
-       "      <td>30.144</td>\n",
-       "      <td>159.980</td>\n",
-       "      <td>69.468</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"4\" valign=\"top\">Home Office</th>\n",
-       "      <th>Central</th>\n",
-       "      <td>89</td>\n",
-       "      <td>266</td>\n",
-       "      <td>83</td>\n",
-       "      <td>438</td>\n",
-       "      <td>286.318461</td>\n",
-       "      <td>123.222688</td>\n",
-       "      <td>397.024892</td>\n",
-       "      <td>208.248046</td>\n",
-       "      <td>212.0580</td>\n",
-       "      <td>26.540</td>\n",
-       "      <td>258.696</td>\n",
-       "      <td>50.935</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>East</th>\n",
-       "      <td>100</td>\n",
-       "      <td>304</td>\n",
-       "      <td>98</td>\n",
-       "      <td>502</td>\n",
-       "      <td>298.703560</td>\n",
-       "      <td>124.296658</td>\n",
-       "      <td>610.277408</td>\n",
-       "      <td>253.911805</td>\n",
-       "      <td>147.0260</td>\n",
-       "      <td>28.850</td>\n",
-       "      <td>155.450</td>\n",
-       "      <td>52.715</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>South</th>\n",
-       "      <td>51</td>\n",
-       "      <td>166</td>\n",
-       "      <td>55</td>\n",
-       "      <td>272</td>\n",
-       "      <td>330.459775</td>\n",
-       "      <td>121.786518</td>\n",
-       "      <td>676.090745</td>\n",
-       "      <td>272.996329</td>\n",
-       "      <td>109.8000</td>\n",
-       "      <td>29.920</td>\n",
-       "      <td>187.980</td>\n",
-       "      <td>55.785</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>West</th>\n",
-       "      <td>122</td>\n",
-       "      <td>343</td>\n",
-       "      <td>106</td>\n",
-       "      <td>571</td>\n",
-       "      <td>407.578279</td>\n",
-       "      <td>98.071292</td>\n",
-       "      <td>503.384660</td>\n",
-       "      <td>239.442692</td>\n",
-       "      <td>156.0685</td>\n",
-       "      <td>29.600</td>\n",
-       "      <td>203.580</td>\n",
-       "      <td>52.760</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>All</th>\n",
-       "      <th></th>\n",
-       "      <td>2121</td>\n",
-       "      <td>6026</td>\n",
-       "      <td>1847</td>\n",
-       "      <td>9994</td>\n",
-       "      <td>349.834887</td>\n",
-       "      <td>119.324101</td>\n",
-       "      <td>452.709276</td>\n",
-       "      <td>229.858001</td>\n",
-       "      <td>182.2200</td>\n",
-       "      <td>27.418</td>\n",
-       "      <td>166.160</td>\n",
-       "      <td>54.490</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                            n                                         Mean  \\\n",
-       "Category            Furniture Office Supplies Technology   All   Furniture   \n",
-       "Segment     Region                                                           \n",
-       "Consumer    Central       255             739        218  1212  338.153800   \n",
-       "            East          303             888        278  1469  376.936640   \n",
-       "            South         180             505        153   838  393.334467   \n",
-       "            West          375             995        302  1672  319.488232   \n",
-       "Corporate   Central       137             417        119   673  380.186874   \n",
-       "            East          198             520        159   877  324.288111   \n",
-       "            South         101             324         85   510  293.515163   \n",
-       "            West          210             559        191   960  395.619555   \n",
-       "Home Office Central        89             266         83   438  286.318461   \n",
-       "            East          100             304         98   502  298.703560   \n",
-       "            South          51             166         55   272  330.459775   \n",
-       "            West          122             343        106   571  407.578279   \n",
-       "All                      2121            6026       1847  9994  349.834887   \n",
-       "\n",
-       "                                                               Median  \\\n",
-       "Category            Office Supplies  Technology         All Furniture   \n",
-       "Segment     Region                                                      \n",
-       "Consumer    Central      125.996589  333.443743  207.946728  193.0656   \n",
-       "            East         114.026054  487.198665  238.875539  172.7640   \n",
-       "            South        117.830853  426.641739  233.390180  222.6800   \n",
-       "            West         110.634111  440.370020  217.033955  171.2880   \n",
-       "Corporate   Central       98.651561  544.306807  234.763466  155.3720   \n",
-       "            East         127.836029  438.525572  228.516929  184.9840   \n",
-       "            South        141.759784  544.832129  238.992025  132.2240   \n",
-       "            West         137.985431  343.671791  235.265911  230.2800   \n",
-       "Home Office Central      123.222688  397.024892  208.248046  212.0580   \n",
-       "            East         124.296658  610.277408  253.911805  147.0260   \n",
-       "            South        121.786518  676.090745  272.996329  109.8000   \n",
-       "            West          98.071292  503.384660  239.442692  156.0685   \n",
-       "All                      119.324101  452.709276  229.858001  182.2200   \n",
-       "\n",
-       "                                                        \n",
-       "Category            Office Supplies Technology     All  \n",
-       "Segment     Region                                      \n",
-       "Consumer    Central          23.832    150.177  46.060  \n",
-       "            East             25.632    140.214  51.560  \n",
-       "            South            27.860    146.450  58.195  \n",
-       "            West             31.104    201.576  59.520  \n",
-       "Corporate   Central          23.520    149.970  42.240  \n",
-       "            East             32.040    179.940  59.900  \n",
-       "            South            31.047    178.384  49.640  \n",
-       "            West             30.144    159.980  69.468  \n",
-       "Home Office Central          26.540    258.696  50.935  \n",
-       "            East             28.850    155.450  52.715  \n",
-       "            South            29.920    187.980  55.785  \n",
-       "            West             29.600    203.580  52.760  \n",
-       "All                          27.418    166.160  54.490  "
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "demo_data.pivot_table(\n",
-    "    index=[\"Segment\", \"Region\"],\n",
-    "    columns=[\"Category\"],\n",
-    "    values=\"Sales\",\n",
-    "    aggfunc=[\"count\", \"mean\", \"median\"],\n",
-    "    margins=True,\n",
-    "    margins_name=\"All\",\n",
-    ").rename(\n",
-    "    columns={\n",
-    "        \"count\": \"n\",\n",
-    "        \"mean\": \"Mean\",\n",
-    "        \"median\": \"Median\",\n",
-    "    }\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5f498376-da56-4fd0-a0b8-2b5c3719a6ed",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "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": "3.9.6"
-  },
-  "toc-autonumbering": true,
-  "toc-showtags": false
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/src/zentables/__init__.py b/src/zentables/__init__.py
index 6f13a0d..b6c5cc2 100644
--- a/src/zentables/__init__.py
+++ b/src/zentables/__init__.py
@@ -13,6 +13,7 @@
     df.zen.pretty()
 """
 
