random_portfolios_msci.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c4974798",
   "metadata": {
    "tags": []
   },
   "source": [
    "# MSCI ACWI Index v.s. misc. MSCI Indexes, using Random Portfolios and Portfolio Optimizer\n",
    "\n",
    "> This notebook illustrates the usage of random portfolios in Python, using the [Portfolio Optimizer](https://portfoliooptimizer.io/) Web API.\n",
    "\n",
    "> Idea is to analyze if investing in different MSCI World/Emerging Markets indexes - including small caps and factor indexes - leads to better performances v.s. the MSCI ACWI index."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b46ad2b-e5d2-436f-abec-328b167214e1",
   "metadata": {},
   "source": [
    "> Let's first import the prices of the different MSCI indexes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bac3c4b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     MSCI EMU Index  MSCI USA Index  MSCI World Index  \\\n",
      "0        183.237351     2723.624976       2487.613434   \n",
      "1        184.252354     2822.458031       2535.516204   \n",
      "2        166.095872     2569.235634       2320.953678   \n",
      "3        153.514877     2404.758789       2168.116678   \n",
      "4        165.930116     2591.423003       2327.938366   \n",
      "..              ...             ...               ...   \n",
      "246      419.338991    12060.214842       9053.309216   \n",
      "247      424.814561    12341.872107       9215.479624   \n",
      "248      433.287936    12701.171371       9444.837783   \n",
      "249      411.062806    12097.615479       9052.683070   \n",
      "250      427.296150    12938.180576       9565.431647   \n",
      "\n",
      "     MSCI Emerging Markets Index  MSCI Emerging Markets IMI Index  \\\n",
      "0                     100.000000                       280.926135   \n",
      "1                     113.758299                       319.016214   \n",
      "2                     104.841456                       295.285231   \n",
      "3                      94.496841                       267.554399   \n",
      "4                      99.154699                       278.631958   \n",
      "..                           ...                              ...   \n",
      "246                   670.616973                      1906.707220   \n",
      "247                   625.485491                      1790.636468   \n",
      "248                   641.857743                      1834.256836   \n",
      "249                   616.349862                      1765.810192   \n",
      "250                   622.428813                      1781.447771   \n",
      "\n",
      "     MSCI World Small Cap Index   MSCI World Quality Index  \\\n",
      "0                    100.000000                 677.689174   \n",
      "1                    103.706530                 682.908124   \n",
      "2                    100.687812                 619.682149   \n",
      "3                     95.115810                 576.625903   \n",
      "4                    102.610441                 618.646659   \n",
      "..                          ...                        ...   \n",
      "246                  690.272532                3677.985942   \n",
      "247                  685.582938                3808.523115   \n",
      "248                  702.246635                3932.607810   \n",
      "249                  680.411835                3680.293906   \n",
      "250                  704.973203                3928.795511   \n",
      "\n",
      "     MSCI World Momentum Index  MSCI All Country World Index  \n",
      "0                   620.452440                    100.000000  \n",
      "1                   592.946126                    102.514387  \n",
      "2                   564.296184                     93.868873  \n",
      "3                   531.977515                     87.516162  \n",
      "4                   556.997512                     93.852524  \n",
      "..                         ...                           ...  \n",
      "246                3663.245242                    368.582100  \n",
      "247                3723.546056                    371.121922  \n",
      "248                3841.961356                    380.410852  \n",
      "249                3699.377000                    364.696174  \n",
      "250                3977.738539                    383.311551  \n",
      "\n",
      "[251 rows x 9 columns]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# Define the (net return) prices for each asset (in USD), until 2021 10 29:\n",
    "# - MSCI EMU Index\n",
    "# - MSCI USA Index (equivalent to S&P 500)\n",
    "# - MSCI World Index\n",
    "# - MSCI Emerging Markets Index\n",
    "# - MSCI Emerging Markets IMI Index\n",
    "# - MSCI World Small Cap Index\n",
    "# - MSCI World Quality Index\n",
    "# - MSCI World Momentum Index\n",
    "# - MSCI All Country World Index\n",
    "asset_prices = [{\"msci_index_code\":\"106400\",\"index_variant_type\":\"NETR\",\"ISO_currency_symbol\":\"USD\",\"indexes\":{\"INDEX_LEVELS\":[{\"level_eod\":35.91850672,\"calc_date\":19871231},{\"level_eod\":33.02040215,\"calc_date\":19880129},{\"level_eod\":37.027809930000004,\"calc_date\":19880229},{\"level_eod\":37.4974914,\"calc_date\":19880331},{\"level_eod\":38.04079962,\"calc_date\":19880429},{\"level_eod\":37.53575734,\"calc_date\":19880531},{\"level_eod\":37.90106644,\"calc_date\":19880630},{\"level_eod\":37.81210334,\"calc_date\":19880729},{\"level_eod\":36.76435457,\"calc_date\":19880831},{\"level_eod\":38.998857290000004,\"calc_date\":19880930},{\"level_eod\":42.95024849,\"calc_date\":19881031},{\"level_eod\":43.36175779,\"calc_date\":19881130},{\"level_eod\":44.1815802,\"calc_date\":19881230},{\"level_eod\":43.55117344,\"calc_date\":19890131},{\"level_eod\":43.05960389,\"calc_date\":19890228},{\"level_eod\":43.361635899999996,\"calc_date\":19890331},{\"level_eod\":45.06895125,\"calc_date\":19890428},{\"level_eod\":43.334594270000004,\"calc_date\":19890531},{\"level_eod\":45.37698991,\"calc_date\":19890630},{\"level_eod\":49.63510432,\"calc_date\":19890731},{\"level_eod\":49.49177201,\"calc_date\":19890831},{\"level_eod\":51.48351219,\"calc_date\":19890929},{\"level_eod\":48.98375938,\"calc_date\":19891031},{\"level_eod\":52.01951226,\"calc_date\":19891130},{\"level_eod\":58.48295281,\"calc_date\":19891229},{\"level_eod\":57.78273766,\"calc_date\":19900131},{\"level_eod\":56.264275899999994,\"calc_date\":19900228},{\"level_eod\":59.34229938,\"calc_date\":19900330},{\"level_eod\":58.96917398,\"calc_date\":19900430},{\"level_eod\":60.56501378,\"calc_date\":19900531},{\"level_eod\":61.85912684,\"calc_date\":19900629},{\"level_eod\":64.48482781,\"calc_date\":19900731},{\"level_eod\":56.17546074,\"calc_date\":19900831},{\"level_eod\":48.657050899999994,\"calc_date\":19900928},{\"level_eod\":53.43685616,\"calc_date\":19901031},{\"level_eod\":52.87521153,\"calc_date\":19901130},{\"level_eod\":51.6463125,\"calc_date\":19901231},{\"level_eod\":52.687520150000005,\"calc_date\":19910131},{\"level_eod\":57.741999830000005,\"calc_date\":19910228},{\"level_eod\":52.92295402,\"calc_date\":19910329},{\"level_eod\":52.69876722,\"calc_date\":19910430},{\"level_eod\":54.87392304,\"calc_date\":19910531},{\"level_eod\":50.02307212,\"calc_date\":19910628},{\"level_eod\":51.727306299999995,\"calc_date\":19910731},{\"level_eod\":52.64087069,\"calc_date\":19910830},{\"level_eod\":54.31197841,\"calc_date\":19910930},{\"level_eod\":53.26677355,\"calc_date\":19911031},{\"level_eod\":53.27479846,\"calc_date\":19911129},{\"level_eod\":57.16925245,\"calc_date\":19911231},{\"level_eod\":57.55093446,\"calc_date\":19920131},{\"level_eod\":58.8305296,\"calc_date\":19920228},{\"level_eod\":57.30177623,\"calc_date\":19920331},{\"level_eod\":58.30716369,\"calc_date\":19920430},{\"level_eod\":61.29042954,\"calc_date\":19920529},{\"level_eod\":60.885402830000004,\"calc_date\":19920630},{\"level_eod\":58.15644641,\"calc_date\":19920731},{\"level_eod\":58.16702222,\"calc_date\":19920831},{\"level_eod\":56.72226134,\"calc_date\":19920930},{\"level_eod\":53.569710699999995,\"calc_date\":19921030},{\"level_eod\":52.96624525,\"calc_date\":19921130},{\"level_eod\":53.10635715,\"calc_date\":19921231},{\"level_eod\":54.333717650000004,\"calc_date\":19930129},{\"level_eod\":56.85552356,\"calc_date\":19930226},{\"level_eod\":58.82810251,\"calc_date\":19930331},{\"level_eod\":59.377279290000004,\"calc_date\":19930430},{\"level_eod\":59.10876454,\"calc_date\":19930531},{\"level_eod\":58.05094817,\"calc_date\":19930630},{\"level_eod\":58.5909225,\"calc_date\":19930730},{\"level_eod\":64.84189932,\"calc_date\":19930831},{\"level_eod\":64.45309273,\"calc_date\":19930930},{\"level_eod\":66.77270006,\"calc_date\":19931029},{\"level_eod\":64.14867456,\"calc_date\":19931130},{\"level_eod\":68.80623576,\"calc_date\":19931231},{\"level_eod\":71.31830994,\"calc_date\":19940131},{\"level_eod\":69.87047628,\"calc_date\":19940228},{\"level_eod\":69.93104163,\"calc_date\":19940331},{\"level_eod\":73.82514585,\"calc_date\":19940429},{\"level_eod\":70.39594235,\"calc_date\":19940531},{\"level_eod\":68.79150059999999,\"calc_date\":19940630},{\"level_eod\":73.30997171,\"calc_date\":19940729},{\"level_eod\":74.68647749,\"calc_date\":19940831},{\"level_eod\":71.28348996,\"calc_date\":19940930},{\"level_eod\":73.93047566,\"calc_date\":19941031},{\"level_eod\":71.03579777,\"calc_date\":19941130},{\"level_eod\":71.36478614,\"calc_date\":19941230},{\"level_eod\":71.03669232,\"calc_date\":19950131},{\"level_eod\":73.03815103,\"calc_date\":19950228},{\"level_eod\":75.24453082000001,\"calc_date\":19950331},{\"level_eod\":78.41977911000001,\"calc_date\":19950428},{\"level_eod\":79.44756639,\"calc_date\":19950531},{\"level_eod\":80.11116333,\"calc_date\":19950630},{\"level_eod\":84.67089522,\"calc_date\":19950731},{\"level_eod\":80.27624086,\"calc_date\":19950831},{\"level_eod\":81.01954568000001,\"calc_date\":19950929},{\"level_eod\":79.85217493,\"calc_date\":19951031},{\"level_eod\":80.20755297,\"calc_date\":19951130},{\"level_eod\":83.32130334,\"calc_date\":19951229},{\"level_eod\":85.93492337,\"calc_date\":19960131},{\"level_eod\":87.01358692000001,\"calc_date\":19960229},{\"level_eod\":87.54939883,\"calc_date\":19960329},{\"level_eod\":88.59417355000001,\"calc_date\":19960430},{\"level_eod\":89.65396836000001,\"calc_date\":19960531},{\"level_eod\":90.81084913000001,\"calc_date\":19960628},{\"level_eod\":88.88668381000001,\"calc_date\":19960731},{\"level_eod\":89.61951757,\"calc_date\":19960830},{\"level_eod\":92.30076709000001,\"calc_date\":19960930},{\"level_eod\":93.25376389,\"calc_date\":19961031},{\"level_eod\":98.36311897,\"calc_date\":19961129},{\"level_eod\":100.0,\"calc_date\":19961231},{\"level_eod\":101.52390788,\"calc_date\":19970131},{\"level_eod\":102.02842073000001,\"calc_date\":19970228},{\"level_eod\":106.14335261000001,\"calc_date\":19970331},{\"level_eod\":104.27867136,\"calc_date\":19970430},{\"level_eod\":107.39300054,\"calc_date\":19970530},{\"level_eod\":114.44384813,\"calc_date\":19970630},{\"level_eod\":120.65283769632589,\"calc_date\":19970731},{\"level_eod\":111.38340100537728,\"calc_date\":19970829},{\"level_eod\":122.5118585194883,\"calc_date\":19970930},{\"level_eod\":114.90062469213423,\"calc_date\":19971031},{\"level_eod\":117.16828949429774,\"calc_date\":19971128},{\"level_eod\":121.43799733319055,\"calc_date\":19971231},{\"level_eod\":126.57518319656837,\"calc_date\":19980130},{\"level_eod\":136.83890707595404,\"calc_date\":19980227},{\"level_eod\":149.54623574038774,\"calc_date\":19980331},{\"level_eod\":154.60036466168935,\"calc_date\":19980430},{\"level_eod\":162.22919530646809,\"calc_date\":19980529},{\"level_eod\":164.4308226580343,\"calc_date\":19980630},{\"level_eod\":169.9292812532133,\"calc_date\":19980731},{\"level_eod\":145.45134084923285,\"calc_date\":19980831},{\"level_eod\":139.92618539400763,\"calc_date\":19980930},{\"level_eod\":150.9249579476292,\"calc_date\":19981030},{\"level_eod\":159.9625070761692,\"calc_date\":19981130},{\"level_eod\":169.02638071737368,\"calc_date\":19981231},{\"level_eod\":167.95673760042854,\"calc_date\":19990129},{\"level_eod\":159.88409707238665,\"calc_date\":19990226},{\"level_eod\":160.29626732547106,\"calc_date\":19990331},{\"level_eod\":164.66761351377664,\"calc_date\":19990430},{\"level_eod\":157.26289771673197,\"calc_date\":19990531},{\"level_eod\":161.54224672381417,\"calc_date\":19990630},{\"level_eod\":161.02937772129198,\"calc_date\":19990730},{\"level_eod\":164.505171946579,\"calc_date\":19990831},{\"level_eod\":163.68658146409257,\"calc_date\":19990930},{\"level_eod\":170.47536631401707,\"calc_date\":19991029},{\"level_eod\":176.66477305749302,\"calc_date\":19991130},{\"level_eod\":200.74942961770407,\"calc_date\":19991231},{\"level_eod\":188.5176044224408,\"calc_date\":20000131},{\"level_eod\":205.67682493874227,\"calc_date\":20000229},{\"level_eod\":205.10858740180782,\"calc_date\":20000331},{\"level_eod\":195.06429870556744,\"calc_date\":20000428},{\"level_eod\":194.68253476709836,\"calc_date\":20000531},{\"level_eod\":200.24209389491315,\"calc_date\":20000630},{\"level_eod\":194.27425414041045,\"calc_date\":20000731},{\"level_eod\":189.54475233471018,\"calc_date\":20000831},{\"level_eod\":180.09569974749263,\"calc_date\":20000929},{\"level_eod\":177.8367803749742,\"calc_date\":20001031},{\"level_eod\":171.46071550473462,\"calc_date\":20001130},{\"level_eod\":183.23735050990678,\"calc_date\":20001229},{\"level_eod\":184.25235390605843,\"calc_date\":20010131},{\"level_eod\":166.09587186660946,\"calc_date\":20010228},{\"level_eod\":153.51487727491542,\"calc_date\":20010330},{\"level_eod\":165.9301160706355,\"calc_date\":20010430},{\"level_eod\":155.15184172615773,\"calc_date\":20010531},{\"level_eod\":149.11604946432112,\"calc_date\":20010629},{\"level_eod\":149.7962585084227,\"calc_date\":20010731},{\"level_eod\":144.17237018888795,\"calc_date\":20010831},{\"level_eod\":125.98819329655512,\"calc_date\":20010928},{\"level_eod\":131.56377846233661,\"calc_date\":20011031},{\"level_eod\":138.10139343729406,\"calc_date\":20011130},{\"level_eod\":141.99014494425936,\"calc_date\":20011231},{\"level_eod\":134.04956247025882,\"calc_date\":20020131},{\"level_eod\":133.34293864392305,\"calc_date\":20020228},{\"level_eod\":141.17082939367754,\"calc_date\":20020329},{\"level_eod\":138.9020029081613,\"calc_date\":20020430},{\"level_eod\":138.46374810803954,\"calc_date\":20020531},{\"level_eod\":134.43530279254327,\"calc_date\":20020628},{\"level_eod\":115.38560497983647,\"calc_date\":20020731},{\"level_eod\":116.3721177973433,\"calc_date\":20020830},{\"level_eod\":96.7127830473851,\"calc_date\":20020930},{\"level_eod\":109.20051322820032,\"calc_date\":20021031},{\"level_eod\":116.37129133056301,\"calc_date\":20021129},{\"level_eod\":110.84003168742096,\"calc_date\":20021231},{\"level_eod\":107.21082129691285,\"calc_date\":20030131},{\"level_eod\":102.7578839977297,\"calc_date\":20030228},{\"level_eod\":99.57953759465427,\"calc_date\":20030331},{\"level_eod\":115.74654639633303,\"calc_date\":20030430},{\"level_eod\":123.77049761228157,\"calc_date\":20030530},{\"level_eod\":125.45207014834548,\"calc_date\":20030630},{\"level_eod\":128.5893210804251,\"calc_date\":20030731},{\"level_eod\":128.60460505918311,\"calc_date\":20030829},{\"level_eod\":128.9504004272666,\"calc_date\":20030930},{\"level_eod\":138.53380794045603,\"calc_date\":20031031},{\"level_eod\":145.74129170978088,\"calc_date\":20031128},{\"level_eod\":158.67149122436237,\"calc_date\":20031231},{\"level_eod\":161.41335303048,\"calc_date\":20040130},{\"level_eod\":164.4972273092856,\"calc_date\":20040227},{\"level_eod\":158.0366293395256,\"calc_date\":20040331},{\"level_eod\":155.87440269758693,\"calc_date\":20040430},{\"level_eod\":157.98558923558653,\"calc_date\":20040531},{\"level_eod\":161.7515008665275,\"calc_date\":20040630},{\"level_eod\":155.51680791392775,\"calc_date\":20040730},{\"level_eod\":155.1075906408234,\"calc_date\":20040831},{\"level_eod\":162.06886931744756,\"calc_date\":20040930},{\"level_eod\":170.46988206656133,\"calc_date\":20041029},{\"level_eod\":183.21082569678364,\"calc_date\":20041130},{\"level_eod\":192.64464907872141,\"calc_date\":20041231},{\"level_eod\":188.45289792520705,\"calc_date\":20050131},{\"level_eod\":197.31604563587072,\"calc_date\":20050228},{\"level_eod\":192.5405071349829,\"calc_date\":20050331},{\"level_eod\":184.88095312648085,\"calc_date\":20050429},{\"level_eod\":186.91530027379198,\"calc_date\":20050531},{\"level_eod\":190.00655064642658,\"calc_date\":20050630},{\"level_eod\":199.06444810929722,\