diff --git a/data/transactions.parquet b/data/transactions.parquet
index 1ed7607..ac01eb9 100644
Binary files a/data/transactions.parquet and b/data/transactions.parquet differ
diff --git a/docs/analysis_modules.md b/docs/analysis_modules.md
index 5f60fd5..088d06c 100644
--- a/docs/analysis_modules.md
+++ b/docs/analysis_modules.md
@@ -259,7 +259,7 @@ from pyretailscience.standard_graphs import time_plot
 rng = np.random.default_rng(42)
 df = pd.DataFrame(
     {
-        "transaction_datetime": pd.concat(
+        "transaction_date": pd.concat(
             [pd.Series(pd.date_range(start="2022-01-01", periods=200, freq="D"))] * 3
         ),
         "total_price": np.concatenate(
@@ -447,8 +447,8 @@ Example:
 ```python
 from pyretailscience import revenue_tree
 
-p1_index = df["transaction_datetime"] < "2023-06-01"
-p2_index = df["transaction_datetime"] >= "2023-06-01"
+p1_index = df["transaction_date"] < "2023-06-01"
+p2_index = df["transaction_date"] >= "2023-06-01"
 
 rev_tree = revenue_tree.RevenueTree(
     df=df,
diff --git a/docs/examples/cross_shop.ipynb b/docs/examples/cross_shop.ipynb
index 0936a9b..e5d7ad0 100644
--- a/docs/examples/cross_shop.ipynb
+++ b/docs/examples/cross_shop.ipynb
@@ -41,7 +41,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>transaction_id</th>\n",
-       "      <th>transaction_datetime</th>\n",
+       "      <th>transaction_date</th>\n",
        "      <th>customer_id</th>\n",
        "      <th>product_id</th>\n",
        "      <th>product_name</th>\n",
@@ -51,9 +51,8 @@
        "      <th>category_1_id</th>\n",
        "      <th>brand_name</th>\n",
        "      <th>brand_id</th>\n",
-       "      <th>unit_price</th>\n",
-       "      <th>quantity</th>\n",
-       "      <th>total_price</th>\n",
+       "      <th>unit_quantity</th>\n",
+       "      <th>unit_spend</th>\n",
        "      <th>store_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -71,7 +70,6 @@
        "      <td>1</td>\n",
        "      <td>McFarlane Toys</td>\n",
        "      <td>3</td>\n",
-       "      <td>27.99</td>\n",
        "      <td>2</td>\n",
        "      <td>55.98</td>\n",
        "      <td>6</td>\n",
@@ -89,7 +87,6 @@
        "      <td>53</td>\n",
        "      <td>Alfred A. Knopf</td>\n",
        "      <td>264</td>\n",
-       "      <td>10.49</td>\n",
        "      <td>1</td>\n",
        "      <td>10.49</td>\n",
        "      <td>6</td>\n",
@@ -107,7 +104,6 @@
        "      <td>21</td>\n",
        "      <td>AMD</td>\n",
        "      <td>102</td>\n",
-       "      <td>120.00</td>\n",
        "      <td>3</td>\n",
        "      <td>360.00</td>\n",
        "      <td>4</td>\n",
@@ -125,7 +121,6 @@
        "      <td>30</td>\n",
        "      <td>Pottery Barn</td>\n",
        "      <td>147</td>\n",
-       "      <td>599.00</td>\n",
        "      <td>1</td>\n",
        "      <td>599.00</td>\n",
        "      <td>4</td>\n",
@@ -143,7 +138,6 @@
        "      <td>45</td>\n",
        "      <td>Pantene</td>\n",
        "      <td>222</td>\n",
-       "      <td>4.99</td>\n",
        "      <td>1</td>\n",
        "      <td>4.99</td>\n",
        "      <td>4</td>\n",
@@ -153,12 +147,12 @@
        "</div>"
       ],
       "text/plain": [
-       "   transaction_id transaction_datetime  customer_id  product_id  \\\n",
-       "0            7108  2023-01-12 17:44:29            1          15   \n",
-       "1            7108  2023-01-12 17:44:29            1        1317   \n",
-       "2            4553  2023-02-05 09:31:42            1         509   \n",
-       "3            4553  2023-02-05 09:31:42            1         735   \n",
-       "4            4553  2023-02-05 09:31:42            1        1107   \n",
+       "   transaction_id    transaction_date  customer_id  product_id  \\\n",
+       "0            7108 2023-01-12 17:44:29            1          15   \n",
+       "1            7108 2023-01-12 17:44:29            1        1317   \n",
+       "2            4553 2023-02-05 09:31:42            1         509   \n",
+       "3            4553 2023-02-05 09:31:42            1         735   \n",
+       "4            4553 2023-02-05 09:31:42            1        1107   \n",
        "\n",
        "                               product_name category_0_name  category_0_id  \\\n",
        "0                              Spawn Figure            Toys              1   \n",
@@ -167,19 +161,19 @@
        "3                Linden Wood Paneled Mirror            Home              5   \n",
        "4  Pro-V Daily Moisture Renewal Conditioner          Beauty              7   \n",
        "\n",
-       "       category_1_name  category_1_id       brand_name  brand_id  unit_price  \\\n",
-       "0       Action Figures              1   McFarlane Toys         3       27.99   \n",
-       "1  Mystery & Thrillers             53  Alfred A. Knopf       264       10.49   \n",
-       "2  Computer Components             21              AMD       102      120.00   \n",
-       "3           Home Decor             30     Pottery Barn       147      599.00   \n",
-       "4            Hair Care             45          Pantene       222        4.99   \n",
+       "       category_1_name  category_1_id       brand_name  brand_id  \\\n",
+       "0       Action Figures              1   McFarlane Toys         3   \n",
+       "1  Mystery & Thrillers             53  Alfred A. Knopf       264   \n",
+       "2  Computer Components             21              AMD       102   \n",
+       "3           Home Decor             30     Pottery Barn       147   \n",
+       "4            Hair Care             45          Pantene       222   \n",
        "\n",
-       "   quantity  total_price  store_id  \n",
-       "0         2        55.98         6  \n",
-       "1         1        10.49         6  \n",
-       "2         3       360.00         4  \n",
-       "3         1       599.00         4  \n",
-       "4         1         4.99         4  "
+       "   unit_quantity  unit_spend  store_id  \n",
+       "0              2       55.98         6  \n",
+       "1              1       10.49         6  \n",
+       "2              3      360.00         4  \n",
+       "3              1      599.00         4  \n",
+       "4              1        4.99         4  "
       ]
      },
      "execution_count": null,
@@ -263,7 +257,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 600x600 with 1 Axes>"
       ]
@@ -296,7 +290,7 @@
        "      <th>group_2</th>\n",
        "      <th>group_3</th>\n",
        "      <th>groups</th>\n",
-       "      <th>total_price</th>\n",
+       "      <th>unit_spend</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>customer_id</th>\n",
@@ -353,13 +347,13 @@
        "</div>"
       ],
       "text/plain": [
-       "             group_1  group_2  group_3     groups  total_price\n",
-       "customer_id                                                   \n",
-       "1                  0        1        0  (0, 1, 0)     15444.07\n",
-       "2                  0        0        0  (0, 0, 0)     52596.03\n",
-       "3                  0        0        0  (0, 0, 0)      8106.66\n",
-       "4                  1        0        1  (1, 0, 1)     43042.60\n",
-       "5                  0        0        0  (0, 0, 0)     15103.83"
+       "             group_1  group_2  group_3     groups  unit_spend\n",
+       "customer_id                                                  \n",
+       "1                  0        1        0  (0, 1, 0)    15444.07\n",
+       "2                  0        0        0  (0, 0, 0)    52596.03\n",
+       "3                  0        0        0  (0, 0, 0)     8106.66\n",
+       "4                  1        0        1  (1, 0, 1)    43042.60\n",
+       "5                  0        0        0  (0, 0, 0)    15103.83"
       ]
      },
      "metadata": {},
@@ -387,7 +381,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>groups</th>\n",
-       "      <th>total_price</th>\n",
+       "      <th>unit_spend</th>\n",
        "      <th>percent</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -445,7 +439,7 @@
        "</div>"
       ],
       "text/plain": [
-       "      groups  total_price   percent\n",
+       "      groups   unit_spend   percent\n",
        "0  (0, 0, 0)  17955616.81  0.201549\n",
        "1  (0, 0, 1)  12340333.28  0.138518\n",
        "2  (0, 1, 0)   4403812.22  0.049432\n",
@@ -496,7 +490,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 600x600 with 1 Axes>"
       ]
@@ -529,7 +523,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 600x600 with 1 Axes>"
       ]
diff --git a/docs/examples/gain_loss.ipynb b/docs/examples/gain_loss.ipynb
index 0fe39e7..3fdc6a3 100644
--- a/docs/examples/gain_loss.ipynb
+++ b/docs/examples/gain_loss.ipynb
@@ -44,7 +44,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>transaction_id</th>\n",
-       "      <th>transaction_datetime</th>\n",
+       "      <th>transaction_date</th>\n",
        "      <th>customer_id</th>\n",
        "      <th>product_id</th>\n",
        "      <th>product_name</th>\n",
@@ -54,9 +54,8 @@
        "      <th>category_1_id</th>\n",
        "      <th>brand_name</th>\n",
        "      <th>brand_id</th>\n",
-       "      <th>unit_price</th>\n",
-       "      <th>quantity</th>\n",
-       "      <th>total_price</th>\n",
+       "      <th>unit_quantity</th>\n",
+       "      <th>unit_spend</th>\n",
        "      <th>store_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -74,7 +73,6 @@
        "      <td>1</td>\n",
        "      <td>McFarlane Toys</td>\n",
        "      <td>3</td>\n",
-       "      <td>27.99</td>\n",
        "      <td>2</td>\n",
        "      <td>55.98</td>\n",
        "      <td>6</td>\n",
@@ -92,7 +90,6 @@
        "      <td>53</td>\n",
        "      <td>Alfred A. Knopf</td>\n",
        "      <td>264</td>\n",
-       "      <td>10.49</td>\n",
        "      <td>1</td>\n",
        "      <td>10.49</td>\n",
        "      <td>6</td>\n",
@@ -110,7 +107,6 @@
        "      <td>21</td>\n",
        "      <td>AMD</td>\n",
        "      <td>102</td>\n",
-       "      <td>120.00</td>\n",
        "      <td>3</td>\n",
        "      <td>360.00</td>\n",
        "      <td>4</td>\n",
@@ -128,7 +124,6 @@
        "      <td>30</td>\n",
        "      <td>Pottery Barn</td>\n",
        "      <td>147</td>\n",
-       "      <td>599.00</td>\n",
        "      <td>1</td>\n",
        "      <td>599.00</td>\n",
        "      <td>4</td>\n",
@@ -146,7 +141,6 @@
        "      <td>45</td>\n",
        "      <td>Pantene</td>\n",
        "      <td>222</td>\n",
-       "      <td>4.99</td>\n",
        "      <td>1</td>\n",
        "      <td>4.99</td>\n",
        "      <td>4</td>\n",
@@ -156,12 +150,12 @@
        "</div>"
       ],
       "text/plain": [
-       "   transaction_id transaction_datetime  customer_id  product_id  \\\n",
-       "0            7108  2023-01-12 17:44:29            1          15   \n",
-       "1            7108  2023-01-12 17:44:29            1        1317   \n",
-       "2            4553  2023-02-05 09:31:42            1         509   \n",
-       "3            4553  2023-02-05 09:31:42            1         735   \n",
-       "4            4553  2023-02-05 09:31:42            1        1107   \n",
+       "   transaction_id    transaction_date  customer_id  product_id  \\\n",
+       "0            7108 2023-01-12 17:44:29            1          15   \n",
+       "1            7108 2023-01-12 17:44:29            1        1317   \n",
+       "2            4553 2023-02-05 09:31:42            1         509   \n",
+       "3            4553 2023-02-05 09:31:42            1         735   \n",
+       "4            4553 2023-02-05 09:31:42            1        1107   \n",
        "\n",
        "                               product_name category_0_name  category_0_id  \\\n",
        "0                              Spawn Figure            Toys              1   \n",
@@ -170,19 +164,19 @@
        "3                Linden Wood Paneled Mirror            Home              5   \n",
        "4  Pro-V Daily Moisture Renewal Conditioner          Beauty              7   \n",
        "\n",
-       "       category_1_name  category_1_id       brand_name  brand_id  unit_price  \\\n",
-       "0       Action Figures              1   McFarlane Toys         3       27.99   \n",
-       "1  Mystery & Thrillers             53  Alfred A. Knopf       264       10.49   \n",
-       "2  Computer Components             21              AMD       102      120.00   \n",
-       "3           Home Decor             30     Pottery Barn       147      599.00   \n",
-       "4            Hair Care             45          Pantene       222        4.99   \n",
+       "       category_1_name  category_1_id       brand_name  brand_id  \\\n",
+       "0       Action Figures              1   McFarlane Toys         3   \n",
+       "1  Mystery & Thrillers             53  Alfred A. Knopf       264   \n",
+       "2  Computer Components             21              AMD       102   \n",
+       "3           Home Decor             30     Pottery Barn       147   \n",
