Application.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f5362df1-a227-458c-abfc-489327c0f855",
   "metadata": {},
   "outputs": [],
   "source": [
    "import redshift_connector\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from decimal import Decimal\n",
    "import atoti as tt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74209f18-46d1-4f24-9add-a30ffb92281b",
   "metadata": {},
   "source": [
    "# Import Data from redshift"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa6aeaa0-5678-4f7b-b79f-85c8e198718e",
   "metadata": {},
   "source": [
    "## -- set up connection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d1f87469-4f38-4bca-85ca-111718adc1d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = redshift_connector.connect(\n",
    "     host='redshift-cluster-1.chlxxjsyvqb3.us-east-1.redshift.amazonaws.com',\n",
    "     port=5439,\n",
    "     database='karabiner',\n",
    "     user='admin',\n",
    "     password='Password123'\n",
    "  )\n",
    "cursor = conn.cursor()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37ffeee1-a300-4fd0-83b7-52ede3571ea1",
   "metadata": {},
   "source": [
    "## -- retrieve data + schema"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "60318b7a-0aa3-4a08-8d38-13cc1ba3107c",
   "metadata": {},
   "outputs": [],
   "source": [
    "cursor.execute(\"select * from trade\")\n",
    "trade_df: pd.DataFrame = cursor.fetch_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "197c7dc4-706d-4ec2-80e9-a98e7e96fe08",
   "metadata": {},
   "outputs": [],
   "source": [
    "cursor.execute(\"SELECT * FROM pg_table_def WHERE tablename='trade'\")\n",
    "trade_schema: pd.DataFrame = cursor.fetch_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c2a2ec65-701d-4176-9dbc-7354f2659ee3",
   "metadata": {},
   "outputs": [],
   "source": [
    "cursor.execute(\"select * from cashflow\")\n",
    "cashflow_df: pd.DataFrame = cursor.fetch_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "516fcbf6-a3fd-4145-a724-400c59289f93",
   "metadata": {},
   "outputs": [],
   "source": [
    "cursor.execute(\"SELECT * FROM pg_table_def WHERE tablename='cashflow'\")\n",
    "cashflow_schema: pd.DataFrame = cursor.fetch_dataframe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c86a3d99-015c-470f-a561-8c9ebc12732b",
   "metadata": {},
   "source": [
    "## -- prepare for cube"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d819227b-f563-4f02-8b9a-1ed6146e0ae9",
   "metadata": {},
   "source": [
    "Transform Decimal type to double"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dbefefe1-d788-4f58-ac32-0e9d1c6bc2fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def df_dec_to_double(df):\n",
    "    for col in df.columns:\n",
    "        if type(df[col].iloc[0]) == Decimal:\n",
    "            df[col] = df[col].apply(lambda x: np.double(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "475d9a85-a1f3-4010-8882-20068bd84e58",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_dec_to_double(trade_df)\n",
    "df_dec_to_double(cashflow_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b48cf2e9-4e48-4acc-ba9b-c8bdba739c22",
   "metadata": {},
   "source": [
    "Generate atoti data types from schema & replace column names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "41b501ab-cf8c-4715-abdf-18d7ebe553d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_type_config(df, schema, col_names):\n",
    "    types = {}\n",
    "    for index, col in enumerate(df.columns):\n",
    "        row = schema.loc[schema['column'] == col]\n",
    "        dtype = row['type'].iloc[0]\n",
    "        required = row['notnull'].iloc[0]\n",
    "        name = col_names[index]\n",
    "        if dtype == 'date':\n",
    "            if required == True:\n",
    "                types[name] = tt.type.LOCAL_DATE\n",
    "            else:\n",
    "                types[name] = tt.type.NULLABLE_LOCAL_DATE\n",
    "        elif dtype.startswith('character varying'):\n",
    "            if required == True:\n",
    "                types[name] = tt.type.STRING\n",
    "            else:\n",
    "                types[name] = tt.type.NULLABLE_STRING\n",
    "        elif dtype.startswith('numeric'):\n",
    "            if required == True:\n",
    "                types[name] = tt.type.DOUBLE\n",
    "            else:\n",
    "                types[name] = tt.type.NULLABLE_DOUBLE\n",
    "        elif dtype.startswith('timestamp'):\n",
    "            if required == True:\n",
    "                types[name] = tt.type.LOCAL_DATE_TIME\n",
    "            else:\n",
    "                types[name] = tt.type.NULLABLE_LOCAL_DATE_TIME\n",
    "        elif dtype == 'integer' or dtype == 'bigint':\n",
    "            if required == True:\n",
    "                types[name] = tt.type.LONG\n",
    "            else:\n",