"calc_date\":20050729},{\"level_eod\":199.70661197660675,\"calc_date\":20050831},{\"level_eod\":205.05116719509445,\"calc_date\":20050930},{\"level_eod\":197.00831593907992,\"calc_date\":20051031},{\"level_eod\":201.56605364208187,\"calc_date\":20051130},{\"level_eod\":209.60035944030906,\"calc_date\":20051230},{\"level_eod\":224.58716046641686,\"calc_date\":20060131},{\"level_eod\":226.7418113414102,\"calc_date\":20060228},{\"level_eod\":236.69189600317085,\"calc_date\":20060331},{\"level_eod\":246.7131055198732,\"calc_date\":20060428},{\"level_eod\":239.51785739135875,\"calc_date\":20060531},{\"level_eod\":239.68232726319775,\"calc_date\":20060630},{\"level_eod\":241.73024187246094,\"calc_date\":20060731},{\"level_eod\":250.98344505660637,\"calc_date\":20060831},{\"level_eod\":255.0585075330235,\"calc_date\":20060929},{\"level_eod\":264.93117010537486,\"calc_date\":20061031},{\"level_eod\":276.037912465274,\"calc_date\":20061130},{\"level_eod\":285.673487813343,\"calc_date\":20061229},{\"level_eod\":287.53803011454335,\"calc_date\":20070131},{\"level_eod\":287.7190416971587,\"calc_date\":20070228},{\"level_eod\":298.616271140868,\"calc_date\":20070330},{\"level_eod\":320.49751331070036,\"calc_date\":20070430},{\"level_eod\":328.7586726189434,\"calc_date\":20070531},{\"level_eod\":327.47588681808986,\"calc_date\":20070629},{\"level_eod\":319.83681198203567,\"calc_date\":20070731},{\"level_eod\":316.5399674329001,\"calc_date\":20070831},{\"level_eod\":334.989926285173,\"calc_date\":20070928},{\"level_eod\":351.3294130723788,\"calc_date\":20071031},{\"level_eod\":344.43664338398565,\"calc_date\":20071130},{\"level_eod\":341.5191890992767,\"calc_date\":20071231},{\"level_eod\":301.19173459902174,\"calc_date\":20080131},{\"level_eod\":305.2761100342127,\"calc_date\":20080229},{\"level_eod\":310.17545287913254,\"calc_date\":20080331},{\"level_eod\":323.20992170980986,\"calc_date\":20080430},{\"level_eod\":325.5522149693691,\"calc_date\":20080530},{\"level_eod\":291.4300894597534,\"calc_date\":20080630},{\"level_eod\":284.2004417495682,\"calc_date\":20080731},{\"level_eod\":271.405255620556,\"calc_date\":20080829},{\"level_eod\":229.51499374924356,\"calc_date\":20080930},{\"level_eod\":174.56220478791204,\"calc_date\":20081031},{\"level_eod\":163.11128095509363,\"calc_date\":20081128},{\"level_eod\":179.0641939192657,\"calc_date\":20081231},{\"level_eod\":153.865808489816,\"calc_date\":20090130},{\"level_eod\":135.87888191506067,\"calc_date\":20090227},{\"level_eod\":147.7005885723471,\"calc_date\":20090331},{\"level_eod\":170.82612985527695,\"calc_date\":20090430},{\"level_eod\":190.86974964154365,\"calc_date\":20090529},{\"level_eod\":185.772437099778,\"calc_date\":20090630},{\"level_eod\":205.6730258133166,\"calc_date\":20090731},{\"level_eod\":219.7860631240182,\"calc_date\":20090831},{\"level_eod\":233.60247997149008,\"calc_date\":20090930},{\"level_eod\":225.41892598536387,\"calc_date\":20091030},{\"level_eod\":232.9929953624359,\"calc_date\":20091130},{\"level_eod\":235.3138429653249,\"calc_date\":20091231},{\"level_eod\":217.27351063326827,\"calc_date\":20100129},{\"level_eod\":209.42293432087217,\"calc_date\":20100226},{\"level_eod\":223.95949145819063,\"calc_date\":20100331},{\"level_eod\":214.650872478219,\"calc_date\":20100430},{\"level_eod\":186.45517555827132,\"calc_date\":20100531},{\"level_eod\":184.01563447857458,\"calc_date\":20100630},{\"level_eod\":208.0062656761809,\"calc_date\":20100730},{\"level_eod\":195.22786067269183,\"calc_date\":20100831},{\"level_eod\":220.76666391982874,\"calc_date\":20100930},{\"level_eod\":233.07099110867344,\"calc_date\":20101029},{\"level_eod\":207.59642473572006,\"calc_date\":20101130},{\"level_eod\":225.30739284633015,\"calc_date\":20101231},{\"level_eod\":240.70924751561432,\"calc_date\":20110131},{\"level_eod\":247.22083624967198,\"calc_date\":20110228},{\"level_eod\":247.35305248231174,\"calc_date\":20110331},{\"level_eod\":268.03352844845966,\"calc_date\":20110429},{\"level_eod\":253.70315326553398,\"calc_date\":20110531},{\"level_eod\":253.55192430537707,\"calc_date\":20110630},{\"level_eod\":237.05931267201785,\"calc_date\":20110729},{\"level_eod\":206.71804944748078,\"calc_date\":20110831},{\"level_eod\":181.46275527689843,\"calc_date\":20110930},{\"level_eod\":204.83686811080526,\"calc_date\":20111031},{\"level_eod\":192.9655925664628,\"calc_date\":20111130},{\"level_eod\":185.5537214486535,\"calc_date\":20111230},{\"level_eod\":197.15764470458055,\"calc_date\":20120131},{\"level_eod\":210.00581990521766,\"calc_date\":20120229},{\"level_eod\":208.854816988453,\"calc_date\":20120330},{\"level_eod\":196.94863797334912,\"calc_date\":20120430},{\"level_eod\":171.03020969159735,\"calc_date\":20120531},{\"level_eod\":186.56517137630067,\"calc_date\":20120629},{\"level_eod\":186.33701391041822,\"calc_date\":20120731},{\"level_eod\":198.42728605924202,\"calc_date\":20120831},{\"level_eod\":205.0505850760519,\"calc_date\":20120928},{\"level_eod\":209.97395718404456,\"calc_date\":20121031},{\"level_eod\":216.64972166907563,\"calc_date\":20121130},{\"level_eod\":224.83296847530076,\"calc_date\":20121231},{\"level_eod\":238.456679791083,\"calc_date\":20130131},{\"level_eod\":227.7952632629991,\"calc_date\":20130228},{\"level_eod\":223.9715035282507,\"calc_date\":20130329},{\"level_eod\":236.71216333936744,\"calc_date\":20130430},{\"level_eod\":240.21635984996243,\"calc_date\":20130531},{\"level_eod\":227.76778115359159,\"calc_date\":20130628},{\"level_eod\":247.43075861002328,\"calc_date\":20130731},{\"level_eod\":243.072684236377,\"calc_date\":20130830},{\"level_eod\":264.4913312579725,\"calc_date\":20130930},{\"level_eod\":280.0309698542177,\"calc_date\":20131031},{\"level_eod\":284.1197707182872,\"calc_date\":20131129},{\"level_eod\":289.8884173794091,\"calc_date\":20131231},{\"level_eod\":277.40611054529836,\"calc_date\":20140131},{\"level_eod\":297.6968053723245,\"calc_date\":20140228},{\"level_eod\":297.9654034476097,\"calc_date\":20140331},{\"level_eod\":302.9600739272293,\"calc_date\":20140430},{\"level_eod\":305.67457048395033,\"calc_date\":20140530},{\"level_eod\":304.16896882319185,\"calc_date\":20140630},{\"level_eod\":287.21845012253834,\"calc_date\":20140731},{\"level_eod\":287.33043068082947,\"calc_date\":20140829},{\"level_eod\":277.8108799316327,\"calc_date\":20140930},{\"level_eod\":268.5489711680803,\"calc_date\":20141031},{\"level_eod\":279.96372689736233,\"calc_date\":20141128},{\"level_eod\":265.55679048422576,\"calc_date\":20141231},{\"level_eod\":265.948052531976,\"calc_date\":20150130},{\"level_eod\":283.5822479227237,\"calc_date\":20150227},{\"level_eod\":279.70115388489086,\"calc_date\":20150331},{\"level_eod\":287.58670399784035,\"calc_date\":20150430},{\"level_eod\":282.5852804015571,\"calc_date\":20150529},{\"level_eod\":275.8767551041451,\"calc_date\":20150630},{\"level_eod\":286.3935828697234,\"calc_date\":20150731},{\"level_eod\":265.9705272075589,\"calc_date\":20150831},{\"level_eod\":252.69354839092702,\"calc_date\":20150930},{\"level_eod\":274.3147218334234,\"calc_date\":20151030},{\"level_eod\":269.9987672844491,\"calc_date\":20151130},{\"level_eod\":261.78310549384656,\"calc_date\":20151231},{\"level_eod\":244.25883981110272,\"calc_date\":20160129},{\"level_eod\":237.82823824629955,\"calc_date\":20160229},{\"level_eod\":256.3187469195493,\"calc_date\":20160331},{\"level_eod\":260.71602639051673,\"calc_date\":20160429},{\"level_eod\":258.8555503374013,\"calc_date\":20160531},{\"level_eod\":242.7826346506878,\"calc_date\":20160630},{\"level_eod\":256.8637584937979,\"calc_date\":20160729},{\"level_eod\":259.29164410881236,\"calc_date\":20160831},{\"level_eod\":261.66905487473326,\"calc_date\":20160930},{\"level_eod\":258.62373157899344,\"calc_date\":20161031},{\"level_eod\":249.49563663226627,\"calc_date\":20161130},{\"level_eod\":265.29724413961304,\"calc_date\":20161230},{\"level_eod\":269.12810510153116,\"calc_date\":20170131},{\"level_eod\":271.5911901360557,\"calc_date\":20170228},{\"level_eod\":288.14843616645624,\"calc_date\":20170331},{\"level_eod\":300.068772,\"calc_date\":20170428},{\"level_eod\":314.710405,\"calc_date\":20170531},{\"level_eod\":311.123959,\"calc_date\":20170630},{\"level_eod\":322.660188,\"calc_date\":20170731},{\"level_eod\":323.869589,\"calc_date\":20170831},{\"level_eod\":336.34005,\"calc_date\":20170929},{\"level_eod\":339.478544,\"calc_date\":20171031},{\"level_eod\":340.378293,\"calc_date\":20171130},{\"level_eod\":339.752542,\"calc_date\":20171229},{\"level_eod\":363.634334,\"calc_date\":20180131},{\"level_eod\":342.607301,\"calc_date\":20180228},{\"level_eod\":338.199183,\"calc_date\":20180330},{\"level_eod\":348.4375855036769,\"calc_date\":20180430},{\"level_eod\":331.842254779872,\"calc_date\":20180531},{\"level_eod\":328.9975234592362,\"calc_date\":20180629},{\"level_eod\":341.1220191892815,\"calc_date\":20180731},{\"level_eod\":330.2038670702018,\"calc_date\":20180831},{\"level_eod\":328.71271491638805,\"calc_date\":20180928},{\"level_eod\":299.97380333429516,\"calc_date\":20181031},{\"level_eod\":297.19912889089613,\"calc_date\":20181130},{\"level_eod\":282.34560952747455,\"calc_date\":20181231},{\"level_eod\":301.2211268610069,\"calc_date\":20190131},{\"level_eod\":310.6950637827291,\"calc_date\":20190228},{\"level_eod\":310.4106014037207,\"calc_date\":20190329},{\"level_eod\":325.75553811474873,\"calc_date\":20190430},{\"level_eod\":304.83822622713785,\"calc_date\":20190531},{\"level_eod\":327.43307797432607,\"calc_date\":20190628},{\"level_eod\":320.5872058336116,\"calc_date\":20190731},{\"level_eod\":313.1960876799263,\"calc_date\":20190830},{\"level_eod\":321.58522631417856,\"calc_date\":20190930},{\"level_eod\":333.048880266462,\"calc_date\":20191031},{\"level_eod\":337.88758067526584,\"calc_date\":20191129},{\"level_eod\":347.85888265412336,\"calc_date\":20191231},{\"level_eod\":337.500346952335,\"calc_date\":20200131},{\"level_eod\":308.02985409153575,\"calc_date\":20200228},{\"level_eod\":254.7354580027576,\"calc_date\":20200331},{\"level_eod\":270.7796131811199,\"calc_date\":20200430},{\"level_eod\":288.00325057954393,\"calc_date\":20200529},{\"level_eod\":305.01529881327025,\"calc_date\":20200630},{\"level_eod\":316.6028160805413,\"calc_date\":20200731},{\"level_eod\":331.4550830160986,\"calc_date\":20200831},{\"level_eod\":319.0758225226723,\"calc_date\":20200930},{\"level_eod\":299.2520321057515,\"calc_date\":20201030},{\"level_eod\":359.84545449827436,\"calc_date\":20201130},{\"level_eod\":375.3218567658884,\"calc_date\":20201231},{\"level_eod\":367.7222386405174,\"calc_date\":20210129},{\"level_eod\":380.58820407959,\"calc_date\":20210226},{\"level_eod\":392.81489462457233,\"calc_date\":20210331},{\"level_eod\":411.02079959835146,\"calc_date\":20210430},{\"level_eod\":427.8250688245125,\"calc_date\":20210531},{\"level_eod\":419.3389912244327,\"calc_date\":20210630},{\"level_eod\":424.8145607229649,\"calc_date\":20210730},{\"level_eod\":433.2879360903518,\"calc_date\":20210831},{\"level_eod\":411.0628061368295,\"calc_date\":20210930},{\"level_eod\":427.29615008254626,\"calc_date\":20211029}]}},\n",
    "                {\"msci_index_code\":\"984000\",\"index_variant_type\":\"NETR\",\"ISO_currency_symbol\":\"USD\",\"indexes\":{\"INDEX_LEVELS\":[{\"level_eod\":100.0,\"calc_date\":19691231},{\"level_eod\":92.797554,\"calc_date\":19700130},{\"level_eod\":97.948771,\"calc_date\":19700227},{\"level_eod\":98.458407,\"calc_date\":19700331},{\"level_eod\":89.8647,\"calc_date\":19700430},{\"level_eod\":84.721503,\"calc_date\":19700529},{\"level_eod\":81.193723,\"calc_date\":19700630},{\"level_eod\":87.227103,\"calc_date\":19700731},{\"level_eod\":90.738318,\"calc_date\":19700831},{\"level_eod\":93.756971,\"calc_date\":19700930},{\"level_eod\":93.012572,\"calc_date\":19701030},{\"level_eod\":98.046054,\"calc_date\":19701130},{\"level_eod\":103.644621,\"calc_date\":19701231},{\"level_eod\":108.382089,\"calc_date\":19710129},{\"level_eod\":109.452716,\"calc_date\":19710226},{\"level_eod\":113.870798,\"calc_date\":19710331},{\"level_eod\":118.262787,\"calc_date\":19710430},{\"level_eod\":113.635513,\"calc_date\":19710531},{\"level_eod\":114.383091,\"calc_date\":19710630},{\"level_eod\":110.277616,\"calc_date\":19710730},{\"level_eod\":114.791801,\"calc_date\":19710831},{\"level_eod\":113.334683,\"calc_date\":19710930},{\"level_eod\":109.257915,\"calc_date\":19711029},{\"level_eod\":109.683532,\"calc_date\":19711130},{\"level_eod\":116.536429,\"calc_date\":19711231},{\"level_eod\":118.878224,\"calc_date\":19720131},{\"level_eod\":122.208106,\"calc_date\":19720229},{\"level_eod\":124.11522199999999,\"calc_date\":19720331},{\"level_eod\":124.316707,\"calc_date\":19720428},{\"level_eod\":124.181692,\"calc_date\":19720531},{\"level_eod\":121.960388,\"calc_date\":19720630},{\"level_eod\":121.274379,\"calc_date\":19720731},{\"level_eod\":125.70184,\"calc_date\":19720831},{\"level_eod\":125.907799,\"calc_date\":19720929},{\"level_eod\":127.554002,\"calc_date\":19721031},{\"level_eod\":132.474974,\"calc_date\":19721130},{\"level_eod\":134.687273,\"calc_date\":19721229},{\"level_eod\":131.50042,\"calc_date\":19730131},{\"level_eod\":125.374308,\"calc_date\":19730228},{\"level_eod\":123.917532,\"calc_date\":19730330},{\"level_eod\":119.178927,\"calc_date\":19730430},{\"level_eod\":117.314584,\"calc_date\":19730531},{\"level_eod\":117.492832,\"calc_date\":19730629},{\"level_eod\":122.133948,\"calc_date\":19730731},{\"level_eod\":118.085096,\"calc_date\":19730831},{\"level_eod\":122.322097,\"calc_date\":19730928},{\"level_eod\":122.863679,\"calc_date\":19731031},{\"level_eod\":109.848905,\"calc_date\":19731130},{\"level_eod\":111.79,\"calc_date\":19731231},{\"level_eod\":109.887,\"calc_date\":19740131},{\"level_eod\":109.775,\"calc_date\":19740228},{\"level_eod\":107.099,\"calc_date\":19740329},{\"level_eod\":102.988,\"calc_date\":19740430},{\"level_eod\":99.806,\"calc_date\":19740531},{\"level_eod\":98.134,\"calc_date\":19740628},{\"level_eod\":90.345,\"calc_date\":19740731},{\"level_eod\":82.166,\"calc_date\":19740830},{\"level_eod\":72.618,\"calc_date\":19740930},{\"level_eod\":85.431,\"calc_date\":19741031},{\"level_eod\":81.476,\"calc_date\":19741129},{\"level_eod\":79.768,\"calc_date\":19741231},{\"level_eod\":90.045,\"calc_date\":19750131},{\"level_eod\":95.632,\"calc_date\":19750228},{\"level_eod\":97.899,\"calc_date\":19750331},{\"level_eod\":102.247,\"calc_date\":19750430},{\"level_eod\":106.851,\"calc_date\":19750530},{\"level_eod\":111.921,\"calc_date\":19750630},{\"level_eod\":104.356,\"calc_date\":19750731},{\"level_eod\":102.005,\"calc_date\":19750829},{\"level_eod\":98.372,\"calc_date\":19750930},{\"level_eod\":105.071,\"calc_date\":19751031},{\"level_eod\":108.183,\"calc_date\":19751128},{\"level_eod\":107.043,\"calc_date\":19751231},{\"level_eod\":119.468,\"calc_date\":19760130},{\"level_eod\":118.171,\"calc_date\":19760227},{\"level_eod\":122.236,\"calc_date\":19760331},{\"level_eod\":120.89,\"calc_date\":19760430},{\"level_eod\":119.527,\"calc_date\":19760531},{\"level_eod\":124.773,\"calc_date\":19760630},{\"level_eod\":124.031,\"calc_date\":19760730},{\"level_eod\":123.853,\"calc_date\":19760831},{\"level_eod\":126.932,\"calc_date\":19760930},{\"level_eod\":124.503,\"calc_date\":19761029},{\"level_eod\":123.927,\"calc_date\":19761130},{\"level_eod\":130.45,\"calc_date\":19761231},{\"level_eod\":124.044,\"calc_date\":19770131},{\"level_eod\":121.464,\"calc_date\":19770228},{\"level_eod\":120.018,\"calc_date\":19770331},{\"level_eod\":120.341,\"calc_date\":19770429},{\"level_eod\":118.032,\"calc_date\":19770531},{\"level_eod\":123.717,\"calc_date\":19770630},{\"level_eod\":122.13,\"calc_date\":19770729},{\"level_eod\":119.786,\"calc_date\":19770831},{\"level_eod\":119.797,\"calc_date\":19770930},{\"level_eod\":114.777,\"calc_date\":19771031},{\"level_eod\":117.701,\"calc_date\":19771130},{\"level_eod\":118.324,\"calc_date\":19771230},{\"level_eod\":111.367,\"calc_date\":19780131},{\"level_eod\":108.816,\"calc_date\":19780228},{\"level_eod\":111.4,\"calc_date\":19780331},{\"level_eod\":121.865,\"calc_date\":19780428},{\"level_eod\":122.292,\"calc_date\":19780531},{\"level_eod\":120.284,\"calc_date\":19780630},{\"level_eod\":127.494,\"calc_date\":19780731},{\"level_eod\":130.779,\"calc_date\":19780831},{\"level_eod\":130.134,\"calc_date\":19780929},{\"level_eod\":118.976,\"calc_date\":19781031},{\"level_eod\":121.287,\"calc_date\":19781130},{\"level_eod\":123.371,\"calc_date\":19781229},{\"level_eod\":128.893,\"calc_date\":19790131},{\"level_eod\":124.319,\"calc_date\":19790228},{\"level_eod\":131.259,\"calc_date\":19790330},{\"level_eod\":131.129,\"calc_date\":19790430},{\"level_eod\":128.454,\"calc_date