+       "4            Hair Care             45          Pantene       222   \n",
        "\n",
-       "   quantity  total_price  store_id  \n",
-       "0         2        55.98         6  \n",
-       "1         1        10.49         6  \n",
-       "2         3       360.00         4  \n",
-       "3         1       599.00         4  \n",
-       "4         1         4.99         4  "
+       "   unit_quantity  unit_spend  store_id  \n",
+       "0              2       55.98         6  \n",
+       "1              1       10.49         6  \n",
+       "2              3      360.00         4  \n",
+       "3              1      599.00         4  \n",
+       "4              1        4.99         4  "
       ]
      },
      "execution_count": null,
@@ -239,8 +233,8 @@
    "outputs": [],
    "source": [
     "# Define our periods\n",
-    "time_period_1 = df[\"transaction_datetime\"] <= \"2023-06-30\"\n",
-    "time_period_2 = df[\"transaction_datetime\"] > \"2023-06-30\""
+    "time_period_1 = df[\"transaction_date\"] <= \"2023-06-30\"\n",
+    "time_period_2 = df[\"transaction_date\"] > \"2023-06-30\""
    ]
   },
   {
@@ -265,9 +259,9 @@
     "\n",
     "# Apply a 20% discount to Calvin Klein products and increase the quantity by 50%\n",
     "p2_ck_idx = time_period_2 & (df[\"brand_name\"] == \"Calvin Klein\")\n",
-    "df.loc[p2_ck_idx, \"unit_price\"] = df.loc[p2_ck_idx, \"unit_price\"] * 0.8\n",
-    "df.loc[p2_ck_idx, \"quantity\"] = df.loc[p2_ck_idx, \"quantity\"] * 1.5\n",
-    "df.loc[p2_ck_idx, \"total_price\"] = df.loc[p2_ck_idx, \"unit_price\"] * df.loc[p2_ck_idx, \"quantity\"]"
+    "df.loc[p2_ck_idx, \"unit_spend\"] = df.loc[p2_ck_idx, \"unit_spend\"] * 0.8\n",
+    "df.loc[p2_ck_idx, \"unit_quantity\"] = (df.loc[p2_ck_idx, \"unit_quantity\"] * 1.5).astype(int)\n",
+    "df.loc[p2_ck_idx, \"unit_spend\"] = df.loc[p2_ck_idx, \"unit_spend\"] * df.loc[p2_ck_idx, \"unit_quantity\"]"
    ]
   },
   {
@@ -285,7 +279,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -310,7 +304,7 @@
     "    comparison_group_index=df[\"brand_name\"] == \"Diesel\",\n",
     "    comparison_group_name=\"Diesel\",\n",
     "    # Finally we specifiy that we want to calculate the gain/loss in total revenue\n",
-    "    value_col=\"total_price\",\n",
+    "    value_col=\"unit_spend\",\n",
     ")\n",
     "gl.plot(\n",
     "    x_label=\"Revenue Change\",\n",
@@ -366,12 +360,12 @@
        "      <th>focus_diff</th>\n",
        "      <th>comparison_diff</th>\n",
        "      <th>total_diff</th>\n",
-       "      <th>switch_from_comparison</th>\n",
-       "      <th>switch_to_comparison</th>\n",
        "      <th>new</th>\n",
        "      <th>lost</th>\n",
        "      <th>increased_focus</th>\n",
        "      <th>decreased_focus</th>\n",
+       "      <th>switch_from_comparison</th>\n",
+       "      <th>switch_to_comparison</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>customer_id</th>\n",
@@ -398,15 +392,15 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>55.2</td>\n",
+       "      <td>36.8</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>55.2</td>\n",
-       "      <td>55.2</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>36.8</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>55.2</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>36.8</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>55.2</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -423,9 +417,9 @@
        "      <td>0.0</td>\n",
        "      <td>-24.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>-24.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-24.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
@@ -434,15 +428,15 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>336.0</td>\n",
+       "      <td>672.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>336.0</td>\n",
-       "      <td>336.0</td>\n",
+       "      <td>672.0</td>\n",
+       "      <td>672.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>336.0</td>\n",
+       "      <td>672.0</td>\n",
+       "      <td>672.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>336.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -458,10 +452,10 @@
        "      <td>0.0</td>\n",
        "      <td>-840.0</td>\n",
        "      <td>-840.0</td>\n",
-       "      <td>840.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-840.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
@@ -477,8 +471,8 @@
        "      <td>585.0</td>\n",
        "      <td>585.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-585.0</td>\n",
-       "      <td>585.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -506,15 +500,15 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>220.8</td>\n",
+       "      <td>441.6</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>220.8</td>\n",
-       "      <td>220.8</td>\n",
+       "      <td>441.6</td>\n",
+       "      <td>441.6</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>220.8</td>\n",
+       "      <td>441.6</td>\n",
+       "      <td>441.6</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>220.8</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -524,15 +518,15 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>33.6</td>\n",
+       "      <td>22.4</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>33.6</td>\n",
-       "      <td>33.6</td>\n",
+       "      <td>22.4</td>\n",
+       "      <td>22.4</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>33.6</td>\n",
+       "      <td>22.4</td>\n",
+       "      <td>22.4</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>33.6</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -542,15 +536,15 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1872.0</td>\n",
+       "      <td>14976.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1872.0</td>\n",
-       "      <td>1872.0</td>\n",
+       "      <td>14976.0</td>\n",
+       "      <td>14976.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1872.0</td>\n",
+       "      <td>14976.0</td>\n",
+       "      <td>14976.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1872.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -560,15 +554,15 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>468.0</td>\n",
+       "      <td>936.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>468.0</td>\n",
-       "      <td>468.0</td>\n",
+       "      <td>936.0</td>\n",
+       "      <td>936.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>468.0</td>\n",
+       "      <td>936.0</td>\n",
+       "      <td>936.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>468.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -578,15 +572,15 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>168.0</td>\n",
+       "      <td>112.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>168.0</td>\n",
-       "      <td>168.0</td>\n",
+       "      <td>112.0</td>\n",
+       "      <td>112.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>168.0</td>\n",
+       "      <td>112.0</td>\n",
+       "      <td>112.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>168.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -599,59 +593,59 @@
       "text/plain": [
        "             focus_p1  comparison_p1  total_p1  focus_p2  comparison_p2  \\\n",
        "customer_id                                                               \n",
-       "1                 0.0            0.0       0.0      55.2            0.0   \n",
+       "1                 0.0            0.0       0.0      36.8            0.0   \n",
        "4                24.0            0.0      24.0       0.0            0.0   \n",
-       "7                 0.0            0.0       0.0     336.0            0.0   \n",
+       "7                 0.0            0.0       0.0     672.0            0.0   \n",
        "9                 0.0          840.0     840.0       0.0            0.0   \n",
        "10                0.0            0.0       0.0       0.0          585.0   \n",
        "...               ...            ...       ...       ...            ...   \n",
-       "4143              0.0            0.0       0.0     220.8            0.0   \n",
-       "4187              0.0            0.0       0.0      33.6            0.0   \n",
-       "4200              0.0            0.0       0.0    1872.0            0.0   \n",
-       "4236              0.0            0.0       0.0     468.0            0.0   \n",
-       "4238              0.0            0.0       0.0     168.0            0.0   \n",
+       "4143              0.0            0.0       0.0     441.6            0.0   \n",
+       "4187              0.0            0.0       0.0      22.4            0.0   \n",
+       "4200              0.0            0.0       0.0   14976.0            0.0   \n",
+       "4236              0.0            0.0       0.0     936.0            0.0   \n",
+       "4238              0.0            0.0       0.0     112.0            0.0   \n",
        "\n",
-       "             total_p2  focus_diff  comparison_diff  total_diff  \\\n",
-       "customer_id                                                      \n",
-       "1                55.2        55.2              0.0        55.2   \n",
-       "4                 0.0       -24.0              0.0       -24.0   \n",
-       "7               336.0       336.0              0.0       336.0   \n",
-       "9                 0.0         0.0           -840.0      -840.0   \n",
-       "10              585.0         0.0            585.0       585.0   \n",
-       "...               ...         ...              ...         ...   \n",
-       "4143            220.8       220.8              0.0       220.8   \n",
-       "4187             33.6        33.6              0.0        33.6   \n",
-       "4200           1872.0      1872.0              0.0      1872.0   \n",
-       "4236            468.0       468.0              0.0       468.0   \n",
-       "4238            168.0       168.0              0.0       168.0   \n",
+       "             total_p2  focus_diff  comparison_diff  total_diff      new  lost  \\\n",
+       "customer_id                                                                     \n",
+       "1                36.8        36.8              0.0        36.8     36.8   0.0   \n",
+       "4                 0.0       -24.0              0.0       -24.0      0.0 -24.0   \n",
+       "7               672.0       672.0              0.0       672.0    672.0   0.0   \n",
+       "9                 0.0         0.0           -840.0      -840.0      0.0  -0.0   \n",
+       "10              585.0         0.0            585.0       585.0      0.0   0.0   \n",
+       "...               ...         ...              ...         ...      ...   ...   \n",
+       "4143            441.6       441.6              0.0       441.6    441.6   0.0   \n",
+       "4187             22.4        22.4              0.0        22.4     22.4   0.0   \n",
+       "4200          14976.0     14976.0              0.0     14976.0  14976.0   0.0   \n",
+       "4236            936.0       936.0              0.0       936.0    936.0   0.0   \n",
+       "4238            112.0       112.0              0.0       112.0    112.0   0.0   \n",
        "\n",
-       "             switch_from_comparison  switch_to_comparison     new   lost  \\\n",
-       "customer_id                                                                \n",
-       "1                               0.0                   0.0    55.2    0.0   \n",
-       "4                               0.0                   0.0     0.0  -24.0   \n",
-       "7                               0.0                   0.0   336.0    0.0   \n",
-       "9                             840.0                   0.0     0.0 -840.0   \n",
-       "10                              0.0                -585.0   585.0    0.0   \n",
-       "...                             ...                   ...     ...    ...   \n",
-       "4143                            0.0                   0.0   220.8    0.0   \n",
-       "4187                            0.0                   0.0    33.6    0.0   \n",
-       "4200                            0.0                   0.0  1872.0    0.0   \n",
-       "4236                            0.0                   0.0   468.0    0.0   \n",
-       "4238                            0.0                   0.0   168.0    0.0   \n",
+       "             increased_focus  decreased_focus  switch_from_comparison  \\\n",
+       "customer_id                                                             \n",
+       "1                        0.0              0.0                     0.0   \n",
+       "4                        0.0              0.0                     0.0   \n",
+       "7                        0.0              0.0                     0.0   \n",
+       "9                        0.0              0.0                     0.0   \n",
+       "10                       0.0              0.0                     0.0   \n",
+       "...                      ...              ...                     ...   \n",