    "                types[name] = tt.type.NULLABLE_LONG\n",
    "    return types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "91817f45-91ff-402c-aac0-f48e79551fbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "trade_columns = ['Date', 'Clearing Member Code', 'Clearing Member Short Name', '2nd Layer Type', '2nd Layer', '3rd Layer', 'Original Counterparty ID', 'Original Counterparty Name', 'Clearing House Trade Reference', \n",
    "                 'Internal Trade ID', 'Trade Group ID', 'Source', 'External Reference', 'Trade Date', 'Registration Date And Time', 'Maturity Date', 'Trade Status', 'Backload Flag', 'Currency', 'Notional Amount', \n",
    "                 'Swap Type', 'Trade Effective Date', 'Trade NPV', 'Stub At', 'Pay Leg Type', 'Pay Rate', 'Pay Spread', 'Pay Index', 'Pay Rate Index Tenor', 'Pay Day Count Fraction', 'Pay Payment Frequency', \n",
    "                 'Pay Business Day Convention', 'Pay Holiday Centers', 'Pay Calc Period Frequency', 'Pay Compounding Method', 'Pay Stub Type', 'Rec Leg Type', 'Rec Rate', 'Rec Spread', 'Rec Index', 'Rec Rate Index Tenor', \n",
    "                 'Rec Day Count Fraction', 'Rec Payment Frequency', 'Rec Business Day Convention', 'Rec Holiday Centers', 'Rec Calc Period Frequency', 'Rec Compounding Method', 'Rec Stub Type', 'Roll Date Convention', \n",
    "                 'Mutual Put Option Flag', 'Pay Stub Index Tenor', 'Pay Stub Index Tenor 2', 'Pay First Payment Date', 'Pay First Period Calc End Date', 'Pay Fixing Holiday Centers', 'Pay Fixing Days Offset', \n",
    "                 'Pay Reset In Arrears', 'Rec Stub Index Tenor', 'Rec Stub Index Tenor 2', 'Rec First Payment Date', 'Rec First Period Calc End Date', 'Rec Fixing Holiday Centers', 'Rec Fixing Days Offset', \n",
    "                 'Rec Reset In Arrears', 'Pay Initial Period Rate', 'Pay Initial Period Fix Lag', 'Pay Stub Rate', 'Pay Stub End Date', 'Pay Stub Fixed Amount', 'Rec Initial Period Rate', 'Rec Initial Period Fix Lag', \n",
    "                 'Rec Stub Rate', 'Rec Stub End Date', 'Rec Stub Fixed Amount', 'Roll Date', 'Additional Pay Date', 'Additional Pay Amount', 'NPV change', 'Unique Swap ID', 'Legal Entity ID', \n",
    "                 'Un-adjusted Trade Effective Date', 'Un-adjusted Maturity Date', 'Notional Amount Change Flag', 'Current Notional Amount', 'Mutual Put Break Date', 'Pay Payment Lag', 'Rec Payment Lag', \n",
    "                 'Execution Platform', 'Execution Platform Type', 'Netting Flag', 'PAI', 'External Reference (Child)']\n",
    "\n",
    "trade_types = get_type_config(trade_df, trade_schema, trade_columns)\n",
    "trade_df.columns = trade_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "39250845-d701-47af-addd-9dc49e7eb042",
   "metadata": {},
   "outputs": [],
   "source": [
    "cashflow_columns = ['Date', 'Clearing Member Code', 'Clearing Member Short Name', '2nd Layer Type', '2nd Layer', '3rd Layer', 'Currency', 'Internal Trade ID', 'Clearing House Trade Reference', 'Type of Flow', \n",
    "                    'Payment Date', 'Calculation Days', 'NPV', 'Discount Factor', 'Cashflow Amount', 'Interest Calc Start Date', 'Interest Rate', 'Product Type', 'Notional Amount']\n",
    "\n",
    "cashflow_types = get_type_config(cashflow_df, cashflow_schema, cashflow_columns)\n",
    "cashflow_df.columns = cashflow_columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af69878e-e75e-4a44-b37e-ff7528101a46",
   "metadata": {},
   "source": [
    "Change empty string fields to N/A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8423a2f9-51f9-442c-b277-a05534411425",
   "metadata": {},
   "outputs": [],
   "source": [
    "def df_empty_str_to_na(df, type_dict):\n",
    "    for col in type_dict:\n",
    "        if type_dict[col] == tt.type.STRING or type_dict[col] == tt.type.NULLABLE_STRING:\n",
    "            df[col] = df[col].apply(lambda x: 'N/A' if x == '' else x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5d1f8946-5925-4985-9edb-344e5e1fa3a3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df_empty_str_to_na(trade_df, trade_types)\n",
    "df_empty_str_to_na(cashflow_df, cashflow_types)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fe55958-5638-49a2-851d-086eca83b0cc",
   "metadata": {},
   "source": [
    "# Set up Cube"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3570584b-3e65-4686-ac28-9a8bde2a483a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.link.v0+json": {
       "path": "",
       "sessionLocation": {
        "https": null,
        "port": 34967
       }
      },
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session = tt.create_session(\n",
    "    name='Main session',\n",
    "    config={\n",
    "        'port': 34967,\n",
    "        'user_content_storage': 'content'\n",
    "    }\n",
    ")\n",
    "session.link()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2aa76c1f-f4d7-4f7c-93db-2f1ddfc75ca3",