\":19790531},{\"level_eod\":133.251,\"calc_date\":19790629},{\"level_eod\":134.576,\"calc_date\":19790731},{\"level_eod\":141.083,\"calc_date\":19790831},{\"level_eod\":140.692,\"calc_date\":19790928},{\"level_eod\":131.504,\"calc_date\":19791031},{\"level_eod\":136.779,\"calc_date\":19791130},{\"level_eod\":138.825,\"calc_date\":19791231},{\"level_eod\":147.006,\"calc_date\":19800131},{\"level_eod\":145.328,\"calc_date\":19800229},{\"level_eod\":132.278,\"calc_date\":19800331},{\"level_eod\":137.823,\"calc_date\":19800430},{\"level_eod\":144.255,\"calc_date\":19800530},{\"level_eod\":148.731,\"calc_date\":19800630},{\"level_eod\":158.398,\"calc_date\":19800731},{\"level_eod\":159.282,\"calc_date\":19800829},{\"level_eod\":163.084,\"calc_date\":19800930},{\"level_eod\":166.991,\"calc_date\":19801031},{\"level_eod\":184.197,\"calc_date\":19801128},{\"level_eod\":177.577,\"calc_date\":19801231},{\"level_eod\":170.768,\"calc_date\":19810130},{\"level_eod\":174.168,\"calc_date\":19810227},{\"level_eod\":179.752,\"calc_date\":19810331},{\"level_eod\":176.198,\"calc_date\":19810430},{\"level_eod\":175.476,\"calc_date\":19810529},{\"level_eod\":174.884,\"calc_date\":19810630},{\"level_eod\":175.928,\"calc_date\":19810731},{\"level_eod\":165.659,\"calc_date\":19810831},{\"level_eod\":157.64,\"calc_date\":19810930},{\"level_eod\":165.235,\"calc_date\":19811030},{\"level_eod\":172.236,\"calc_date\":19811130},{\"level_eod\":167.44,\"calc_date\":19811231},{\"level_eod\":165.304,\"calc_date\":19820129},{\"level_eod\":156.531,\"calc_date\":19820226},{\"level_eod\":155.442,\"calc_date\":19820331},{\"level_eod\":162.02,\"calc_date\":19820430},{\"level_eod\":156.403,\"calc_date\":19820531},{\"level_eod\":154.194,\"calc_date\":19820630},{\"level_eod\":151.199,\"calc_date\":19820730},{\"level_eod\":169.568,\"calc_date\":19820831},{\"level_eod\":171.566,\"calc_date\":19820930},{\"level_eod\":190.442,\"calc_date\":19821029},{\"level_eod\":197.602,\"calc_date\":19821130},{\"level_eod\":200.927,\"calc_date\":19821231},{\"level_eod\":208.734,\"calc_date\":19830131},{\"level_eod\":212.939,\"calc_date\":19830228},{\"level_eod\":220.092,\"calc_date\":19830331},{\"level_eod\":237.158,\"calc_date\":19830429},{\"level_eod\":233.274,\"calc_date\":19830531},{\"level_eod\":242.09,\"calc_date\":19830630},{\"level_eod\":234.024,\"calc_date\":19830729},{\"level_eod\":238.583,\"calc_date\":19830831},{\"level_eod\":241.46,\"calc_date\":19830930},{\"level_eod\":238.517,\"calc_date\":19831031},{\"level_eod\":243.424,\"calc_date\":19831130},{\"level_eod\":241.868,\"calc_date\":19831230},{\"level_eod\":238.951,\"calc_date\":19840131},{\"level_eod\":228.818,\"calc_date\":19840229},{\"level_eod\":232.825,\"calc_date\":19840330},{\"level_eod\":235.015,\"calc_date\":19840430},{\"level_eod\":221.616,\"calc_date\":19840531},{\"level_eod\":226.099,\"calc_date\":19840629},{\"level_eod\":224.109,\"calc_date\":19840731},{\"level_eod\":248.218,\"calc_date\":19840831},{\"level_eod\":248.362,\"calc_date\":19840928},{\"level_eod\":249.383,\"calc_date\":19841031},{\"level_eod\":246.701,\"calc_date\":19841130},{\"level_eod\":252.663,\"calc_date\":19841231},{\"level_eod\":272.702,\"calc_date\":19850131},{\"level_eod\":275.671,\"calc_date\":19850228},{\"level_eod\":276.153,\"calc_date\":19850329},{\"level_eod\":275.276,\"calc_date\":19850430},{\"level_eod\":292.052,\"calc_date\":19850531},{\"level_eod\":296.065,\"calc_date\":19850628},{\"level_eod\":294.908,\"calc_date\":19850731},{\"level_eod\":291.962,\"calc_date\":19850830},{\"level_eod\":282.455,\"calc_date\":19850930},{\"level_eod\":295.003,\"calc_date\":19851031},{\"level_eod\":315.224,\"calc_date\":19851129},{\"level_eod\":331.185326,\"calc_date\":19851231},{\"level_eod\":332.966501,\"calc_date\":19860131},{\"level_eod\":357.885065,\"calc_date\":19860228},{\"level_eod\":377.548634,\"calc_date\":19860331},{\"level_eod\":371.984292,\"calc_date\":19860430},{\"level_eod\":389.986072,\"calc_date\":19860530},{\"level_eod\":394.746818,\"calc_date\":19860630},{\"level_eod\":373.358879,\"calc_date\":19860731},{\"level_eod\":400.628889,\"calc_date\":19860829},{\"level_eod\":366.207393,\"calc_date\":19860930},{\"level_eod\":386.652898,\"calc_date\":19861031},{\"level_eod\":395.40101,\"calc_date\":19861128},{\"level_eod\":385.095465,\"calc_date\":19861231},{\"level_eod\":435.888565,\"calc_date\":19870130},{\"level_eod\":451.191951,\"calc_date\":19870227},{\"level_eod\":462.999793,\"calc_date\":19870331},{\"level_eod\":458.455103,\"calc_date\":19870430},{\"level_eod\":460.681489,\"calc_date\":19870529},{\"level_eod\":484.173126,\"calc_date\":19870630},{\"level_eod\":506.826145,\"calc_date\":19870731},{\"level_eod\":526.431258,\"calc_date\":19870831},{\"level_eod\":514.837377,\"calc_date\":19870930},{\"level_eod\":405.205754,\"calc_date\":19871030},{\"level_eod\":370.581274,\"calc_date\":19871130},{\"level_eod\":396.299499,\"calc_date\":19871231},{\"level_eod\":412.890018,\"calc_date\":19880129},{\"level_eod\":429.787823,\"calc_date\":19880229},{\"level_eod\":415.015329,\"calc_date\":19880331},{\"level_eod\":418.424379,\"calc_date\":19880429},{\"level_eod\":421.616836,\"calc_date\":19880531},{\"level_eod\":440.834675,\"calc_date\":19880630},{\"level_eod\":439.060693,\"calc_date\":19880729},{\"level_eod\":423.919016,\"calc_date\":19880831},{\"level_eod\":441.622087,\"calc_date\":19880930},{\"level_eod\":454.743742,\"calc_date\":19881031},{\"level_eod\":447.31475,\"calc_date\":19881130},{\"level_eod\":454.216956,\"calc_date\":19881230},{\"level_eod\":488.34498,\"calc_date\":19890131},{\"level_eod\":473.269974,\"calc_date\":19890228},{\"level_eod\":483.491453,\"calc_date\":19890331},{\"level_eod\":509.307137,\"calc_date\":19890428},{\"level_eod\":528.507277,\"calc_date\":19890531},{\"level_eod\":526.07963,\"calc_date\":19890630},{\"level_eod\":573.843113,\"calc_date\":19890731},{\"level_eod\":582.063223,\"calc_date\":19890831},{\"level_eod\":580.356958,\"calc_date\":19890929},{\"level_eod\":566.739682,\"calc_date\":19891031},{\"level_eod\":577.981218,\"calc_date\":19891130},{\"level_eod\":590.539742,\"calc_date\":19891229},{\"level_eod\":551.749748,\"calc_date\":19900131},{\"level_eod\":559.470229,\"calc_date\":19900228},{\"level_eod\":572.231455,\"calc_date\":19900330},{\"level_eod\":560.093294,\"calc_date\":19900430},{\"level_eod\":611.389918,\"calc_date\":19900531},{\"level_eod\":608.65185,\"calc_date\":19900629},{\"level_eod\":607.251121,\"calc_date\":19900731},{\"level_eod\":551.223032,\"calc_date\":19900831},{\"level_eod\":525.180072,\"calc_date\":19900928},{\"level_eod\":523.086681,\"calc_date\":19901031},{\"level_eod\":556.960172,\"calc_date\":19901130},{\"level_eod\":571.953115,\"calc_date\":19901231},{\"level_eod\":598.746078,\"calc_date\":19910131},{\"level_eod\":639.644484,\"calc_date\":19910228},{\"level_eod\":654.748954,\"calc_date\":19910329},{\"level_eod\":656.820564,\"calc_date\":19910430},{\"level_eod\":683.62214,\"calc_date\":19910531},{\"level_eod\":651.802552,\"calc_date\":19910628},{\"level_eod\":681.825214,\"calc_date\":19910731},{\"level_eod\":697.849953,\"calc_date\":19910830},{\"level_eod\":685.497165,\"calc_date\":19910930},{\"level_eod\":696.806856,\"calc_date\":19911031},{\"level_eod\":668.132116,\"calc_date\":19911129},{\"level_eod\":743.9189897,\"calc_date\":19911231},{\"level_eod\":730.9939367,\"calc_date\":19920131},{\"level_eod\":738.8318763,\"calc_date\":19920228},{\"level_eod\":724.6752395,\"calc_date\":19920331},{\"level_eod\":745.3382024,\"calc_date\":19920430},{\"level_eod\":747.8423032,\"calc_date\":19920529},{\"level_eod\":735.8782471999999,\"calc_date\":19920630},{\"level_eod\":766.0221306999999,\"calc_date\":19920731},{\"level_eod\":747.109863,\"calc_date\":19920831},{\"level_eod\":754.6770768,\"calc_date\":19920930},{\"level_eod\":758.7273874,\"calc_date\":19921030},{\"level_eod\":783.392973,\"calc_date\":19921130},{\"level_eod\":791.4797903,\"calc_date\":19921231},{\"level_eod\":797.893465,\"calc_date\":19930129},{\"level_eod\":807.8360339999999,\"calc_date\":19930226},{\"level_eod\":823.919996,\"calc_date\":19930331},{\"level_eod\":805.191145,\"calc_date\":19930430},{\"level_eod\":825.228219,\"calc_date\":19930531},{\"level_eod\":827.237042,\"calc_date\":19930630},{\"level_eod\":825.791166,\"calc_date\":19930730},{\"level_eod\":855.0627989999999,\"calc_date\":19930831},{\"level_eod\":846.09724,\"calc_date\":19930930},{\"level_eod\":860.4269816716221,\"calc_date\":19931029},{\"level_eod\":854.0687844721974,\"calc_date\":19931130},{\"level_eod\":863.8700014328571,\"calc_date\":19931231},{\"level_eod\":894.7461874313855,\"calc_date\":19940131},{\"level_eod\":869.0732970683207,\"calc_date\":19940228},{\"level_eod\":830.9244089675908,\"calc_date\":19940331},{\"level_eod\":842.2346437606349,\"calc_date\":19940429},{\"level_eod\":855.7385574840265,\"calc_date\":19940531},{\"level_eod\":831.1956462904373,\"calc_date\":19940630},{\"level_eod\":858.7958011774314,\"calc_date\":19940729},{\"level_eod\":892.1342190638937,\"calc_date\":19940831},{\"level_eod\":872.7969137161921,\"calc_date\":19940930},{\"level_eod\":892.3918235221134,\"calc_date\":19941031},{\"level_eod\":861.4730776462164,\"calc_date\":19941130},{\"level_eod\":873.6717140079503,\"calc_date\":19941230},{\"level_eod\":897.3311616761532,\"calc_date\":19950131},{\"level_eod\":932.2825877280118,\"calc_date\":19950228},{\"level_eod\":956.8418746981598,\"calc_date\":19950331},{\"level_eod\":986.4605934602982,\"calc_date\":19950428},{\"level_eod\":1024.5582017952524,\"calc_date\":19950531},{\"level_eod\":1049.342631051436,\"calc_date\":19950630},{\"level_eod\":1084.5600386479866,\"calc_date\":19950731},{\"level_eod\":1084.213572236264,\"calc_date\":19950831},{\"level_eod\":1132.4191002588866,\"calc_date\":19950929},{\"level_eod\":1131.4569732814068,\"calc_date\":19951031},{\"level_eod\":1180.7707316110373,\"calc_date\":19951130},{\"level_eod\":1198.183915904849,\"calc_date\":19951229},{\"level_eod\":1240.4947456347281,\"calc_date\":19960131},{\"level_eod\":1252.9676061161647,\"calc_date\":19960229},{\"level_eod\":1265.2170805537767,\"calc_date\":19960329},{\"level_eod\":1283.4765228981005,\"calc_date\":19960430},{\"level_eod\":1317.2899092608006,\"calc_date\":19960531},{\"level_eod\":1324.6046877015303,\"calc_date\":19960628},{\"level_eod\":1265.8693589754707,\"calc_date\":19960731},{\"level_eod\":1293.7505652434631,\"calc_date\":19960830},{\"level_eod\":1365.7609995516732,\"calc_date\":19960930},{\"level_eod\":1400.2188396692438,\"calc_date\":19961031},{\"level_eod\":1505.6007746980906,\"calc_date\":19961129},{\"level_eod\":1476.6329407069793,\"calc_date\":19961231},{\"level_eod\":1577.3169357567376,\"calc_date\":19970131},{\"level_eod\":1588.0078808941482,\"calc_date\":19970228},{\"level_eod\":1516.462636009835,\"calc_date\":19970331},{\"level_eod\":1615.8907152485176,\"calc_date\":19970430},{\"level_eod\":1706.9567293302364,\"calc_date\":19970530},{\"level_eod\":1784.2992735378534,\"calc_date\":19970630},{\"level_eod\":1924.9470728633896,\"calc_date\":19970731},{\"level_eod\":1810.2391922983277,\"calc_date\":19970829},{\"level_eod\":1904.3210351714488,\"calc_date\":19970930},{\"level_eod\":1851.9708609797121,\"calc_date\":19971031},{\"level_eod\":1941.2108255744497,\"calc_date\":19971128},{\"level_eod\":1969.4674388546453,\"calc_date\":19971231},{\"level_eod\":1994.3956865886482,\"calc_date\":19980130},{\"level_eod\":2133.861729490692,\"calc_date\":19980227},{\"level_eod\":2244.0650481892685,\"calc_date\":19980331},{\"level_eod\":2269.911365705893,\"calc_date\":19980430},{\"level_eod\":2223.8985649108868,\"calc_date\":19980529},{\"level_eod\":2319.0162469269408,\"calc_date\":19980630},{\"level_eod\":2295.5851571059443,\"calc_date\":19980731},{\"level_eod\":1975.5536910724272,\"calc_date\":19980831},{\"level_eod\":2104.8841693826953,\"calc_date\":19980930},{\"level_eod\":2267.279412792416,\"calc_date\":19981030},{\"level_eod\":2420.7431565874213,\"calc_date\":19981130},{\"level_eod\":2563.071497630638,\"calc_date\":19981231},{\"level_eod\":2673.0519020704746,\"calc_date\":19990129},{\"level_eod\":2597.6230371054894,\"calc_date\":19990226},{\"level_eod\":2704.8490855603286,\"calc_date\":19990331},{\"level_eod\":2801.9018650279486,\"calc_date\":19990430},{\"level_eod\":2735.896183881069,\"calc_date\":19990531},{\"level_eod\":2882.251919284231,\"calc_date\":19990630},{\"level_eod\":2788.014083286008,\"calc_date\":19990730},{\"level_eod\":2769.570470094072,\"calc_date\":19990831},{\"level_eod\":2686.5398566945587,\"calc_date\":19990930},{\"level_eod\":2861.4427939847988,\"calc_date\":19991029},{\"level_eod\":2921.991670854665,\"calc_date\":19991130},{\"level_eod\":3124.9539592534716,\"calc_date\":19991231},{\"level_eod\":2956.771881601431,\"calc_date\":20000131},{\"level_eod\":2885.673947245807,\"calc_date\":20000229},{\"level_eod\":3172.9175348814606,\"calc_date\":20000331},{\"level_eod\":3069.471609317828,\"calc_date\":20000428},{\"level_eod\":2987.48841780289,\"calc_date\":20000531},{\"level_eod\":3058.3554222481525,\"calc_date\":20000630},{\"level_eod\":3002.865063945949,\"calc_date\":20000731},{\"level_eod\":3158.1772575770156,\"calc_date\":20000831},{\"level_eod\":2985.5974966148465,\"calc_date\":20000929},{\"level_eod\":2963.537467434877,\"calc_date\":20001031},{\"level_eod\":2728.678162227941,\"calc_date\":20001130},{\"level_eod\":2723.624975889589,\"calc_date\":20001229},{\"level_eod\":2822.4580307665997,\"calc_date\":20010131},{\"level_eod\":2569.2356343894826,\"calc_date\":20010228},{\"level_eod\":2404.758789116454,\"calc_date\":20010330},{\"level_eod\":2591.4230031027428,\"calc_date\":20010430},{\"level_eod\":2605.836231322726,\"calc_date\":20010531},{\"level_eod\":2545.701498019392,\"calc_date\":20010629},{\"level_eod\":2521.2020306267004,\"calc_date\":20010731},{\"level_eod\":2352.6594396154446,\"calc_date\":20010831},{\"level_eod\":2172.110610326313,\"calc_date\":20010928},{\"level_eod\":2203.208777577354,\"calc_date\":20011031},{\"level_eod\":2371.904370571757,\"calc_date\":20011130},{\"level_eod\":2386.1188524494682,\"calc_date\":20011231},{\"level_eod\":2351.7323937907204,\"calc_date\":20020131},{\"level_eod\":2304.702765017241,\"calc_date\":20020228},{\"level_eod\":2390.039303504095,\"calc_date\":20020329},{\"level_eod\":2234.444534895566,\"calc_date\":20020430},{\"level_eod\":2216.7805988445707,\"calc_date\":20020531},{\"level_eod\":2047.0077469839698,\"calc_date\":20020628},{\"level_eod\":1899.2038325359722,\"calc_date\":20020731},{\"level_eod\":1907.3473494194136,\"calc_date\":20020830},{\"level_eod\":1691.3346767403755,\"calc_date\":20020930},{\"level_eod\":1844.1723667213987,\"calc_date\":20021031},{\"level_eod\":1954.1559717548307,\"calc_date\":20021129},{\"level_eod\":1835.1956432948757,\"calc_date\":20021231},{\"level_eod\":1790.162881529215,\"calc_date\":20030131},{\"level_eod\":1761.8644257917979,\"calc_date\":20030228},{\"level_eod\":1777.5508152500274,\"calc_date\":20030331},{\"level_eod\":1925.359720888021,\"calc_date\":20030430},{\"level_eod\":2027.5935102504197,\"calc_date\":20030530},{\"level_eod\":2051.8502559578924,\"calc_date\":20030630},{\"level_eod\":2089.0997635993085,\"calc_date\":20030731},{\"level_eod\":2127.275647632529,\"calc_date\":20030829},{\"level_eod\":2101.8502492707257,\"calc_date\":20030930},{\"level_eod\":2220.831974071203,\"calc_date\":20031031},{\"level_eod\":2241.217363858181,\"calc_date\":20031128},{\"level_eod\":2356.5164190305095,\"calc_date\":20031231},{\"level_eod\":2398.4275503994086,\"calc_date\":20040130},{\"level_eod\":2426.321474712455,\"calc_date\":20040227},{\"level_eod\":2386.8491028237386,\"calc_date\":20040331},{\"level_eod\":2349.395311745285,\"calc_date\":20040430},{\"level_eod\":2379.5095582450485,\"calc_date\":20040531},{\"level_eod\":2423.393324294219,\"calc_date\":20040630},{\"level_eod\":2340.002114149315,\"calc_date\":20040730},{\"level_eod\":2350.743745176829,\"calc_date\":20040831},{\"level_eod\":2375.505606399922,\"calc_date\":20040930},{\"level_eod\":2410.9236813585308,\"calc_date\":20041029},{\"level_eod\":2508.692481004714,\"calc_date\":20041130},{\"level_eod\":2595.3935403070095,\"calc_date\":20041231},{\"level_eod\":2530.406777276797,\"calc_date\":20050131},{\"level_eod\":2581.5547745632985,\"calc_date\":20050228},{\"level_eod\":2539.1981345779654,\"calc_date\":20050331},{\"level_eod\":2492.4213595697174,\"calc_date\":20050429},{\"level_eod\":2572.538292332819,\"calc_date\":20050531},{\"level_eod\":2577.7849587658216,\"calc_date\":20050630},{\"level_eod\":2673.7281116505865,\"calc_date\":20050729},{\"level_eod\":2647.264123007248,\"calc_date\":20050831},{\"level_eod\":2669.0107372225475,\"calc_date\":20050930},{\"level_eod\":2624.3799381660583,\"calc_date\":20051031},{\