+       "4143                     0.0              0.0                     0.0   \n",
+       "4187                     0.0              0.0                     0.0   \n",
+       "4200                     0.0              0.0                     0.0   \n",
+       "4236                     0.0              0.0                     0.0   \n",
+       "4238                     0.0              0.0                     0.0   \n",
        "\n",
-       "             increased_focus  decreased_focus  \n",
-       "customer_id                                    \n",
-       "1                        0.0              0.0  \n",
-       "4                        0.0              0.0  \n",
-       "7                        0.0              0.0  \n",
-       "9                        0.0              0.0  \n",
-       "10                       0.0              0.0  \n",
-       "...                      ...              ...  \n",
-       "4143                     0.0              0.0  \n",
-       "4187                     0.0              0.0  \n",
-       "4200                     0.0              0.0  \n",
-       "4236                     0.0              0.0  \n",
-       "4238                     0.0              0.0  \n",
+       "             switch_to_comparison  \n",
+       "customer_id                        \n",
+       "1                             0.0  \n",
+       "4                             0.0  \n",
+       "7                             0.0  \n",
+       "9                             0.0  \n",
+       "10                            0.0  \n",
+       "...                           ...  \n",
+       "4143                          0.0  \n",
+       "4187                          0.0  \n",
+       "4200                          0.0  \n",
+       "4236                          0.0  \n",
+       "4238                          0.0  \n",
        "\n",
        "[1131 rows x 15 columns]"
       ]
@@ -689,12 +683,12 @@
        "      <th>focus_diff</th>\n",
        "      <th>comparison_diff</th>\n",
        "      <th>total_diff</th>\n",
-       "      <th>switch_from_comparison</th>\n",
-       "      <th>switch_to_comparison</th>\n",
        "      <th>new</th>\n",
        "      <th>lost</th>\n",
        "      <th>increased_focus</th>\n",
        "      <th>decreased_focus</th>\n",
+       "      <th>switch_from_comparison</th>\n",
+       "      <th>switch_to_comparison</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -703,32 +697,35 @@
        "      <td>49930.91</td>\n",
        "      <td>59480.0</td>\n",
        "      <td>109410.91</td>\n",
-       "      <td>99606.144</td>\n",
+       "      <td>221490.424</td>\n",
        "      <td>12770.0</td>\n",
-       "      <td>112376.144</td>\n",
-       "      <td>49675.234</td>\n",
+       "      <td>234260.424</td>\n",
+       "      <td>171559.514</td>\n",
        "      <td>-46710.0</td>\n",
-       "      <td>2965.234</td>\n",
-       "      <td>58600.0</td>\n",
-       "      <td>-11890.0</td>\n",
-       "      <td>95556.804</td>\n",
-       "      <td>-94298.51</td>\n",
-       "      <td>8156.004</td>\n",
-       "      <td>-6449.064</td>\n",
+       "      <td>124849.514</td>\n",
+       "      <td>195308.944</td>\n",
+       "      <td>-43749.51</td>\n",
+       "      <td>19153.824</td>\n",
+       "      <td>-1808.436</td>\n",
+       "      <td>2922.692</td>\n",
+       "      <td>-268.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "  focus_p1  comparison_p1   total_p1   focus_p2  comparison_p2    total_p2  \\\n",
-       "  49930.91        59480.0  109410.91  99606.144        12770.0  112376.144   \n",
+       "  focus_p1  comparison_p1   total_p1    focus_p2  comparison_p2    total_p2  \\\n",
+       "  49930.91        59480.0  109410.91  221490.424        12770.0  234260.424   \n",
+       "\n",
+       "  focus_diff  comparison_diff  total_diff         new      lost  \\\n",
+       "  171559.514         -46710.0  124849.514  195308.944 -43749.51   \n",
        "\n",
-       "  focus_diff  comparison_diff  total_diff  switch_from_comparison  \\\n",
-       "   49675.234         -46710.0    2965.234                 58600.0   \n",
+       "  increased_focus  decreased_focus  switch_from_comparison  \\\n",
+       "        19153.824        -1808.436                2922.692   \n",
        "\n",
-       "  switch_to_comparison        new      lost  increased_focus  decreased_focus  \n",
-       "              -11890.0  95556.804 -94298.51         8156.004        -6449.064  "
+       "  switch_to_comparison  \n",
+       "                -268.0  "
       ]
      },
      "metadata": {},
@@ -756,7 +753,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -806,7 +803,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
diff --git a/docs/examples/product_association.ipynb b/docs/examples/product_association.ipynb
index 25799f7..5e8591c 100644
--- a/docs/examples/product_association.ipynb
+++ b/docs/examples/product_association.ipynb
@@ -67,7 +67,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>transaction_id</th>\n",
-       "      <th>transaction_datetime</th>\n",
+       "      <th>transaction_date</th>\n",
        "      <th>customer_id</th>\n",
        "      <th>product_id</th>\n",
        "      <th>product_name</th>\n",
@@ -77,9 +77,8 @@
        "      <th>category_1_id</th>\n",
        "      <th>brand_name</th>\n",
        "      <th>brand_id</th>\n",
-       "      <th>unit_price</th>\n",
-       "      <th>quantity</th>\n",
-       "      <th>total_price</th>\n",
+       "      <th>unit_quantity</th>\n",
+       "      <th>unit_spend</th>\n",
        "      <th>store_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -97,7 +96,6 @@
        "      <td>1</td>\n",
        "      <td>McFarlane Toys</td>\n",
        "      <td>3</td>\n",
-       "      <td>27.99</td>\n",
        "      <td>2</td>\n",
        "      <td>55.98</td>\n",
        "      <td>6</td>\n",
@@ -115,7 +113,6 @@
        "      <td>53</td>\n",
        "      <td>Alfred A. Knopf</td>\n",
        "      <td>264</td>\n",
-       "      <td>10.49</td>\n",
        "      <td>1</td>\n",
        "      <td>10.49</td>\n",
        "      <td>6</td>\n",
@@ -133,7 +130,6 @@
        "      <td>21</td>\n",
        "      <td>AMD</td>\n",
        "      <td>102</td>\n",
-       "      <td>120.00</td>\n",
        "      <td>3</td>\n",
        "      <td>360.00</td>\n",
        "      <td>4</td>\n",
@@ -151,7 +147,6 @@
        "      <td>30</td>\n",
        "      <td>Pottery Barn</td>\n",
        "      <td>147</td>\n",
-       "      <td>599.00</td>\n",
        "      <td>1</td>\n",
        "      <td>599.00</td>\n",
        "      <td>4</td>\n",
@@ -169,7 +164,6 @@
        "      <td>45</td>\n",
        "      <td>Pantene</td>\n",
        "      <td>222</td>\n",
-       "      <td>4.99</td>\n",
        "      <td>1</td>\n",
        "      <td>4.99</td>\n",
        "      <td>4</td>\n",
@@ -179,12 +173,12 @@
        "</div>"
       ],
       "text/plain": [
-       "   transaction_id transaction_datetime  customer_id  product_id  \\\n",
-       "0            7108  2023-01-12 17:44:29            1          15   \n",
-       "1            7108  2023-01-12 17:44:29            1        1317   \n",
-       "2            4553  2023-02-05 09:31:42            1         509   \n",
-       "3            4553  2023-02-05 09:31:42            1         735   \n",
-       "4            4553  2023-02-05 09:31:42            1        1107   \n",
+       "   transaction_id    transaction_date  customer_id  product_id  \\\n",
+       "0            7108 2023-01-12 17:44:29            1          15   \n",
+       "1            7108 2023-01-12 17:44:29            1        1317   \n",
+       "2            4553 2023-02-05 09:31:42            1         509   \n",
+       "3            4553 2023-02-05 09:31:42            1         735   \n",
+       "4            4553 2023-02-05 09:31:42            1        1107   \n",
        "\n",
        "                               product_name category_0_name  category_0_id  \\\n",
        "0                              Spawn Figure            Toys              1   \n",
@@ -193,19 +187,19 @@
        "3                Linden Wood Paneled Mirror            Home              5   \n",
        "4  Pro-V Daily Moisture Renewal Conditioner          Beauty              7   \n",
        "\n",
-       "       category_1_name  category_1_id       brand_name  brand_id  unit_price  \\\n",
-       "0       Action Figures              1   McFarlane Toys         3       27.99   \n",
-       "1  Mystery & Thrillers             53  Alfred A. Knopf       264       10.49   \n",
-       "2  Computer Components             21              AMD       102      120.00   \n",
-       "3           Home Decor             30     Pottery Barn       147      599.00   \n",
-       "4            Hair Care             45          Pantene       222        4.99   \n",
+       "       category_1_name  category_1_id       brand_name  brand_id  \\\n",
+       "0       Action Figures              1   McFarlane Toys         3   \n",
+       "1  Mystery & Thrillers             53  Alfred A. Knopf       264   \n",
+       "2  Computer Components             21              AMD       102   \n",
+       "3           Home Decor             30     Pottery Barn       147   \n",
+       "4            Hair Care             45          Pantene       222   \n",
        "\n",
-       "   quantity  total_price  store_id  \n",
-       "0         2        55.98         6  \n",
-       "1         1        10.49         6  \n",
-       "2         3       360.00         4  \n",
-       "3         1       599.00         4  \n",
-       "4         1         4.99         4  "
+       "   unit_quantity  unit_spend  store_id  \n",
+       "0              2       55.98         6  \n",
+       "1              1       10.49         6  \n",
+       "2              3      360.00         4  \n",
+       "3              1      599.00         4  \n",
+       "4              1        4.99         4  "
       ]
      },
      "execution_count": null,
diff --git a/docs/examples/retention.ipynb b/docs/examples/retention.ipynb
index f4a79c3..327a597 100644
--- a/docs/examples/retention.ipynb
+++ b/docs/examples/retention.ipynb
@@ -38,7 +38,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>transaction_id</th>\n",
-       "      <th>transaction_datetime</th>\n",
+       "      <th>transaction_date</th>\n",
        "      <th>customer_id</th>\n",
        "      <th>product_id</th>\n",
        "      <th>product_name</th>\n",
@@ -48,9 +48,8 @@
        "      <th>category_1_id</th>\n",
        "      <th>brand_name</th>\n",
        "      <th>brand_id</th>\n",
-       "      <th>unit_price</th>\n",
-       "      <th>quantity</th>\n",
-       "      <th>total_price</th>\n",
+       "      <th>unit_quantity</th>\n",
+       "      <th>unit_spend</th>\n",
        "      <th>store_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -68,7 +67,6 @@
        "      <td>1</td>\n",
        "      <td>McFarlane Toys</td>\n",
        "      <td>3</td>\n",
-       "      <td>27.99</td>\n",
        "      <td>2</td>\n",
        "      <td>55.98</td>\n",
        "      <td>6</td>\n",
@@ -86,7 +84,6 @@
        "      <td>53</td>\n",
        "      <td>Alfred A. Knopf</td>\n",
        "      <td>264</td>\n",
-       "      <td>10.49</td>\n",
        "      <td>1</td>\n",
        "      <td>10.49</td>\n",
        "      <td>6</td>\n",
@@ -104,7 +101,6 @@
        "      <td>21</td>\n",
        "      <td>AMD</td>\n",
        "      <td>102</td>\n",
-       "      <td>120.00</td>\n",
        "      <td>3</td>\n",
        "      <td>360.00</td>\n",
        "      <td>4</td>\n",
@@ -122,7 +118,6 @@
        "      <td>30</td>\n",
        "      <td>Pottery Barn</td>\n",
        "      <td>147</td>\n",
-       "      <td>599.00</td>\n",
        "      <td>1</td>\n",
        "      <td>599.00</td>\n",
        "      <td>4</td>\n",
@@ -140,7 +135,6 @@
        "      <td>45</td>\n",
        "      <td>Pantene</td>\n",
        "      <td>222</td>\n",
-       "      <td>4.99</td>\n",
        "      <td>1</td>\n",
        "      <td>4.99</td>\n",
        "      <td>4</td>\n",
@@ -150,12 +144,12 @@
        "</div>"
       ],
       "text/plain": [
-       "   transaction_id transaction_datetime  customer_id  product_id  \\\n",
-       "0            7108  2023-01-12 17:44:29            1          15   \n",
-       "1            7108  2023-01-12 17:44:29            1        1317   \n",
-       "2            4553  2023-02-05 09:31:42            1         509   \n",
-       "3            4553  2023-02-05 09:31:42            1         735   \n",
-       "4            4553  2023-02-05 09:31:42            1        1107   \n",
+       "   transaction_id    transaction_date  customer_id  product_id  \\\n",
+       "0            7108 2023-01-12 17:44:29            1          15   \n",
+       "1            7108 2023-01-12 17:44:29            1        1317   \n",
+       "2            4553 2023-02-05 09:31:42            1         509   \n",
+       "3            4553 2023-02-05 09:31:42            1         735   \n",
