diff --git a/demos/ThreeSidedMarket.ipynb b/demos/ThreeSidedMarket.ipynb
index eef7e82..e27ce13 100644
--- a/demos/ThreeSidedMarket.ipynb
+++ b/demos/ThreeSidedMarket.ipynb
@@ -1146,6 +1146,268 @@
     "rdf.head()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>conversion_rate</th>\n",
+       "      <th>cost_of_production</th>\n",
+       "      <th>fiat_reserve</th>\n",
+       "      <th>mech_step</th>\n",
+       "      <th>operational_budget</th>\n",
+       "      <th>overhead_cost</th>\n",
+       "      <th>producer_roi_estimate</th>\n",
+       "      <th>run</th>\n",
+       "      <th>smooth_avg_fiat_reserve</th>\n",
+       "      <th>smooth_avg_token_reserve</th>\n",
+       "      <th>time_step</th>\n",
+       "      <th>token_reserve</th>\n",
+       "      <th>token_supply</th>\n",
+       "      <th>tx_volume</th>\n",
+       "      <th>volume_of_production</th>\n",
+       "      <th>price</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>104.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>18.038010</td>\n",
+       "      <td>5.313747</td>\n",
+       "      <td>15555.004693</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>50423.295535</td>\n",
+       "      <td>514.458177</td>\n",
+       "      <td>0.436260</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>15418.591151</td>\n",
+       "      <td>209699.048715</td>\n",
+       "      <td>52.500000</td>\n",
+       "      <td>241087.912835</td>\n",
+       "      <td>398212.294837</td>\n",
+       "      <td>12100.995112</td>\n",
+       "      <td>167.341179</td>\n",
+       "      <td>0.145617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>12.495887</td>\n",
+       "      <td>1.119161</td>\n",
+       "      <td>7784.452776</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11752.391870</td>\n",
+       "      <td>1.156366</td>\n",
+       "      <td>0.460784</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6239.000987</td>\n",
+       "      <td>105845.124212</td>\n",
+       "      <td>30.166206</td>\n",
+       "      <td>105560.540253</td>\n",
+       "      <td>180823.117735</td>\n",
+       "      <td>10624.312917</td>\n",
+       "      <td>59.578909</td>\n",
+       "      <td>0.197846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.034702</td>\n",
+       "      <td>3.705782</td>\n",
+       "      <td>6319.578813</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>25764.055434</td>\n",
+       "      <td>511.703711</td>\n",
+       "      <td>-0.016302</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7266.027136</td>\n",
+       "      <td>25836.965540</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>33369.655400</td>\n",
+       "      <td>34750.000000</td>\n",
+       "      <td>1070.613127</td>\n",
+       "      <td>22.250000</td>\n",
+       "      <td>0.026173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>6.397693</td>\n",
+       "      <td>4.631049</td>\n",
+       "      <td>8331.708170</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>42545.677105</td>\n",
+       "      <td>513.802505</td>\n",
+       "      <td>0.155362</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>9146.154990</td>\n",
+       "      <td>128117.717089</td>\n",
+       "      <td>26.750000</td>\n",
+       "      <td>157628.001519</td>\n",
+       "      <td>254838.873344</td>\n",
+       "      <td>3278.599923</td>\n",
+       "      <td>142.007477</td>\n",
+       "      <td>0.033688</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>16.460403</td>\n",
+       "      <td>5.069973</td>\n",
+       "      <td>14648.845933</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>51975.359355</td>\n",
+       "      <td>514.660656</td>\n",
+       "      <td>0.300279</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>15076.737576</td>\n",
+       "      <td>203840.294648</td>\n",
+       "      <td>52.500000</td>\n",
+       "      <td>237337.089296</td>\n",
+       "      <td>424748.426185</td>\n",
+       "      <td>9105.589498</td>\n",
+       "      <td>161.784832</td>\n",
+       "      <td>0.060753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>29.685322</td>\n",
+       "      <td>5.569544</td>\n",
+       "      <td>21083.887648</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>57725.254975</td>\n",
+       "      <td>515.239833</td>\n",
+       "      <td>0.402245</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>21333.054255</td>\n",