"level_eod\":2728.3663012085185,\"calc_date\":20051130},{\"level_eod\":2728.81208391844,\"calc_date\":20051230},{\"level_eod\":2802.4605533869526,\"calc_date\":20060131},{\"level_eod\":2803.453564493611,\"calc_date\":20060228},{\"level_eod\":2838.248121574747,\"calc_date\":20060331},{\"level_eod\":2874.6188373963796,\"calc_date\":20060428},{\"level_eod\":2787.750511095314,\"calc_date\":20060531},{\"level_eod\":2789.817852206243,\"calc_date\":20060630},{\"level_eod\":2798.2807376991705,\"calc_date\":20060731},{\"level_eod\":2863.813216970692,\"calc_date\":20060831},{\"level_eod\":2935.6753634690326,\"calc_date\":20060929},{\"level_eod\":3035.091833461392,\"calc_date\":20061031},{\"level_eod\":3093.057356537258,\"calc_date\":20061130},{\"level_eod\":3129.252242989879,\"calc_date\":20061229},{\"level_eod\":3184.988960352244,\"calc_date\":20070131},{\"level_eod\":3124.5933248710758,\"calc_date\":20070228},{\"level_eod\":3157.239271142936,\"calc_date\":20070330},{\"level_eod\":3291.6611639600014,\"calc_date\":20070430},{\"level_eod\":3404.7107799450405,\"calc_date\":20070531},{\"level_eod\":3346.551597559971,\"calc_date\":20070629},{\"level_eod\":3241.97528310819,\"calc_date\":20070731},{\"level_eod\":3289.148834730815,\"calc_date\":20070831},{\"level_eod\":3412.458080143019,\"calc_date\":20070928},{\"level_eod\":3468.901658451365,\"calc_date\":20071031},{\"level_eod\":3320.171499391535,\"calc_date\":20071130},{\"level_eod\":3299.544402241559,\"calc_date\":20071231},{\"level_eod\":3098.162253317208,\"calc_date\":20080131},{\"level_eod\":2999.8169090677984,\"calc_date\":20080229},{\"level_eod\":2987.288225572093,\"calc_date\":20080331},{\"level_eod\":3134.116736436525,\"calc_date\":20080430},{\"level_eod\":3182.1358730774314,\"calc_date\":20080530},{\"level_eod\":2921.2296931581536,\"calc_date\":20080630},{\"level_eod\":2886.6106330529296,\"calc_date\":20080731},{\"level_eod\":2924.2824013670634,\"calc_date\":20080829},{\"level_eod\":2654.577016403652,\"calc_date\":20080930},{\"level_eod\":2199.442921200161,\"calc_date\":20081031},{\"level_eod\":2035.1922041296948,\"calc_date\":20081128},{\"level_eod\":2059.8661263266913,\"calc_date\":20081231},{\"level_eod\":1891.2465113905741,\"calc_date\":20090130},{\"level_eod\":1695.5240289470162,\"calc_date\":20090227},{\"level_eod\":1839.7111514570508,\"calc_date\":20090331},{\"level_eod\":2015.4014420989133,\"calc_date\":20090430},{\"level_eod\":2124.65289858662,\"calc_date\":20090529},{\"level_eod\":2128.3408059994326,\"calc_date\":20090630},{\"level_eod\":2287.8303714256845,\"calc_date\":20090731},{\"level_eod\":2365.7545358258412,\"calc_date\":20090831},{\"level_eod\":2456.4033007040134,\"calc_date\":20090930},{\"level_eod\":2407.9560795315806,\"calc_date\":20091030},{\"level_eod\":2549.368630338483,\"calc_date\":20091130},{\"level_eod\":2600.677062605128,\"calc_date\":20091231},{\"level_eod\":2508.6947928381255,\"calc_date\":20100129},{\"level_eod\":2584.365984195741,\"calc_date\":20100226},{\"level_eod\":2737.9101453818507,\"calc_date\":20100331},{\"level_eod\":2780.9431305199273,\"calc_date\":20100430},{\"level_eod\":2555.0405746922547,\"calc_date\":20100531},{\"level_eod\":2418.003063869428,\"calc_date\":20100630},{\"level_eod\":2586.09011445346,\"calc_date\":20100730},{\"level_eod\":2469.51009546807,\"calc_date\":20100831},{\"level_eod\":2692.7776237246535,\"calc_date\":20100930},{\"level_eod\":2797.8714784265626,\"calc_date\":20101029},{\"level_eod\":2799.0701995287477,\"calc_date\":20101130},{\"level_eod\":2984.8483076757784,\"calc_date\":20101231},{\"level_eod\":3055.504630731702,\"calc_date\":20110131},{\"level_eod\":3155.949740702358,\"calc_date\":20110228},{\"level_eod\":3158.287715609294,\"calc_date\":20110331},{\"level_eod\":3253.8931306674936,\"calc_date\":20110429},{\"level_eod\":3216.5206583417753,\"calc_date\":20110531},{\"level_eod\":3160.4509518386412,\"calc_date\":20110630},{\"level_eod\":3097.8554201830925,\"calc_date\":20110729},{\"level_eod\":2924.323090556907,\"calc_date\":20110831},{\"level_eod\":2712.72093954338,\"calc_date\":20110930},{\"level_eod\":3009.5274118675125,\"calc_date\":20111031},{\"level_eod\":2998.7092552720856,\"calc_date\":20111130},{\"level_eod\":3025.485828528828,\"calc_date\":20111230},{\"level_eod\":3166.8970734433206,\"calc_date\":20120131},{\"level_eod\":3304.0011084179946,\"calc_date\":20120229},{\"level_eod\":3408.231326934831,\"calc_date\":20120330},{\"level_eod\":3386.4903374311434,\"calc_date\":20120430},{\"level_eod\":3175.9483948125453,\"calc_date\":20120531},{\"level_eod\":3299.797917619145,\"calc_date\":20120629},{\"level_eod\":3343.314287785237,\"calc_date\":20120731},{\"level_eod\":3419.1050836768127,\"calc_date\":20120831},{\"level_eod\":3504.625457908562,\"calc_date\":20120928},{\"level_eod\":3439.930574333378,\"calc_date\":20121031},{\"level_eod\":3459.290291240702,\"calc_date\":20121130},{\"level_eod\":3489.3454703734606,\"calc_date\":20121231},{\"level_eod\":3672.6204398363357,\"calc_date\":20130131},{\"level_eod\":3717.2154459600256,\"calc_date\":20130228},{\"level_eod\":3855.318712831235,\"calc_date\":20130329},{\"level_eod\":3930.2691859304614,\"calc_date\":20130430},{\"level_eod\":4010.1437684861858,\"calc_date\":20130531},{\"level_eod\":3954.6992761097385,\"calc_date\":20130628},{\"level_eod\":4161.086455926237,\"calc_date\":20130731},{\"level_eod\":4043.5542796943996,\"calc_date\":20130830},{\"level_eod\":4175.550320617423,\"calc_date\":20130930},{\"level_eod\":4359.328194312044,\"calc_date\":20131031},{\"level_eod\":4480.635594471029,\"calc_date\":20131129},{\"level_eod\":4598.636348822751,\"calc_date\":20131231},{\"level_eod\":4441.150606088549,\"calc_date\":20140131},{\"level_eod\":4646.672145618332,\"calc_date\":20140228},{\"level_eod\":4676.538950828224,\"calc_date\":20140331},{\"level_eod\":4703.085484393506,\"calc_date\":20140430},{\"level_eod\":4812.04282474783,\"calc_date\":20140530},{\"level_eod\":4912.780179633948,\"calc_date\":20140630},{\"level_eod\":4841.8766625597755,\"calc_date\":20140731},{\"level_eod\":5033.032460533636,\"calc_date\":20140829},{\"level_eod\":4952.1318559906795,\"calc_date\":20140930},{\"level_eod\":5069.897093656665,\"calc_date\":20141031},{\"level_eod\":5200.732190635037,\"calc_date\":20141128},{\"level_eod\":5182.276726073005,\"calc_date\":20141231},{\"level_eod\":5034.453695229859,\"calc_date\":20150130},{\"level_eod\":5325.154801794326,\"calc_date\":20150227},{\"level_eod\":5245.794089711037,\"calc_date\":20150331},{\"level_eod\":5292.141901147171,\"calc_date\":20150430},{\"level_eod\":5359.099401926226,\"calc_date\":20150529},{\"level_eod\":5255.057627622381,\"calc_date\":20150630},{\"level_eod\":5357.442915235852,\"calc_date\":20150731},{\"level_eod\":5029.124676482599,\"calc_date\":20150831},{\"level_eod\":4893.4209151935465,\"calc_date\":20150930},{\"level_eod\":5295.181576304287,\"calc_date\":20151030},{\"level_eod\":5309.818073063889,\"calc_date\":20151130},{\"level_eod\":5217.809508283892,\"calc_date\":20151231},{\"level_eod\":4938.7279430350845,\"calc_date\":20160129},{\"level_eod\":4924.41353198789,\"calc_date\":20160229},{\"level_eod\":5258.513294461472,\"calc_date\":20160331},{\"level_eod\":5282.716067343205,\"calc_date\":20160429},{\"level_eod\":5375.459147129723,\"calc_date\":20160531},{\"level_eod\":5386.6834098269355,\"calc_date\":20160630},{\"level_eod\":5589.164514547959,\"calc_date\":20160729},{\"level_eod\":5593.458159773512,\"calc_date\":20160831},{\"level_eod\":5597.1004380281865,\"calc_date\":20160930},{\"level_eod\":5489.025397127559,\"calc_date\":20161031},{\"level_eod\":5682.744412654019,\"calc_date\":20161130},{\"level_eod\":5786.242101301157,\"calc_date\":20161230},{\"level_eod\":5904.259570251493,\"calc_date\":20170131},{\"level_eod\":6132.220775393741,\"calc_date\":20170228},{\"level_eod\":6138.114358402998,\"calc_date\":20170331},{\"level_eod\":6202.361762,\"calc_date\":20170428},{\"level_eod\":6282.293067,\"calc_date\":20170531},{\"level_eod\":6319.030907,\"calc_date\":20170630},{\"level_eod\":6444.899283,\"calc_date\":20170731},{\"level_eod\":6461.297042,\"calc_date\":20170831},{\"level_eod\":6590.653601,\"calc_date\":20170929},{\"level_eod\":6739.369036,\"calc_date\":20171031},{\"level_eod\":6939.441367,\"calc_date\":20171130},{\"level_eod\":7012.178793,\"calc_date\":20171229},{\"level_eod\":7412.424925,\"calc_date\":20180131},{\"level_eod\":7136.032655,\"calc_date\":20180228},{\"level_eod\":6958.794936,\"calc_date\":20180330},{\"level_eod\":6984.489604510324,\"calc_date\":20180430},{\"level_eod\":7149.827650500281,\"calc_date\":20180531},{\"level_eod\":7195.705634149383,\"calc_date\":20180629},{\"level_eod\":7451.538722862723,\"calc_date\":20180731},{\"level_eod\":7693.3180574587595,\"calc_date\":20180831},{\"level_eod\":7725.442301292837,\"calc_date\":20180928},{\"level_eod\":7186.724327813045,\"calc_date\":20181031},{\"level_eod\":7321.498877274299,\"calc_date\":20181130},{\"level_eod\":6658.752238133603,\"calc_date\":20181231},{\"level_eod\":7203.503603792312,\"calc_date\":20190131},{\"level_eod\":7439.471800085638,\"calc_date\":20190228},{\"level_eod\":7573.775910729995,\"calc_date\":20190329},{\"level_eod\":7874.859359647126,\"calc_date\":20190430},{\"level_eod\":7371.928885940803,\"calc_date\":20190531},{\"level_eod\":7886.433742576334,\"calc_date\":20190628},{\"level_eod\":8005.452480666432,\"calc_date\":20190731},{\"level_eod\":7860.957019012202,\"calc_date\":20190830},{\"level_eod\":7997.339604735752,\"calc_date\":20190930},{\"level_eod\":8168.603341404782,\"calc_date\":20191031},{\"level_eod\":8470.360011624098,\"calc_date\":20191129},{\"level_eod\":8714.670356304012,\"calc_date\":20191231},{\"level_eod\":8728.574634401688,\"calc_date\":20200131},{\"level_eod\":8011.768960415265,\"calc_date\":20200228},{\"level_eod\":6991.832443715977,\"calc_date\":20200331},{\"level_eod\":7908.78875270915,\"calc_date\":20200430},{\"level_eod\":8314.807193470275,\"calc_date\":20200529},{\"level_eod\":8500.966507664574,\"calc_date\":20200630},{\"level_eod\":9002.466701747519,\"calc_date\":20200731},{\"level_eod\":9673.731066211267,\"calc_date\":20200831},{\"level_eod\":9309.462867073336,\"calc_date\":20200930},{\"level_eod\":9064.404301053028,\"calc_date\":20201030},{\"level_eod\":10108.215980436136,\"calc_date\":20201130},{\"level_eod\":10520.810120787766,\"calc_date\":20201231},{\"level_eod\":10420.143520961261,\"calc_date\":20210129},{\"level_eod\":10687.874008233632,\"calc_date\":20210226},{\"level_eod\":11085.830807542361,\"calc_date\":20210331},{\"level_eod\":11686.171759119119,\"calc_date\":20210430},{\"level_eod\":11737.390611972298,\"calc_date\":20210531},{\"level_eod\":12060.214841601204,\"calc_date\":20210630},{\"level_eod\":12341.872106988494,\"calc_date\":20210730},{\"level_eod\":12701.171371054785,\"calc_date\":20210831},{\"level_eod\":12097.61547927707,\"calc_date\":20210930},{\"level_eod\":12938.180575864293,\"calc_date\":20211029}]}},\n",
    "                {\"msci_index_code\":\"990100\",\"index_variant_type\":\"NETR\",\"ISO_currency_symbol\":\"USD\",\"indexes\":{\"INDEX_LEVELS\":[{\"level_eod\":100.0,\"calc_date\":19691231},{\"level_eod\":94.455,\"calc_date\":19700130},{\"level_eod\":97.405,\"calc_date\":19700227},{\"level_eod\":97.708,\"calc_date\":19700331},{\"level_eod\":88.578,\"calc_date\":19700430},{\"level_eod\":82.99,\"calc_date\":19700529},{\"level_eod\":80.946,\"calc_date\":19700630},{\"level_eod\":85.965,\"calc_date\":19700731},{\"level_eod\":88.799,\"calc_date\":19700831},{\"level_eod\":91.667,\"calc_date\":19700930},{\"level_eod\":90.314,\"calc_date\":19701030},{\"level_eod\":92.337,\"calc_date\":19701130},{\"level_eod\":96.915,\"calc_date\":19701231},{\"level_eod\":101.369,\"calc_date\":19710129},{\"level_eod\":102.438,\"calc_date\":19710226},{\"level_eod\":106.933,\"calc_date\":19710331},{\"level_eod\":110.429,\"calc_date\":19710430},{\"level_eod\":107.814,\"calc_date\":19710531},{\"level_eod\":108.909,\"calc_date\":19710630},{\"level_eod\":107.168,\"calc_date\":19710730},{\"level_eod\":109.507,\"calc_date\":19710831},{\"level_eod\":108.466,\"calc_date\":19710930},{\"level_eod\":104.351,\"calc_date\":19711029},{\"level_eod\":105.233,\"calc_date\":19711130},{\"level_eod\":114.712,\"calc_date\":19711231},{\"level_eod\":118.911,\"calc_date\":19720131},{\"level_eod\":123.473,\"calc_date\":19720229},{\"level_eod\":125.187,\"calc_date\":19720331},{\"level_eod\":126.848,\"calc_date\":19720428},{\"level_eod\":129.432,\"calc_date\":19720531},{\"level_eod\":126.428,\"calc_date\":19720630},{\"level_eod\":128.381,\"calc_date\":19720731},{\"level_eod\":132.028,\"calc_date\":19720831},{\"level_eod\":130.019,\"calc_date\":19720929},{\"level_eod\":131.094,\"calc_date\":19721031},{\"level_eod\":137.975,\"calc_date\":19721130},{\"level_eod\":140.503,\"calc_date\":19721229},{\"level_eod\":140.826,\"calc_date\":19730131},{\"level_eod\":141.799,\"calc_date\":19730228},{\"level_eod\":141.997,\"calc_date\":19730330},{\"level_eod\":134.842,\"calc_date\":19730430},{\"level_eod\":134.44,\"calc_date\":19730531},{\"level_eod\":135.285,\"calc_date\":19730629},{\"level_eod\":138.51,\"calc_date\":19730731},{\"level_eod\":132.743,\"calc_date\":19730831},{\"level_eod\":136.584,\"calc_date\":19730928},{\"level_eod\":137.962,\"calc_date\":19731031},{\"level_eod\":120.073,\"calc_date\":19731130},{\"level_eod\":119.086,\"calc_date\":19731231},{\"level_eod\":119.999,\"calc_date\":19740131},{\"level_eod\":121.866,\"calc_date\":19740228},{\"level_eod\":118.78,\"calc_date\":19740329},{\"level_eod\":116.801,\"calc_date\":19740430},{\"level_eod\":112.098,\"calc_date\":19740531},{\"level_eod\":108.574,\"calc_date\":19740628},{\"level_eod\":102.144,\"calc_date\":19740731},{\"level_eod\":92.287,\"calc_date\":19740830},{\"level_eod\":83.68,\"calc_date\":19740930},{\"level_eod\":91.689,\"calc_date\":19741031},{\"level_eod\":90.257,\"calc_date\":19741129},{\"level_eod\":88.758,\"calc_date\":19741231},{\"level_eod\":101.701,\"calc_date\":19750131},{\"level_eod\":110.683,\"calc_date\":19750228},{\"level_eod\":111.494,\"calc_date\":19750331},{\"level_eod\":116.112,\"calc_date\":19750430},{\"level_eod\":118.858,\"calc_date\":19750530},{\"level_eod\":120.356,\"calc_date\":19750630},{\"level_eod\":113.706,\"calc_date\":19750731},{\"level_eod\":111.945,\"calc_date\":19750829},{\"level_eod\":107.251,\"calc_date\":19750930},{\"level_eod\":114.639,\"calc_date\":19751031},{\"level_eod\":117.774,\"calc_date\":19751128},{\"level_eod\":117.875,\"calc_date\":19751231},{\"level_eod\":128.408,\"calc_date\":19760130},{\"level_eod\":127.458,\"calc_date\":19760227},{\"level_eod\":128.961,\"calc_date\":19760331},{\"level_eod\":128.021,\"calc_date\":19760430},{\"level_eod\":125.888,\"calc_date\":19760531},{\"level_eod\":129.762,\"calc_date\":19760630},{\"level_eod\":128.548,\"calc_date\":19760730},{\"level_eod\":128.256,\"calc_date\":19760831},{\"level_eod\":129.333,\"calc_date\":19760930},{\"level_eod\":124.808,\"calc_date\":19761029},{\"level_eod\":124.318,\"calc_date\":19761130},{\"level_eod\":133.667,\"calc_date\":19761231},{\"level_eod\":129.18,\"calc_date\":19770131},{\"level_eod\":128.613,\"calc_date\":19770228},{\"level_eod\":127.809,\"calc_date\":19770331},{\"level_eod\":129.206,\"calc_date\":19770429},{\"level_eod\":127.451,\"calc_date\":19770531},{\"level_eod\":132.249,\"calc_date\":19770630},{\"level_eod\":130.476,\"calc_date\":19770729},{\"level_eod\":130.958,\"calc_date\":19770831},{\"level_eod\":132.589,\"calc_date\":19770930},{\"level_eod\":130.324,\"calc_date\":19771031},{\"level_eod\":131.957,\"calc_date\":19771130},{\"level_eod\":134.575,\"calc_date\":19771230},{\"level_eod\":130.616,\"calc_date\":19780131},{\"level_eod\":129.612,\"calc_date\":19780228},{\"level_eod\":135.475,\"calc_date\":19780331},{\"level_eod\":141.556,\"calc_date\":19780428},{\"level_eod\":143.331,\"calc_date\":19780531},{\"level_eod\":144.75,\"calc_date\":19780630},{\"level_eod\":155.181,\"calc_date\":19780731},{\"level_eod\":158.737,\"calc_date\":19780831},{\"level_eod\":160.561,\"calc_date\":19780929},{\"level_eod\":157.432,\"calc_date\":19781031},{\"level_eod\":151.859,\"calc_date\":19781130},{\"level_eod\":156.805,\"calc_date\":19781229},{\"level_eod\":160.811,\"calc_date\":19790131},{\"level_eod\":157.72,\"calc_date\":19790228},{\"level_eod\":164.318,\"calc_date\":19790330},{\"level_eod\":164.067,\"calc_date\":19790430},{\"level_eod\":161.215,\"calc_date\":19790531},{\"level_eod\":165.861,\"calc_date\":19790629},{\"level_eod\":167.094,\"calc_date\":19790731},{\"level_eod\":173.787,\"calc_date\":19790831},{\"level_eod\":177.675,\"calc_date\":19790928},{\"level_eod\":164.44,\"calc_date\":19791031},{\"level_eod\":169.474,\"calc_date\":19791130},{\"level_eod\":173.98,\"calc_date\":19791231},{\"level