+       "4            4553 2023-02-05 09:31:42            1        1107   \n",
        "\n",
        "                               product_name category_0_name  category_0_id  \\\n",
        "0                              Spawn Figure            Toys              1   \n",
@@ -164,19 +158,19 @@
        "3                Linden Wood Paneled Mirror            Home              5   \n",
        "4  Pro-V Daily Moisture Renewal Conditioner          Beauty              7   \n",
        "\n",
-       "       category_1_name  category_1_id       brand_name  brand_id  unit_price  \\\n",
-       "0       Action Figures              1   McFarlane Toys         3       27.99   \n",
-       "1  Mystery & Thrillers             53  Alfred A. Knopf       264       10.49   \n",
-       "2  Computer Components             21              AMD       102      120.00   \n",
-       "3           Home Decor             30     Pottery Barn       147      599.00   \n",
-       "4            Hair Care             45          Pantene       222        4.99   \n",
+       "       category_1_name  category_1_id       brand_name  brand_id  \\\n",
+       "0       Action Figures              1   McFarlane Toys         3   \n",
+       "1  Mystery & Thrillers             53  Alfred A. Knopf       264   \n",
+       "2  Computer Components             21              AMD       102   \n",
+       "3           Home Decor             30     Pottery Barn       147   \n",
+       "4            Hair Care             45          Pantene       222   \n",
        "\n",
-       "   quantity  total_price  store_id  \n",
-       "0         2        55.98         6  \n",
-       "1         1        10.49         6  \n",
-       "2         3       360.00         4  \n",
-       "3         1       599.00         4  \n",
-       "4         1         4.99         4  "
+       "   unit_quantity  unit_spend  store_id  \n",
+       "0              2       55.98         6  \n",
+       "1              1       10.49         6  \n",
+       "2              3      360.00         4  \n",
+       "3              1      599.00         4  \n",
+       "4              1        4.99         4  "
       ]
      },
      "execution_count": null,
@@ -244,7 +238,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -279,7 +273,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -293,7 +287,6 @@
     "    figsize=(10, 5),\n",
     "    bins=20,\n",
     "    cumlative=True,\n",
-    "    draw_percentile_line=True,\n",
     "    percentile_line=0.8,\n",
     "    source_text=\"Source: Transactions in 2023\",\n",
     "    title=\"When Do Customers Make Their Next Purchase?\",\n",
@@ -360,7 +353,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -394,7 +387,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
diff --git a/docs/examples/revenue_tree.ipynb b/docs/examples/revenue_tree.ipynb
index 770dea9..c501728 100644
--- a/docs/examples/revenue_tree.ipynb
+++ b/docs/examples/revenue_tree.ipynb
@@ -42,7 +42,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>transaction_id</th>\n",
-       "      <th>transaction_datetime</th>\n",
+       "      <th>transaction_date</th>\n",
        "      <th>customer_id</th>\n",
        "      <th>product_id</th>\n",
        "      <th>product_name</th>\n",
@@ -148,12 +148,12 @@
        "</div>"
       ],
       "text/plain": [
-       "   transaction_id transaction_datetime  customer_id  product_id  \\\n",
-       "0            7108  2023-01-12 17:44:29            1          15   \n",
-       "1            7108  2023-01-12 17:44:29            1        1317   \n",
-       "2            4553  2023-02-05 09:31:42            1         509   \n",
-       "3            4553  2023-02-05 09:31:42            1         735   \n",
-       "4            4553  2023-02-05 09:31:42            1        1107   \n",
+       "   transaction_id    transaction_date  customer_id  product_id  \\\n",
+       "0            7108 2023-01-12 17:44:29            1          15   \n",
+       "1            7108 2023-01-12 17:44:29            1        1317   \n",
+       "2            4553 2023-02-05 09:31:42            1         509   \n",
+       "3            4553 2023-02-05 09:31:42            1         735   \n",
+       "4            4553 2023-02-05 09:31:42            1        1107   \n",
        "\n",
        "                               product_name category_0_name  category_0_id  \\\n",
        "0                              Spawn Figure            Toys              1   \n",
@@ -334,8 +334,8 @@
    "source": [
     "from pyretailscience import revenue_tree\n",
     "\n",
-    "p1_index = df[\"transaction_datetime\"] < \"2023-06-01\"\n",
-    "p2_index = df[\"transaction_datetime\"] >= \"2023-06-01\"\n",
+    "p1_index = df[\"transaction_date\"] < \"2023-06-01\"\n",
+    "p2_index = df[\"transaction_date\"] >= \"2023-06-01\"\n",
     "\n",
     "rev_tree = revenue_tree.RevenueTree(\n",
     "    df=df,\n",
@@ -554,7 +554,7 @@
        "</svg>\n"
       ],
       "text/plain": [
-       "<graphviz.graphs.Digraph at 0x7fc8d39c0760>"
+       "<graphviz.graphs.Digraph at 0x7fe37f36b070>"
       ]
      },
      "execution_count": null,
diff --git a/docs/examples/segmentation.ipynb b/docs/examples/segmentation.ipynb
index 616ef02..0513ea5 100644
--- a/docs/examples/segmentation.ipynb
+++ b/docs/examples/segmentation.ipynb
@@ -44,7 +44,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>transaction_id</th>\n",
-       "      <th>transaction_datetime</th>\n",
+       "      <th>transaction_date</th>\n",
        "      <th>customer_id</th>\n",
        "      <th>product_id</th>\n",
        "      <th>product_name</th>\n",
@@ -150,12 +150,12 @@
        "</div>"
       ],
       "text/plain": [
-       "   transaction_id transaction_datetime  customer_id  product_id  \\\n",
-       "0            7108  2023-01-12 17:44:29            1          15   \n",
-       "1            7108  2023-01-12 17:44:29            1        1317   \n",
-       "2            4553  2023-02-05 09:31:42            1         509   \n",
-       "3            4553  2023-02-05 09:31:42            1         735   \n",
-       "4            4553  2023-02-05 09:31:42            1        1107   \n",
+       "   transaction_id    transaction_date  customer_id  product_id  \\\n",
+       "0            7108 2023-01-12 17:44:29            1          15   \n",
+       "1            7108 2023-01-12 17:44:29            1        1317   \n",
+       "2            4553 2023-02-05 09:31:42            1         509   \n",
+       "3            4553 2023-02-05 09:31:42            1         735   \n",
+       "4            4553 2023-02-05 09:31:42            1        1107   \n",
        "\n",
        "                               product_name category_0_name  category_0_id  \\\n",
        "0                              Spawn Figure            Toys              1   \n",
@@ -356,7 +356,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>transaction_id</th>\n",
-       "      <th>transaction_datetime</th>\n",
+       "      <th>transaction_date</th>\n",
        "      <th>customer_id</th>\n",
        "      <th>product_id</th>\n",
        "      <th>product_name</th>\n",
@@ -468,12 +468,12 @@
        "</div>"
       ],
       "text/plain": [
-       "   transaction_id transaction_datetime  customer_id  product_id  \\\n",
-       "0            7108  2023-01-12 17:44:29            1          15   \n",
-       "1            7108  2023-01-12 17:44:29            1        1317   \n",
-       "2            4553  2023-02-05 09:31:42            1         509   \n",
-       "3            4553  2023-02-05 09:31:42            1         735   \n",
-       "4            4553  2023-02-05 09:31:42            1        1107   \n",
+       "   transaction_id    transaction_date  customer_id  product_id  \\\n",
+       "0            7108 2023-01-12 17:44:29            1          15   \n",
+       "1            7108 2023-01-12 17:44:29            1        1317   \n",
+       "2            4553 2023-02-05 09:31:42            1         509   \n",
+       "3            4553 2023-02-05 09:31:42            1         735   \n",
+       "4            4553 2023-02-05 09:31:42            1        1107   \n",
        "\n",
        "                               product_name category_0_name  category_0_id  \\\n",
        "0                              Spawn Figure            Toys              1   \n",
@@ -556,6 +556,20 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
+       "      <td>Total</td>\n",
+       "      <td>8.908818e+07</td>\n",
+       "      <td>25490</td>\n",
+       "      <td>4250</td>\n",
+       "      <td>223950</td>\n",
+       "      <td>20961.925033</td>\n",
+       "      <td>3495.024770</td>\n",
+       "      <td>5.997647</td>\n",
+       "      <td>397.803891</td>\n",
+       "      <td>8.785798</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
        "      <td>Light</td>\n",
        "      <td>1.344912e+07</td>\n",
        "      <td>7054</td>\n",
@@ -569,7 +583,7 @@
        "      <td>0.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>2</th>\n",
        "      <td>Heavy</td>\n",
        "      <td>4.518138e+07</td>\n",
        "      <td>8572</td>\n",
@@ -583,7 +597,7 @@
        "      <td>0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>3</th>\n",
        "      <td>Medium</td>\n",
        "      <td>3.045768e+07</td>\n",
        "      <td>9864</td>\n",
@@ -596,42 +610,28 @@
        "      <td>8.806671</td>\n",
        "      <td>0.3</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Total</td>\n",
-       "      <td>8.908818e+07</td>\n",
-       "      <td>25490</td>\n",
-       "      <td>4250</td>\n",
-       "      <td>223950</td>\n",
-       "      <td>20961.925033</td>\n",
-       "      <td>3495.024770</td>\n",
-       "      <td>5.997647</td>\n",
-       "      <td>397.803891</td>\n",
-       "      <td>8.785798</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "  segment_name         spend  transactions  customers   units  \\\n",
-       "0        Light  1.344912e+07          7054       2125   56523   \n",
-       "1        Heavy  4.518138e+07          8572        850   80558   \n",
-       "2       Medium  3.045768e+07          9864       1275   86869   \n",
-       "3        Total  8.908818e+07         25490       4250  223950   \n",
+       "0        Total  8.908818e+07         25490       4250  223950   \n",
+       "1        Light  1.344912e+07          7054       2125   56523   \n",
+       "2        Heavy  4.518138e+07          8572        850   80558   \n",
+       "3       Medium  3.045768e+07          9864       1275   86869   \n",
        "\n",
        "   spend_per_customer  spend_per_transaction  transactions_per_customer  \\\n",
-       "0         6328.995732            1906.594263                   3.319529   \n",
-       "1        53154.567635            5270.809903                  10.084706   \n",
-       "2        23888.378800            3087.761858                   7.736471   \n",
-       "3        20961.925033            3495.024770                   5.997647   \n",
+       "0        20961.925033            3495.024770                   5.997647   \n",
+       "1         6328.995732            1906.594263                   3.319529   \n",
+       "2        53154.567635            5270.809903                  10.084706   \n",
+       "3        23888.378800            3087.761858                   7.736471   \n",
        "\n",
        "   price_per_unit  units_per_transaction  customers_pct  \n",
-       "0      237.940589               8.012900            0.5  \n",
-       "1      560.855315               9.397807            0.2  \n",
-       "2      350.616249               8.806671            0.3  \n",
-       "3      397.803891               8.785798            1.0  "
+       "0      397.803891               8.785798            1.0  \n",
+       "1      237.940589               8.012900            0.5  \n",
+       "2      560.855315               9.397807            0.2  \n",
+       "3      350.616249               8.806671            0.3  "
       ]
      },
      "execution_count": null,
diff --git a/pyretailscience/cross_shop.py b/pyretailscience/cross_shop.py
index 3fa26e2..bc8b310 100644
--- a/pyretailscience/cross_shop.py
+++ b/pyretailscience/cross_shop.py
@@ -5,6 +5,7 @@
 from matplotlib.axes import Axes, SubplotBase
 from matplotlib_set_diagrams import EulerDiagram, VennDiagram
 
+from pyretailscience.options import ColumnHelper, get_option
 from pyretailscience.style import graph_utils as gu
 from pyretailscience.style.graph_utils import GraphStyles
 from pyretailscience.style.tailwind import COLORS
@@ -20,7 +21,7 @@ def __init__(
         group_2_idx: list[bool] | pd.Series,
         group_3_idx: list[bool] | pd.Series | None = None,
         labels: list[str] | None = None,
-        value_col: str = "total_price",
+        value_col: str = get_option("column.unit_spend"),
         agg_func: str = "sum",
     ) -> None:
         """Creates a cross-shop diagram that is used to show the overlap of customers between different groups.
