{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run Multiple Scenario on Pool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Connecting engine server -&gt; <span style=\"color: #0000ff; text-decoration-color: #0000ff; text-decoration: underline\">https://absbox.org/api/dev</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Connecting engine server -> \u001b[4;94mhttps://absbox.org/api/dev\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/xiaoyu/repo/AbsBox/lib/python3.13/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host 'absbox.org'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">✅Connected, local li<span style=\"color: #00ff00; text-decoration-color: #00ff00; font-weight: bold\">b:0</span>.<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">46.5</span>, server:<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.50</span>.<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "✅Connected, local li\u001b[1;92mb:0\u001b[0m.\u001b[1;36m46.5\u001b[0m, server:\u001b[1;36m0.50\u001b[0m.\u001b[1;36m1\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from absbox import API,EnginePath\n",
    "\n",
    "localAPI = API(EnginePath.DEV, lang='english',check=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pool\n",
    "\n",
    "In `Pool` , it will have a field named `assets` ,which contains a list of `assets`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mortgage1 = [\"Mortgage\"\n",
    "            ,{\"originBalance\": 12000.0\n",
    "            ,\"originRate\": [\"fix\",0.045]\n",
    "            ,\"originTerm\": 40\n",
    "            ,\"freq\": \"monthly\"\n",
    "            ,\"type\": \"level\"\n",
    "            ,\"originDate\": \"2021-02-01\"}\n",
    "            ,{\"currentBalance\": 10000.0\n",
    "            ,\"currentRate\": 0.075\n",
    "            ,\"remainTerm\": 30\n",
    "            ,\"status\": \"current\"}]\n",
    "\n",
    "mortgage2 = [\"Mortgage\"\n",
    "            ,{\"originBalance\": 800.0\n",
    "            ,\"originRate\": [\"fix\",0.045]\n",
    "            ,\"originTerm\": 25\n",
    "            ,\"freq\": \"monthly\"\n",
    "            ,\"type\": \"level\"\n",
    "            ,\"originDate\": \"2021-02-01\"}\n",
    "            ,{\"currentBalance\": 600.0\n",
    "            ,\"currentRate\": 0.075\n",
    "            ,\"remainTerm\": 15\n",
    "            ,\"status\": \"current\"}]\n",
    "\n",
    "myPool = {'assets':[ mortgage1, mortgage2],\n",
    "         'cutoffDate':\"2022-03-01\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set Multi Assumption\n",
    "\n",
    "It is just a map!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "multiAssump= \\\n",
    "    {\"cdr001\":(\"Pool\",(\"Mortgage\",{\"CDR\":0.01},None,None,None)\n",
    "                                    ,None\n",
    "                                    ,None)\n",
    "    ,\"non\":(\"Pool\",(\"Mortgage\",None,None,None,None)\n",
    "                    ,None\n",
    "                    ,None\n",
    "                    )}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make sure call `runPoolByScenarios`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/xiaoyu/repo/AbsBox/lib/python3.13/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host 'absbox.org'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "r = localAPI.runPoolByScenarios(myPool,poolAssump=multiAssump,read=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use keys from `multiAssump` to retrive results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>Balance</th>\n",
       "      <th>Principal</th>\n",
       "      <th>Interest</th>\n",
       "      <th>Prepayment</th>\n",
       "      <th>Default</th>\n",
       "      <th>Recovery</th>\n",
       "      <th>Loss</th>\n",
       "      <th>WAC</th>\n",
       "      <th>BorrowerNum</th>\n",
       "      <th>PrepayPenalty</th>\n",
       "      <th>CumPrincipal</th>\n",
       "      <th>CumPrepay</th>\n",
       "      <th>CumDelinq</th>\n",
       "      <th>CumDefault</th>\n",
       "      <th>CumRecovery</th>\n",
       "      <th>CumLoss</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-03-01</th>\n",
       "      <td>9542.79</td>\n",
       "      <td>345.80</td>\n",
       "      <td>61.80</td>\n",
       "      <td>0</td>\n",
       "      <td>7.62</td>\n",
       "      <td>0</td>\n",
       "      <td>7.62</td>\n",
       "      <td>0.075</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>345.80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.62</td>\n",
       "      <td>0</td>\n",
       "      <td>7.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-01</th>\n",
       "      <td>9186.98</td>\n",
       "      <td>347.68</td>\n",
       "      <td>59.58</td>\n",
       "      <td>0</td>\n",
       "      <td>8.13</td>\n",
       "      <td>0</td>\n",
       "      <td>8.13</td>\n",
       "      <td>0.075</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>693.48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15.75</td>\n",
       "      <td>0</td>\n",
       "      <td>15.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-05-01</th>\n",
       "      <td>8829.85</td>\n",
       "      <td>349.56</td>\n",
       "      <td>57.36</td>\n",
       "      <td>0</td>\n",
       "      <td>7.57</td>\n",
       "      <td>0</td>\n",
       "      <td>7.57</td>\n",
       "      <td>0.075</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1043.04</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.32</td>\n",
       "      <td>0</td>\n",
       "      <td>23.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-06-01</th>\n",
