diff --git a/docs/source/nbsample/viewMultiResult.ipynb b/docs/source/nbsample/viewMultiResult.ipynb
index 4d9b5b3..ec9deb6 100644
--- a/docs/source/nbsample/viewMultiResult.ipynb
+++ b/docs/source/nbsample/viewMultiResult.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1dc782b5",
+   "id": "b7917d5a",
    "metadata": {},
    "source": [
     "### Read Multiple Result Map"
@@ -10,8 +10,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "id": "d4e28fd6",
+   "execution_count": 1,
+   "id": "1065d162",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "ed95e253",
    "metadata": {},
    "outputs": [
     {
@@ -30,11 +41,11 @@
     {
      "data": {
       "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">✅<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Connected, local lib:0.</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">26.4</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">, server:</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">0.27</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">.</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">10</span>\n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">✅<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Connected, local lib:0.</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">28.7</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">, server:</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">0.28</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">.</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">18</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
-       "✅\u001b[1;32mConnected, local li\u001b[0m\u001b[1;32mb:0\u001b[0m\u001b[1;32m.\u001b[0m\u001b[1;32m26.4\u001b[0m\u001b[1;32m, server:\u001b[0m\u001b[1;32m0.27\u001b[0m\u001b[1;32m.\u001b[0m\u001b[1;32m10\u001b[0m\n"
+       "✅\u001b[1;32mConnected, local li\u001b[0m\u001b[1;32mb:0\u001b[0m\u001b[1;32m.\u001b[0m\u001b[1;32m28.7\u001b[0m\u001b[1;32m, server:\u001b[0m\u001b[1;32m0.28\u001b[0m\u001b[1;32m.\u001b[0m\u001b[1;32m18\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -51,7 +62,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3d8d0bc9",
+   "id": "574f0989",
    "metadata": {},
    "source": [
     "#### What is MultiResult ?\n",
@@ -61,8 +72,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "id": "f00c390f",
+   "execution_count": 4,
+   "id": "55fde6c1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -72,8 +83,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "id": "a9309656",
+   "execution_count": 13,
+   "id": "12f7a5bc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -88,12 +99,18 @@
     "\n",
     "rs2 = localAPI.runByScenarios(test01\n",
     "                             ,{\"CPR=1%\":p1,\"CPR=2%\":p2}\n",
+    "                             ,runAssump = [\n",
+    "                                 (\"pricing\"\n",
+    "                                  ,{\"date\":\"2021-08-22\"\n",
+    "                                    ,\"curve\":[[\"2021-01-01\",0.025]\n",
+    "                                             ,[\"2024-08-01\",0.025]]})\n",
+    "                             ]\n",
     "                             ,read=True)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "c5cadf11",
+   "id": "4fed59e3",
    "metadata": {},
    "source": [
     "#### readFlowsByScenarios()"
@@ -101,18 +118,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "id": "e0cb4ef4",
+   "execution_count": 6,
+   "id": "15868ad0",
    "metadata": {},
    "outputs": [],
    "source": [
-    "from absbox import readFlowsByScenarios"
+    "from absbox import readFlowsByScenarios,readMultiFlowsByScenarios,readFieldsByScenarios"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
-   "id": "ee782639",
+   "execution_count": 7,
+   "id": "7f87818a",
    "metadata": {},
    "outputs": [
     {
@@ -185,7 +202,7 @@
        "2021-10-20          81.15            NaN"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -198,8 +215,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "id": "883c9c90",
+   "execution_count": 8,
+   "id": "c1354bd6",
    "metadata": {},
    "outputs": [
     {
@@ -272,7 +289,7 @@
        "2021-10-20    81.15      NaN"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -283,8 +300,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "id": "9aa11367",
+   "execution_count": 9,
+   "id": "aa1303fa",
    "metadata": {},
    "outputs": [
     {
@@ -357,7 +374,7 @@