-from .zentables import ZenTablesAccessor, set_options
+from .accessor import ZenTablesAccessor
+from .options import set_options
 
 __all__ = ["ZenTablesAccessor", "set_options"]
diff --git a/src/zentables/zentables.py b/src/zentables/accessor.py
similarity index 63%
rename from src/zentables/zentables.py
rename to src/zentables/accessor.py
index 82c5884..519637a 100644
--- a/src/zentables/zentables.py
+++ b/src/zentables/accessor.py
@@ -1,351 +1,17 @@
-# -*- coding: utf-8 -*-
 """
-Main functionalities for `ZenTables` package.
+Provides an accessor class to pandas to enable integration such as `df.zen.pretty()"
+"""
 
-Provides a wrapper class around a `dict` for global options for the package.
-Also provides an Accessor class registered with the `pandas` api to provide
-access to package functions.
+from __future__ import annotations
 
-Examples:
-    import zentables as zen
-    df.zen.pretty()
-"""
-import warnings
-from dataclasses import dataclass
-from typing import Any, Dict, Iterable, List, Optional, Union, cast
+import logging
+from typing import List, cast
 
 import numpy as np
 import pandas as pd
-import pandas.core.common as com
-from jinja2 import ChoiceLoader, Environment, PackageLoader
 from numpy.random import Generator
-from pandas.io.formats.style import FilePathOrBuffer, Styler, save_to_buffer
-from pandas.io.formats.style_render import CSSStyles
-
-
-@dataclass
-class OptionsWrapper:
-    """A wrapper class around a dict to provide global options functionalities."""
-
-    font_size: str = "Arial, Helvetica, sans-serif"
-    font_family: str = "11pt"
-    show_index_names: bool = False
-    show_column_names: bool = False
-    show_copy_button: bool = True
-
-
-_options = OptionsWrapper()
-
-
-def set_options(**kwargs):
-    """Utility function to set package-wide options.
-
-    Args:
-        kwargs: pass into the function the option name and value to be set.
-
-    Raises:
-        KeyError: if the option passed is not a valid option.
-
-    Examples:
-        import zentables as zen
-        zen.set_options(option1=value1, option2=value2)
-    """
-    for opt, val in kwargs.items():
-        if hasattr(_options, opt):
-            setattr(_options, opt, val)
-        else:
-            raise KeyError(f"Invalid option: {opt}")
-
-
-#########################################################
-# Constants for creating css-based tables (faster option)
-#########################################################
-
-
-class PrettyStyler(Styler):
-    """Custom subclass for pandas.io.format.Styler.
-
-    It uses the two custom templates defined in
-    the directory and is used by the pandas accessor class
-    to create a custom Styler object
-    """
-
-    # Load the Jinja2 templates. Note that the "prettystyle.tpl" extends the
-    # original template so we have to use the original styler as well.
-
-    def __init__(
-        self,
-        data: Union[pd.DataFrame, pd.Series],
-        precision: Optional[int] = None,
-        table_styles: Optional[CSSStyles] = None,
-        uuid: Optional[str] = None,
-        caption: Union[tuple, str, None] = None,
-        table_attributes: Optional[str] = None,
-        cell_ids: bool = True,
-        na_rep: Optional[str] = None,
-        uuid_len: int = 5,
-        decimal: str = ".",
-        thousands: Optional[str] = None,
-        escape: Optional[str] = None,
-        font_family: Optional[str] = None,
-        font_size: Union[str, int] = None,
-        show_index_names: Optional[bool] = None,
-        show_column_names: Optional[bool] = None,
-        show_copy_button: Optional[bool] = None,
-        row_borders: Optional[List[int]] = None,
-    ):
-        Styler.__init__(
-            self,
-            data=data,
-            precision=precision,
-            table_styles=table_styles,
-            uuid=uuid,
-            caption=caption,
-            table_attributes=table_attributes,
-            cell_ids=cell_ids,
-            na_rep=na_rep,
-            uuid_len=uuid_len,
-            decimal=decimal,
-            thousands=thousands,
-            escape=escape,
-        )
-
-        self._table_local_styles = _get_font_style(font_size, font_family)
-        self._index_names = (
-            show_index_names
-            if show_index_names is not None
-            else _options.show_index_names
-        )
-        self._column_names = (
-            show_column_names
-            if show_column_names is not None
-            else _options.show_column_names
-        )
-        self._copy_button = (
-            show_copy_button
-            if show_copy_button is not None
-            else _options.show_copy_button
-        )
-
-        if row_borders is not None:
-            for row_number in row_borders:
-                if row_number >= len(data):
-                    raise ValueError(
-                        f"Row number {row_number} is out of range for the data."
-                    )
-
-        self.row_borders = row_borders
-
-    env = Environment(
-        loader=ChoiceLoader(
-            [
-                PackageLoader("zentables", "templates"),
-                Styler.loader,  # the default templates
-            ]
-        )
-    )
-
-    template_html_table = env.get_template("prettyhtml.tpl")
-
-    def render(
-        self,
-        sparse_index: Optional[bool] = None,
-        sparse_columns: Optional[bool] = None,
-        **kwargs,
-    ) -> str:
-        """
-        Overrides the `render` method for the Styler class.
-        """
-
-        if sparse_index is None:
-            sparse_index = pd.get_option("styler.sparse.index")
-        if sparse_columns is None:
-            sparse_columns = pd.get_option("styler.sparse.columns")
-        return self._render_html(
-            sparse_index,
-            sparse_columns,
-            table_local_styles=self._table_local_styles,
-            show_copy_button=self._copy_button,
-            **kwargs,
-        )
-
-    def show_index_names(self):