   "metadata": {},
   "source": [
    "## -- import data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dec4b14-1151-445c-977f-a3be1267d174",
   "metadata": {},
   "source": [
    "Generate hierarchy columns list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e31ad18b-c5e3-4f7d-91dc-159e5834440f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_hierarchized_cols(type_dict):\n",
    "    hc = []\n",
    "    for col in type_dict:\n",
    "        if (type_dict[col] == tt.type.BOOLEAN or type_dict[col] == tt.type.NULLABLE_BOOLEAN \n",
    "            or type_dict[col] == tt.type.STRING or type_dict[col] == tt.type.NULLABLE_STRING\n",
    "            or type_dict[col] == tt.type.LOCAL_DATE or type_dict[col] == tt.type.NULLABLE_LOCAL_DATE \n",
    "            or type_dict[col] == tt.type.LOCAL_DATE_TIME or type_dict[col] == tt.type.NULLABLE_LOCAL_DATE_TIME\n",
    "           ):\n",
    "            hc.append(col)\n",
    "    return hc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a03b41ac-2b01-43ac-86f0-653179a87879",
   "metadata": {},
   "outputs": [],
   "source": [
    "trade_hc = get_hierarchized_cols(trade_types)\n",
    "cashflow_hc = get_hierarchized_cols(cashflow_types)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbc8ce76-57c1-4f76-9a9c-7d4843f271f5",
   "metadata": {},
   "source": [
    "Create tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "835f4dfe-aa73-4fbb-8609-317c9d3df227",
   "metadata": {},
   "outputs": [],
   "source": [
    "trades_table = session.read_pandas(\n",
    "    trade_df, \n",
    "    table_name='Trades', \n",
    "    keys=['Clearing House Trade Reference'], \n",
    "    types=trade_types,\n",
    "    hierarchized_columns=trade_hc\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "42d88707-0fd8-4171-af64-89bf02027c99",
   "metadata": {},
   "outputs": [],
   "source": [
    "flows_table = session.read_pandas(\n",
    "    cashflow_df, \n",
    "    table_name='Flows', \n",
    "    keys=['Clearing House Trade Reference', 'Type of Flow', 'Payment Date'],\n",
    "    types=cashflow_types,\n",
    "    hierarchized_columns=cashflow_hc\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "06b9d1ac-1978-48b8-be36-26a4942fc18d",
   "metadata": {},
   "outputs": [],
   "source": [
    "flows_table.join(trades_table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ee6fc8cf-4ea6-472a-96b6-cd090ec6153d",
   "metadata": {},
   "outputs": [],
   "source": [
    "cube = session.create_cube(flows_table, 'Karabiner', mode='auto')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f0b956de-5c87-4201-98ea-ac77559472df",
   "metadata": {},
   "outputs": [
    {
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       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1.0 1.0) rotate(0) translate(4 2246)\">\n",
       "<title>Karabiner schema</title>\n",
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       "<!-- Flows -->\n",
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       "<title>Flows</title>\n",
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       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-1205 798,-1229 1000,-1229 1000,-1205 798,-1205\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-1213.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Day Count Fraction</text>\n",
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       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-1181 766,-1205 798,-1205 798,-1181 766,-1181\"/>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-1189.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Payment Frequency</text>\n",
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       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-1133 766,-1157 798,-1157 798,-1133 766,-1133\"/>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-1141.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Holiday Centers</text>\n",
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       "<text text-anchor=\"start\" x=\"1059\" y=\"-1142.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
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       "<text text-anchor=\"start\" x=\"1059\" y=\"-1118.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-1085 766,-1109 798,-1109 798,-1085 766,-1085\"/>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-1093.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Compounding Method</text>\n",
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       "<text text-anchor=\"start\" x=\"1059\" y=\"-1046.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
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       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-1013 798,-1037 1000,-1037 1000,-1013 798,-1013\"/>\n",
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       "<text text-anchor=\"start\" x=\"1059\" y=\"-974.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