        "2021-08-01               1.42               2.85"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -368,18 +385,18 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4c80a14",
+   "id": "5ffecb9d",
    "metadata": {},
    "source": [
-    "#### readMultiFlowsByScenarios()\n",
+    "#### readMultiFlowsByScenarios\n",
     "\n",
     "User can have option to view `multiple columns` from a multi result. And merge them into a multi-index dataframe"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "aa95d299",
+   "execution_count": 10,
+   "id": "f338d3b5",
    "metadata": {},
    "outputs": [
     {
@@ -461,102 +478,336 @@
        "      <td>1554.79</td>\n",
        "      <td>2.85</td>\n",
        "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Scenario     CPR=1%              CPR=2%           \n",
+       "Field       Balance Prepayment  Balance Prepayment\n",
+       "Date                                              \n",
+       "2021-04-01  1989.69       3.47  1986.45       6.98\n",
+       "2021-05-01  1883.73       1.64  1879.09       3.29\n",
+       "2021-06-01  1777.20       1.60  1771.29       3.22\n",
+       "2021-07-01  1670.20       1.46  1663.26       2.93\n",
+       "2021-08-01  1562.63       1.42  1554.79       2.85"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "readMultiFlowsByScenarios(rs2\n",
+    "                          , (lens['pool']['flow'],[\"Balance\",'Prepayment'])).head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "006ac4cc",
+   "metadata": {},
+   "source": [
+    "#### readFieldsByScenarios"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6da78f21",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31mRunning cells with 'Python 3.12.3' requires the ipykernel package.\n",
+      "\u001b[1;31mRun the following command to install 'ipykernel' into the Python environment. \n",
+      "\u001b[1;31mCommand: '/opt/homebrew/bin/python3 -m pip install ipykernel -U --user --force-reinstall'"
+     ]
+    }
+   ],
+   "source": [
+    "rs2['CPR=1%']['pricing']['summary']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "2f40a3dc",
+   "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>CPR=1%</th>\n",
+       "      <th>CPR=2%</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>pricing</th>\n",
+       "      <td>308.40</td>\n",
+       "      <td>300.610</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>face</th>\n",
+       "      <td>30.84</td>\n",
+       "      <td>30.061</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WAL</th>\n",
+       "      <td>0.15</td>\n",
+       "      <td>0.140</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>duration</th>\n",
+       "      <td>0.14</td>\n",
+       "      <td>0.140</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>convexity</th>\n",
+       "      <td>0.16</td>\n",
+       "      <td>0.160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>accure interest</th>\n",
+       "      <td>0.11</td>\n",
+       "      <td>0.110</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 CPR=1%   CPR=2%\n",
+       "pricing          308.40  300.610\n",
+       "face              30.84   30.061\n",
+       "WAL                0.15    0.140\n",
+       "duration           0.14    0.140\n",
+       "convexity          0.16    0.160\n",
+       "accure interest    0.11    0.110"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "readFieldsByScenarios(rs2, lens['pricing']['summary'], \"A1\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "id": "ce9a50a3",
+   "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>CPR=1%</th>\n",
+       "      <th>CPR=2%</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A1</th>\n",
+       "      <td>308.40</td>\n",
+       "      <td>300.61</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>1308.17</td>\n",
+       "      <td>1307.59</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     CPR=1%   CPR=2%\n",
+       "A1   308.40   300.61\n",
+       "B   1308.17  1307.59"
+      ]
+     },
+     "execution_count": 93,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "readFieldsByScenarios(rs2, lens['pricing']['summary'], \"pricing\", flip=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "6be36411",
+   "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>CPR=1%</th>\n",
+       "      <th>CPR=2%</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2021-04-01</th>\n",
+       "      <td>3.47</td>\n",