+       "      <td>301050.565295</td>\n",
+       "      <td>78.250000</td>\n",
+       "      <td>332307.585381</td>\n",
+       "      <td>555918.482210</td>\n",
+       "      <td>16585.062472</td>\n",
+       "      <td>187.147862</td>\n",
+       "      <td>0.156352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>38.207186</td>\n",
+       "      <td>9.606290</td>\n",
+       "      <td>38164.575141</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>75032.592416</td>\n",
+       "      <td>516.263750</td>\n",
+       "      <td>1.778724</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>26576.334263</td>\n",
+       "      <td>387715.763169</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>414982.125266</td>\n",
+       "      <td>657181.023606</td>\n",
+       "      <td>41543.209511</td>\n",
+       "      <td>306.200332</td>\n",
+       "      <td>0.966462</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       conversion_rate  cost_of_production  fiat_reserve  mech_step  \\\n",
+       "count       104.000000          104.000000    104.000000      104.0   \n",
+       "mean         18.038010            5.313747  15555.004693        9.0   \n",
+       "std          12.495887            1.119161   7784.452776        0.0   \n",
+       "min           1.034702            3.705782   6319.578813        9.0   \n",
+       "25%           6.397693            4.631049   8331.708170        9.0   \n",
+       "50%          16.460403            5.069973  14648.845933        9.0   \n",
+       "75%          29.685322            5.569544  21083.887648        9.0   \n",
+       "max          38.207186            9.606290  38164.575141        9.0   \n",
+       "\n",
+       "       operational_budget  overhead_cost  producer_roi_estimate    run  \\\n",
+       "count          104.000000     104.000000             104.000000  104.0   \n",
+       "mean         50423.295535     514.458177               0.436260    1.0   \n",
+       "std          11752.391870       1.156366               0.460784    0.0   \n",
+       "min          25764.055434     511.703711              -0.016302    1.0   \n",
+       "25%          42545.677105     513.802505               0.155362    1.0   \n",
+       "50%          51975.359355     514.660656               0.300279    1.0   \n",
+       "75%          57725.254975     515.239833               0.402245    1.0   \n",
+       "max          75032.592416     516.263750               1.778724    1.0   \n",
+       "\n",
+       "       smooth_avg_fiat_reserve  smooth_avg_token_reserve   time_step  \\\n",
+       "count               104.000000                104.000000  104.000000   \n",
+       "mean              15418.591151             209699.048715   52.500000   \n",
+       "std                6239.000987             105845.124212   30.166206   \n",
+       "min                7266.027136              25836.965540    1.000000   \n",
+       "25%                9146.154990             128117.717089   26.750000   \n",
+       "50%               15076.737576             203840.294648   52.500000   \n",
+       "75%               21333.054255             301050.565295   78.250000   \n",
+       "max               26576.334263             387715.763169  104.000000   \n",
+       "\n",
+       "       token_reserve   token_supply     tx_volume  volume_of_production  \\\n",
+       "count     104.000000     104.000000    104.000000            104.000000   \n",
+       "mean   241087.912835  398212.294837  12100.995112            167.341179   \n",
+       "std    105560.540253  180823.117735  10624.312917             59.578909   \n",
+       "min     33369.655400   34750.000000   1070.613127             22.250000   \n",
+       "25%    157628.001519  254838.873344   3278.599923            142.007477   \n",
+       "50%    237337.089296  424748.426185   9105.589498            161.784832   \n",
+       "75%    332307.585381  555918.482210  16585.062472            187.147862   \n",
+       "max    414982.125266  657181.023606  41543.209511            306.200332   \n",
+       "\n",
+       "            price  \n",
+       "count  104.000000  \n",
+       "mean     0.145617  \n",
+       "std      0.197846  \n",
+       "min      0.026173  \n",
+       "25%      0.033688  \n",
+       "50%      0.060753  \n",
+       "75%      0.156352  \n",
+       "max      0.966462  "
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rdf.describe()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 35,