-        """
-        Shows the names of the index
-        """
-        self._index_names = True
-        return self
-
-    def show_column_names(self):
-        """
-        Shows the names of the columns
-        """
-        self._column_names = True
-        return self
-
-    def hide_copy_button(self):
-        """
-        Shows a "Copy Table" button below the rendered table.
-        """
-        self._copy_button = False
-        return self
-
-    def _translate(
-        self, sparse_index: bool, sparse_cols: bool, blank: str = "&nbsp;"
-    ) -> Dict[str, Any]:
-        """
-        Overrides the pandas method to add options to
-        remove row/column names and add styles.
-
-        Some code used directly from
-        https://github.com/pandas-dev/pandas/blob/master/pandas/io/formats/style.py
-        """
-
-        result = Styler._translate(
-            self, sparse_index=sparse_index, sparse_cols=sparse_cols, blank=blank
-        )
-
-        ### Wrangle the header
-
-        head = result["head"]
-
-        if (
-            self.data.index.names
-            and com.any_not_none(*self.data.index.names)
-            and not self.hide_index_
-            and not self.hide_columns_
-            # The previous 4 conditions ensure there is a row with index names
-            # If _index_names is false,
-            # Then we need to pop the last row of head
-            and not self._index_names
-        ):
-            head.pop()
-
-        for row in head:
-            for cell in row:
-                if cell.get("type") == "th":
-                    _add_style_in_element(cell, "text-align: center")
-
-        # Add borders to the first and last line of the header
-        for cell in head[0]:
-            _add_style_in_element(cell, "border-top: 1.5pt solid black")
-
-        for cell in head[-1]:
-            _add_style_in_element(cell, "border-bottom: 1.5pt solid black")
-
-        ### Wrangle the body
-
-        body = result["body"]
-
-        # Updates body to apply cell-wise style attribute
-        # so that the style copies over to Word and Google Docs.
-
-        if sparse_index and len(body) > 1:
-
-            sep_rows = []
-            max_th_count = 0
-            for row_number, row in enumerate(body):
-                th_count = 0
-
-                for cell in row:
-                    if cell.get("type") == "th" and cell.get("is_visible"):
-                        _add_style_in_element(
-                            cell, ["vertical-align: middle", "text-align: left"]
-                        )
-                        th_count += 1
-                    if cell.get("type") == "td":
-                        _add_style_in_element(
-                            cell, ["vertical-align: middle", "text-align: center"]
-                        )
 
-                if th_count >= 2:
-                    sep_rows.append(row_number)
-
-                if row_number == 0:
-                    max_th_count = th_count
-
-            for row_number in sep_rows:
-                for cell in body[row_number]:
-                    _add_style_in_element(cell, "border-top: 1pt solid black")
-
-            # Vertically walk through row headers to add a bottom border for the table.
-            for i in range(max_th_count):
-
-                for row in body:
-                    if row[i].get("is_visible"):
-                        last_th_for_level = row[i]
-
-                if last_th_for_level and "styles" in last_th_for_level:
-                    _add_style_in_element(
-                        last_th_for_level, "border-bottom: 1.5pt solid black"
-                    )
-            # Add bottom border to all body rows
-            for cell in body[-1]:
-                if cell.get("type") == "td":
-                    _add_style_in_element(cell, "border-bottom: 1.5pt solid black")
-
-        elif len(body) > 1:
-
-            for cell in body[-1]:
-                _add_style_in_element(cell, "border-bottom: 1.5pt solid black")
-
-        if self.row_borders is not None:
-            for row_number in self.row_borders:
-                for cell in body[row_number]:
-                    _add_style_in_element(cell, "border-bottom: 1pt solid black")
-
-        # If _column_names is false, remove column names
-        if not self._column_names and body:
-
-            max_th_count = 0
-            for cell in body[0]:
-                if cell.get("type") == "th":
-                    max_th_count += 1
-
-            for row in head:
-                for col_number, cell in enumerate(row):
-                    if col_number < max_th_count:
-                        if "value" in cell:
-                            cell["value"] = blank
-                    else:
-                        break
-
-        return result
-
-    def to_html(
-        self,
-        buf: Optional[FilePathOrBuffer[str]] = None,
-        *,
-        table_uuid: Optional[str] = None,
-        table_attributes: Optional[str] = None,
-        encoding: Optional[str] = None,
-        doctype_html: bool = False,
-        exclude_styles: bool = False,
-    ):
-        """Overrides Styler class's to_html methods for compatibility.
-
-        Please see the pandas documentation for more defaults.
-
-        Used source code from
-        https://github.com/pandas-dev/pandas/blob/master/pandas/io/formats/style.py
-        """
-        if table_uuid:
-            self.set_uuid(table_uuid)
-
-        if table_attributes:
-            self.set_table_attributes(table_attributes)
-
-        # Build HTML string..
-        html = self.render(
-            exclude_styles=exclude_styles,
-            encoding=encoding if encoding else "utf-8",
-            doctype_html=doctype_html,
-            show_copy_button=False,  # this is the only difference
-        )
-
-        return save_to_buffer(
-            html, buf=buf, encoding=(encoding if buf is not None else None)
-        )
+from .pretty_styler import PrettyStyler
 