_eod\":184.435,\"calc_date\":19800131},{\"level_eod\":184.503,\"calc_date\":19800229},{\"level_eod\":164.629,\"calc_date\":19800331},{\"level_eod\":175.383,\"calc_date\":19800430},{\"level_eod\":183.992,\"calc_date\":19800530},{\"level_eod\":192.781,\"calc_date\":19800630},{\"level_eod\":198.672,\"calc_date\":19800731},{\"level_eod\":202.521,\"calc_date\":19800829},{\"level_eod\":208.571,\"calc_date\":19800930},{\"level_eod\":214.614,\"calc_date\":19801031},{\"level_eod\":223.556,\"calc_date\":19801128},{\"level_eod\":218.644,\"calc_date\":19801231},{\"level_eod\":212.25,\"calc_date\":19810130},{\"level_eod\":212.838,\"calc_date\":19810227},{\"level_eod\":220.375,\"calc_date\":19810331},{\"level_eod\":220.452,\"calc_date\":19810430},{\"level_eod\":216.119,\"calc_date\":19810529},{\"level_eod\":215.717,\"calc_date\":19810630},{\"level_eod\":212.043,\"calc_date\":19810731},{\"level_eod\":207.838,\"calc_date\":19810831},{\"level_eod\":192.186,\"calc_date\":19810930},{\"level_eod\":198.044,\"calc_date\":19811030},{\"level_eod\":212.731,\"calc_date\":19811130},{\"level_eod\":208.181,\"calc_date\":19811231},{\"level_eod\":205.087,\"calc_date\":19820129},{\"level_eod\":192.634,\"calc_date\":19820226},{\"level_eod\":187.341,\"calc_date\":19820331},{\"level_eod\":196.502,\"calc_date\":19820430},{\"level_eod\":191.513,\"calc_date\":19820531},{\"level_eod\":182.826,\"calc_date\":19820630},{\"level_eod\":180.439,\"calc_date\":19820730},{\"level_eod\":193.491,\"calc_date\":19820831},{\"level_eod\":194.351,\"calc_date\":19820930},{\"level_eod\":207.664,\"calc_date\":19821029},{\"level_eod\":218.621,\"calc_date\":19821130},{\"level_eod\":228.392,\"calc_date\":19821231},{\"level_eod\":233.223,\"calc_date\":19830131},{\"level_eod\":238.074,\"calc_date\":19830228},{\"level_eod\":246.407,\"calc_date\":19830331},{\"level_eod\":263.953,\"calc_date\":19830429},{\"level_eod\":261.323,\"calc_date\":19830531},{\"level_eod\":269.484,\"calc_date\":19830630},{\"level_eod\":264.634,\"calc_date\":19830729},{\"level_eod\":266.012,\"calc_date\":19830831},{\"level_eod\":271.354,\"calc_date\":19830930},{\"level_eod\":268.119,\"calc_date\":19831031},{\"level_eod\":275.001,\"calc_date\":19831130},{\"level_eod\":278.474,\"calc_date\":19831230},{\"level_eod\":280.739,\"calc_date\":19840131},{\"level_eod\":276.062,\"calc_date\":19840229},{\"level_eod\":289.006,\"calc_date\":19840330},{\"level_eod\":287.909,\"calc_date\":19840430},{\"level_eod\":266.284,\"calc_date\":19840531},{\"level_eod\":268.54,\"calc_date\":19840629},{\"level_eod\":259.05,\"calc_date\":19840731},{\"level_eod\":284.998,\"calc_date\":19840831},{\"level_eod\":283.868,\"calc_date\":19840928},{\"level_eod\":286.847,\"calc_date\":19841031},{\"level_eod\":285.717,\"calc_date\":19841130},{\"level_eod\":291.613,\"calc_date\":19841231},{\"level_eod\":307.636,\"calc_date\":19850131},{\"level_eod\":308.161,\"calc_date\":19850228},{\"level_eod\":318.779,\"calc_date\":19850329},{\"level_eod\":317.824,\"calc_date\":19850430},{\"level_eod\":334.076,\"calc_date\":19850531},{\"level_eod\":339.953,\"calc_date\":19850628},{\"level_eod\":346.882,\"calc_date\":19850731},{\"level_eod\":349.639,\"calc_date\":19850830},{\"level_eod\":352.162,\"calc_date\":19850930},{\"level_eod\":371.024,\"calc_date\":19851031},{\"level_eod\":391.668,\"calc_date\":19851129},{\"level_eod\":409.905,\"calc_date\":19851231},{\"level_eod\":415.868246,\"calc_date\":19860131},{\"level_eod\":453.234421,\"calc_date\":19860228},{\"level_eod\":497.415808,\"calc_date\":19860331},{\"level_eod\":510.970221,\"calc_date\":19860430},{\"level_eod\":509.368196,\"calc_date\":19860530},{\"level_eod\":529.674487,\"calc_date\":19860630},{\"level_eod\":533.79469,\"calc_date\":19860731},{\"level_eod\":580.298882,\"calc_date\":19860829},{\"level_eod\":557.093819,\"calc_date\":19860930},{\"level_eod\":547.379709,\"calc_date\":19861031},{\"level_eod\":570.391861,\"calc_date\":19861128},{\"level_eod\":581.612557,\"calc_date\":19861231},{\"level_eod\":649.780015,\"calc_date\":19870130},{\"level_eod\":671.045781,\"calc_date\":19870227},{\"level_eod\":712.438253,\"calc_date\":19870331},{\"level_eod\":754.049234,\"calc_date\":19870430},{\"level_eod\":754.929478,\"calc_date\":19870529},{\"level_eod\":754.320217,\"calc_date\":19870630},{\"level_eod\":769.218365,\"calc_date\":19870731},{\"level_eod\":814.509921,\"calc_date\":19870831},{\"level_eod\":800.14903,\"calc_date\":19870930},{\"level_eod\":664.105947,\"calc_date\":19871030},{\"level_eod\":647.759308,\"calc_date\":19871130},{\"level_eod\":675.62375,\"calc_date\":19871231},{\"level_eod\":691.912748,\"calc_date\":19880129},{\"level_eod\":731.869528,\"calc_date\":19880229},{\"level_eod\":753.769502,\"calc_date\":19880331},{\"level_eod\":763.076133,\"calc_date\":19880429},{\"level_eod\":747.624485,\"calc_date\":19880531},{\"level_eod\":746.387215,\"calc_date\":19880630},{\"level_eod\":760.221398,\"calc_date\":19880729},{\"level_eod\":718.25319,\"calc_date\":19880831},{\"level_eod\":748.520469,\"calc_date\":19880930},{\"level_eod\":798.131984,\"calc_date\":19881031},{\"level_eod\":825.706048,\"calc_date\":19881130},{\"level_eod\":832.956472,\"calc_date\":19881230},{\"level_eod\":862.880336,\"calc_date\":19890131},{\"level_eod\":857.236133,\"calc_date\":19890228},{\"level_eod\":851.517154,\"calc_date\":19890331},{\"level_eod\":870.942001,\"calc_date\":19890428},{\"level_eod\":849.365112,\"calc_date\":19890531},{\"level_eod\":839.554621,\"calc_date\":19890630},{\"level_eod\":934.194438,\"calc_date\":19890731},{\"level_eod\":911.356642,\"calc_date\":19890831},{\"level_eod\":936.856315,\"calc_date\":19890929},{\"level_eod\":905.376576,\"calc_date\":19891031},{\"level_eod\":941.282388,\"calc_date\":19891130},{\"level_eod\":971.297444,\"calc_date\":19891229},{\"level_eod\":925.695363,\"calc_date\":19900131},{\"level_eod\":885.750781,\"calc_date\":19900228},{\"level_eod\":832.006401,\"calc_date\":19900330},{\"level_eod\":819.754201,\"calc_date\":19900430},{\"level_eod\":905.815722,\"calc_date\":19900531},{\"level_eod\":899.096049,\"calc_date\":19900629},{\"level_eod\":907.018444,\"calc_date\":19900731},{\"level_eod\":821.843665,\"calc_date\":19900831},{\"level_eod\":734.904515,\"calc_date\":19900928},{\"level_eod\":803.22675,\"calc_date\":19901031},{\"level_eod\":789.752208,\"calc_date\":19901130},{\"level_eod\":806.004213,\"calc_date\":19901231},{\"level_eod\":835.195207,\"calc_date\":19910131},{\"level_eod\":912.2236,\"calc_date\":19910228},{\"level_eod\":885.059251,\"calc_date\":19910329},{\"level_eod\":891.704385,\"calc_date\":19910430},{\"level_eod\":911.635089,\"calc_date\":19910531},{\"level_eod\":855.081143,\"calc_date\":19910628},{\"level_eod\":895.188964,\"calc_date\":19910731},{\"level_eod\":892.068469,\"calc_date\":19910830},{\"level_eod\":915.185232,\"calc_date\":19910930},{\"level_eod\":929.747127,\"calc_date\":19911031},{\"level_eod\":888.950154,\"calc_date\":19911129},{\"level_eod\":953.376362,\"calc_date\":19911231},{\"level_eod\":935.4450800000001,\"calc_date\":19920131},{\"level_eod\":919.0238455,\"calc_date\":19920228},{\"level_eod\":875.4504893999999,\"calc_date\":19920331},{\"level_eod\":887.3678041999999,\"calc_date\":19920430},{\"level_eod\":922.3818454999999,\"calc_date\":19920529},{\"level_eod\":891.1970411,\"calc_date\":19920630},{\"level_eod\":893.1808946,\"calc_date\":19920731},{\"level_eod\":914.6070937,\"calc_date\":19920831},{\"level_eod\":905.9287102999999,\"calc_date\":19920930},{\"level_eod\":881.1000372,\"calc_date\":19921030},{\"level_eod\":896.5855161,\"calc_date\":19921130},{\"level_eod\":903.5503934,\"calc_date\":19921231},{\"level_eod\":906.300838,\"calc_date\":19930129},{\"level_eod\":927.498961,\"calc_date\":19930226},{\"level_eod\":981.000498,\"calc_date\":19930331},{\"level_eod\":1026.195271,\"calc_date\":19930430},{\"level_eod\":1049.573183,\"calc_date\":19930531},{\"level_eod\":1040.4976159999999,\"calc_date\":19930630},{\"level_eod\":1061.663943,\"calc_date\":19930730},{\"level_eod\":1110.067402,\"calc_date\":19930831},{\"level_eod\":1089.291649,\"calc_date\":19930930},{\"level_eod\":1119.0471026494158,\"calc_date\":19931029},{\"level_eod\":1055.4823540056348,\"calc_date\":19931130},{\"level_eod\":1106.8714267572532,\"calc_date\":19931231},{\"level_eod\":1179.616593789733,\"calc_date\":19940131},{\"level_eod\":1164.0913265233432,\"calc_date\":19940228},{\"level_eod\":1113.6441654841578,\"calc_date\":19940331},{\"level_eod\":1147.8094646798806,\"calc_date\":19940429},{\"level_eod\":1150.5018766723665,\"calc_date\":19940531},{\"level_eod\":1147.044287609265,\"calc_date\":19940630},{\"level_eod\":1168.5882118055486,\"calc_date\":19940729},{\"level_eod\":1203.5143282788295,\"calc_date\":19940831},{\"level_eod\":1171.6258232314938,\"calc_date\":19940930},{\"level_eod\":1204.6839873010358,\"calc_date\":19941031},{\"level_eod\":1152.1685686934863,\"calc_date\":19941130},{\"level_eod\":1163.056373203693,\"calc_date\":19941230},{\"level_eod\":1145.3187796984812,\"calc_date\":19950131},{\"level_eod\":1161.7381661096545,\"calc_date\":19950228},{\"level_eod\":1217.4511339734665,\"calc_date\":19950331},{\"level_eod\":1259.5983048544417,\"calc_date\":19950428},{\"level_eod\":1270.0875753391813,\"calc_date\":19950531},{\"level_eod\":1269.4122276510966,\"calc_date\":19950630},{\"level_eod\":1332.6401386649509,\"calc_date\":19950731},{\"level_eod\":1302.6635947037291,\"calc_date\":19950831},{\"level_eod\":1340.3237368188443,\"calc_date\":19950929},{\"level_eod\":1318.932605904556,\"calc_date\":19951031},{\"level_eod\":1364.4409337644709,\"calc_date\":19951130},{\"level_eod\":1404.0454034058814,\"calc_date\":19951229},{\"level_eod\":1429.1537092669737,\"calc_date\":19960131},{\"level_eod\":1437.5637561003327,\"calc_date\":19960229},{\"level_eod\":1461.1879488846866,\"calc_date\":19960329},{\"level_eod\":1495.2468051044289,\"calc_date\":19960430},{\"level_eod\":1496.2403115751213,\"calc_date\":19960531},{\"level_eod\":1503.50600616062,\"calc_date\":19960628},{\"level_eod\":1450.0691207684692,\"calc_date\":19960731},{\"level_eod\":1466.4346565239343,\"calc_date\":19960830},{\"level_eod\":1523.5470768120438,\"calc_date\":19960930},{\"level_eod\":1533.8813071725142,\"calc_date\":19961031},{\"level_eod\":1619.5349524402804,\"calc_date\":19961129},{\"level_eod\":1593.2942655532643,\"calc_date\":19961231},{\"level_eod\":1612.1970951982905,\"calc_date\":19970131},{\"level_eod\":1630.4384976865715,\"calc_date\":19970228},{\"level_eod\":1597.8834583154367,\"calc_date\":19970331},{\"level_eod\":1649.8088945988623,\"calc_date\":19970430},{\"level_eod\":1751.3404770144793,\"calc_date\":19970530},{\"level_eod\":1838.3876050843216,\"calc_date\":19970630},{\"level_eod\":1922.7579860115084,\"calc_date\":19970731},{\"level_eod\":1793.831575996942,\"calc_date\":19970829},{\"level_eod\":1890.9832943495883,\"calc_date\":19970930},{\"level_eod\":1791.1531282109745,\"calc_date\":19971031},{\"level_eod\":1822.5441963941284,\"calc_date\":19971128},{\"level_eod\":1844.4514328989621,\"calc_date\":19971231},{\"level_eod\":1895.5464471787534,\"calc_date\":19980130},{\"level_eod\":2023.4624431831016,\"calc_date\":19980227},{\"level_eod\":2108.594984729992,\"calc_date\":19980331},{\"level_eod\":2128.8841430767607,\"calc_date\":19980430},{\"level_eod\":2101.886084484413,\"calc_date\":19980529},{\"level_eod\":2151.4498892293514,\"calc_date\":19980630},{\"level_eod\":2147.6789217400724,\"calc_date\":19980731},{\"level_eod\":1860.9575330980215,\"calc_date\":19980831},{\"level_eod\":1893.550876466684,\"calc_date\":19980930},{\"level_eod\":2064.403123197235,\"calc_date\":19981030},{\"level_eod\":2186.848051499282,\"calc_date\":19981130},{\"level_eod\":2293.3539395428274,\"calc_date\":19981231},{\"level_eod\":2343.2378981141055,\"calc_date\":19990129},{\"level_eod\":2280.5716665176938,\"calc_date\":19990226},{\"level_eod\":2375.1934315121534,\"calc_date\":19990331},{\"level_eod\":2468.492639847425,\"calc_date\":19990430},{\"level_eod\":2377.95859937331,\"calc_date\":19990531},{\"level_eod\":2488.537126007964,\"calc_date\":19990630},{\"level_eod\":2480.735961332043,\"calc_date\":19990730},{\"level_eod\":2475.9894272690517,\"calc_date\":19990831},{\"level_eod\":2451.6435789903817,\"calc_date\":19990930},{\"level_eod\":2578.7440084508416,\"calc_date\":19991029},{\"level_eod\":2650.9558107777325,\"calc_date\":19991130},{\"level_eod\":2865.1991033661566,\"calc_date\":19991231},{\"level_eod\":2700.7903497766506,\"calc_date\":20000131},{\"level_eod\":2707.74980272958,\"calc_date\":20000229},{\"level_eod\":2894.5703353333965,\"calc_date\":20000331},{\"level_eod\":2771.8489431642165,\"calc_date\":20000428},{\"level_eod\":2701.3439401363803,\"calc_date\":20000531},{\"level_eod\":2791.968549520879,\"calc_date\":20000630},{\"level_eod\":2713.0378253083904,\"calc_date\":20000731},{\"level_eod\":2800.95259467885,\"calc_date\":20000831},{\"level_eod\":2651.689753100153,\"calc_date\":20000929},{\"level_eod\":2606.9361786468335,\"calc_date\":20001031},{\"level_eod\":2448.333921974527,\"calc_date\":20001130},{\"level_eod\":2487.6134344967827,\"calc_date\":20001229},{\"level_eod\":2535.5162035972844,\"calc_date\":20010131},{\"level_eod\":2320.9536775418987,\"calc_date\":20010228},{\"level_eod\":2168.116678285262,\"calc_date\":20010330},{\"level_eod\":2327.938366066897,\"calc_date\":20010430},{\"level_eod\":2297.60276490417,\"calc_date\":20010531},{\"level_eod\":2225.2929978201705,\"calc_date\":20010629},{\"level_eod\":2195.54884804474,\"calc_date\":20010731},{\"level_eod\":2089.840583292506,\"calc_date\":20010831},{\"level_eod\":1905.4136764108357,\"calc_date\":20010928},{\"level_eod\":1941.7975832541547,\"calc_date\":20011031},{\"level_eod\":2056.379506778925,\"calc_date\":20011130},{\"level_eod\":2069.0985079271454,\"calc_date\":20011231},{\"level_eod\":2006.2041553729864,\"calc_date\":20020131},{\"level_eod\":1988.558845571928,\"calc_date\":20020228},{\"level_eod\":2076.154592022391,\"calc_date\":20020329},{\"level_eod\":2005.5874602148074,\"calc_date\":20020430},{\"level_eod\":2008.931162772596,\"calc_date\":20020531},{\"level_eod\":1886.6942962862609,\"calc_date\":20020628},{\"level_eod\":1727.4992351231829,\"calc_date\":20020731},{\"level_eod\":1730.449187841896,\"calc_date\":20020830},{\"level_eod\":1539.9262757993706,\"calc_date\":20020930},{\"level_eod\":1653.3942429235344,\"calc_date\":20021031},{\"level_eod\":1742.2869962508005,\"calc_date\":20021129},{\"level_eod\":1657.6358766575893,\"calc_date\":20021231},{\"level_eod\":1607.1209827503476,\"calc_date\":20030131},{\"level_eod\":1578.993718858023,\"calc_date\":20030228},{\"level_eod\":1573.7820874241745,\"calc_date\":20030331},{\"level_eod\":1713.2484648972697,\"calc_date\":20030430},{\"level_eod\":1810.7900016477474,\"calc_date\":20030530},{\"level_eod\":1841.9007659079039,\"calc_date\":20030630},{\"level_eod\":1879.089321760358,\"calc_date\":20030731},{\"level_eod\":1919.4560850785012,\"calc_date\":20030829},{\"level_eod\":1931.0083330717434,\"calc_date\":20030930},{\"level_eod\":2045.4049338313293,\"calc_date\":20031031},{\"level_eod\":2076.3202588032555,\"calc_date\":20031128},{\"level_eod\":2206.423360277526,\"calc_date\":20031231},{\"level_eod\":2241.827321534782,\"calc_date\":20040130},{\"level_eod\":2279.3671175915183,\"calc_date\":20040227},{\"level_eod\":2264.241814800017,\"calc_date\":20040331},{\"level_eod\":2217.8672147188345,\"calc_date\":20040430},{\"level_eod\":2238.0736868726417,\"calc_date\":20040531},{\"level_eod\":2284.019128538432,\"calc_date\":20040630},{\"level_eod\":2209.445633948684,\"calc_date\":20040730},{\"level_eod\":2219.1574417586558,\"calc_date\":20040831},{\"level_eod\":2261.1380422873494,\"calc_date\":20040930},{\"level_eod\":2316.4690231791283,\"calc_date\":20041029},{\"level_eod\":2438.1559587939373,\"calc_date\":20041130},{\"level_eod\":2531.2277435578067,\"calc_date\":20041231},{\"level_eod\":2474.239146034857,\"calc_date\":20050131},{\"level_eod\":2552.6175625078154,\"calc_date\":20050228},{\"level_eod\":2503.067706272775,\"calc_date\":20050331},{\"level_eod\":2448.5275197450146,\"calc_date\":20050429},{\"level_eod\":2492.031521145371,\"calc_date\":20050531},{\"level_eod\":2513.595116995053,\"calc_date\":20050630},{\"level_eod\":2601.3994128693057,\"calc_date\":20050729},{\"level_eod\":2621.0013608546774,\"calc_date\":20050831},{\"level_eod\":2689.077778625007,\"calc_date\":20050930},{\"level_eod\":2623.838124343637,\"calc_date\":20051031},{\"level_eod\":2711.2633405246384,\"calc_date\":20051130},{\"level_eod\":2771.330352489874,\"calc_date\":20051230},{\"level_eod\":2895.079155796253,\"calc_date\":20060131},{\"level_eod\":2890.769462637957,\"calc_date\":20060228},{\"level_eod\":2954.3340246888515,\"calc_date\":20060331},{\"level_eod\":3044.0296168034606