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       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-941 1000,-965 1098,-965 1098,-941 1000,-941\"/>\n",
       "<text text-anchor=\"start\" x=\"1034\" y=\"-950.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">LocalDate</text>\n",
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       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-917 798,-941 1000,-941 1000,-917 798,-917\"/>\n",
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       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-893 766,-917 798,-917 798,-893 766,-893\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-893 798,-917 1000,-917 1000,-893 798,-893\"/>\n",
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       "<text text-anchor=\"start\" x=\"1059\" y=\"-902.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
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       "<text text-anchor=\"start\" x=\"1068\" y=\"-878.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
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       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-821 798,-845 1000,-845 1000,-821 798,-821\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-829.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Stub Index Tenor</text>\n",
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       "<text text-anchor=\"start\" x=\"1059\" y=\"-830.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-797 766,-821 798,-821 798,-797 766,-797\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-797 798,-821 1000,-821 1000,-797 798,-797\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-805.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Stub Index Tenor 2</text>\n",
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       "<text text-anchor=\"start\" x=\"1059\" y=\"-806.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-781.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec First Payment Date</text>\n",
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       "<text text-anchor=\"start\" x=\"1034\" y=\"-782.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">LocalDate</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-749 766,-773 798,-773 798,-749 766,-749\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-749 798,-773 1000,-773 1000,-749 798,-749\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-757.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec First Period Calc End Date</text>\n",
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       "<text text-anchor=\"start\" x=\"1034\" y=\"-758.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">LocalDate</text>\n",
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       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-725 798,-749 1000,-749 1000,-725 798,-725\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-733.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Fixing Holiday Centers</text>\n",
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       "<text text-anchor=\"start\" x=\"1059\" y=\"-734.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
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       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-701 798,-725 1000,-725 1000,-701 798,-701\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-709.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Fixing Days Offset</text>\n",
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       "<text text-anchor=\"start\" x=\"1068\" y=\"-710.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"766,-677 766,-701 798,-701 798,-677 766,-677\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-677 798,-701 1000,-701 1000,-677 798,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-685.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Reset In Arrears</text>\n",
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       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-653 766,-677 798,-677 798,-653 766,-653\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-653 798,-677 1000,-677 1000,-653 798,-653\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-661.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Pay Initial Period Rate</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-653 1000,-677 1098,-677 1098,-653 1000,-653\"/>\n",
       "<text text-anchor=\"start\" x=\"1053\" y=\"-662.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">double</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"766,-629 766,-653 798,-653 798,-629 766,-629\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-629 798,-653 1000,-653 1000,-629 798,-629\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-637.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Pay Initial Period Fix Lag</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"1000,-629 1000,-653 1098,-653 1098,-629 1000,-629\"/>\n",