 
 @pd.api.extensions.register_dataframe_accessor("zen")
@@ -358,7 +24,7 @@ class ZenTablesAccessor:
         _pandas_obj: the pandas DataFrame passed to the class.
     """
 
-    def __init__(self, pandas_obj: Union[pd.Series, pd.DataFrame]):
+    def __init__(self, pandas_obj: pd.Series | pd.DataFrame):
         """Constructor for the accessor class.
 
         Args:
@@ -400,8 +66,8 @@ def freq_table(
         totals: bool = True,
         totals_name: str = "Total",
         subtotals: bool = False,
-        subtotals_name: Optional[str] = "Subtotal",
-        props: Optional[str] = None,
+        subtotals_name: str | None = "Subtotal",
+        props: str | None = None,
         digits: int = 1,
         suppress: bool = False,
         suppress_symbol: str = "*",
@@ -508,8 +174,8 @@ def _internal_freq_table(
         totals: bool = False,
         totals_name: str = "Total",
         subtotals: bool = False,
-        subtotals_name: Optional[str] = "Subtotal",
-        props: Optional[str] = None,
+        subtotals_name: str | None = "Subtotal",
+        props: str | None = None,
         digits: int = 1,
         suppress: bool = False,
         suppress_symbol: str = "*",
@@ -517,9 +183,7 @@ def _internal_freq_table(
         high: int = 10,
         **kwargs,
     ) -> pd.DataFrame:
-
         if props is None:
-
             pivot = self._internal_pivot_table(
                 index=index,
                 columns=columns,
@@ -555,7 +219,6 @@ def _internal_freq_table(
         # If there is only one level on the index, calculate percentages and call
         # it a day.
         if index_levels == 1:
-
             if props == "index":
                 pivot_props = pivot.div(pivot.iloc[:, -1], axis=0)
             elif props == "columns":
@@ -564,7 +227,6 @@ def _internal_freq_table(
                 pivot_props = pivot.div(pivot.iloc[-1, -1].squeeze())
 
             if not totals:
-
                 if suppress:
                     mask = _do_suppression(pivot, low, high)
                     return (
@@ -638,9 +300,9 @@ def _internal_pivot_table(
         values=None,
         aggfunc=None,
         margins: bool = False,
-        margins_name: Optional[str] = "All",
+        margins_name: str | None = "All",
         submargins: bool = False,
-        submargins_name: Optional[str] = "All",
+        submargins_name: str | None = "All",
         **kwargs,
     ) -> pd.DataFrame:
         """
@@ -664,13 +326,14 @@ def _internal_pivot_table(
             return pivot
 
         if submargins and not margins:
-            warnings.warn("`submargins` is set to True. Overriding `margins` settings")
+            logging.warning(
+                "`submargins` is set to True. Overriding `margins` settings"
+            )
 
         submargins_frames = [pivot]
         nlevels_index = len(index)
 
         for level in range(1, nlevels_index):
-
             submargin = self._pandas_obj.pivot_table(
                 index=index[:level],
                 columns=columns,
@@ -757,7 +420,7 @@ def mean_sd_table(
         margins: bool = True,
         margins_name: str = "All",
         submargins: bool = False,
-        submargins_name: Optional[str] = "All",
+        submargins_name: str = "All",
         na_rep: str = "N/A",
         suppress: bool = False,
         low: int = 1,
@@ -803,7 +466,8 @@ def mean_sd_table(
         count = pivot.xs("count", axis=1).astype("Int64").fillna(0)
         mean = pivot.xs("mean", axis=1)
         std = pivot.xs("std", axis=1)
-        # issues can arise when the shape is inconsistent because some groupings are entirely empty
+        # issues can arise when the shape is inconsistent because some groupings are
+        # entirely empty
         assert (
             count.shape == mean.shape == std.shape
         ), "Ensure that all categories have at least some entry"
@@ -824,26 +488,8 @@ def mean_sd_table(
         return _swap_column_levels(result)
 
 
-#################################################
-# Helper functions
-#################################################
-
-
-def _get_font_style(
-    font_size: Optional[Union[int, str]] = None, font_family: Optional[str] = None
-) -> List[str]:
-
-    font_size = font_size or _options.font_size
-    if isinstance(font_size, int):
-        font_size = f"{font_size}pt"
-
-    font_family = font_family or _options.font_family
-
-    return [f"font-size: {font_size}", rf"font-family: {font_family}"]
-
-
 def _convert_names(
-    names, max_levels: Optional[int] = None, err_msg: Optional[str] = None
+    names, max_levels: int | None = None, err_msg: str | None = None
 ) -> List[str]:
     """Helper function that converts arguments of index, columns, values to list.
 
