diff --git a/README.md b/README.md
index 4adce77d..6d275bed 100644
--- a/README.md
+++ b/README.md
@@ -8,8 +8,60 @@ Model interpretability is important to machine learning practitioners and a key
 
 To address these issues, we introduce a new strategy, called StratPD, that does not depend on a user's fitted model, provides accurate results in the presence codependent variables, and is applicable to high dimensional settings. The strategy works by stratifying a data set into groups of observations that are similar, except in the variable of interest, through the use of a decision tree. Any fluctuations of the response variable within a group is likely due to the variable of interest. We apply StratPD to a collection of simulations and case studies to show that StratPD is a fast, reliable, and robust method for assessing partial dependence with clear advantages over state-of-the-art methods. 
 
+## Installation
+
+```bash
+pip install stratx
+```
+
+## Usage
+
+Some simple usages for numerical and categorical target variables.
+
+### Boston
+
+```python
+from sklearn.datasets import load_boston, load_diabetes
+from stratx.partdep import *
+
+boston = load_boston()
+df = pd.DataFrame(boston.data, columns=boston.feature_names)
+df['MEDV'] = boston.target
+
+X = df.drop('MEDV', axis=1)
+y = df['MEDV']
+
+# WORKS ONLY WITH DATAFRAMES AT MOMENT
+plot_stratpd(X, y, 'AGE', 'MEDV', yrange=(-10,10))
+plt.tight_layout()
+plt.show()
+```
+
+<a href="images/boston.png"><img src="images/boston.png" width="250"></a>
+
+### Diabetes
+
+```python
+diabetes = load_diabetes()
+# WORKS ONLY WITH DATAFRAMES AT MOMENT
+df = pd.DataFrame(diabetes.data, columns=diabetes.feature_names)
+df['y'] = diabetes.target
+X = df.drop('y', axis=1)
+y = df['y']
+X.head()
+```
+<a href="images/diabetes-bmi.png"><img src="images/diabetes-bmi.png" width="250"></a>
+
+```python
+foo = plot_catstratpd(X, y, 'sex', 'y', catnames=['female','male']) # not sure which is male/female actually!
+```
+
+<a href="images/diabetes-sex.png"><img src="images/diabetes-sex.png" width="250"></a>
+
 ## Examples
 
+(*See [notebooks/examples.ipynb](notebooks/examples.ipynb) for lots more stuff.*)
+
 Kaggle [Blue book for bulldozer](https://www.kaggle.com/c/two-sigma-connect-rental-listing-inquiries) data set.
 
 <a href="article/images/bulldozer.png"><img src="article/images/bulldozer.png" width="400"></a>
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diff --git a/notebooks/examples.ipynb b/notebooks/examples.ipynb
index 3e59a487..e1720053 100644
--- a/notebooks/examples.ipynb
+++ b/notebooks/examples.ipynb
@@ -374906,6 +374906,5071 @@
     "    \n",
     "plt.show()"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Boston"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.datasets import load_boston, load_diabetes\n",
+    "from stratx.partdep import *\n",
+    "\n",
+    "boston = load_boston()\n",
+    "df = pd.DataFrame(boston.data, columns=boston.feature_names)\n",
+    "df['MEDV'] = boston.target\n",
+    "\n",
+    "X = df.drop('MEDV', axis=1)\n",
+    "y = df['MEDV']\n",
+    "\n",
+    "# WORKS ONLY WITH DATAFRAMES AT MOMENT\n",
+    "plot_stratpd(X, y, 'AGE', 'MEDV', yrange=(-10,10))\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Diabetes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>bmi</th>\n",
+       "      <th>bp</th>\n",
+       "      <th>s1</th>\n",
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+       "    </tr>\n",
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+       "    </tr>\n",
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+       "      <td>-0.031991</td>\n",
+       "      <td>-0.046641</td>\n",
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+       "</div>"
+      ],
+      "text/plain": [
+       "        age       sex       bmi        bp        s1        s2        s3  \\\n",
+       "0  0.038076  0.050680  0.061696  0.021872 -0.044223 -0.034821 -0.043401   \n",
+       "1 -0.001882 -0.044642 -0.051474 -0.026328 -0.008449 -0.019163  0.074412   \n",
+       "2  0.085299  0.050680  0.044451 -0.005671 -0.045599 -0.034194 -0.032356   \n",
+       "3 -0.089063 -0.044642 -0.011595 -0.036656  0.012191  0.024991 -0.036038   \n",
+       "4  0.005383 -0.044642 -0.036385  0.021872  0.003935  0.015596  0.008142   \n",
+       "\n",
+       "         s4        s5        s6  \n",
+       "0 -0.002592  0.019908 -0.017646  \n",
+       "1 -0.039493 -0.068330 -0.092204  \n",
+       "2 -0.002592  0.002864 -0.025930  \n",
+       "3  0.034309  0.022692 -0.009362  \n",
+       "4 -0.002592 -0.031991 -0.046641  "
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "diabetes = load_diabetes()\n",
+    "# WORKS ONLY WITH DATAFRAMES AT MOMENT\n",
+    "df = pd.DataFrame(diabetes.data, columns=diabetes.feature_names)\n",
+    "df['y'] = diabetes.target\n",
+    "X = df.drop('y', axis=1)\n",
+    "y = df['y']\n",
+    "X.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "foo = plot_stratpd(X, y, 'bmi', 'y')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X['sex'] = np.where(X.sex<0, 0, 1) # flip negatives to 0 and positives to 1\n",
+    "X['sex'] = X['sex'].astype('category')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
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+      "text/plain": [
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+     "metadata": {
+      "needs_background": "light"
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+   "source": [
+    "foo = plot_catstratpd(X, y, 'sex', 'y', catnames=['female','male']) # not sure which is male/female actually!"
+   ]
   }
  ],
  "metadata": {