@@ -34,7 +35,7 @@ def __init__(
             group_3_idx (list[bool], pd.Series, optional): An optional list of bool values determining whether the
                 row is a part of the third group. Defaults to None. If not supplied, only two groups will be considered.
             labels (list[str], optional): The labels for the groups. Defaults to None.
-            value_col (str, optional): The column to aggregate. Defaults to "total_price".
+            value_col (str, optional): The column to aggregate. Defaults to the option column.unit_spend.
             agg_func (str, optional): The aggregation function. Defaults to "sum".
 
         Returns:
@@ -44,7 +45,7 @@ def __init__(
             ValueError: If the dataframe does not contain the required columns or if the number of labels does not match
                 the number of group indexes given.
         """
-        required_cols = ["customer_id", value_col]
+        required_cols = [get_option("column.customer_id"), value_col]
         missing_cols = set(required_cols) - set(df.columns)
         if len(missing_cols) > 0:
             msg = f"The following columns are required but missing: {missing_cols}"
@@ -76,7 +77,7 @@ def _calc_cross_shop(
         group_1_idx: list[bool],
         group_2_idx: list[bool],
         group_3_idx: list[bool] | None = None,
-        value_col: str = "total_price",
+        value_col: str = get_option("column.unit_spend"),
         agg_func: str = "sum",
     ) -> pd.DataFrame:
         """Calculate the cross-shop dataframe that will be used to plot the diagram.
@@ -87,7 +88,7 @@ def _calc_cross_shop(
             group_2_idx (list[bool]): A list of bool values determining whether the row is a part of the second group.
             group_3_idx (list[bool], optional): An optional list of bool values determining whether the row is a part
                 of the third group. Defaults to None. If not supplied, only two groups will be considered.
-            value_col (str, optional): The column to aggregate. Defaults to "total_price".
+            value_col (str, optional): The column to aggregate. Defaults to option column.unit_spend.
             agg_func (str, optional): The aggregation function. Defaults to "sum".
 
         Returns:
@@ -96,6 +97,7 @@ def _calc_cross_shop(
         Raises:
             ValueError: If the groups are not mutually exclusive.
         """
+        cols = ColumnHelper()
         if isinstance(group_1_idx, list):
             group_1_idx = pd.Series(group_1_idx)
         if isinstance(group_2_idx, list):
@@ -103,7 +105,7 @@ def _calc_cross_shop(
         if group_3_idx is not None and isinstance(group_3_idx, list):
             group_3_idx = pd.Series(group_3_idx)
 
-        cs_df = df[["customer_id"]].copy()
+        cs_df = df[[cols.customer_id]].copy()
 
         cs_df["group_1"] = group_1_idx.astype(int)
         cs_df["group_2"] = group_2_idx.astype(int)
@@ -119,23 +121,23 @@ def _calc_cross_shop(
         if not any(group_1_idx) or not any(group_2_idx) or (group_3_idx is not None and not any(group_3_idx)):
             raise ValueError("There must at least one row selected for group_1_idx, group_2_idx, and group_3_idx.")
 
-        cs_df = cs_df.groupby("customer_id")[group_cols].max()
+        cs_df = cs_df.groupby(cols.customer_id)[group_cols].max()
         cs_df["groups"] = cs_df[group_cols].apply(lambda x: tuple(x), axis=1)
 
-        kpi_df = df.groupby("customer_id")[value_col].agg(agg_func)
+        kpi_df = df.groupby(cols.customer_id)[value_col].agg(agg_func)
 
         return cs_df.merge(kpi_df, left_index=True, right_index=True)
 
     @staticmethod
     def _calc_cross_shop_table(
         df: pd.DataFrame,
-        value_col: str = "total_price",
+        value_col: str = get_option("column.unit_spend"),
     ) -> pd.DataFrame:
         """Calculate the aggregated cross-shop table that will be used to plot the diagram.
 
         Args:
             df (pd.DataFrame): The cross-shop dataframe.
-            value_col (str, optional): The column to aggregate. Defaults to "total_price".
+            value_col (str, optional): The column to aggregate. Defaults to option column.unit_spend.
 
         Returns:
             pd.DataFrame: The cross-shop table.
diff --git a/pyretailscience/customer.py b/pyretailscience/customer.py
index 9a284b3..57dbee1 100644
--- a/pyretailscience/customer.py
+++ b/pyretailscience/customer.py
@@ -7,6 +7,7 @@
 from matplotlib.axes import Axes, SubplotBase
 
 import pyretailscience.style.graph_utils as gu
+from pyretailscience.options import ColumnHelper
 from pyretailscience.style.graph_utils import human_format, standard_graph_styles
 from pyretailscience.style.tailwind import COLORS
 
@@ -30,13 +31,14 @@ def __init__(self, df: pd.DataFrame) -> None:
                 are null.
 
         """
-        required_cols = ["customer_id", "transaction_id"]
+        cols = ColumnHelper()
+        required_cols = [cols.customer_id, cols.transaction_id]
         missing_cols = set(required_cols) - set(df.columns)
         if len(missing_cols) > 0:
             msg = f"The following columns are required but missing: {missing_cols}"
             raise ValueError(msg)
 
-        self.cust_purchases_s = df.groupby("customer_id")["transaction_id"].nunique()
+        self.cust_purchases_s = df.groupby(cols.customer_id)[cols.transaction_id].nunique()
 
     def plot(
         self,
@@ -173,14 +175,15 @@ def __init__(self, df: pd.DataFrame) -> None:
 
         Args:
             df (pd.DataFrame): A dataframe with the transaction data. The dataframe must have the columns customer_id
-                and transaction_datetime, which must be non-null.
+                and transaction_date, which must be non-null.
 
         Raises:
             ValueError: If the dataframe does doesn't contain the columns customer_id and transaction_id, or if the
                 columns are null.
 
         """
-        required_cols = ["customer_id", "transaction_datetime"]
+        cols = ColumnHelper()
+        required_cols = [cols.customer_id, cols.transaction_date]
         missing_cols = set(required_cols) - set(df.columns)
         if len(missing_cols) > 0:
             msg = f"The following columns are required but missing: {missing_cols}"
@@ -194,25 +197,26 @@ def _calculate_days_between_purchases(df: pd.DataFrame) -> pd.Series:
 
         Args:
             df (pd.DataFrame): A dataframe with the transaction data. The dataframe must have the columns customer_id
-                and transaction_datetime, which must be non-null.
+                and transaction_date, which must be non-null.
 
         Returns:
             pd.Series: The average number of days between purchases per customer.
         """
-        required_cols = ["customer_id", "transaction_datetime"]
+        cols = ColumnHelper()
+        required_cols = [cols.customer_id, cols.transaction_date]
         missing_cols = set(required_cols) - set(df.columns)
         if len(missing_cols) > 0:
             msg = f"The following columns are required but missing: {missing_cols}"
             raise ValueError(msg)
 
-        purchase_dist_df = df[["customer_id", "transaction_datetime"]].copy()
-        purchase_dist_df["transaction_datetime"] = df["transaction_datetime"].dt.floor("D")
-        purchase_dist_df = purchase_dist_df.drop_duplicates().sort_values(["customer_id", "transaction_datetime"])
-        purchase_dist_df["diff"] = purchase_dist_df["transaction_datetime"].diff()
-        new_cust_mask = purchase_dist_df["customer_id"] != purchase_dist_df["customer_id"].shift(1)
+        purchase_dist_df = df[[cols.customer_id, cols.transaction_date]].copy()
+        purchase_dist_df[cols.transaction_date] = df[cols.transaction_date].dt.floor("D")
+        purchase_dist_df = purchase_dist_df.drop_duplicates().sort_values([cols.customer_id, cols.transaction_date])
+        purchase_dist_df["diff"] = purchase_dist_df[cols.transaction_date].diff()
+        new_cust_mask = purchase_dist_df[cols.customer_id] != purchase_dist_df[cols.customer_id].shift(1)
         purchase_dist_df = purchase_dist_df[~new_cust_mask]
         purchase_dist_df["diff"] = purchase_dist_df["diff"].dt.days
-        return purchase_dist_df.groupby("customer_id")["diff"].mean()
+        return purchase_dist_df.groupby(cols.customer_id)["diff"].mean()
 
     def plot(
         self,
@@ -322,30 +326,31 @@ def __init__(self, df: pd.DataFrame, churn_period: float) -> None:
 
         Args:
             df (pd.DataFrame): A dataframe with the transaction data. The dataframe must have the columns customer_id
-                and transaction_datetime.
+                and transaction_date.
             churn_period (float): The number of days to consider a customer churned.
 
         Raises:
             ValueError: If the dataframe does doesn't contain the columns customer_id and transaction_id.