,\"calc_date\":20060428},{\"level_eod\":2940.0492168016813,\"calc_date\":20060531},{\"level_eod\":2939.186723987702,\"calc_date\":20060630},{\"level_eod\":2957.5302045250887,\"calc_date\":20060731},{\"level_eod\":3034.2993226168755,\"calc_date\":20060831},{\"level_eod\":3070.479056081198,\"calc_date\":20060929},{\"level_eod\":3183.1740265634894,\"calc_date\":20061031},{\"level_eod\":3261.123708846584,\"calc_date\":20061130},{\"level_eod\":3327.4260684379196,\"calc_date\":20061229},{\"level_eod\":3366.707055688973,\"calc_date\":20070131},{\"level_eod\":3349.187521408382,\"calc_date\":20070228},{\"level_eod\":3410.4956023472932,\"calc_date\":20070330},{\"level_eod\":3560.9424083670406,\"calc_date\":20070430},{\"level_eod\":3660.6801754952426,\"calc_date\":20070531},{\"level_eod\":3632.4440798839228,\"calc_date\":20070629},{\"level_eod\":3551.998829691624,\"calc_date\":20070731},{\"level_eod\":3549.303928240427,\"calc_date\":20070831},{\"level_eod\":3718.0929140714006,\"calc_date\":20070928},{\"level_eod\":3832.132712142053,\"calc_date\":20071031},{\"level_eod\":3675.4912384944364,\"calc_date\":20071130},{\"level_eod\":3628.0727838634716,\"calc_date\":20071231},{\"level_eod\":3350.817264770072,\"calc_date\":20080131},{\"level_eod\":3331.423027480489,\"calc_date\":20080229},{\"level_eod\":3299.4912829150885,\"calc_date\":20080331},{\"level_eod\":3472.9056764841753,\"calc_date\":20080430},{\"level_eod\":3525.8628892748943,\"calc_date\":20080530},{\"level_eod\":3244.6485472722347,\"calc_date\":20080630},{\"level_eod\":3165.368349359615,\"calc_date\":20080731},{\"level_eod\":3120.897713343502,\"calc_date\":20080829},{\"level_eod\":2749.710549713483,\"calc_date\":20080930},{\"level_eod\":2228.3628360222033,\"calc_date\":20081031},{\"level_eod\":2084.123819681126,\"calc_date\":20081128},{\"level_eod\":2150.990420241162,\"calc_date\":20081231},{\"level_eod\":1962.5513489156708,\"calc_date\":20090130},{\"level_eod\":1761.6660387229635,\"calc_date\":20090227},{\"level_eod\":1894.5112339747845,\"calc_date\":20090331},{\"level_eod\":2107.036383045319,\"calc_date\":20090430},{\"level_eod\":2297.9464806426013,\"calc_date\":20090529},{\"level_eod\":2287.5792422622662,\"calc_date\":20090630},{\"level_eod\":2481.330445714914,\"calc_date\":20090731},{\"level_eod\":2583.697379257216,\"calc_date\":20090831},{\"level_eod\":2686.679133660181,\"calc_date\":20090930},{\"level_eod\":2638.8796816539443,\"calc_date\":20091030},{\"level_eod\":2746.7117509480936,\"calc_date\":20091130},{\"level_eod\":2796.0349833811183,\"calc_date\":20091231},{\"level_eod\":2680.472301193984,\"calc_date\":20100129},{\"level_eod\":2718.2579148884465,\"calc_date\":20100226},{\"level_eod\":2886.6005547343075,\"calc_date\":20100331},{\"level_eod\":2887.0060954880514,\"calc_date\":20100430},{\"level_eod\":2610.4645651886854,\"calc_date\":20100531},{\"level_eod\":2520.961671005172,\"calc_date\":20100630},{\"level_eod\":2725.343876053728,\"calc_date\":20100730},{\"level_eod\":2623.5930818024112,\"calc_date\":20100831},{\"level_eod\":2868.2321367110217,\"calc_date\":20100930},{\"level_eod\":2975.146650901111,\"calc_date\":20101029},{\"level_eod\":2910.914585765209,\"calc_date\":20101130},{\"level_eod\":3124.941239096737,\"calc_date\":20101231},{\"level_eod\":3195.5394333339214,\"calc_date\":20110131},{\"level_eod\":3307.424082859562,\"calc_date\":20110228},{\"level_eod\":3274.807023196721,\"calc_date\":20110331},{\"level_eod\":3413.928867618804,\"calc_date\":20110429},{\"level_eod\":3343.105624115242,\"calc_date\":20110531},{\"level_eod\":3290.219403321494,\"calc_date\":20110630},{\"level_eod\":3230.559985326311,\"calc_date\":20110729},{\"level_eod\":3002.943910493506,\"calc_date\":20110831},{\"level_eod\":2743.5780307858054,\"calc_date\":20110930},{\"level_eod\":3027.3646321435217,\"calc_date\":20111031},{\"level_eod\":2953.4501309153457,\"calc_date\":20111130},{\"level_eod\":2951.8092242048697,\"calc_date\":20111230},{\"level_eod\":3099.9397836411713,\"calc_date\":20120131},{\"level_eod\":3251.3681462770537,\"calc_date\":20120229},{\"level_eod\":3293.1692795212707,\"calc_date\":20120330},{\"level_eod\":3255.772076975034,\"calc_date\":20120430},{\"level_eod\":2974.720594960229,\"calc_date\":20120531},{\"level_eod\":3126.2990549619535,\"calc_date\":20120629},{\"level_eod\":3166.4891173885812,\"calc_date\":20120731},{\"level_eod\":3246.765028961346,\"calc_date\":20120831},{\"level_eod\":3335.964596812221,\"calc_date\":20120928},{\"level_eod\":3313.4218782379094,\"calc_date\":20121031},{\"level_eod\":3355.85020502313,\"calc_date\":20121130},{\"level_eod\":3418.9610836938386,\"calc_date\":20121231},{\"level_eod\":3593.121482473901,\"calc_date\":20130131},{\"level_eod\":3599.053810481178,\"calc_date\":20130228},{\"level_eod\":3683.356097426887,\"calc_date\":20130329},{\"level_eod\":3799.3481182224746,\"calc_date\":20130430},{\"level_eod\":3800.782837513077,\"calc_date\":20130531},{\"level_eod\":3707.1297401013526,\"calc_date\":20130628},{\"level_eod\":3902.2948170259483,\"calc_date\":20130731},{\"level_eod\":3819.2345022146637,\"calc_date\":20130830},{\"level_eod\":4010.245229339139,\"calc_date\":20130930},{\"level_eod\":4167.220207703299,\"calc_date\":20131031},{\"level_eod\":4241.278159162655,\"calc_date\":20131129},{\"level_eod\":4331.022324017045,\"calc_date\":20131231},{\"level_eod\":4170.60790482482,\"calc_date\":20140131},{\"level_eod\":4379.3928949352385,\"calc_date\":20140228},{\"level_eod\":4385.731168159199,\"calc_date\":20140331},{\"level_eod\":4430.670912990612,\"calc_date\":20140430},{\"level_eod\":4517.8435456955785,\"calc_date\":20140530},{\"level_eod\":4598.664239023725,\"calc_date\":20140630},{\"level_eod\":4525.272524211511,\"calc_date\":20140731},{\"level_eod\":4624.987877798603,\"calc_date\":20140829},{\"level_eod\":4499.4605949337065,\"calc_date\":20140930},{\"level_eod\":4528.567627643577,\"calc_date\":20141031},{\"level_eod\":4619.324320909906,\"calc_date\":20141128},{\"level_eod\":4544.837195341653,\"calc_date\":20141231},{\"level_eod\":4462.486303227001,\"calc_date\":20150130},{\"level_eod\":4723.937271943544,\"calc_date\":20150227},{\"level_eod\":4649.990896118857,\"calc_date\":20150331},{\"level_eod\":4759.045199651444,\"calc_date\":20150430},{\"level_eod\":4775.438739650332,\"calc_date\":20150529},{\"level_eod\":4664.398801598921,\"calc_date\":20150630},{\"level_eod\":4748.124777175952,\"calc_date\":20150731},{\"level_eod\":4433.919533339393,\"calc_date\":20150831},{\"level_eod\":4270.377427897868,\"calc_date\":20150930},{\"level_eod\":4608.779713734811,\"calc_date\":20151030},{\"level_eod\":4585.848058355219,\"calc_date\":20151130},{\"level_eod\":4505.240818014336,\"calc_date\":20151231},{\"level_eod\":4235.718475462594,\"calc_date\":20160129},{\"level_eod\":4204.193782328915,\"calc_date\":20160229},{\"level_eod\":4489.4864695989045,\"calc_date\":20160331},{\"level_eod\":4560.525703453746,\"calc_date\":20160429},{\"level_eod\":4586.140433233273,\"calc_date\":20160531},{\"level_eod\":4534.750823054035,\"calc_date\":20160630},{\"level_eod\":4726.3370028428235,\"calc_date\":20160729},{\"level_eod\":4730.265040996948,\"calc_date\":20160831},{\"level_eod\":4755.391862715362,\"calc_date\":20160930},{\"level_eod\":4663.361264334187,\"calc_date\":20161031},{\"level_eod\":4730.415837435786,\"calc_date\":20161130},{\"level_eod\":4843.6070458250115,\"calc_date\":20161230},{\"level_eod\":4960.508236984373,\"calc_date\":20170131},{\"level_eod\":5098.129753193549,\"calc_date\":20170228},{\"level_eod\":5152.4345369763705,\"calc_date\":20170331},{\"level_eod\":5228.725995,\"calc_date\":20170428},{\"level_eod\":5339.337031,\"calc_date\":20170531},{\"level_eod\":5359.880137,\"calc_date\":20170630},{\"level_eod\":5488.155112,\"calc_date\":20170731},{\"level_eod\":5495.883376,\"calc_date\":20170831},{\"level_eod\":5619.234267,\"calc_date\":20170929},{\"level_eod\":5725.429205,\"calc_date\":20171031},{\"level_eod\":5849.48515,\"calc_date\":20171130},{\"level_eod\":5928.590589,\"calc_date\":20171229},{\"level_eod\":6241.621388,\"calc_date\":20180131},{\"level_eod\":5983.046729,\"calc_date\":20180228},{\"level_eod\":5852.637594,\"calc_date\":20180330},{\"level_eod\":5919.891266937949,\"calc_date\":20180430},{\"level_eod\":5956.987856125023,\"calc_date\":20180531},{\"level_eod\":5954.146306738491,\"calc_date\":20180629},{\"level_eod\":6140.115403739443,\"calc_date\":20180731},{\"level_eod\":6216.08610450343,\"calc_date\":20180831},{\"level_eod\":6250.698123976783,\"calc_date\":20180928},{\"level_eod\":5791.722559502515,\"calc_date\":20181031},{\"level_eod\":5857.516001926343,\"calc_date\":20181130},{\"level_eod\":5412.122264559776,\"calc_date\":20181231},{\"level_eod\":5833.2166968655165,\"calc_date\":20190131},{\"level_eod\":6008.620525331989,\"calc_date\":20190228},{\"level_eod\":6087.540577877559,\"calc_date\":20190329},{\"level_eod\":6303.400576760042,\"calc_date\":20190430},{\"level_eod\":5939.688953869624,\"calc_date\":20190531},{\"level_eod\":6331.084152055798,\"calc_date\":20190628},{\"level_eod\":6362.444205190041,\"calc_date\":20190731},{\"level_eod\":6232.303356725174,\"calc_date\":20190830},{\"level_eod\":6364.932801590402,\"calc_date\":20190930},{\"level_eod\":6526.904329715292,\"calc_date\":20191031},{\"level_eod\":6708.679670621157,\"calc_date\":20191129},{\"level_eod\":6909.659924503841,\"calc_date\":20191231},{\"level_eod\":6867.603170302272,\"calc_date\":20200131},{\"level_eod\":6287.117312088787,\"calc_date\":20200228},{\"level_eod\":5455.063009106599,\"calc_date\":20200331},{\"level_eod\":6050.997296346334,\"calc_date\":20200430},{\"level_eod\":6343.309860517056,\"calc_date\":20200529},{\"level_eod\":6511.097068651783,\"calc_date\":20200630},{\"level_eod\":6822.596784156778,\"calc_date\":20200731},{\"level_eod\":7278.444279481709,\"calc_date\":20200831},{\"level_eod\":7027.344275714213,\"calc_date\":20200930},{\"level_eod\":6811.780377476065,\"calc_date\":20201030},{\"level_eod\":7682.7449465170275,\"calc_date\":20201130},{\"level_eod\":8008.468080316946,\"calc_date\":20201231},{\"level_eod\":7928.874524662465,\"calc_date\":20210129},{\"level_eod\":8132.046926579653,\"calc_date\":20210226},{\"level_eod\":8402.617283999743,\"calc_date\":20210331},{\"level_eod\":8793.676051502614,\"calc_date\":20210430},{\"level_eod\":8920.352836516171,\"calc_date\":20210531},{\"level_eod\":9053.309216,\"calc_date\":20210630},{\"level_eod\":9215.479623836525,\"calc_date\":20210730},{\"level_eod\":9444.837782862693,\"calc_date\":20210831},{\"level_eod\":9052.683070259656,\"calc_date\":20210930},{\"level_eod\":9565.43164725188,\"calc_date\":20211029}]}},\n",
    "                {\"msci_index_code\":\"891800\",\"index_variant_type\":\"NETR\",\"ISO_currency_symbol\":\"USD\",\"indexes\":{\"INDEX_LEVELS\":[{\"level_eod\":100.0,\"calc_date\":20001229},{\"level_eod\":113.75829932766716,\"calc_date\":20010131},{\"level_eod\":104.84145575175614,\"calc_date\":20010228},{\"level_eod\":94.49684066183717,\"calc_date\":20010330},{\"level_eod\":99.15469870488603,\"calc_date\":20010430},{\"level_eod\":100.30330870843619,\"calc_date\":20010531},{\"level_eod\":98.20850508948786,\"calc_date\":20010629},{\"level_eod\":91.95902030364171,\"calc_date\":20010731},{\"level_eod\":91.03698521040674,\"calc_date\":20010831},{\"level_eod\":76.93354125293727,\"calc_date\":20010928},{\"level_eod\":81.70475069501876,\"calc_date\":20011031},{\"level_eod\":90.228821068461,\"calc_date\":20011130},{\"level_eod\":97.38496248830572,\"calc_date\":20011231},{\"level_eod\":100.67123669272831,\"calc_date\":20020131},{\"level_eod\":102.3027560548594,\"calc_date\":20020228},{\"level_eod\":108.42466191923512,\"calc_date\":20020329},{\"level_eod\":109.11953972158454,\"calc_date\":20020430},{\"level_eod\":107.35497666238156,\"calc_date\":20020531},{\"level_eod\":99.27190949973786,\"calc_date\":20020628},{\"level_eod\":91.68284509810805,\"calc_date\":20020731},{\"level_eod\":93.08441556956666,\"calc_date\":20020830},{\"level_eod\":83.03824035912189,\"calc_date\":20020930},{\"level_eod\":88.43317790487451,\"calc_date\":20021031},{\"level_eod\":94.51902757709927,\"calc_date\":20021129},{\"level_eod\":91.3749919828566,\"calc_date\":20021231},{\"level_eod\":90.97227458166734,\"calc_date\":20030131},{\"level_eod\":88.41553877594379,\"calc_date\":20030228},{\"level_eod\":85.89082412331273,\"calc_date\":20030331},{\"level_eod\":93.52919215151387,\"calc_date\":20030430},{\"level_eod\":100.21619667631796,\"calc_date\":20030530},{\"level_eod\":105.89691327611702,\"calc_date\":20030630},{\"level_eod\":112.48238641438672,\"calc_date\":20030731},{\"level_eod\":120.00914508977448,\"calc_date\":20030829},{\"level_eod\":120.88321475429916,\"calc_date\":20030930},{\"level_eod\":131.16754882692484,\"calc_date\":20031031},{\"level_eod\":132.76387022233413,\"calc_date\":20031128},{\"level_eod\":142.37742318736804,\"calc_date\":20031231},{\"level_eod\":147.3486382162969,\"calc_date\":20040130},{\"level_eod\":154.106418820803,\"calc_date\":20040227},{\"level_eod\":156.03242110619624,\"calc_date\":20040331},{\"level_eod\":143.25580674621173,\"calc_date\":20040430},{\"level_eod\":140.39801786302635,\"calc_date\":20040531},{\"level_eod\":140.99644031707933,\"calc_date\":20040630},{\"level_eod\":138.4147806943061,\"calc_date\":20040730},{\"level_eod\":144.1552978125705,\"calc_date\":20040831},{\"level_eod\":152.47173874316883,\"calc_date\":20040930},{\"level_eod\":156.11523219531884,\"calc_date\":20041029},{\"level_eod\":170.56709659358114,\"calc_date\":20041130},{\"level_eod\":178.75921228034082,\"calc_date\":20041231},{\"level_eod\":179.2126724193231,\"calc_date\":20050131},{\"level_eod\":194.84900737746733,\"calc_date\":20050228},{\"level_eod\":181.97156865317643,\"calc_date\":20050331},{\"level_eod\":177.08716044162315,\"calc_date\":20050429},{\"level_eod\":183.25120143033797,\"calc_date\":20050531},{\"level_eod\":189.47708494062744,\"calc_date\":20050630},{\"level_eod\":202.7210432345619,\"calc_date\":20050729},{\"level_eod\":204.45742288437103,\"calc_date\":20050831},{\"level_eod\":223.49452746664127,\"calc_date\":20050930},{\"level_eod\":208.8868174731331,\"calc_date\":20051031},{\"level_eod\":226.16707184537734,\"calc_date\":20051130},{\"level_eod\":239.5348584585952,\"calc_date\":20051230},{\"level_eod\":266.29008264699576,\"calc_date\":20060131},{\"level_eod\":265.97357246127086,\"calc_date\":20060228},{\"level_eod\":268.31727370252725,\"calc_date\":20060331},{\"level_eod\":287.4248501644379,\"calc_date\":20060428},{\"level_eod\":257.30618545555643,\"calc_date\":20060531},{\"level_eod\":256.67678939189415,\"calc_date\":20060630},{\"level_eod\":260.2996938391048,\"calc_date\":20060731},{\"level_eod\":266.9314451086457,\"calc_date\":20060831},{\"level_eod\":269.15416453115586,\"calc_date\":20060929},{\"level_eod\":281.9381420448929,\"calc_date\":20061031},{\"level_eod\":302.8916162192028,\"calc_date\":20061130},{\"level_eod\":316.5307935993022,\"calc_date\":20061229},{\"level_eod\":313.18900628560704,\"calc_date\":20070131},{\"level_eod\":311.3301517285627,\"calc_date\":20070228},{\"level_eod\":323.6821506854526,\"calc_date\":20070330},{\"level_eod\":339.03877065783865,\"calc_date\":20070430},{\"level_eod\":355.49649350331805,\"calc_date\":20070531},{\"level_eod\":372.1607793268424,\"calc_date\":20070629},{\"level_eod\":391.7971791003741,\"calc_date\":20070731},{\"level_eod\":383.4707052312044,\"calc_date\":20070831},{\"level_eod\":425.82154639320066,\"calc_date\":20070928},{\"level_eod\":473.30950850531354,\"calc_date\":20071031},{\"level_eod\":439.749393102861,\"calc_date\":20071130},{\"level_eod\":441.2996333163072,\"calc_date\":20071231},{\"level_eod\":386.2280791681303,\"calc_date\":20080131},{\"level_eod\":414.73649779289224,\"calc_date\":20080229},{\"level_eod\":392.78894591673105,\"calc_date\":20080331},{\"level_eod\":424.6652266724967,\"calc_date\":20080430},{\"level_eod\":432.54364003732184,\"calc_date\":20080530},{\"level_eod\":389.39560747515804,\"calc_date\":20080630},{\"level_eod\":374.70756609322416,\"calc_date\":20080731},{\"level_eod\":344.7784500051967,\"calc_date\":20080829},{\"level_eod\":284.44106691139405,\"calc_date\":20080930},{\"level_eod\":206.59570999626362,\"calc_date\":20081031},{\"level_eod\":191.04380962329645,\"calc_date\":20081128},{\"level_eod\":205.94443599710593,\"calc_date\":20081231},{\"level_eod\":192.64442130332574,\"calc_date\":20090130},{\"level_eod\":181.77695727124603,\"calc_date\":20090227},{\"level_eod\":207.89958547054297,\"calc_date\":20090331},{\"level_eod\":242.49619657575346,\"calc_date\":20090430},{\"level_eod\":283.9305189525482,\"calc_date\":20090529},{\"level_eod\":280.10584365302884,\"calc_date\":20090630},{\"level_eod\":311.6031550982884,\"calc_date\":20090731},{\"level_eod\":310.48762295