       "<text text-anchor=\"start\" x=\"1068\" y=\"-638.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-605 766,-629 798,-629 798,-605 766,-605\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-605 798,-629 1000,-629 1000,-605 798,-605\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-613.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Pay Stub Rate</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-605 1000,-629 1098,-629 1098,-605 1000,-605\"/>\n",
       "<text text-anchor=\"start\" x=\"1053\" y=\"-614.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">double</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"766,-581 766,-605 798,-605 798,-581 766,-581\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-581 798,-605 1000,-605 1000,-581 798,-581\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-589.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Pay Stub End Date</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"1000,-581 1000,-605 1098,-605 1098,-581 1000,-581\"/>\n",
       "<text text-anchor=\"start\" x=\"1034\" y=\"-590.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">LocalDate</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-557 766,-581 798,-581 798,-557 766,-557\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-557 798,-581 1000,-581 1000,-557 798,-557\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-565.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Pay Stub Fixed Amount</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-557 1000,-581 1098,-581 1098,-557 1000,-557\"/>\n",
       "<text text-anchor=\"start\" x=\"1068\" y=\"-566.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"766,-533 766,-557 798,-557 798,-533 766,-533\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-533 798,-557 1000,-557 1000,-533 798,-533\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-541.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Initial Period Rate</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"1000,-533 1000,-557 1098,-557 1098,-533 1000,-533\"/>\n",
       "<text text-anchor=\"start\" x=\"1053\" y=\"-542.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">double</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-509 766,-533 798,-533 798,-509 766,-509\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-509 798,-533 1000,-533 1000,-509 798,-509\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-517.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Initial Period Fix Lag</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-509 1000,-533 1098,-533 1098,-509 1000,-509\"/>\n",
       "<text text-anchor=\"start\" x=\"1068\" y=\"-518.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"766,-485 766,-509 798,-509 798,-485 766,-485\"/>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-493.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Stub Rate</text>\n",
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       "<text text-anchor=\"start\" x=\"1053\" y=\"-494.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">double</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-461 766,-485 798,-485 798,-461 766,-461\"/>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-469.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Stub End Date</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-461 1000,-485 1098,-485 1098,-461 1000,-461\"/>\n",
       "<text text-anchor=\"start\" x=\"1034\" y=\"-470.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">LocalDate</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"766,-437 766,-461 798,-461 798,-437 766,-437\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-437 798,-461 1000,-461 1000,-437 798,-437\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-445.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Rec Stub Fixed Amount</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"1000,-437 1000,-461 1098,-461 1098,-437 1000,-437\"/>\n",
       "<text text-anchor=\"start\" x=\"1068\" y=\"-446.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-413 766,-437 798,-437 798,-413 766,-413\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-413 798,-437 1000,-437 1000,-413 798,-413\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-421.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Roll Date</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-413 1000,-437 1098,-437 1098,-413 1000,-413\"/>\n",
       "<text text-anchor=\"start\" x=\"1068\" y=\"-422.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-397.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Additional Pay Date</text>\n",