         """
-        required_cols = ["customer_id", "transaction_datetime"]
+        cols = ColumnHelper()
+        required_cols = [cols.customer_id, cols.transaction_date]
         missing_cols = set(required_cols) - set(df.columns)
         if len(missing_cols) > 0:
             msg = f"The following columns are required but missing: {missing_cols}"
             raise ValueError(msg)
 
-        purchase_dist_df = df[["customer_id", "transaction_datetime"]].copy()
-        # Truncate the transaction_datetime to the day
-        purchase_dist_df["transaction_datetime"] = df["transaction_datetime"].dt.floor("D")
+        purchase_dist_df = df[[cols.customer_id, cols.transaction_date]].copy()
+        # Truncate the transaction_date to the day
+        purchase_dist_df[cols.transaction_date] = df[cols.transaction_date].dt.floor("D")
         purchase_dist_df = purchase_dist_df.drop_duplicates()
-        purchase_dist_df = purchase_dist_df.sort_values(["customer_id", "transaction_datetime"])
-        purchase_dist_df["transaction_number"] = purchase_dist_df.groupby("customer_id").cumcount() + 1
+        purchase_dist_df = purchase_dist_df.sort_values([cols.customer_id, cols.transaction_date])
+        purchase_dist_df["transaction_number"] = purchase_dist_df.groupby(cols.customer_id).cumcount() + 1
 
         purchase_dist_df["last_transaction"] = (
-            purchase_dist_df.groupby("customer_id")["transaction_datetime"].shift(-1).isna()
+            purchase_dist_df.groupby(cols.customer_id)[cols.transaction_date].shift(-1).isna()
         )
-        purchase_dist_df["transaction_before_churn_window"] = purchase_dist_df["transaction_datetime"] < (
-            purchase_dist_df["transaction_datetime"].max() - pd.Timedelta(days=churn_period)
+        purchase_dist_df["transaction_before_churn_window"] = purchase_dist_df[cols.transaction_date] < (
+            purchase_dist_df[cols.transaction_date].max() - pd.Timedelta(days=churn_period)
         )
         purchase_dist_df["churned"] = (
             purchase_dist_df["last_transaction"] & purchase_dist_df["transaction_before_churn_window"]
@@ -361,7 +366,7 @@ def __init__(self, df: pd.DataFrame, churn_period: float) -> None:
         purchase_dist_df["churned_pct"] = purchase_dist_df["churned"].div(purchase_dist_df.sum(axis=1))
         self.purchase_dist_df = purchase_dist_df
 
-        self.n_unique_customers = df["customer_id"].nunique()
+        self.n_unique_customers = df[cols.customer_id].nunique()
 
     def plot(
         self,
diff --git a/pyretailscience/gain_loss.py b/pyretailscience/gain_loss.py
index 3ef0ef5..3018d03 100644
--- a/pyretailscience/gain_loss.py
+++ b/pyretailscience/gain_loss.py
@@ -20,6 +20,7 @@
 from matplotlib.axes import Axes, SubplotBase
 
 import pyretailscience.style.graph_utils as gu
+from pyretailscience.options import ColumnHelper, get_option
 from pyretailscience.style.tailwind import COLORS
 
 
@@ -36,7 +37,7 @@ def __init__(
         comparison_group_index: list[bool] | pd.Series,
         comparison_group_name: str,
         group_col: str | None = None,
-        value_col: str = "total_price",
+        value_col: str = get_option("column.unit_spend"),
         agg_func: str = "sum",
     ) -> None:
         """Calculate the gain loss table for a given DataFrame at the customer level.
@@ -50,7 +51,7 @@ def __init__(
             comparison_group_index (list[bool]): The index for the comparison group.
             comparison_group_name (str): The name of the comparison group.
             group_col (str | None, optional): The column to group by. Defaults to None.
-            value_col (str, optional): The column to calculate the gain loss from. Defaults to "total_price".
+            value_col (str, optional): The column to calculate the gain loss from. Defaults to option column.unit_spend.
             agg_func (str, optional): The aggregation function to use. Defaults to "sum".
         """
         # # Ensure no overlap between p1 and p2
@@ -65,7 +66,7 @@ def __init__(
                 "p1_index, p2_index, focus_group_index, and comparison_group_index should have the same length",
             )
 
-        required_cols = ["customer_id", value_col] + ([group_col] if group_col is not None else [])
+        required_cols = [get_option("column.customer_id"), value_col] + ([group_col] if group_col is not None else [])
         missing_cols = set(required_cols) - set(df.columns)
         if len(missing_cols) > 0:
             msg = f"The following columns are required but missing: {missing_cols}"
@@ -142,7 +143,7 @@ def _calc_gain_loss(
         focus_group_index: list[bool],
         comparison_group_index: list,
         group_col: str | None = None,
-        value_col: str = "total_price",
+        value_col: str = get_option("column.unit_spend"),
         agg_func: str = "sum",
     ) -> pd.DataFrame:
         """Calculate the gain loss table for a given DataFrame at the customer level.
@@ -154,16 +155,17 @@ def _calc_gain_loss(
             focus_group_index (list[bool]): The index for the focus group.
             comparison_group_index (list[bool]): The index for the comparison group.
             group_col (str | None, optional): The column to group by. Defaults to None.
-            value_col (str, optional): The column to calculate the gain loss from. Defaults to "total_price".
+            value_col (str, optional): The column to calculate the gain loss from. Defaults to option column.unit_spend.
             agg_func (str, optional): The aggregation function to use. Defaults to "sum".
 
         Returns:
             pd.DataFrame: The gain loss table.
         """
+        cols = ColumnHelper()
         df = df[p1_index | p2_index].copy()
-        df["customer_id"] = df["customer_id"].astype("category")
+        df[cols.customer_id] = df[cols.customer_id].astype("category")
 
-        grp_cols = ["customer_id"] if group_col is None else [group_col, "customer_id"]
+        grp_cols = [cols.customer_id] if group_col is None else [group_col, cols.customer_id]
 
         p1_df = pd.concat(
             [
@@ -306,6 +308,7 @@ def plot(
             title=gu.not_none(title, f"Gain Loss from {self.focus_group_name} to {self.comparison_group_name}"),
             y_label=gu.not_none(y_label, default_y_label),
             x_label=gu.not_none(x_label, self.value_col),
+            move_legend_outside=move_legend_outside,
         )
 
         decimals = gu.get_decimals(ax.get_xlim(), ax.get_xticks())
diff --git a/pyretailscience/options.py b/pyretailscience/options.py
index 1c1b913..a09c51b 100644
--- a/pyretailscience/options.py
+++ b/pyretailscience/options.py
@@ -384,6 +384,9 @@ class ColumnHelper:
 
     def __init__(self) -> None:
         """A class to help with column naming conventions."""
+        # Date/Time
+        self.transaction_date = get_option("column.transaction_date")
+        self.transaction_time = get_option("column.transaction_time")
         # Customers
         self.customer_id = get_option("column.customer_id")
         self.agg_customer_id = get_option("column.agg.customer_id")
diff --git a/pyretailscience/product_association.py b/pyretailscience/product_association.py
index 4283cf2..47dc875 100644
--- a/pyretailscience/product_association.py
+++ b/pyretailscience/product_association.py
@@ -43,6 +43,8 @@
 from scipy.sparse import csc_matrix
 from tqdm import tqdm
 
+from pyretailscience.options import get_option
+
 
 class ProductAssociation:
     """A class for generating and analyzing product association rules.
@@ -55,7 +57,7 @@ class ProductAssociation:
         value_col (str): The name of the column in the input DataFrame that contains
             the product identifiers.
         group_col (str, optional): The name of the column that identifies unique
-            transactions or customers. Defaults to "customer_id".
+            transactions or customers. Defaults to option column.column_id.
         target_item (str or None, optional): A specific product to focus the
             association analysis on. If None, associations for all products are
             calculated. Defaults to None.
@@ -91,7 +93,7 @@ def __init__(
         self,
         df: pd.DataFrame,
         value_col: str,
-        group_col: str = "customer_id",
+        group_col: str = get_option("column.customer_id"),
         target_item: str | None = None,
         number_of_combinations: Literal[2, 3] = 2,
         min_occurrences: int = 1,
@@ -107,7 +109,7 @@ def __init__(
             df (pandas.DataFrame): The input DataFrame containing transaction data.
             value_col (str): The name of the column in the input DataFrame that contains the product identifiers.
             group_col (str, optional): The name of the column that identifies unique transactions or customers. Defaults
-                to "customer_id".
+                to option column.unit_spend.
             target_item (str or None, optional): A specific product to focus the association analysis on. If None,
                 associations for all products are calculated. Defaults to None.
             number_of_combinations (int, optional): The number of products to consider in the association analysis. Can
@@ -154,7 +156,7 @@ def __init__(
     def _calc_association(  # noqa: C901 (ignore complexity) - Excluded due to min_* arguments checks
         df: pd.DataFrame,
         value_col: str,
-        group_col: str = "customer_id",
+        group_col: str = get_option("column.customer_id"),
         target_item: str | None = None,
         number_of_combinations: Literal[2, 3] = 2,
         min_occurrences: int = 1,
@@ -173,7 +175,7 @@ def _calc_association(  # noqa: C901 (ignore complexity) - Excluded due to min_*
             df (pandas.DataFrame): The input DataFrame containing transaction data.
             value_col (str): The name of the column in the input DataFrame that contains the product identifiers.
             group_col (str, optional): The name of the column that identifies unique transactions or customers. Defaults
-                to "customer_id".
+                to option column.unit_spend.
             target_item (str or None, optional): A specific product to focus the association analysis on. If None,
                 associations for all products are calculated. Defaults to None.
             number_of_combinations (int, optional): The number of products to consider in the association analysis. Can
diff --git a/pyretailscience/range_planning.py b/pyretailscience/range_planning.py
index 90ae88f..a1055e0 100644
--- a/pyretailscience/range_planning.py
+++ b/pyretailscience/range_planning.py
@@ -9,6 +9,7 @@
 from scipy.cluster.hierarchy import dendrogram, linkage
 
 import pyretailscience.style.graph_utils as gu
+from pyretailscience.options import ColumnHelper, get_option
 from pyretailscience.style.graph_utils import GraphStyles
 
 
@@ -18,6 +19,7 @@ class CustomerDecisionHierarchy:
     def __init__(
         self,
         df: pd.DataFrame,
+        product_col: str,
         exclude_same_transaction_products: bool = True,
         method: Literal["truncated_svd", "yules_q"] = "truncated_svd",
         min_var_explained: float = 0.8,
@@ -28,6 +30,7 @@ def __init__(
         Args:
             df (pd.DataFrame): The input dataframe containing transaction data. The dataframe must have the columns
                 customer_id, transaction_id, product_name.
+            product_col (str): The name of the column containing the product or category names.
             exclude_same_transaction_products (bool, optional): Flag indicating whether to exclude products found in
                 the same transaction from a customer's distinct list of products bought. The idea is that if a
                 customer bought two products in the same transaction they can't be substitutes for that customer.
@@ -42,35 +45,38 @@ def __init__(
             ValueError: If the dataframe does not have the require columns.