066496,\"calc_date\":20090831},{\"level_eod\":338.67063113324076,\"calc_date\":20090930},{\"level_eod\":339.08955744101576,\"calc_date\":20091030},{\"level_eod\":353.65534128894774,\"calc_date\":20091130},{\"level_eod\":367.62161526089324,\"calc_date\":20091231},{\"level_eod\":347.11860093057766,\"calc_date\":20100129},{\"level_eod\":348.34036452679624,\"calc_date\":20100226},{\"level_eod\":376.46281388233,\"calc_date\":20100331},{\"level_eod\":381.0236597490058,\"calc_date\":20100430},{\"level_eod\":347.51013334337324,\"calc_date\":20100531},{\"level_eod\":344.95559208723586,\"calc_date\":20100630},{\"level_eod\":373.68182751934427,\"calc_date\":20100730},{\"level_eod\":366.4245759069178,\"calc_date\":20100831},{\"level_eod\":407.14514974647744,\"calc_date\":20100930},{\"level_eod\":418.96722770312,\"calc_date\":20101029},{\"level_eod\":407.9073934257327,\"calc_date\":20101130},{\"level_eod\":437.015464465369,\"calc_date\":20101231},{\"level_eod\":425.15873360733264,\"calc_date\":20110131},{\"level_eod\":421.194022921835,\"calc_date\":20110228},{\"level_eod\":445.95760475980796,\"calc_date\":20110331},{\"level_eod\":459.79130483503417,\"calc_date\":20110429},{\"level_eod\":447.7313020325521,\"calc_date\":20110531},{\"level_eod\":440.84353714863397,\"calc_date\":20110630},{\"level_eod\":438.88556958064856,\"calc_date\":20110729},{\"level_eod\":399.66492156038026,\"calc_date\":20110831},{\"level_eod\":341.39596494477996,\"calc_date\":20110930},{\"level_eod\":386.6163197928843,\"calc_date\":20111031},{\"level_eod\":360.84981602334847,\"calc_date\":20111130},{\"level_eod\":356.5006050598685,\"calc_date\":20111230},{\"level_eod\":396.9372544713957,\"calc_date\":20120131},{\"level_eod\":420.71369322218237,\"calc_date\":20120229},{\"level_eod\":406.67055461520715,\"calc_date\":20120330},{\"level_eod\":401.8104351777497,\"calc_date\":20120430},{\"level_eod\":356.749440407865,\"calc_date\":20120531},{\"level_eod\":370.51832598979496,\"calc_date\":20120629},{\"level_eod\":377.74571567632375,\"calc_date\":20120731},{\"level_eod\":376.4878393583062,\"calc_date\":20120831},{\"level_eod\":399.2058376409025,\"calc_date\":20120928},{\"level_eod\":396.78231533846724,\"calc_date\":20121031},{\"level_eod\":401.81963578516627,\"calc_date\":20121130},{\"level_eod\":421.46730146725935,\"calc_date\":20121231},{\"level_eod\":427.27812635125696,\"calc_date\":20130131},{\"level_eod\":421.90989193392534,\"calc_date\":20130228},{\"level_eod\":414.6427160823853,\"calc_date\":20130329},{\"level_eod\":417.7681933601445,\"calc_date\":20130430},{\"level_eod\":407.050269420545,\"calc_date\":20130531},{\"level_eod\":381.1377775199062,\"calc_date\":20130628},{\"level_eod\":385.1200320814994,\"calc_date\":20130731},{\"level_eod\":378.50455639872416,\"calc_date\":20130830},{\"level_eod\":403.1188461853542,\"calc_date\":20130930},{\"level_eod\":422.70372308053675,\"calc_date\":20131031},{\"level_eod\":416.52270413422974,\"calc_date\":20131129},{\"level_eod\":410.50099065517304,\"calc_date\":20131231},{\"level_eod\":383.84498855142755,\"calc_date\":20140131},{\"level_eod\":396.56023854663187,\"calc_date\":20140228},{\"level_eod\":408.7326986377551,\"calc_date\":20140331},{\"level_eod\":410.0984923239168,\"calc_date\":20140430},{\"level_eod\":424.4132769791905,\"calc_date\":20140530},{\"level_eod\":435.6894395206403,\"calc_date\":20140630},{\"level_eod\":444.1138176521908,\"calc_date\":20140731},{\"level_eod\":454.12199254838754,\"calc_date\":20140829},{\"level_eod\":420.4617376910111,\"calc_date\":20140930},{\"level_eod\":425.41936007321635,\"calc_date\":20141031},{\"level_eod\":420.91954446542536,\"calc_date\":20141128},{\"level_eod\":401.52110174017145,\"calc_date\":20141231},{\"level_eod\":403.92802174445427,\"calc_date\":20150130},{\"level_eod\":416.4347496601578,\"calc_date\":20150227},{\"level_eod\":410.51284136152543,\"calc_date\":20150331},{\"level_eod\":442.0874898154418,\"calc_date\":20150430},{\"level_eod\":424.3834784212107,\"calc_date\":20150529},{\"level_eod\":413.36157822715495,\"calc_date\":20150630},{\"level_eod\":384.707821103821,\"calc_date\":20150731},{\"level_eod\":349.91220334853716,\"calc_date\":20150831},{\"level_eod\":339.3855158071046,\"calc_date\":20150930},{\"level_eod\":363.59519154896986,\"calc_date\":20151030},{\"level_eod\":349.41218581278184,\"calc_date\":20151130},{\"level_eod\":341.6232208269297,\"calc_date\":20151231},{\"level_eod\":319.46070147387593,\"calc_date\":20160129},{\"level_eod\":318.93798160889804,\"calc_date\":20160229},{\"level_eod\":361.14223411116154,\"calc_date\":20160331},{\"level_eod\":363.10498868484314,\"calc_date\":20160429},{\"level_eod\":349.5604241652135,\"calc_date\":20160531},{\"level_eod\":363.53136954685647,\"calc_date\":20160630},{\"level_eod\":381.8249085543466,\"calc_date\":20160729},{\"level_eod\":391.31408122142943,\"calc_date\":20160831},{\"level_eod\":396.34581280111246,\"calc_date\":20160930},{\"level_eod\":397.29084847531254,\"calc_date\":20161031},{\"level_eod\":379.0031712231379,\"calc_date\":20161130},{\"level_eod\":379.8400764857435,\"calc_date\":20161230},{\"level_eod\":400.6260731364599,\"calc_date\":20170131},{\"level_eod\":412.8899936212731,\"calc_date\":20170228},{\"level_eod\":423.3127426804414,\"calc_date\":20170331},{\"level_eod\":432.580492,\"calc_date\":20170428},{\"level_eod\":445.369462,\"calc_date\":20170531},{\"level_eod\":449.852805,\"calc_date\":20170630},{\"level_eod\":476.668313,\"calc_date\":20170731},{\"level_eod\":487.300587,\"calc_date\":20170831},{\"level_eod\":485.362974,\"calc_date\":20170929},{\"level_eod\":502.377752,\"calc_date\":20171031},{\"level_eod\":503.386216,\"calc_date\":20171130},{\"level_eod\":521.456347,\"calc_date\":20171229},{\"level_eod\":564.917531,\"calc_date\":20180131},{\"level_eod\":538.863922,\"calc_date\":20180228},{\"level_eod\":528.84462,\"calc_date\":20180330},{\"level_eod\":526.5048613001965,\"calc_date\":20180430},{\"level_eod\":507.8486655789627,\"calc_date\":20180531},{\"level_eod\":486.7490900183652,\"calc_date\":20180629},{\"level_eod\":497.44163521685255,\"calc_date\":20180731},{\"level_eod\":483.99122901484816,\"calc_date\":20180831},{\"level_eod\":481.4225237964442,\"calc_date\":20180928},{\"level_eod\":439.499004515587,\"calc_date\":20181031},{\"level_eod\":457.6106385791464,\"calc_date\":20181130},{\"level_eod\":445.487949,\"calc_date\":20181231},{\"level_eod\":484.4937817182199,\"calc_date\":20190131},{\"level_eod\":485.58305856637656,\"calc_date\":20190228},{\"level_eod\":489.65846417730694,\"calc_date\":20190329},{\"level_eod\":499.9666763056998,\"calc_date\":20190430},{\"level_eod\":463.68839599236185,\"calc_date\":20190531},{\"level_eod\":492.62771988870355,\"calc_date\":20190628},{\"level_eod\":486.6038847347418,\"calc_date\":20190731},{\"level_eod\":462.87866157895587,\"calc_date\":20190830},{\"level_eod\":471.7149159969536,\"calc_date\":20190930},{\"level_eod\":491.6056431400323,\"calc_date\":20191031},{\"level_eod\":490.92921579055803,\"calc_date\":20191129},{\"level_eod\":527.5551460078065,\"calc_date\":20191231},{\"level_eod\":502.9633388798838,\"calc_date\":20200131},{\"level_eod\":476.4404982210197,\"calc_date\":20200228},{\"level_eod\":403.0577942668652,\"calc_date\":20200331},{\"level_eod\":439.96734225056497,\"calc_date\":20200430},{\"level_eod\":443.34662211041115,\"calc_date\":20200529},{\"level_eod\":475.93660224520767,\"calc_date\":20200630},{\"level_eod\":518.4671724465458,\"calc_date\":20200731},{\"level_eod\":529.9276721643677,\"calc_date\":20200831},{\"level_eod\":521.4279958294331,\"calc_date\":20200930},{\"level_eod\":532.1709633192157,\"calc_date\":20201030},{\"level_eod\":581.3901087886279,\"calc_date\":20201130},{\"level_eod\":624.13011192012,\"calc_date\":20201231},{\"level_eod\":643.2645613488085,\"calc_date\":20210129},{\"level_eod\":648.1846885210772,\"calc_date\":20210226},{\"level_eod\":638.3954080478318,\"calc_date\":20210331},{\"level_eod\":654.2900217523685,\"calc_date\":20210430},{\"level_eod\":669.4632234610484,\"calc_date\":20210531},{\"level_eod\":670.6169728985849,\"calc_date\":20210630},{\"level_eod\":625.4854908883418,\"calc_date\":20210730},{\"level_eod\":641.8577430608931,\"calc_date\":20210831},{\"level_eod\":616.3498620853138,\"calc_date\":20210930},{\"level_eod\":622.4288125965392,\"calc_date\":20211029}]}},\n",
    "                {\"msci_index_code\":\"664220\",\"index_variant_type\":\"NETR\",\"ISO_currency_symbol\":\"USD\",\"indexes\":{\"INDEX_LEVELS\":[{\"level_eod\":436.623345613846,\"calc_date\":19940531},{\"level_eod\":431.17504557712266,\"calc_date\":19940630},{\"level_eod\":455.4012802437151,\"calc_date\":19940729},{\"level_eod\":519.4439338645692,\"calc_date\":19940831},{\"level_eod\":529.0984294551308,\"calc_date\":19940930},{\"level_eod\":527.1453237064165,\"calc_date\":19941031},{\"level_eod\":496.57740711485815,\"calc_date\":19941130},{\"level_eod\":476.59275920385267,\"calc_date\":19941230},{\"level_eod\":435.7953040140497,\"calc_date\":19950131},{\"level_eod\":435.9051060497555,\"calc_date\":19950228},{\"level_eod\":437.19641792692363,\"calc_date\":19950331},{\"level_eod\":447.14657741258264,\"calc_date\":19950428},{\"level_eod\":474.1491857353082,\"calc_date\":19950531},{\"level_eod\":472.6497478544716,\"calc_date\":19950630},{\"level_eod\":481.2954731448889,\"calc_date\":19950731},{\"level_eod\":468.1430696676442,\"calc_date\":19950831},{\"level_eod\":465.5491765550604,\"calc_date\":19950929},{\"level_eod\":451.46511044551335,\"calc_date\":19951031},{\"level_eod\":438.7630995372024,\"calc_date\":19951130},{\"level_eod\":458.450455272947,\"calc_date\":19951229},{\"level_eod\":494.1677887881135,\"calc_date\":19960131},{\"level_eod\":487.26511404670646,\"calc_date\":19960229},{\"level_eod\":487.53841288353004,\"calc_date\":19960329},{\"level_eod\":504.41144039274775,\"calc_date\":19960430},{\"level_eod\":497.54143689044827,\"calc_date\":19960531},{\"level_eod\":499.1431438867095,\"calc_date\":19960628},{\"level_eod\":465.06031715063045,\"calc_date\":19960731},{\"level_eod\":476.6776108171424,\"calc_date\":19960830},{\"level_eod\":480.0487330857864,\"calc_date\":19960930},{\"level_eod\":466.5635808204382,\"calc_date\":19961031},{\"level_eod\":472.929006140297,\"calc_date\":19961129},{\"level_eod\":473.0742129189135,\"calc_date\":19961231},{\"level_eod\":504.82481479923524,\"calc_date\":19970131},{\"level_eod\":529.0108951796512,\"calc_date\":19970228},{\"level_eod\":515.7151253823312,\"calc_date\":19970331},{\"level_eod\":506.06803738647403,\"calc_date\":19970430},{\"level_eod\":513.196664205412,\"calc_date\":19970530},{\"level_eod\":538.6276794657949,\"calc_date\":19970630},{\"level_eod\":543.6241979956212,\"calc_date\":19970731},{\"level_eod\":473.8618092079926,\"calc_date\":19970829},{\"level_eod\":479.39675450702754,\"calc_date\":19970930},{\"level_eod\":398.28983845275616,\"calc_date\":19971031},{\"level_eod\":378.06415686747044,\"calc_date\":19971128},{\"level_eod\":379.68773101909267,\"calc_date\":19971231},{\"level_eod\":352.97387901463605,\"calc_date\":19980130},{\"level_eod\":390.3835017287451,\"calc_date\":19980227},{\"level_eod\":403.66781961113685,\"calc_date\":19980331},{\"level_eod\":400.9630370276719,\"calc_date\":19980430},{\"level_eod\":347.9350786223659,\"calc_date\":19980529},{\"level_eod\":308.2060798461145,\"calc_date\":19980630},{\"level_eod\":313.84467039809573,\"calc_date\":19980731},{\"level_eod\":225.83059611120635,\"calc_date\":19980831},{\"level_eod\":233.6332643885123,\"calc_date\":19980930},{\"level_eod\":256.801355029934,\"calc_date\":19981030},{\"level_eod\":275.4728740040901,\"calc_date\":19981130},{\"level_eod\":267.0399971278139,\"calc_date\":19981231},{\"level_eod\":253.56448937633536,\"calc_date\":19990129},{\"level_eod\":256.83428512119093,\"calc_date\":19990226},{\"level_eod\":291.3762930736161,\"calc_date\":19990331},{\"level_eod\":328.0523528998054,\"calc_date\":19990430},{\"level_eod\":324.57651391546176,\"calc_date\":19990531},{\"level_eod\":357.89778786508674,\"calc_date\":19990630},{\"level_eod\":349.3522867515681,\"calc_date\":19990730},{\"level_eod\":347.39381785925883,\"calc_date\":19990831},{\"level_eod\":333.47836262261063,\"calc_date\":19990930},{\"level_eod\":341.00873004605705,\"calc_date\":19991029},{\"level_eod\":374.8046541369639,\"calc_date\":19991130},{\"level_eod\":434.27668267392227,\"calc_date\":19991231},{\"level_eod\":436.08194589543655,\"calc_date\":20000131},{\"level_eod\":435.189432456359,\"calc_date\":20000229},{\"level_eod\":435.00763836798444,\"calc_date\":20000331},{\"level_eod\":389.09095903460945,\"calc_date\":20000428},{\"level_eod\":368.24571225565063,\"calc_date\":20000531},{\"level_eod\":379.9851592006377,\"calc_date\":20000630},{\"level_eod\":361.4108716762286,\"calc_date\":20000731},{\"level_eod\":365.1447137991357,\"calc_date\":20000831},{\"level_eod\":328.85801394646904,\"calc_date\":20000929},{\"level_eod\":302.46251370644956,\"calc_date\":20001031},{\"level_eod\":277.5429689223484,\"calc_date\":20001130},{\"level_eod\":280.9261349688975,\"calc_date\":20001229},{\"level_eod\":319.0162143415232,\"calc_date\":20010131},{\"level_eod\":295.2852307276776,\"calc_date\":20010228},{\"level_eod\":267.5543988241463,\"calc_date\":20010330},{\"level_eod\":278.6319584529915,\"calc_date\":20010430},{\"level_eod\":281.5973135538043,\"calc_date\":20010531},{\"level_eod\":276.48783001871703,\"calc_date\":20010629},{\"level_eod\":258.62305985094474,\"calc_date\":20010731},{\"level_eod\":255.8424547282524,\"calc_date\":20010831},{\"level_eod\":216.46459718988712,\"calc_date\":20010928},{\"level_eod\":228.30871392119838,\"calc_date\":20011031},{\"level_eod\":253.59530335265495,\"calc_date\":20011130},{\"level_eod\":275.2502127482271,\"calc_date\":20011231},{\"level_eod\":284.3673353113554,\"calc_date\":20020131},{\"level_eod\":288.4537479138512,\"calc_date\":20020228},{\"level_eod\":307.20520993027543,\"calc_date\":20020329},{\"level_eod\":309.2727331753411,\"calc_date\":20020430},{\"level_eod\":302.70152706329225,\"calc_date\":20020531},{\"level_eod\":279.6688988303103,\"calc_date\":20020628},{\"level_eod\":259.550408880659,\"calc_date\":20020731},{\"level_eod\":263.4274447327306,\"calc_date\":20020830},{\"level_eod\":234.89226985755835,\"calc_date\":20020930},{\"level_eod\":249.34659919497972,\"calc_date\":20021031},{\"level_eod\":266.02600140934334,\"calc_date\":20021129},{\"level_eod\":257.3884745288105,\"calc_date\":20021231},{\"level_eod\":257.5995401088164,\"calc_date\":20030131},{\"level_eod\":250.10741203261335,\"calc_date\":20030228},{\"level_eod\":241.9256552739571,\"calc_date\":20030331},{\"level_eod\":262.3089873198725,\"calc_date\":20030430},{\"level_eod\":281.4139616346785,\"calc_date\":20030530},{\"level_eod\":298.0662226895273,\"calc_date\":20030630},{\"level_eod\":315.7472514180353,\"calc_date\":20030731},{\"level_eod\":336.5013502968731,\"calc_date\":20030829},{\"level_eod\":338.0748638470321,\"calc_date\":20030930},{\"level_eod\":365.3119607734221,\"calc_date\":20031031},{\"level_eod\":371.1517224534154,\"calc_date\":20031128},{\"level_eod\":396.2977451232025,\"calc_date\":20031231},{\"level_eod\":410.8931025960749,\"calc_date\":20040130},{\"level_eod\":430.9514164243079,\"calc_date\":20040227},{\"level_eod\":436.62294000662945,\"calc_date\":20040331},{\"level_eod\":402.5399141414973,\"calc_date\":20040430},{\"level_eod\":394.3903192868084,\"calc_date\":20040531},{\"level_eod\":395.2980949367433,\"calc_date\":20040630},{\"level_eod\":386.41918404179467,\"calc_date\":20040730},{\"level_eod\":402.6723158764845,\"calc_date\":20040831},{\"level_eod\":425.8622369516016,\"calc_date\":20040930},{\"level_eod\":436.75354434544545,\"calc_date\":20041029},{\"level_eod\":477.14033288542316,\"calc_date\":20041130},{\"level_eod\":501.77534782347897,\"calc_date\":20041231},{\"level_eod\":502.82926167680597,\"calc_date\":20050131},{\"level_eod\":546.5862911671175,\"calc_date\":20050228},{\"level_eod\":511.64283095323225,\"calc_date\":20050331},{\"level_eod\":497.6185410539312,\"calc_date\":20050429},{\"level_eod\":514.6578663795143,\"calc_date\":20050531},{\"level_eod\":532.6238223110522,\"calc_date\":20050630},{\"level_eod\":568.3841541592169,\"calc_date\":20050729},{\"level_eod\":571.792129459355,\"calc_date\":20050831},{\"level_eod\":621.6792577814283,\"calc_date\":20050930},{\"level_eod\":581.4148795147263,\"calc_date\":20051031},{\"level_eod\":629.9419044051385,\"calc_date\":20051130},{\"level_eod\":669.7130837034246,\"calc_date\":20051230},{\"level_eod\":740.6773702093054,\"calc_date\":20060131},{\"level_eod\":740.2456952417087,\"calc_date\":20060228},{\"level_eod\":746.1401937823637,\"calc_date\":20060331},{\"level_eod\":800.2687721744338,\"calc_date\":20060428},{\"level_eod\":720.1345315786291