+       "      <td>6.98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-05-01</th>\n",
+       "      <td>1.64</td>\n",
+       "      <td>3.29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-06-01</th>\n",
+       "      <td>1.6</td>\n",
+       "      <td>3.22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-07-01</th>\n",
+       "      <td>1.46</td>\n",
+       "      <td>2.93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-08-01</th>\n",
+       "      <td>1.42</td>\n",
+       "      <td>2.85</td>\n",
+       "    </tr>\n",
        "    <tr>\n",
        "      <th>2021-09-01</th>\n",
-       "      <td>1454.53</td>\n",
        "      <td>1.33</td>\n",
-       "      <td>1445.99</td>\n",
        "      <td>2.66</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2021-10-01</th>\n",
-       "      <td>1345.93</td>\n",
-       "      <td>1.20</td>\n",
-       "      <td>1336.93</td>\n",
+       "      <td>1.2</td>\n",
        "      <td>2.39</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2021-11-01</th>\n",
-       "      <td>1236.77</td>\n",
        "      <td>1.14</td>\n",
-       "      <td>1227.44</td>\n",
        "      <td>2.29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2021-12-01</th>\n",
-       "      <td>1127.10</td>\n",
        "      <td>1.02</td>\n",
-       "      <td>1117.67</td>\n",
        "      <td>2.03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2022-01-01</th>\n",
-       "      <td>1016.86</td>\n",
        "      <td>0.96</td>\n",
-       "      <td>1007.49</td>\n",
        "      <td>1.91</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2022-02-01</th>\n",
-       "      <td>906.09</td>\n",
        "      <td>0.86</td>\n",
-       "      <td>896.97</td>\n",
        "      <td>1.72</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2022-03-01</th>\n",
-       "      <td>794.84</td>\n",
        "      <td>0.69</td>\n",
-       "      <td>786.23</td>\n",
        "      <td>1.38</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2022-04-01</th>\n",
-       "      <td>682.97</td>\n",
        "      <td>0.67</td>\n",
-       "      <td>674.99</td>\n",
        "      <td>1.34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2022-05-01</th>\n",
-       "      <td>570.55</td>\n",
        "      <td>0.56</td>\n",
-       "      <td>563.43</td>\n",
        "      <td>1.11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2022-06-01</th>\n",
-       "      <td>457.57</td>\n",
        "      <td>0.48</td>\n",
-       "      <td>451.46</td>\n",
        "      <td>0.96</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2022-07-01</th>\n",
-       "      <td>344.03</td>\n",
        "      <td>0.37</td>\n",
-       "      <td>339.16</td>\n",
        "      <td>0.74</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2022-08-01</th>\n",
-       "      <td>229.92</td>\n",
        "      <td>0.29</td>\n",
-       "      <td>226.47</td>\n",
        "      <td>0.58</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2022-09-01</th>\n",
-       "      <td>115.25</td>\n",
        "      <td>0.19</td>\n",
-       "      <td>113.42</td>\n",
        "      <td>0.38</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2022-10-01</th>\n",
-       "      <td>0.00</td>\n",
        "      <td>0.09</td>\n",
-       "      <td>0.00</td>\n",
        "      <td>0.18</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -564,46 +815,187 @@
        "</div>"
       ],
       "text/plain": [
-       "Scenario     CPR=1%              CPR=2%           \n",
-       "Field       Balance Prepayment  Balance Prepayment\n",
-       "Date                                              \n",
-       "2021-04-01  1989.69       3.47  1986.45       6.98\n",
-       "2021-05-01  1883.73       1.64  1879.09       3.29\n",
-       "2021-06-01  1777.20       1.60  1771.29       3.22\n",
-       "2021-07-01  1670.20       1.46  1663.26       2.93\n",
-       "2021-08-01  1562.63       1.42  1554.79       2.85\n",
-       "2021-09-01  1454.53       1.33  1445.99       2.66\n",
-       "2021-10-01  1345.93       1.20  1336.93       2.39\n",
-       "2021-11-01  1236.77       1.14  1227.44       2.29\n",
-       "2021-12-01  1127.10       1.02  1117.67       2.03\n",
-       "2022-01-01  1016.86       0.96  1007.49       1.91\n",
-       "2022-02-01   906.09       0.86   896.97       1.72\n",
-       "2022-03-01   794.84       0.69   786.23       1.38\n",