@@ -893,7 +539,7 @@ def _combine_n_pct(
     df_n: pd.DataFrame,
     df_pct: pd.DataFrame,
     digits: int = 1,
-    suppress_symbol: Optional[str] = None,
+    suppress_symbol: str | None = None,
 ) -> pd.DataFrame:
     """
     Helper function that formats and combines n and pct values
@@ -906,7 +552,7 @@ def _combine_n_pct(
     return df_n_str.add(df_pct_str)
 
 
-def _seed_to_rng(seed: Optional[Union[int, Generator]] = None) -> Generator:
+def _seed_to_rng(seed: int | Generator | None = None) -> Generator:
     if seed is None:
         # When there is no seed set, we start a RNG based on system entropy
         return np.random.default_rng()
@@ -927,7 +573,7 @@ def _local_suppression(
     mini_df_n: pd.DataFrame,
     low: int = 1,
     high: int = 10,
-    seed: Optional[Union[int, Generator]] = None,
+    seed: int | Generator | None = None,
 ):
     """
     Helper function that applies cell suppression to mini_df_n.
@@ -970,7 +616,8 @@ def _local_suppression(
             mask.values[min_rows.values[coi], coi] = True
 
         if (len(coi) != 0 or len(roi) != 0) and 1 in mask.shape:
-            # Corner Case: if there is one row or column, and one is masked, the rest needs to be masked
+            # Corner Case: if there is one row or column, and one is masked, the rest
+            # needs to be masked
             return pd.DataFrame(
                 np.ones(mask.shape, dtype=bool), columns=colnames, index=rownames
             )
@@ -999,7 +646,8 @@ def _do_suppression(
         ValueError: when the input DataFrame includes NaN values
 