       "      <td>8470.88</td>\n",
       "      <td>351.45</td>\n",
       "      <td>55.13</td>\n",
       "      <td>0</td>\n",
       "      <td>7.52</td>\n",
       "      <td>0</td>\n",
       "      <td>7.52</td>\n",
       "      <td>0.075</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1394.49</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.84</td>\n",
       "      <td>0</td>\n",
       "      <td>30.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-01</th>\n",
       "      <td>8110.54</td>\n",
       "      <td>353.35</td>\n",
       "      <td>52.89</td>\n",
       "      <td>0</td>\n",
       "      <td>6.99</td>\n",
       "      <td>0</td>\n",
       "      <td>6.99</td>\n",
       "      <td>0.075</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1747.84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37.83</td>\n",
       "      <td>0</td>\n",
       "      <td>37.83</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Balance  Principal  Interest  Prepayment  Default  Recovery  Loss  \\\n",
       "Date                                                                            \n",
       "2022-03-01  9542.79     345.80     61.80           0     7.62         0  7.62   \n",
       "2022-04-01  9186.98     347.68     59.58           0     8.13         0  8.13   \n",
       "2022-05-01  8829.85     349.56     57.36           0     7.57         0  7.57   \n",
       "2022-06-01  8470.88     351.45     55.13           0     7.52         0  7.52   \n",
       "2022-07-01  8110.54     353.35     52.89           0     6.99         0  6.99   \n",
       "\n",
       "              WAC BorrowerNum PrepayPenalty  CumPrincipal  CumPrepay  \\\n",
       "Date                                                                   \n",
       "2022-03-01  0.075        None          None        345.80          0   \n",
       "2022-04-01  0.075        None          None        693.48          0   \n",
       "2022-05-01  0.075        None          None       1043.04          0   \n",
       "2022-06-01  0.075        None          None       1394.49          0   \n",
       "2022-07-01  0.075        None          None       1747.84          0   \n",
       "\n",
       "            CumDelinq  CumDefault  CumRecovery  CumLoss  \n",
       "Date                                                     \n",
       "2022-03-01          0        7.62            0     7.62  \n",
       "2022-04-01          0       15.75            0    15.75  \n",
       "2022-05-01          0       23.32            0    23.32  \n",
       "2022-06-01          0       30.84            0    30.84  \n",
       "2022-07-01          0       37.83            0    37.83  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r['cdr001']['PoolConsol']['flow'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Run Multiple Pools with Multiple Assumptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "receivable1 = [\"Invoice\"\n",
    "                  ,{\"start\":\"2024-04-01\",\"originBalance\":2000\n",
    "                    ,\"originAdvance\":1500,\"dueDate\":\"2024-06-01\"}\n",
    "                  ,{\"status\":\"Current\"}]\n",
    "\n",
    "myMixedPool = {\"invoicePool\": {'assets':[receivable1],}\n",
    "              ,\"mortgagePool\": {'assets':[mortgage1]}\n",
    "              ,'cutoffDate':\"2022-03-01\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/xiaoyu/repo/AbsBox/lib/python3.13/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host 'absbox.org'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "mPoolAssump0 = (\"Pool\",\n",
    "               (\"Mortgage\",None,None,None,None)\n",
    "                ,None\n",
    "                ,None)\n",
    "\n",
    "mPoolAssump = (\"Pool\",\n",
    "               (\"Mortgage\",{\"CDR\":0.01},None,None,None)\n",
    "                ,None\n",
    "                ,None)\n",
    "\n",
    "iPoolAssump0 = (\"Pool\"\n",
    "                ,(\"Receivable\", None, None, None)\n",
    "                ,None\n",
    "                ,None)\n",
    "\n",
    "iPoolAssump = (\"Pool\"\n",
    "                ,(\"Receivable\", {\"CDR\":0.01}, None, None)\n",
    "                ,None\n",
    "                ,None)\n",
    "\n",
    "\n",
    "r = localAPI.runPoolByScenarios(myMixedPool\n",
    "                  ,poolAssump = {\"NonStress\":(\"ByPoolId\",\n",
    "                                    {\"invoicePool\":iPoolAssump0\n",
    "                                    ,\"mortgagePool\":mPoolAssump0})\n",
    "                                 ,\"Stress\":(\"ByPoolId\",\n",
    "                                    {\"invoicePool\":iPoolAssump\n",
    "                                    ,\"mortgagePool\":mPoolAssump})}\n",
    "                  ,read=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>Balance</th>\n",
       "      <th>AccuredFee</th>\n",
       "      <th>Principal</th>\n",
       "      <th>Fee</th>\n",
       "      <th>Default</th>\n",
       "      <th>Recovery</th>\n",
       "      <th>Loss</th>\n",
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       "      <th>CumPrepay</th>\n",
       "      <th>CumDelinq</th>\n",
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       "      <th>CumRecovery</th>\n",
       "      <th>CumLoss</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-04-01</th>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Balance  AccuredFee  Principal  Fee  Default  Recovery  Loss  \\\n",
       "Date                                                                       \n",