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       "<text text-anchor=\"start\" x=\"1034\" y=\"-398.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">LocalDate</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-365 766,-389 798,-389 798,-365 766,-365\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-365 798,-389 1000,-389 1000,-365 798,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-373.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Additional Pay Amount</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-365 1000,-389 1098,-389 1098,-365 1000,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"1068\" y=\"-374.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"766,-341 766,-365 798,-365 798,-341 766,-341\"/>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-349.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">NPV change</text>\n",
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       "<text text-anchor=\"start\" x=\"1053\" y=\"-350.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">double</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-317 766,-341 798,-341 798,-317 766,-317\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-317 798,-341 1000,-341 1000,-317 798,-317\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-325.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Unique Swap ID</text>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-301.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Legal Entity ID</text>\n",
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       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-269 798,-293 1000,-293 1000,-269 798,-269\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-277.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Un-adjusted Trade Effective Date</text>\n",
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       "<text text-anchor=\"start\" x=\"1034\" y=\"-254.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">LocalDate</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-221 766,-245 798,-245 798,-221 766,-221\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-221 798,-245 1000,-245 1000,-221 798,-221\"/>\n",
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       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-221 1000,-245 1098,-245 1098,-221 1000,-221\"/>\n",
       "<text text-anchor=\"start\" x=\"1059\" y=\"-230.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-205.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Current Notional Amount</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"1000,-197 1000,-221 1098,-221 1098,-197 1000,-197\"/>\n",
       "<text text-anchor=\"start\" x=\"1068\" y=\"-206.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-173 766,-197 798,-197 798,-173 766,-173\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-173 798,-197 1000,-197 1000,-173 798,-173\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-181.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Mutual Put Break Date</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-173 1000,-197 1098,-197 1098,-173 1000,-173\"/>\n",
       "<text text-anchor=\"start\" x=\"1034\" y=\"-182.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">LocalDate</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"766,-149 766,-173 798,-173 798,-149 766,-149\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-149 798,-173 1000,-173 1000,-149 798,-149\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-157.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Pay Payment Lag</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"1000,-149 1000,-173 1098,-173 1098,-149 1000,-149\"/>\n",
       "<text text-anchor=\"start\" x=\"1068\" y=\"-158.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
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       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-125 1000,-149 1098,-149 1098,-125 1000,-125\"/>\n",
       "<text text-anchor=\"start\" x=\"1068\" y=\"-134.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-109.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Execution Platform</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"1000,-101 1000,-125 1098,-125 1098,-101 1000,-101\"/>\n",
       "<text text-anchor=\"start\" x=\"1059\" y=\"-110.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
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       "<text text-anchor=\"start\" x=\"803\" y=\"-61.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Netting Flag</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"1000,-53 1000,-77 1098,-77 1098,-53 1000,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"1059\" y=\"-62.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"766,-29 766,-53 798,-53 798,-29 766,-29\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"798,-29 798,-53 1000,-53 1000,-29 798,-29\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-37.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">PAI</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"1000,-29 1000,-53 1098,-53 1098,-29 1000,-29\"/>\n",