     Returns:
-        pd.DataFrame where entries are True if df_n needs to be suppress and False if not.
+        pd.DataFrame where entries are True if df_n needs to be suppress and False if
+        not.
     """
     # See if there are any NaNs, and raise error
     if fillna:
@@ -1042,28 +690,3 @@ def _combine_mean_std(
     result[is_sample_size_1] = df_mean_str[is_sample_size_1].add(f" ({na_rep})")
     result[is_missing] = na_rep
     return result
-
-
-def _add_style_in_element(
-    ele: Dict[str, Any], style: Union[str, Iterable[str]]
-) -> None:
-    """
-    Helper function that sets the `style` field in a dict to `style` if it doesn't
-    already exist or updates the style field. Maintain the value as a list.
-    """
-
-    if "styles" in ele:
-        if isinstance(style, str):
-            ele["styles"].append(style)
-        elif isinstance(style, list):
-            ele["styles"] += style
-        else:
-            ele["styles"] += list(style)
-
-    else:
-        if isinstance(style, str):
-            ele["styles"] = [style]
-        elif isinstance(style, list):
-            ele["styles"] = style
-        else:
-            ele["styles"] = list(style)
diff --git a/src/zentables/options.py b/src/zentables/options.py
new file mode 100644
index 0000000..c36a2ac
--- /dev/null
+++ b/src/zentables/options.py
@@ -0,0 +1,38 @@
+"""
+Provides ways to change global options
+"""
+
+from dataclasses import dataclass
+
+
+@dataclass
+class OptionsWrapper:
+    """A wrapper class around a dict to provide global options functionalities."""
+
+    font_family: str = "Arial, Helvetica, sans-serif"
+    font_size: str = "11pt"
+    hide_index_names: bool = True
+    show_copy_button: bool = True
+
+
+_options = OptionsWrapper()
+
+
+def set_options(**kwargs):
+    """Utility function to set package-wide options.
+
+    Args:
+        kwargs: pass into the function the option name and value to be set.
+
+    Raises:
+        KeyError: if the option passed is not a valid option.
+
+    Examples:
+        import zentables as zen
+        zen.set_options(option1=value1, option2=value2)
+    """
+    for opt, val in kwargs.items():
+        if hasattr(_options, opt):
+            setattr(_options, opt, val)
+        else:
+            raise KeyError(f"Invalid option: {opt}")
diff --git a/src/zentables/pretty_styler.py b/src/zentables/pretty_styler.py
new file mode 100644
index 0000000..146efd7
--- /dev/null
+++ b/src/zentables/pretty_styler.py
@@ -0,0 +1,398 @@
+"""
+The PrettyStyler class is inherited from the Styler class in pandas that extends
+the functionalities of the Styler class for more styling options
+"""
+
+
+from __future__ import annotations
+
+import copy
+from typing import TYPE_CHECKING, Any, Dict, Iterable, List
+
+import pandas as pd
+from jinja2 import ChoiceLoader, Environment, PackageLoader
+from pandas.io.formats.style import Styler, save_to_buffer
+
+from .options import _options
+
+if TYPE_CHECKING:
+    from pandas._typing import FilePath, WriteBuffer
+    from pandas.io.formats.style_render import CSSStyles
+
+
+class PrettyStyler(Styler):
+    """Custom subclass for pandas.io.format.Styler.
+
+    It uses the two custom templates defined in
+    the directory and is used by the pandas accessor class
+    to create a custom Styler object
+    """
+
+    # Load the Jinja2 templates. Note that the "prettystyle.tpl" extends the
+    # original template so we have to use the original styler as well.
+
+    env = Environment(
+        loader=ChoiceLoader(
+            [
+                PackageLoader("zentables", "templates"),
+                Styler.loader,  # the default templates
+            ]
+        )
+    )
+
+    template_html_table = env.get_template("prettyhtml.tpl")
+
+    def __init__(
+        self,
+        data: pd.DataFrame | pd.Series,
+        precision: int | None = None,
+        table_styles: CSSStyles | None = None,
+        uuid: str | None = None,
+        caption: tuple | str | None = None,
+        table_attributes: str | None = None,
+        cell_ids: bool = True,
+        na_rep: str | None = None,
+        uuid_len: int = 5,
+        decimal: str = ".",
+        thousands: str | None = None,
+        escape: str | None = None,
+        font_family: str | None = None,
+        font_size: str | int | None = None,
+        hide_index_names: bool | None = None,
+        show_copy_button: bool | None = None,
+        row_borders: List[int] | None = None,
+    ) -> None:
+        Styler.__init__(
+            self,
+            data=data,
+            precision=precision,
+            table_styles=table_styles,
+            uuid=uuid,
+            caption=caption,
+            table_attributes=table_attributes,
+            cell_ids=cell_ids,
+            na_rep=na_rep,
+            uuid_len=uuid_len,
+            decimal=decimal,
+            thousands=thousands,
+            escape=escape,
+        )
+
+        self._table_local_styles = _get_font_style(font_size, font_family)
+        self.hide_index_names = (
+            hide_index_names
+            if hide_index_names is not None
+            else _options.hide_index_names
+        )
+        self._copy_button = (
+            show_copy_button
+            if show_copy_button is not None
+            else _options.show_copy_button
+        )
+
+        if row_borders is not None:
+            for row_number in row_borders:
+                if row_number >= len(data):
+                    raise ValueError(
+                        f"Row number {row_number} is out of range for the data."
+                    )
+
+        self.row_borders = row_borders
+
+    def hide_copy_button(self) -> PrettyStyler:
+        """
+        Shows a "Copy Table" button below the rendered table.
+        """
+        self._copy_button = False
+        return self
+
+    def _translate(
+        self,
+        sparse_index: bool,
+        sparse_cols: bool,
+        max_rows: int | None = None,
+        max_cols: int | None = None,
+        blank: str = "&nbsp;",
+        dxs: list[dict] | None = None,
+    ) -> Dict[str, Any]:
+        """
+        Overrides the pandas method to add options to
+        remove row/column names and add styles.
+
+        Some code used directly from
+        https://github.com/pandas-dev/pandas/blob/master/pandas/io/formats/style.py
+        """
+
+        result = Styler._translate(
+            self,
+            sparse_index=sparse_index,
+            sparse_cols=sparse_cols,
+            max_rows=max_rows,
+            max_cols=max_cols,
+            blank=blank,
+            dxs=dxs,
+        )
+
+        ### Wrangle the header
+
+        head = result["head"]
+
+        for row in head:
+            for cell in row:
+                if cell.get("type") == "th":
+                    _add_style_in_element(cell, "text-align: center")
+
+        # Add borders to the first and last line of the header
+        for cell in head[0]:
+            _add_style_in_element(cell, "border-top: 1.5pt solid black")
+
+        for cell in head[-1]:
+            _add_style_in_element(cell, "border-bottom: 1.5pt solid black")
+
+        ### Wrangle the body
+
+        body = result["body"]
+
+        # Updates body to apply cell-wise style attribute
+        # so that the style copies over to Word and Google Docs.
+
+        if sparse_index and len(body) > 1:
+            sep_rows = []
+            max_th_count = 0
+            for row_number, row in enumerate(body):
+                th_count = 0
+
+                for cell in row:
+                    if cell.get("type") == "th" and cell.get("is_visible"):
+                        _add_style_in_element(
+                            cell, ["vertical-align: middle", "text-align: left"]
+                        )
+                        th_count += 1
+                    if cell.get("type") == "td":
+                        _add_style_in_element(
+                            cell, ["vertical-align: middle", "text-align: center"]
+                        )