-       "2022-04-01   682.97       0.67   674.99       1.34\n",
-       "2022-05-01   570.55       0.56   563.43       1.11\n",
-       "2022-06-01   457.57       0.48   451.46       0.96\n",
-       "2022-07-01   344.03       0.37   339.16       0.74\n",
-       "2022-08-01   229.92       0.29   226.47       0.58\n",
-       "2022-09-01   115.25       0.19   113.42       0.38\n",
-       "2022-10-01     0.00       0.09     0.00       0.18"
+       "           CPR=1% CPR=2%\n",
+       "Date                    \n",
+       "2021-04-01   3.47   6.98\n",
+       "2021-05-01   1.64   3.29\n",
+       "2021-06-01    1.6   3.22\n",
+       "2021-07-01   1.46   2.93\n",
+       "2021-08-01   1.42   2.85\n",
+       "2021-09-01   1.33   2.66\n",
+       "2021-10-01    1.2   2.39\n",
+       "2021-11-01   1.14   2.29\n",
+       "2021-12-01   1.02   2.03\n",
+       "2022-01-01   0.96   1.91\n",
+       "2022-02-01   0.86   1.72\n",
+       "2022-03-01   0.69   1.38\n",
+       "2022-04-01   0.67   1.34\n",
+       "2022-05-01   0.56   1.11\n",
+       "2022-06-01   0.48   0.96\n",
+       "2022-07-01   0.37   0.74\n",
+       "2022-08-01   0.29   0.58\n",
+       "2022-09-01   0.19   0.38\n",
+       "2022-10-01   0.09   0.18"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 94,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "from absbox import readMultiFlowsByScenarios\n",
-    "\n",
-    "readMultiFlowsByScenarios(rs2\n",
-    "                          , (lens['pool']['flow'],[\"Balance\",'Prepayment'])).head()"
+    "readFieldsByScenarios(rs2, lens['pool']['flow'], 'Prepayment', flip=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "id": "64149e19",
+   "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>CPR=1%</th>\n",
+       "      <th>CPR=2%</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Balance</th>\n",
+       "      <td>1345.93</td>\n",
+       "      <td>1336.93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Principal</th>\n",
+       "      <td>107.4</td>\n",
+       "      <td>106.67</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Interest</th>\n",
+       "      <td>9.68</td>\n",
+       "      <td>9.62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Prepayment</th>\n",
+       "      <td>1.2</td>\n",
+       "      <td>2.39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Default</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Recovery</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Loss</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WAC</th>\n",
+       "      <td>0.08</td>\n",
+       "      <td>0.08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BorrowerNum</th>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PrepayPenalty</th>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CumPrincipal</th>\n",
+       "      <td>841.95</td>\n",
+       "      <td>838.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CumPrepay</th>\n",
+       "      <td>12.12</td>\n",
+       "      <td>24.32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CumDelinq</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CumDefault</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CumRecovery</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CumLoss</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                CPR=1%   CPR=2%\n",
+       "Balance        1345.93  1336.93\n",
+       "Principal        107.4   106.67\n",
+       "Interest          9.68     9.62\n",
+       "Prepayment         1.2     2.39\n",
+       "Default              0        0\n",
+       "Recovery             0        0\n",
+       "Loss                 0        0\n",
+       "WAC               0.08     0.08\n",
+       "BorrowerNum       None     None\n",
+       "PrepayPenalty     None     None\n",
+       "CumPrincipal    841.95   838.75\n",
+       "CumPrepay        12.12    24.32\n",
+       "CumDelinq            0        0\n",
+       "CumDefault           0        0\n",
+       "CumRecovery          0        0\n",
+       "CumLoss              0        0"
+      ]
+     },
+     "execution_count": 95,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "readFieldsByScenarios(rs2, lens['pool']['flow'], '2021-10-01')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ae0613fd",
+   "id": "322f8971",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -625,7 +1017,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.9"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,