       "2024-04-01     2000           0          0    0        0         0     0   \n",
       "2024-06-01        0           0       2000    0        0         0     0   \n",
       "\n",
       "            CumPrincipal  CumPrepay  CumDelinq  CumDefault  CumRecovery  \\\n",
       "Date                                                                      \n",
       "2024-04-01             0          0          0           0            0   \n",
       "2024-06-01             0          0          0           0            0   \n",
       "\n",
       "            CumLoss  \n",
       "Date                 \n",
       "2024-04-01        0  \n",
       "2024-06-01        0  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r['NonStress']['invoicePool']['flow'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Balance</th>\n",
       "      <th>Principal</th>\n",
       "      <th>Interest</th>\n",
       "      <th>Prepayment</th>\n",
       "      <th>Default</th>\n",
       "      <th>Recovery</th>\n",
       "      <th>Loss</th>\n",
       "      <th>WAC</th>\n",
       "      <th>BorrowerNum</th>\n",
       "      <th>PrepayPenalty</th>\n",
       "      <th>CumPrincipal</th>\n",
       "      <th>CumPrepay</th>\n",
       "      <th>CumDelinq</th>\n",
       "      <th>CumDefault</th>\n",
       "      <th>CumRecovery</th>\n",
       "      <th>CumLoss</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-03-01</th>\n",
       "      <td>9059.53</td>\n",
       "      <td>307.14</td>\n",
       "      <td>58.54</td>\n",
       "      <td>0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>0.075</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>307.14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>0</td>\n",
       "      <td>7.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-01</th>\n",
       "      <td>8743.01</td>\n",
       "      <td>308.80</td>\n",
       "      <td>56.57</td>\n",
       "      <td>0</td>\n",
       "      <td>7.72</td>\n",
       "      <td>0</td>\n",
       "      <td>7.72</td>\n",
       "      <td>0.075</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>615.94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.94</td>\n",
       "      <td>0</td>\n",
       "      <td>14.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-05-01</th>\n",
       "      <td>8425.32</td>\n",
       "      <td>310.48</td>\n",
       "      <td>54.59</td>\n",
       "      <td>0</td>\n",
       "      <td>7.21</td>\n",
       "      <td>0</td>\n",
       "      <td>7.21</td>\n",
       "      <td>0.075</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>926.42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.15</td>\n",
       "      <td>0</td>\n",
       "      <td>22.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-06-01</th>\n",
       "      <td>8105.99</td>\n",
       "      <td>312.15</td>\n",
       "      <td>52.61</td>\n",
       "      <td>0</td>\n",
       "      <td>7.18</td>\n",
       "      <td>0</td>\n",
       "      <td>7.18</td>\n",
       "      <td>0.075</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1238.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29.33</td>\n",
       "      <td>0</td>\n",
       "      <td>29.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-01</th>\n",
       "      <td>7785.46</td>\n",
       "      <td>313.84</td>\n",
       "      <td>50.62</td>\n",
       "      <td>0</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0.075</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1552.41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36.02</td>\n",
       "      <td>0</td>\n",
       "      <td>36.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Balance  Principal  Interest  Prepayment  Default  Recovery  Loss  \\\n",
       "Date                                                                            \n",
       "2022-03-01  9059.53     307.14     58.54           0     7.22         0  7.22   \n",
       "2022-04-01  8743.01     308.80     56.57           0     7.72         0  7.72   \n",
       "2022-05-01  8425.32     310.48     54.59           0     7.21         0  7.21   \n",
       "2022-06-01  8105.99     312.15     52.61           0     7.18         0  7.18   \n",
       "2022-07-01  7785.46     313.84     50.62           0     6.69         0  6.69   \n",
       "\n",
       "              WAC BorrowerNum PrepayPenalty  CumPrincipal  CumPrepay  \\\n",
       "Date                                                                   \n",
       "2022-03-01  0.075        None          None        307.14          0   \n",
       "2022-04-01  0.075        None          None        615.94          0   \n",
       "2022-05-01  0.075        None          None        926.42          0   \n",
       "2022-06-01  0.075        None          None       1238.57          0   \n",
       "2022-07-01  0.075        None          None       1552.41          0   \n",
       "\n",
       "            CumDelinq  CumDefault  CumRecovery  CumLoss  \n",
       "Date                                                     \n",
       "2022-03-01          0        7.22            0     7.22  \n",
       "2022-04-01          0       14.94            0    14.94  \n",
       "2022-05-01          0       22.15            0    22.15  \n",
       "2022-06-01          0       29.33            0    29.33  \n",
       "2022-07-01          0       36.02            0    36.02  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r['Stress']['mortgagePool']['flow'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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