+
+                if th_count >= 2:
+                    sep_rows.append(row_number)
+
+                if row_number == 0:
+                    max_th_count = th_count
+
+            for row_number in sep_rows:
+                for cell in body[row_number]:
+                    _add_style_in_element(cell, "border-top: 1pt solid black")
+
+            # Vertically walk through row headers to add a bottom border for the table.
+            for i in range(max_th_count):
+                for row in body:
+                    if row[i].get("is_visible"):
+                        last_th_for_level = row[i]
+
+                if last_th_for_level and "styles" in last_th_for_level:
+                    _add_style_in_element(
+                        last_th_for_level, "border-bottom: 1.5pt solid black"
+                    )
+            # Add bottom border to all body rows
+            for cell in body[-1]:
+                if cell.get("type") == "td":
+                    _add_style_in_element(cell, "border-bottom: 1.5pt solid black")
+
+        elif len(body) > 1:
+            for cell in body[-1]:
+                _add_style_in_element(cell, "border-bottom: 1.5pt solid black")
+
+        if self.row_borders is not None:
+            for row_number in self.row_borders:
+                for cell in body[row_number]:
+                    _add_style_in_element(cell, "border-bottom: 1pt solid black")
+
+        # If _column_names is false, remove column names
+        if self.hide_column_names and body:
+            max_th_count = 0
+            for cell in body[0]:
+                if cell.get("type") == "th":
+                    max_th_count += 1
+
+            for row in head:
+                for col_number, cell in enumerate(row):
+                    if col_number < max_th_count:
+                        if "value" in cell:
+                            cell["value"] = blank
+                    else:
+                        break
+
+        return result
+
+    def to_html(
+        self,
+        buf: FilePath | WriteBuffer[str] | None = None,
+        *,
+        table_uuid: str | None = None,
+        table_attributes: str | None = None,
+        sparse_index: bool | None = None,
+        sparse_columns: bool | None = None,
+        bold_headers: bool = False,
+        caption: str | None = None,
+        max_rows: int | None = None,
+        max_columns: int | None = None,
+        encoding: str | None = None,
+        doctype_html: bool = False,
+        exclude_styles: bool = False,
+        **kwargs,
+    ) -> None:
+        """Overrides Styler class's to_html methods for compatibility.
+
+        Please see the pandas documentation for more defaults.
+
+        Used source code from
+        https://github.com/pandas-dev/pandas/blob/master/pandas/io/formats/style.py
+        """
+
+        obj = self._copy(deepcopy=True)  # manipulate table_styles on obj, not self
+
+        if table_uuid:
+            obj.set_uuid(table_uuid)
+
+        if table_attributes:
+            obj.set_table_attributes(table_attributes)
+
+        if sparse_index is None:
+            sparse_index = pd.get_option("styler.sparse.index")
+        if sparse_columns is None:
+            sparse_columns = pd.get_option("styler.sparse.columns")
+
+        if bold_headers:
+            obj.set_table_styles(
+                [{"selector": "th", "props": "font-weight: bold;"}], overwrite=False
+            )
+
+        if caption is not None:
+            obj.set_caption(caption)
+
+        # Build HTML string..
+        html = obj._render_html(  # pylint: disable=W0212
+            sparse_index=sparse_index,
+            sparse_columns=sparse_columns,
+            max_rows=max_rows,
+            max_cols=max_columns,
+            exclude_styles=exclude_styles,
+            encoding=encoding or pd.get_option("styler.render.encoding"),
+            doctype_html=doctype_html,
+            # The two lines below are the only differences
+            table_local_styles=self._table_local_styles,
+            show_copy_button=self._copy_button,
+            **kwargs,
+        )
+
+        return save_to_buffer(
+            html, buf=buf, encoding=(encoding if buf is not None else None)
+        )
+
+    def _copy(self, deepcopy: bool = False) -> PrettyStyler:
+        """
+        Copies a Styler, allowing for deepcopy or shallow copy
+        Copying a Styler aims to recreate a new Styler object which contains the same
+        data and styles as the original.
+        Data dependent attributes [copied and NOT exported]:
+          - formatting (._display_funcs)
+          - hidden index values or column values (.hidden_rows, .hidden_columns)
+          - tooltips
+          - cell_context (cell css classes)
+          - ctx (cell css styles)
+          - caption
+          - concatenated stylers
+        Non-data dependent attributes [copied and exported]:
+          - css
+          - hidden index state and hidden columns state (.hide_index_, .hide_columns_)
+          - table_attributes
+          - table_styles
+          - applied styles (_todo)
+        """
+        # GH 40675
+        styler = PrettyStyler(
+            self.data,  # populates attributes 'data', 'columns', 'index' as shallow
+        )
+        shallow = [  # simple string or boolean immutables
+            "hide_index_",
+            "hide_columns_",
+            "hide_column_names",
+            "hide_index_names",
+            "table_attributes",
+            "cell_ids",
+            "caption",
+            "uuid",
+            "uuid_len",
+            "template_latex",  # also copy templates if these have been customised
+            "template_html_style",
+            "template_html_table",
+            "template_html",
+            "_table_local_styles",
+            "_copy_button",
+        ]
+        deep = [  # nested lists or dicts
+            "css",
+            "concatenated",
+            "_display_funcs",
+            "_display_funcs_index",
+            "_display_funcs_columns",
+            "hidden_rows",
+            "hidden_columns",
+            "ctx",
+            "ctx_index",
+            "ctx_columns",
+            "cell_context",
+            "_todo",
+            "table_styles",
+            "tooltips",
+            "row_borders",
+        ]
+
+        for attr in shallow:
+            setattr(styler, attr, getattr(self, attr))
+
+        for attr in deep:
+            val = getattr(self, attr)
+            setattr(styler, attr, copy.deepcopy(val) if deepcopy else val)
+
+        return styler
+
+
+#################################################
+# Helper functions
+#################################################
+
+
+def _get_font_style(
+    font_size: int | str | None = None, font_family: str | None = None
+) -> List[str]:
+    font_size = font_size or _options.font_size
+    if isinstance(font_size, int):
+        font_size = f"{font_size}pt"
+
+    font_family = font_family or _options.font_family
+
+    return [f"font-size: {font_size}", rf"font-family: {font_family}"]
+
+
+def _add_style_in_element(ele: Dict[str, Any], style: str | Iterable[str]):
+    """
+    Helper function that sets the `style` field in a dict to `style` if it doesn't
+    already exist or updates the style field. Maintain the value as a list.
+    """
+
+    if "styles" in ele:
+        if isinstance(style, str):
+            ele["styles"].append(style)
+        elif isinstance(style, list):
+            ele["styles"] += style
+        else:
+            ele["styles"] += list(style)
+
+    else:
+        if isinstance(style, str):
+            ele["styles"] = [style]
+        elif isinstance(style, list):
+            ele["styles"] = style
+        else:
+            ele["styles"] = list(style)
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/test_suppression.py b/tests/test_suppression.py
index 1546309..c1456e0 100644
--- a/tests/test_suppression.py
+++ b/tests/test_suppression.py
@@ -2,7 +2,7 @@
 import pandas as pd
 import pytest
 