 
         """
-        required_cols = ["customer_id", "transaction_id", "product_name"]
+        cols = ColumnHelper()
+        required_cols = [cols.customer_id, cols.transaction_id, product_col]
         missing_cols = set(required_cols) - set(df.columns)
         if len(missing_cols) > 0:
             msg = f"The following columns are required but missing: {missing_cols}"
             raise ValueError(msg)
 
         self.random_state = random_state
-        self.pairs_df = self._get_pairs(df, exclude_same_transaction_products)
+        self.product_col = product_col
+        self.pairs_df = self._get_pairs(df, exclude_same_transaction_products, product_col)
         self.distances = self._calculate_distances(method=method, min_var_explained=min_var_explained)
 
     @staticmethod
-    def _get_pairs(df: pd.DataFrame, exclude_same_transaction_products: bool) -> pd.DataFrame:
+    def _get_pairs(df: pd.DataFrame, exclude_same_transaction_products: bool, product_col: str) -> pd.DataFrame:
+        cols = ColumnHelper()
         if exclude_same_transaction_products:
-            pairs_df = df[["customer_id", "transaction_id", "product_name"]].drop_duplicates()
+            pairs_df = df[[cols.customer_id, cols.transaction_id, product_col]].drop_duplicates()
             pairs_to_exclude_df = (
-                pairs_df.groupby("transaction_id")
-                .filter(lambda x: len(x) > 1)[["customer_id", "product_name"]]
+                pairs_df.groupby(cols.transaction_id)
+                .filter(lambda x: len(x) > 1)[[cols.customer_id, product_col]]
                 .drop_duplicates()
             )
             # Drop all rows from pairs_df where customer_id and product_name are in pairs_to_exclude_df
             pairs_df = pairs_df.merge(
                 pairs_to_exclude_df,
-                on=["customer_id", "product_name"],
+                on=[cols.customer_id, product_col],
                 how="left",
                 indicator=True,
             )
-            pairs_df = pairs_df[pairs_df["_merge"] == "left_only"][["customer_id", "product_name"]].drop_duplicates()
+            pairs_df = pairs_df[pairs_df["_merge"] == "left_only"][[cols.customer_id, product_col]].drop_duplicates()
         else:
-            pairs_df = df[["customer_id", "product_name"]].drop_duplicates()
+            pairs_df = df[[cols.customer_id, product_col]].drop_duplicates()
 
         return pairs_df.reset_index(drop=True).astype("category")
 
@@ -90,8 +96,8 @@ def _get_truncated_svd_distances(self, min_var_explained: float = 0.8) -> np.arr
             (
                 [1] * len(self.pairs_df),
                 (
-                    self.pairs_df["product_name"].cat.codes,
-                    self.pairs_df["customer_id"].cat.codes,
+                    self.pairs_df[self.product_col].cat.codes,
+                    self.pairs_df[get_option("column.customer_id")].cat.codes,
                 ),
             ),
         )
@@ -159,8 +165,8 @@ def _get_yules_q_distances(self) -> float:
             (
                 [True] * len(self.pairs_df),
                 (
-                    self.pairs_df["product_name"].cat.codes,
-                    self.pairs_df["customer_id"].cat.codes,
+                    self.pairs_df[self.product_col].cat.codes,
+                    self.pairs_df[get_option("column.customer_id")].cat.codes,
                 ),
             ),
             dtype=bool,
diff --git a/pyretailscience/segmentation.py b/pyretailscience/segmentation.py
index 10d47fc..c07284a 100644
--- a/pyretailscience/segmentation.py
+++ b/pyretailscience/segmentation.py
@@ -90,8 +90,8 @@ def __init__(
                 customers with zero spend. Defaults to "separate_segment".
 
         Raises:
-            ValueError: If the dataframe is missing the columns "customer_id" or `value_col`, or these columns contain
-                null values.
+            ValueError: If the dataframe is missing the columns option column.customer_id or `value_col`, or these
+                columns contain null values.
         """
         if len(thresholds) != len(set(thresholds)):
             raise ValueError("The thresholds must be unique.")
diff --git a/pyretailscience/standard_graphs.py b/pyretailscience/standard_graphs.py
index 30fbe5b..e144eb3 100644
--- a/pyretailscience/standard_graphs.py
+++ b/pyretailscience/standard_graphs.py
@@ -8,6 +8,7 @@
 from pandas.tseries.offsets import BaseOffset
 
 import pyretailscience.style.graph_utils as gu
+from pyretailscience.options import get_option
 from pyretailscience.style.graph_utils import GraphStyles
 from pyretailscience.style.tailwind import COLORS, get_linear_cmap
 
@@ -64,7 +65,7 @@ def time_plot(
     Returns:
         SubplotBase: The matplotlib axes object.
     """
-    df["transaction_period"] = df["transaction_datetime"].dt.to_period(period)
+    df["transaction_period"] = df[get_option("column.transaction_date")].dt.to_period(period)
 
     if group_col is None:
         colors = COLORS["green"][500]
diff --git a/tests/test_cross_shop.py b/tests/test_cross_shop.py
index 1069023..3401270 100644
--- a/tests/test_cross_shop.py
+++ b/tests/test_cross_shop.py
@@ -4,6 +4,9 @@
 import pytest
 
 from pyretailscience.cross_shop import CrossShop
+from pyretailscience.options import ColumnHelper
+
+cols = ColumnHelper()
 
 
 @pytest.fixture()
@@ -11,11 +14,11 @@ def sample_data():
     """Sample data for testing."""
     return pd.DataFrame(
         {
-            "customer_id": [1, 2, 3, 4, 5, 5, 6, 7, 8, 8, 9, 10],
+            cols.customer_id: [1, 2, 3, 4, 5, 5, 6, 7, 8, 8, 9, 10],
             "group_1_idx": [True, False, False, False, False, True, True, False, False, True, False, True],
             "group_2_idx": [False, True, False, False, True, False, False, True, False, False, True, False],
             "group_3_idx": [False, False, True, False, False, False, False, False, True, False, False, False],
-            "total_price": [10, 20, 30, 40, 20, 50, 10, 20, 30, 15, 40, 50],
+            cols.unit_spend: [10, 20, 30, 40, 20, 50, 10, 20, 30, 15, 40, 50],
         },
     )
 
@@ -29,13 +32,13 @@ def test_calc_cross_shop_two_groups(sample_data):
     )
     ret_df = pd.DataFrame(
         {
-            "customer_id": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],
+            cols.customer_id: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],
             "group_1": [1, 0, 0, 0, 1, 1, 0, 1, 0, 1],
             "group_2": [0, 1, 0, 0, 1, 0, 1, 0, 1, 0],
             "groups": [(1, 0), (0, 1), (0, 0), (0, 0), (1, 1), (1, 0), (0, 1), (1, 0), (0, 1), (1, 0)],
-            "total_price": [10, 20, 30, 40, 70, 10, 20, 45, 40, 50],
+            cols.unit_spend: [10, 20, 30, 40, 70, 10, 20, 45, 40, 50],
         },
-    ).set_index("customer_id")
+    ).set_index(cols.customer_id)
 
     assert cross_shop_df.equals(ret_df)
 
@@ -50,7 +53,7 @@ def test_calc_cross_shop_three_groups(sample_data):
     )
     ret_df = pd.DataFrame(
         {
-            "customer_id": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],
+            cols.customer_id: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],
             "group_1": [1, 0, 0, 0, 1, 1, 0, 1, 0, 1],
             "group_2": [0, 1, 0, 0, 1, 0, 1, 0, 1, 0],
             "group_3": [0, 0, 1, 0, 0, 0, 0, 1, 0, 0],
@@ -66,9 +69,9 @@ def test_calc_cross_shop_three_groups(sample_data):
                 (0, 1, 0),
                 (1, 0, 0),
             ],
-            "total_price": [10, 20, 30, 40, 70, 10, 20, 45, 40, 50],
+            cols.unit_spend: [10, 20, 30, 40, 70, 10, 20, 45, 40, 50],
         },
-    ).set_index("customer_id")
+    ).set_index(cols.customer_id)
 
     assert cross_shop_df.equals(ret_df)
 
@@ -103,7 +106,7 @@ def test_calc_cross_shop_three_groups_customer_id_nunique(sample_data):
         group_1_idx=sample_data["group_1_idx"],
         group_2_idx=sample_data["group_2_idx"],
         group_3_idx=sample_data["group_3_idx"],
-        value_col="customer_id",
+        value_col=cols.customer_id,
         agg_func="nunique",
     )
     ret_df = pd.DataFrame(
@@ -123,11 +126,11 @@ def test_calc_cross_shop_three_groups_customer_id_nunique(sample_data):
                 (0, 1, 0),
                 (1, 0, 0),
             ],
-            "customer_id": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1],
+            cols.customer_id: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1],
         },
         index=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10],
     )
-    ret_df.index.name = "customer_id"
+    ret_df.index.name = cols.customer_id
 
     assert cross_shop_df.equals(ret_df)
 
@@ -139,11 +142,11 @@ def test_calc_cross_shop_table(sample_data):
         group_1_idx=sample_data["group_1_idx"],
         group_2_idx=sample_data["group_2_idx"],
         group_3_idx=sample_data["group_3_idx"],
-        value_col="total_price",
+        value_col=cols.unit_spend,
     )
     cross_shop_table = CrossShop._calc_cross_shop_table(
         cross_shop_df,
-        value_col="total_price",
+        value_col=cols.unit_spend,
     )
     ret_df = pd.DataFrame(
         {
@@ -155,7 +158,7 @@ def test_calc_cross_shop_table(sample_data):
                 (1, 0, 1),
                 (1, 1, 0),
             ],
-            "total_price": [40, 30, 80, 70, 45, 70],
+            cols.unit_spend: [40, 30, 80, 70, 45, 70],
             "percent": [0.119402985, 0.089552239, 0.23880597, 0.208955224, 0.134328358, 0.208955224],
         },
     )
@@ -174,17 +177,17 @@ def test_calc_cross_shop_table_customer_id_nunique(sample_data):
         group_1_idx=sample_data["group_1_idx"],
         group_2_idx=sample_data["group_2_idx"],
         group_3_idx=sample_data["group_3_idx"],
-        value_col="customer_id",
+        value_col=cols.customer_id,
         agg_func="nunique",
     )
     cross_shop_table = CrossShop._calc_cross_shop_table(
         cross_shop_df,
-        value_col="customer_id",
+        value_col=cols.customer_id,
     )
     ret_df = pd.DataFrame(
         {
             "groups": [(0, 0, 0), (0, 0, 1), (0, 1, 0), (1, 0, 0), (1, 0, 1), (1, 1, 0)],
-            "customer_id": [1, 1, 3, 3, 1, 1],
+            cols.customer_id: [1, 1, 3, 3, 1, 1],
             "percent": [0.1, 0.1, 0.3, 0.3, 0.1, 0.1],
         },
     )
diff --git a/tests/test_product_association.py b/tests/test_product_association.py
index 15b0393..6077844 100644
--- a/tests/test_product_association.py
+++ b/tests/test_product_association.py
@@ -3,8 +3,11 @@
 import pandas as pd
 import pytest
 
+from pyretailscience.options import ColumnHelper
 from pyretailscience.product_association import ProductAssociation
 
+cols = ColumnHelper()
+
 
 class TestProductAssociations:
     """Tests for the ProductAssociations class."""
@@ -14,7 +17,7 @@ def transactions_df(self) -> pd.DataFrame:
         """Return a sample DataFrame for testing."""