       "<text text-anchor=\"start\" x=\"1053\" y=\"-38.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">double</text>\n",
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       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"798,-5 798,-29 1000,-29 1000,-5 798,-5\"/>\n",
       "<text text-anchor=\"start\" x=\"803\" y=\"-13.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">External Reference (Child)</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"1000,-5 1000,-29 1098,-29 1098,-5 1000,-5\"/>\n",
       "<text text-anchor=\"start\" x=\"1059\" y=\"-14.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"765,-4 765,-2238 1099,-2238 1099,-4 765,-4\"/>\n",
       "</g>\n",
       "<!-- Flows&#45;&gt;Trades -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>Flows-&gt;Trades</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M320.08,-1121C444.11,-1121 616.57,-1121 746.63,-1121\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"746.7,-1124.5 756.7,-1121 746.7,-1117.5 746.7,-1124.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"538.5\" y=\"-1124.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">Clearing House Trade Reference → Clearing House Trade Reference</text>\n",
       "</g>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cube.schema"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d7b12e2-cb4e-4e51-b685-fc732a78f727",
   "metadata": {
    "tags": []
   },
   "source": [
    "## -- create hierarchies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ab96af33-877e-4122-9e25-6fe443dba27d",
   "metadata": {},
   "outputs": [],
   "source": [
    "m, h, lvl = cube.measures, cube.hierarchies, cube.levels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fc9c909f-1cf7-414b-8e73-f3b68423cd39",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/json": {
       "Calculation Days.MEAN": {
        "formatter": "DOUBLE[#,###.00]"
       },
       "Calculation Days.SUM": {
        "formatter": "INT[#,###]"
       },
       "Cashflow Amount.MEAN": {
        "formatter": "DOUBLE[#,###.00]"
       },
       "Cashflow Amount.SUM": {
        "formatter": "DOUBLE[#,###.00]"
       },
       "Discount Factor.MEAN": {
        "formatter": "DOUBLE[#,###.00]"
       },
       "Discount Factor.SUM": {
        "formatter": "DOUBLE[#,###.00]"
       },
       "Interest Rate.MEAN": {
        "formatter": "DOUBLE[#,###.00]"
       },
       "Interest Rate.SUM": {
        "formatter": "DOUBLE[#,###.00]"
       },
       "NPV.MEAN": {
        "formatter": "DOUBLE[#,###.00]"
       },
       "NPV.SUM": {
        "formatter": "DOUBLE[#,###.00]"
       },
       "Notional Amount.MEAN": {
        "formatter": "DOUBLE[#,###.00]"
       },
       "Notional Amount.SUM": {
        "formatter": "INT[#,###]"
       },
       "contributors.COUNT": {
        "formatter": "INT[#,###]"
       }
      },
      "text/html": [
       "<ul>\n",
       "<li>Measures\n",
       "  <ul>\n",
       "  <li>Calculation Days.MEAN\n",
       "    <ul>\n",
       "    <li>formatter: DOUBLE[#,###.00]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>Calculation Days.SUM\n",
       "    <ul>\n",
       "    <li>formatter: INT[#,###]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>Cashflow Amount.MEAN\n",
       "    <ul>\n",
       "    <li>formatter: DOUBLE[#,###.00]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>Cashflow Amount.SUM\n",
       "    <ul>\n",
       "    <li>formatter: DOUBLE[#,###.00]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>Discount Factor.MEAN\n",
       "    <ul>\n",
       "    <li>formatter: DOUBLE[#,###.00]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>Discount Factor.SUM\n",
       "    <ul>\n",
       "    <li>formatter: DOUBLE[#,###.00]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>Interest Rate.MEAN\n",
       "    <ul>\n",
       "    <li>formatter: DOUBLE[#,###.00]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>Interest Rate.SUM\n",
       "    <ul>\n",
       "    <li>formatter: DOUBLE[#,###.00]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>NPV.MEAN\n",
       "    <ul>\n",
       "    <li>formatter: DOUBLE[#,###.00]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>NPV.SUM\n",
       "    <ul>\n",
       "    <li>formatter: DOUBLE[#,###.00]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>Notional Amount.MEAN\n",
       "    <ul>\n",
       "    <li>formatter: DOUBLE[#,###.00]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>Notional Amount.SUM\n",
       "    <ul>\n",
       "    <li>formatter: INT[#,###]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>contributors.COUNT\n",
       "    <ul>\n",
       "    <li>formatter: INT[#,###]</li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  </ul>\n",