-from zentables.zentables import _do_suppression
+from zentables.accessor import _do_suppression
 
 
 @pytest.fixture(scope="function")
@@ -59,7 +59,8 @@ def test_multiple_rows():
 
 def test_random_seed_tie_breaker():
     """
-    If there are several choices, then suppression should be random (i.e change depending on seed)
+    If there are several choices, then suppression should be random (i.e change
+    depending on seed)
     """
     input_array = [
         [3, 3, 3, 3, 3, 3],
@@ -80,9 +81,11 @@ def test_random_seed_tie_breaker():
 def test_nan_values():
     """
     If there are NaN values in the DataFrame, effective suppression cannot happen.
-    The user should be aware of the dimensions of input array, or apply appropriate `fillna()` commands.
+    The user should be aware of the dimensions of input array, or apply appropriate
+    `fillna()` commands.
     """
-    # When the input array has mismatching lengths, pd.DataFrame automatically assumes NaN values
+    # When the input array has mismatching lengths, pd.DataFrame automatically assumes
+    # NaN values
     input_array = [[1, 2, 3], [100, 200]]
     df = pd.DataFrame(input_array)
     with pytest.raises(ValueError):
@@ -179,8 +182,8 @@ def test_nan_in_mean_sd_table():
     # verify that the number of empty
     assert is_nan.sum().sum() == is_null.sum().sum() == number_of_empty_groupings
 
-    ## Realizing that further development is necessary to ensure that 0 is not suppressed
-    ## and if this should even always be true.
-    suppressed_outcome_df = df.zen.mean_sd_table(
+    ## Realizing that further development is necessary to ensure that 0 is not
+    ## suppressed and if this should even always be true.
+    df.zen.mean_sd_table(
         index=["cuisine", "who"], columns="city", values="price", suppress=True, high=2
     )
diff --git a/tests/test_zentables.py b/tests/test_zentables.py
index 3b6a26e..429cd94 100644
--- a/tests/test_zentables.py
+++ b/tests/test_zentables.py
@@ -3,7 +3,10 @@
 import pandas as pd
 import pytest
 
-from zentables import zentables
+import zentables.options
+from zentables.accessor import _convert_names, _swap_column_levels
+from zentables.options import OptionsWrapper, _options, set_options
+from zentables.pretty_styler import _get_font_style
 
 file_path = Path(__file__).parent / "fixtures" / "superstore.csv"
 df = pd.read_csv(file_path)
@@ -26,53 +29,49 @@ def pivot():
 
 
 def test__get_font_style():
+    global_font_size = _options.font_size
+    global_font_family = _options.font_family
 
-    global_font_size = zentables._options.font_size
-    global_font_family = zentables._options.font_family
+    assert _get_font_style() == _get_font_style(global_font_size, global_font_family)
 
-    assert zentables._get_font_style() == zentables._get_font_style(
-        global_font_size, global_font_family
-    )
-
-    font_size_processed, font_family_processed = zentables._get_font_style()
+    font_size_processed, font_family_processed = _get_font_style()
 
-    assert zentables._get_font_style(font_family="Arial") == [
+    assert _get_font_style(font_family="Arial") == [
         font_size_processed,
         "font-family: Arial",
     ]
-    assert zentables._get_font_style(font_size=11) == [
+    assert _get_font_style(font_size=11) == [
         "font-size: 11pt",
         font_family_processed,
     ]
 
-    assert zentables._get_font_style(font_size=11, font_family="Arial") == [
+    assert _get_font_style(font_size=11, font_family="Arial") == [
         "font-size: 11pt",
         "font-family: Arial",
     ]
 
-    assert zentables._get_font_style(font_size="11em", font_family="Arial") == [
+    assert _get_font_style(font_size="11em", font_family="Arial") == [
         "font-size: 11em",
         "font-family: Arial",
     ]
 
 
 def test__convert_names():
-    l = ["str1", "str2"]
+    test_list = ["str1", "str2"]
 
-    assert zentables._convert_names("str") == ["str"]
-    assert zentables._convert_names(l) == l
-    assert zentables._convert_names(pd.Series(l)) == l
+    assert _convert_names("str") == ["str"]
+    assert _convert_names(test_list) == test_list
+    assert _convert_names(pd.Series(test_list)) == test_list
 
     with pytest.raises(ValueError):
-        zentables._convert_names(l, 1)
+        _convert_names(test_list, 1)
 
     with pytest.raises(ValueError):
-        zentables._convert_names(l, 1, "Error!")
+        _convert_names(test_list, 1, "Error!")
 
 
 def test__swap_column_levels(pivot):
-
-    pivot_swapped = zentables._swap_column_levels(pivot)
+    pivot_swapped = _swap_column_levels(pivot)
     col_levels = pivot_swapped.columns.nlevels
 
     assert col_levels == pivot.columns.nlevels
@@ -92,10 +91,10 @@ def test__swap_column_levels(pivot):
 
 def test_global_set_options(monkeypatch):
     # Monkey patch in a new OptionsWrapper object just for this test
-    monkeypatch.setattr(zentables, "_options", zentables.OptionsWrapper())
+    monkeypatch.setattr(zentables.options, "_options", OptionsWrapper())
 
-    zentables.set_options(font_size="11pt")
-    assert zentables._options.font_size == "11pt"
+    set_options(font_size="11pt")
+    assert _options.font_size == "11pt"
 
     with pytest.raises(KeyError):
-        zentables.set_options(foobar=12)
+        set_options(foobar=12)