         # fmt: off
         return pd.DataFrame({
-            "transaction_id": [1, 1, 1, 2, 2, 2, 3, 3, 4, 4, 4, 4, 4, 5],
+            cols.transaction_id: [1, 1, 1, 2, 2, 2, 3, 3, 4, 4, 4, 4, 4, 5],
             "product": ["milk", "bread", "fruit", "butter", "eggs", "fruit", "beer", "diapers",
                         "milk", "bread", "butter", "eggs", "fruit", "bread"],
         })
@@ -106,7 +109,7 @@ def test_calc_association_all_single_items(self, transactions_df, expected_resul
         associations_df = ProductAssociation._calc_association(
             df=transactions_df,
             value_col="product",
-            group_col="transaction_id",
+            group_col=cols.transaction_id,
         )
 
         pd.testing.assert_frame_equal(associations_df, expected_results_single_items_df)
@@ -118,7 +121,7 @@ def test_calc_association_target_single_items(self, transactions_df, expected_re
         calc_df = ProductAssociation._calc_association(
             df=transactions_df,
             value_col="product",
-            group_col="transaction_id",
+            group_col=cols.transaction_id,
             target_item=target_item,
         )
 
@@ -134,7 +137,7 @@ def test_calc_association_all_pair_items(self, transactions_df, expected_results
         calc_df = ProductAssociation._calc_association(
             df=transactions_df,
             value_col="product",
-            group_col="transaction_id",
+            group_col=cols.transaction_id,
             number_of_combinations=3,
         )
 
@@ -145,7 +148,7 @@ def test_calc_association_target_pair_items(self, transactions_df, expected_resu
         calc_df = ProductAssociation._calc_association(
             df=transactions_df,
             value_col="product",
-            group_col="transaction_id",
+            group_col=cols.transaction_id,
             number_of_combinations=3,
             target_item=("bread", "butter"),
         )
@@ -164,7 +167,7 @@ def test_calc_association_min_occurrences(self, transactions_df, expected_result
         calc_df = ProductAssociation._calc_association(
             df=transactions_df,
             value_col="product",
-            group_col="transaction_id",
+            group_col=cols.transaction_id,
             min_occurrences=min_occurrences,
         )
 
@@ -183,7 +186,7 @@ def test_calc_association_min_cooccurrences(self, transactions_df, expected_resu
         calc_df = ProductAssociation._calc_association(
             df=transactions_df,
             value_col="product",
-            group_col="transaction_id",
+            group_col=cols.transaction_id,
             min_cooccurrences=min_cooccurrences,
         )
 
@@ -201,7 +204,7 @@ def test_calc_association_min_support(self, transactions_df, expected_results_si
         calc_df = ProductAssociation._calc_association(
             df=transactions_df,
             value_col="product",
-            group_col="transaction_id",
+            group_col=cols.transaction_id,
             min_support=min_support,
         )
 
@@ -219,7 +222,7 @@ def test_calc_association_min_confidence(self, transactions_df, expected_results
         calc_df = ProductAssociation._calc_association(
             df=transactions_df,
             value_col="product",
-            group_col="transaction_id",
+            group_col=cols.transaction_id,
             min_confidence=min_confidence,
         )
 
@@ -237,7 +240,7 @@ def test_calc_association_min_uplift(self, transactions_df, expected_results_sin
         calc_df = ProductAssociation._calc_association(
             df=transactions_df,
             value_col="product",
-            group_col="transaction_id",
+            group_col=cols.transaction_id,
             min_uplift=min_uplift,
         )
 
@@ -254,14 +257,14 @@ def test_calc_association_invalid_number_of_combinations(self, transactions_df):
             ProductAssociation._calc_association(
                 df=transactions_df,
                 value_col="product",
-                group_col="transaction_id",
+                group_col=cols.transaction_id,
                 number_of_combinations=4,
             )
         with pytest.raises(ValueError, match="Number of combinations must be either 2 or 3."):
             ProductAssociation._calc_association(
                 df=transactions_df,
                 value_col="product",
-                group_col="transaction_id",
+                group_col=cols.transaction_id,
                 number_of_combinations=1,
             )
 
@@ -271,7 +274,7 @@ def test_calc_association_invalid_min_occurrences(self, transactions_df):
             ProductAssociation._calc_association(
                 df=transactions_df,
                 value_col="product",
-                group_col="transaction_id",
+                group_col=cols.transaction_id,
                 min_occurrences=0,
             )
 
@@ -281,7 +284,7 @@ def test_calc_association_invalid_min_cooccurrences(self, transactions_df):
             ProductAssociation._calc_association(
                 df=transactions_df,
                 value_col="product",
-                group_col="transaction_id",
+                group_col=cols.transaction_id,
                 min_cooccurrences=0,
             )
 
@@ -291,14 +294,14 @@ def test_calc_association_min_support_invalid_range(self, transactions_df):
             ProductAssociation._calc_association(
                 df=transactions_df,
                 value_col="product",
-                group_col="transaction_id",
+                group_col=cols.transaction_id,
                 min_support=-0.1,
             )
         with pytest.raises(ValueError, match="Minimum support must be between 0 and 1."):
             ProductAssociation._calc_association(
                 df=transactions_df,
                 value_col="product",
-                group_col="transaction_id",
+                group_col=cols.transaction_id,
                 min_support=1.1,
             )
 
@@ -308,14 +311,14 @@ def test_calc_association_min_confidence_invalid_range(self, transactions_df):
             ProductAssociation._calc_association(
                 df=transactions_df,
                 value_col="product",
-                group_col="transaction_id",
+                group_col=cols.transaction_id,
                 min_confidence=-0.1,
             )
         with pytest.raises(ValueError, match="Minimum confidence must be between 0 and 1."):
             ProductAssociation._calc_association(
                 df=transactions_df,
                 value_col="product",
-                group_col="transaction_id",
+                group_col=cols.transaction_id,
                 min_confidence=1.1,
             )
 
@@ -325,6 +328,6 @@ def test_calc_association_min_uplift_invalid_range(self, transactions_df):
             ProductAssociation._calc_association(
                 df=transactions_df,
                 value_col="product",
-                group_col="transaction_id",
+                group_col=cols.transaction_id,
                 min_uplift=-0.1,
             )
diff --git a/tests/test_range_planning.py b/tests/test_range_planning.py
index f94de3a..2e833a5 100644
--- a/tests/test_range_planning.py
+++ b/tests/test_range_planning.py
@@ -5,6 +5,9 @@
 import pytest
 
 import pyretailscience.range_planning as rp
+from pyretailscience.options import ColumnHelper
+
+cols = ColumnHelper()
 
 
 class TestCustomerDecisionHierarchy:
@@ -52,7 +55,9 @@ def test_get_yules_q_distances(self):
 
     def test_init_invalid_dataframe(self):
         """Test that the function raises a ValueError when the dataframe is invalid."""
-        df = pd.DataFrame({"customer_id": [1, 2, 3], "transaction_id": [1, 2, 3], "product_name": ["A", "B", "C"]})
+        df = pd.DataFrame(
+            {cols.customer_id: [1, 2, 3], cols.transaction_id: [1, 2, 3], "product_name": ["A", "B", "C"]},
+        )
         exclude_same_transaction_products = True
         random_state = 42
 
@@ -63,16 +68,20 @@ def test_init_exclude_same_transaction_products_true(self):
         """Test that the function returns the correct pairs dataframe when exclude_same_transaction_products is True."""
         df = pd.DataFrame(
             {
-                "customer_id": [1, 1, 1, 2, 2, 2, 3, 3],
-                "transaction_id": [1, 1, 2, 3, 3, 4, 5, 6],
+                cols.customer_id: [1, 1, 1, 2, 2, 2, 3, 3],
+                cols.transaction_id: [1, 1, 2, 3, 3, 4, 5, 6],
                 "product_name": ["A", "B", "C", "D", "E", "E", "E", "E"],
             },
         )
         exclude_same_transaction_products = True
 
-        pairs_df = rp.CustomerDecisionHierarchy._get_pairs(df, exclude_same_transaction_products)
+        pairs_df = rp.CustomerDecisionHierarchy._get_pairs(
+            df,
+            exclude_same_transaction_products,
+            product_col="product_name",
+        )
 
-        expected_pairs_df = pd.DataFrame({"customer_id": [1, 3], "product_name": ["C", "E"]}).astype("category")
+        expected_pairs_df = pd.DataFrame({cols.customer_id: [1, 3], "product_name": ["C", "E"]}).astype("category")
 
         assert pairs_df.equals(expected_pairs_df)
 
@@ -80,17 +89,21 @@ def test_init_exclude_same_transaction_products_false(self):
         """Test that the function returns the correct pairs dataframe when exclude_same_transaction_products is False."""
         df = pd.DataFrame(
             {
-                "customer_id": [1, 1, 1, 2, 2, 2, 3, 3],
-                "transaction_id": [1, 1, 2, 3, 3, 4, 5, 6],
+                cols.customer_id: [1, 1, 1, 2, 2, 2, 3, 3],
+                cols.transaction_id: [1, 1, 2, 3, 3, 4, 5, 6],
                 "product_name": ["A", "B", "C", "D", "E", "E", "E", "E"],
             },
         )
         exclude_same_transaction_products = False
 
-        pairs_df = rp.CustomerDecisionHierarchy._get_pairs(df, exclude_same_transaction_products)
+        pairs_df = rp.CustomerDecisionHierarchy._get_pairs(
+            df,
+            exclude_same_transaction_products,
+            product_col="product_name",
+        )
 
         expected_pairs_df = pd.DataFrame(
-            {"customer_id": [1, 1, 1, 2, 2, 3], "product_name": ["A", "B", "C", "D", "E", "E"]},
+            {cols.customer_id: [1, 1, 1, 2, 2, 3], "product_name": ["A", "B", "C", "D", "E", "E"]},
         ).astype("category")
 
         assert pairs_df.equals(expected_pairs_df)
diff --git a/tests/test_segmentation.py b/tests/test_segmentation.py
index 1736650..fc84ac0 100644
--- a/tests/test_segmentation.py
+++ b/tests/test_segmentation.py
@@ -96,7 +96,7 @@ def test_handles_dataframe_with_one_segment(self, base_df):
             },
         )
 
-        segment_stats = SegTransactionStats(df, "segment_name").df
+        segment_stats = SegTransactionStats(df, "segment_name").df.sort_values("segment_name").reset_index(drop=True)
         pd.testing.assert_frame_equal(segment_stats, expected_output)
 
     def test_handles_dataframe_with_zero_net_units(self, base_df):
@@ -189,7 +189,7 @@ def test_correct_aggregation_function(self):
                 "segment_name": ["Low", "High", "Medium", "Medium", "Medium"],
             },
         )
-        pd.testing.assert_frame_equal(my_seg.df.sort_values("customer_id").reset_index(), expected_result)
+        pd.testing.assert_frame_equal(my_seg.df.sort_values(cols.customer_id).reset_index(), expected_result)
 
     def test_correctly_checks_segment_data(self):
         """Test that the method correctly merges segment data back into the original DataFrame."""
@@ -308,7 +308,7 @@ class TestSegTransactionStats:
     def test_handles_empty_dataframe_with_errors(self):
         """Test that the method raises an error when the DataFrame is missing a required column."""
         df = pd.DataFrame(
-            columns=[cols.unit_spend, cols.transaction_id, "quantity"],
+            columns=[cols.unit_spend, cols.transaction_id, cols.unit_qty],
         )
 
         with pytest.raises(ValueError):
@@ -384,8 +384,8 @@ def test_input_dataframe_not_changed(self, base_df):
 
     def test_alternate_value_col(self, base_df):
         """Test that the method correctly segments a DataFrame with an alternate value column."""
-        base_df = base_df.rename(columns={cols.unit_spend: "quantity"})
-        hml_segmentation = HMLSegmentation(base_df, value_col="quantity")
+        base_df = base_df.rename(columns={cols.unit_spend: cols.unit_qty})
+        hml_segmentation = HMLSegmentation(base_df, value_col=cols.unit_qty)
         result_df = hml_segmentation.df
 
         assert result_df.loc[1, "segment_name"] == "Heavy"