       "</li>\n",
       "</ul>\n"
      ],
      "text/plain": [
       "Measures()"
      ]
     },
     "execution_count": 23,
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "Measures"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fed27a7-635a-484b-a69c-6ad0d10d4372",
   "metadata": {},
   "source": [
    "Sample multi-level date hierarchy (in addition to date single-level hierarchies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "75a55053-11f9-404e-95a2-235a9f505899",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "cube.create_date_hierarchy('Payment Date Parts', column=flows_table['Payment Date'], levels={'Year': 'y', 'Month': 'M', 'Day': 'd'})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bcc712c-f582-4c10-accc-34d5b94f45ac",
   "metadata": {},
   "source": [
    "# Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "6f4e5175-0467-4dcd-9919-fd972b430a6d",
   "metadata": {
    "atoti": {
     "widget": {
      "mapping": {
       "columns": [
        "ALL_MEASURES"
       ],
       "measures": [
        "[Measures].[NPV.SUM]"
       ],
       "rows": [
        "[Flows].[Clearing House Trade Reference].[Clearing House Trade Reference]",
        "[Flows].[Payment Date Parts].[Year]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY Crossjoin(Hierarchize(Descendants({[Flows].[Clearing House Trade Reference].[AllMember]}, 1, SELF_AND_BEFORE)), Hierarchize(Descendants({[Flows].[Payment Date Parts].[AllMember]}, 1, SELF_AND_BEFORE))) ON ROWS, NON EMPTY {[Measures].[NPV.SUM]} ON COLUMNS FROM [Karabiner] CELL PROPERTIES VALUE, FORMATTED_VALUE, BACK_COLOR, FORE_COLOR, FONT_FLAGS",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "pivot-table"
     }
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": null,
       "sessionId": "67b24f56-85c8-442f-8cd3-ff70c06c2e99",
       "sessionLocation": {
        "https": null,
        "port": 34967
       },
       "widgetCreationCode": "session.visualize()"
      },
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align%3A%20left%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3ENPV.SUM%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22%20css-1330mak%22%3E%3Cdiv%20class%3D%22css-64gwns%22%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%200px%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E-261%2C806.44%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%200px%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E2%2C729%2C098.25%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%200px%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E507%2C401.08%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%200px%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E923%2C128.21%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%200px%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E866%2C371.37%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%200px%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E432%2C197.59%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%200px%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E-2%2C729%2C098.25%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%200px%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E-507%2C401.08%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%200px%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E-923%2C128.21%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-ce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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "873995b0-fbdf-4271-89b5-10521f9df965",
   "metadata": {
    "atoti": {
     "height": 403,
     "widget": {
      "columnWidths": {
       "[Measures].[Cashflow Amount.SUM]": 167.03125
      },
      "filters": [],
      "mapping": {
       "horizontalSubplots": [],
       "stackBy": [
        "ALL_MEASURES"
       ],
       "values": [
        "[Measures].[Cashflow Amount.SUM]"
       ],
       "verticalSubplots": [],
       "xAxis": [
        "[Flows].[Payment Date].[Payment Date]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY {[Measures].[Cashflow Amount.SUM]} ON COLUMNS, NON EMPTY Hierarchize(Descendants({[Flows].[Payment Date].[AllMember]}, 1, SELF_AND_BEFORE)) ON ROWS FROM [Karabiner] CELL PROPERTIES VALUE, FORMATTED_VALUE, BACK_COLOR, FORE_COLOR, FONT_FLAGS",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "plotly-stacked-column-chart"
     }
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": null,
       "sessionId": "67b24f56-85c8-442f-8cd3-ff70c06c2e99",
       "sessionLocation": {
        "https": null,
        "port": 34967
       },
       "widgetCreationCode": "session.visualize()"
      },
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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.2"
  }
 },
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 "nbformat_minor": 5
}