,\"calc_date\":20060531},{\"level_eod\":712.66847071508,\"calc_date\":20060630},{\"level_eod\":722.3628911720745,\"calc_date\":20060731},{\"level_eod\":741.1955021089881,\"calc_date\":20060831},{\"level_eod\":748.7097966439857,\"calc_date\":20060929},{\"level_eod\":784.0172312618824,\"calc_date\":20061031},{\"level_eod\":844.0167158080997,\"calc_date\":20061130},{\"level_eod\":882.038343612156,\"calc_date\":20061229},{\"level_eod\":872.7140282754224,\"calc_date\":20070131},{\"level_eod\":871.1300776545772,\"calc_date\":20070228},{\"level_eod\":905.8727347208338,\"calc_date\":20070330},{\"level_eod\":950.4745801263549,\"calc_date\":20070430},{\"level_eod\":1000.0,\"calc_date\":20070531},{\"level_eod\":1047.1832901395753,\"calc_date\":20070629},{\"level_eod\":1106.8915242220178,\"calc_date\":20070731},{\"level_eod\":1079.0641877239223,\"calc_date\":20070831},{\"level_eod\":1193.874235042104,\"calc_date\":20070928},{\"level_eod\":1321.7855087656478,\"calc_date\":20071031},{\"level_eod\":1228.7085421202025,\"calc_date\":20071130},{\"level_eod\":1233.3206096281046,\"calc_date\":20071231},{\"level_eod\":1076.137628518661,\"calc_date\":20080131},{\"level_eod\":1155.700797964458,\"calc_date\":20080229},{\"level_eod\":1093.3952793328895,\"calc_date\":20080331},{\"level_eod\":1179.2983155489042,\"calc_date\":20080430},{\"level_eod\":1198.324610424184,\"calc_date\":20080530},{\"level_eod\":1076.1172588795337,\"calc_date\":20080630},{\"level_eod\":1037.5089210284916,\"calc_date\":20080731},{\"level_eod\":955.5028862327509,\"calc_date\":20080829},{\"level_eod\":785.1377727998591,\"calc_date\":20080930},{\"level_eod\":567.8509907292225,\"calc_date\":20081031},{\"level_eod\":526.1026454002616,\"calc_date\":20081128},{\"level_eod\":570.0229660464165,\"calc_date\":20081231},{\"level_eod\":533.3633088458682,\"calc_date\":20090130},{\"level_eod\":504.3845412861276,\"calc_date\":20090227},{\"level_eod\":576.7472328908598,\"calc_date\":20090331},{\"level_eod\":676.4404180067295,\"calc_date\":20090430},{\"level_eod\":796.7978067739787,\"calc_date\":20090529},{\"level_eod\":787.103748332201,\"calc_date\":20090630},{\"level_eod\":876.9209229880364,\"calc_date\":20090731},{\"level_eod\":875.3501737314781,\"calc_date\":20090831},{\"level_eod\":953.7871103909581,\"calc_date\":20090930},{\"level_eod\":955.5636456199758,\"calc_date\":20091030},{\"level_eod\":997.0851103188071,\"calc_date\":20091130},{\"level_eod\":1039.5127124918404,\"calc_date\":20091231},{\"level_eod\":983.90073019022,\"calc_date\":20100129},{\"level_eod\":987.2139373176973,\"calc_date\":20100226},{\"level_eod\":1067.8184206462442,\"calc_date\":20100331},{\"level_eod\":1082.398149773794,\"calc_date\":20100430},{\"level_eod\":985.0279867731285,\"calc_date\":20100531},{\"level_eod\":980.4734562099712,\"calc_date\":20100630},{\"level_eod\":1060.6949572977737,\"calc_date\":20100730},{\"level_eod\":1043.037538197077,\"calc_date\":20100831},{\"level_eod\":1160.2769012464535,\"calc_date\":20100930},{\"level_eod\":1195.9205675049432,\"calc_date\":20101029},{\"level_eod\":1165.0337063137792,\"calc_date\":20101130},{\"level_eod\":1246.3786225584222,\"calc_date\":20101231},{\"level_eod\":1211.7878667486075,\"calc_date\":20110131},{\"level_eod\":1196.1698608429906,\"calc_date\":20110228},{\"level_eod\":1264.7426071607254,\"calc_date\":20110331},{\"level_eod\":1305.9739695417136,\"calc_date\":20110429},{\"level_eod\":1270.9245433569379,\"calc_date\":20110531},{\"level_eod\":1250.3915980588413,\"calc_date\":20110630},{\"level_eod\":1248.363270637161,\"calc_date\":20110729},{\"level_eod\":1133.4509017167497,\"calc_date\":20110831},{\"level_eod\":966.3727046995491,\"calc_date\":20110930},{\"level_eod\":1090.462749373793,\"calc_date\":20111031},{\"level_eod\":1015.815155726995,\"calc_date\":20111130},{\"level_eod\":1003.4449344857245,\"calc_date\":20111230},{\"level_eod\":1116.603539428924,\"calc_date\":20120131},{\"level_eod\":1187.08443052168,\"calc_date\":20120229},{\"level_eod\":1147.5808663203466,\"calc_date\":20120330},{\"level_eod\":1132.9482393708722,\"calc_date\":20120430},{\"level_eod\":1008.8120154023435,\"calc_date\":20120531},{\"level_eod\":1046.7268088279195,\"calc_date\":20120629},{\"level_eod\":1064.5755701974147,\"calc_date\":20120731},{\"level_eod\":1064.158963676327,\"calc_date\":20120831},{\"level_eod\":1128.5628290977425,\"calc_date\":20120928},{\"level_eod\":1120.618894590625,\"calc_date\":20121031},{\"level_eod\":1135.4620969777816,\"calc_date\":20121130},{\"level_eod\":1190.8840525449198,\"calc_date\":20121231},{\"level_eod\":1209.1316110688176,\"calc_date\":20130131},{\"level_eod\":1197.2928528052216,\"calc_date\":20130228},{\"level_eod\":1179.5339177627777,\"calc_date\":20130329},{\"level_eod\":1190.2305325970435,\"calc_date\":20130430},{\"level_eod\":1162.5219136424,\"calc_date\":20130531},{\"level_eod\":1085.006772103656,\"calc_date\":20130628},{\"level_eod\":1095.6949380192027,\"calc_date\":20130731},{\"level_eod\":1074.6829121675453,\"calc_date\":20130830},{\"level_eod\":1144.5291076235524,\"calc_date\":20130930},{\"level_eod\":1198.4428552766542,\"calc_date\":20131031},{\"level_eod\":1180.5076282099405,\"calc_date\":20131129},{\"level_eod\":1164.7372169527803,\"calc_date\":20131231},{\"level_eod\":1094.529926632022,\"calc_date\":20140131},{\"level_eod\":1132.0016366162117,\"calc_date\":20140228},{\"level_eod\":1165.4021241883493,\"calc_date\":20140331},{\"level_eod\":1169.375638972085,\"calc_date\":20140430},{\"level_eod\":1209.4490516501496,\"calc_date\":20140530},{\"level_eod\":1240.2494002405383,\"calc_date\":20140630},{\"level_eod\":1262.2554709430622,\"calc_date\":20140731},{\"level_eod\":1290.916293348677,\"calc_date\":20140829},{\"level_eod\":1200.2772909210382,\"calc_date\":20140930},{\"level_eod\":1209.8010372772203,\"calc_date\":20141031},{\"level_eod\":1196.2663247888086,\"calc_date\":20141128},{\"level_eod\":1143.8833429107403,\"calc_date\":20141231},{\"level_eod\":1152.0104677318138,\"calc_date\":20150130},{\"level_eod\":1186.3993202607267,\"calc_date\":20150227},{\"level_eod\":1171.5400201127563,\"calc_date\":20150331},{\"level_eod\":1263.7857312426659,\"calc_date\":20150430},{\"level_eod\":1220.6632451528176,\"calc_date\":20150529},{\"level_eod\":1185.5169103927642,\"calc_date\":20150630},{\"level_eod\":1101.9469595251041,\"calc_date\":20150731},{\"level_eod\":1001.3466202758582,\"calc_date\":20150831},{\"level_eod\":975.3139523662918,\"calc_date\":20150930},{\"level_eod\":1043.2247123246157,\"calc_date\":20151030},{\"level_eod\":1004.4331462652766,\"calc_date\":20151130},{\"level_eod\":985.3130982487321,\"calc_date\":20151231},{\"level_eod\":919.4205193937977,\"calc_date\":20160129},{\"level_eod\":917.6636135454941,\"calc_date\":20160229},{\"level_eod\":1034.924309699755,\"calc_date\":20160331},{\"level_eod\":1041.8907085970056,\"calc_date\":20160429},{\"level_eod\":1003.3216046519861,\"calc_date\":20160531},{\"level_eod\":1041.3495951764787,\"calc_date\":20160630},{\"level_eod\":1092.6545345793088,\"calc_date\":20160729},{\"level_eod\":1118.8302099020702,\"calc_date\":20160831},{\"level_eod\":1133.2599856474715,\"calc_date\":20160930},{\"level_eod\":1133.288001716513,\"calc_date\":20161031},{\"level_eod\":1081.0250942272987,\"calc_date\":20161130},{\"level_eod\":1082.860737023636,\"calc_date\":20161230},{\"level_eod\":1140.9827762902032,\"calc_date\":20170131},{\"level_eod\":1179.1245402751376,\"calc_date\":20170228},{\"level_eod\":1209.0552083992054,\"calc_date\":20170331},{\"level_eod\":1233.807155,\"calc_date\":20170428},{\"level_eod\":1266.581022,\"calc_date\":20170531},{\"level_eod\":1278.956692,\"calc_date\":20170630},{\"level_eod\":1351.15012,\"calc_date\":20170731},{\"level_eod\":1380.797362,\"calc_date\":20170831},{\"level_eod\":1376.093228,\"calc_date\":20170929},{\"level_eod\":1424.342738,\"calc_date\":20171031},{\"level_eod\":1430.0959,\"calc_date\":20171130},{\"level_eod\":1481.64245,\"calc_date\":20171229},{\"level_eod\":1600.209338,\"calc_date\":20180131},{\"level_eod\":1527.457774,\"calc_date\":20180228},{\"level_eod\":1500.213787,\"calc_date\":20180330},{\"level_eod\":1494.2140138452726,\"calc_date\":20180430},{\"level_eod\":1444.100015255268,\"calc_date\":20180531},{\"level_eod\":1379.962282312131,\"calc_date\":20180629},{\"level_eod\":1408.7011754211019,\"calc_date\":20180731},{\"level_eod\":1371.5800714263573,\"calc_date\":20180831},{\"level_eod\":1359.9196750994452,\"calc_date\":20180928},{\"level_eod\":1238.703834754937,\"calc_date\":20181031},{\"level_eod\":1291.5746117251042,\"calc_date\":20181130},{\"level_eod\":1258.86483,\"calc_date\":20181231},{\"level_eod\":1364.3013816173225,\"calc_date\":20190131},{\"level_eod\":1368.9711653103998,\"calc_date\":20190228},{\"level_eod\":1380.620314004928,\"calc_date\":20190329},{\"level_eod\":1406.8197032615565,\"calc_date\":20190430},{\"level_eod\":1308.2578630101043,\"calc_date\":20190531},{\"level_eod\":1386.5008794685255,\"calc_date\":20190628},{\"level_eod\":1369.1382337957393,\"calc_date\":20190731},{\"level_eod\":1302.1921619365478,\"calc_date\":20190830},{\"level_eod\":1327.137979580016,\"calc_date\":20190930},{\"level_eod\":1382.5273018555001,\"calc_date\":20191031},{\"level_eod\":1379.9340123945328,\"calc_date\":20191129},{\"level_eod\":1480.9128273862752,\"calc_date\":20191231},{\"level_eod\":1412.9116065830665,\"calc_date\":20200131},{\"level_eod\":1335.759793946817,\"calc_date\":20200228},{\"level_eod\":1119.5130739321785,\"calc_date\":20200331},{\"level_eod\":1227.0518179183466,\"calc_date\":20200430},{\"level_eod\":1238.3813519682594,\"calc_date\":20200529},{\"level_eod\":1331.4411465772434,\"calc_date\":20200630},{\"level_eod\":1450.8200763270022,\"calc_date\":20200731},{\"level_eod\":1485.6429439900608,\"calc_date\":20200831},{\"level_eod\":1461.756815434929,\"calc_date\":20200930},{\"level_eod\":1488.1158461210844,\"calc_date\":20201030},{\"level_eod\":1632.6639205845593,\"calc_date\":20201130},{\"level_eod\":1753.3145248409755,\"calc_date\":20201231},{\"level_eod\":1801.5265152189,\"calc_date\":20210129},{\"level_eod\":1825.0526849682697,\"calc_date\":20210226},{\"level_eod\":1803.3759085650076,\"calc_date\":20210331},{\"level_eod\":1855.2437114465517,\"calc_date\":20210430},{\"level_eod\":1898.650007437205,\"calc_date\":20210531},{\"level_eod\":1906.7072196641575,\"calc_date\":20210630},{\"level_eod\":1790.6364678437915,\"calc_date\":20210730},{\"level_eod\":1834.2568356399674,\"calc_date\":20210831},{\"level_eod\":1765.8101917588062,\"calc_date\":20210930},{\"level_eod\":1781.4477713371673,\"calc_date\":20211029}]}},\n",
    "                {\"msci_index_code\":\"106230\",\"index_variant_type\":\"NETR\",\"ISO_currency_symbol\":\"USD\",\"indexes\":{\"INDEX_LEVELS\":[{\"level_eod\":100.0,\"calc_date\":20001229},{\"level_eod\":103.70653019744896,\"calc_date\":20010131},{\"level_eod\":100.68781162456185,\"calc_date\":20010228},{\"level_eod\":95.11581035682688,\"calc_date\":20010330},{\"level_eod\":102.61044136085881,\"calc_date\":20010430},{\"level_eod\":103.71681388678928,\"calc_date\":20010531},{\"level_eod\":103.45526786344104,\"calc_date\":20010629},{\"level_eod\":100.01604314411084,\"calc_date\":20010731},{\"level_eod\":99.79946794264046,\"calc_date\":20010831},{\"level_eod\":86.69987095658196,\"calc_date\":20010928},{\"level_eod\":92.49466835864432,\"calc_date\":20011031},{\"level_eod\":98.31358678675221,\"calc_date\":20011130},{\"level_eod\":100.826951826777,\"calc_date\":20011231},{\"level_eod\":98.75274900726573,\"calc_date\":20020131},{\"level_eod\":97.90232130256605,\"calc_date\":20020228},{\"level_eod\":105.49842064814042,\"calc_date\":20020329},{\"level_eod\":107.15944595235287,\"calc_date\":20020430},{\"level_eod\":106.85127633019682,\"calc_date\":20020531},{\"level_eod\":101.28702192011828,\"calc_date\":20020628},{\"level_eod\":90.26912556401055,\"calc_date\":20020731},{\"level_eod\":89.83601535213695,\"calc_date\":20020830},{\"level_eod\":83.02325075629383,\"calc_date\":20020930},{\"level_eod\":84.01416661249463,\"calc_date\":20021031},{\"level_eod\":88.74417269419182,\"calc_date\":20021129},{\"level_eod\":84.68520825283534,\"calc_date\":20021231},{\"level_eod\":83.17787140849408,\"calc_date\":20030131},{\"level_eod\":81.71915999682416,\"calc_date\":20030228},{\"level_eod\":81.84936471709098,\"calc_date\":20030331},{\"level_eod\":90.2699840449208,\"calc_date\":20030430},{\"level_eod\":99.66819948955347,\"calc_date\":20030530},{\"level_eod\":102.89238801014851,\"calc_date\":20030630},{\"level_eod\":107.01070732528478,\"calc_date\":20030731},{\"level_eod\":113.70588495536707,\"calc_date\":20030829},{\"level_eod\":115.81004436901182,\"calc_date\":20030930},{\"level_eod\":126.01346343499034,\"calc_date\":20031031},{\"level_eod\":128.26542441111187,\"calc_date\":20031128},{\"level_eod\":133.6219623959613,\"calc_date\":20031231},{\"level_eod\":139.35895209227536,\"calc_date\":20040130},{\"level_eod\":142.2222350824401,\"calc_date\":20040227},{\"level_eod\":146.1786703425132,\"calc_date\":20040331},{\"level_eod\":139.51523404477214,\"calc_date\":20040430},{\"level_eod\":140.10861165658784,\"calc_date\":20040531},{\"level_eod\":146.31211173837266,\"calc_date\":20040630},{\"level_eod\":138.76750134941125,\"calc_date\":20040730},{\"level_eod\":138.57468084014792,\"calc_date\":20040831},{\"level_eod\":143.62831362769657,\"calc_date\":20040930},{\"level_eod\":147.810467,\"calc_date\":20041029},{\"level_eod\":159.58159123448078,\"calc_date\":20041130},{\"level_eod\":166.1048538407759,\"calc_date\":20041231},{\"level_eod\":163.99440684524868,\"calc_date\":20050131},{\"level_eod\":169.29563209996584,\"calc_date\":20050228},{\"level_eod\":165.3645132103639,\"calc_date\":20050331},{\"level_eod\":158.8188574255232,\"calc_date\":20050429},{\"level_eod\":163.72083420640536,\"calc_date\":20050531},{\"level_eod\":168.53238488543118,\"calc_date\":20050630},{\"level_eod\":177.25649648473527,\"calc_date\":20050729},{\"level_eod\":179.0387173268334,\"calc_date\":20050831},{\"level_eod\":183.56406817718835,\"calc_date\":20050930},{\"level_eod\":177.42714836028625,\"calc_date\":20051031},{\"level_eod\":184.6373886606484,\"calc_date\":20051130},{\"level_eod\":192.1922291437682,\"calc_date\":20051230},{\"level_eod\":206.7335777356998,\"calc_date\":20060131},{\"level_eod\":205.07389013470595,\"calc_date\":20060228},{\"level_eod\":214.60061238751092,\"calc_date\":20060331},{\"level_eod\":220.18603200456243,\"calc_date\":20060428},{\"level_eod\":207.83098242676488,\"calc_date\":20060531},{\"level_eod\":204.5719230304298,\"calc_date\":20060630},{\"level_eod\":198.8511046774584,\"calc_date\":20060731},{\"level_eod\":204.4024204902473,\"calc_date\":20060831},{\"level_eod\":205.06526230650618,\"calc_date\":20060929},{\"level_eod\":214.05622233531415,\"calc_date\":20061031},{\"level_eod\":221.5019342034169,\"calc_date\":20061130},{\"level_eod\":225.2483512034139,\"calc_date\":20061229},{\"level_eod\":229.33203399375773,\"calc_date\":20070131},{\"level_eod\":231.1081574431185,\"calc_date\":20070228},{\"level_eod\":236.82318210182828,\"calc_date\":20070330},{\"level_eod\":244.52132725842654,\"calc_date\":20070430},{\"level_eod\":250.77566699892,\"calc_date\":20070531},{\"level_eod\":248.82961240026054,\"calc_date\":20070629},{\"level_eod\":240.54572912154532,\"calc_date\":20070731},{\"level_eod\":233.68788567520716,\"calc_date\":20070831},{\"level_eod\":238.52631330972085,\"calc_date\":20070928},{\"level_eod\":250.17914029350393,\"calc_date\":20071031},{\"level_eod\":231.24494227126374,\"calc_date\":20071130},{\"level_eod\":227.0220616508614,\"calc_date\":20071231},{\"level_eod\":209.01677277549484,\"calc_date\":20080131},{\"level_eod\":210.69849306716574,\"calc_date\":20080229},{\"level_eod\":208.57150873045384,\"calc_date\":20080331},{\"level_eod\":216.9753919916732,\"calc_date\":20080430},{\"level_eod\":224.78658839247566,\"calc_date\":20080530},{\"level_eod\":206.63018622878522,\"calc_date\":20080630},{\"level_eod\":202.91804485919693,\"calc_date\":20080731},{\"level_eod\":202.78069314220127,\"calc_date\":20080829},{\"level_eod\":175.8255686840375,\"calc_date\":20080930},{\"level_eod\":136.02286283538717,\"calc_date\":20081031},{\"level_eod\":124.4506435027407,\"calc_date\":20081128},{\"level_eod\":131.9531981295862,\"calc_date\":20081231},{\"level_eod\":121.86358873672302,\"calc_date\":20090130},{\"level_eod\":109.15502966984177,\"calc_date\":20090227},{\"level_eod\":118.13171690571819,\"calc_date\":20090331},{\"level_eod\":137.6599395361488,\"calc_date\":20090430},{\"level_eod\":149.63655807668846,\"calc_date\":20090529},{\"level_eod\":151.31777839437672,\"calc_date\":20090630},{\"level_eod\":164.61364893912855,\"calc_date\":20090731},{\"level_eod\":174.65430568206338,\"calc_date\":20090831},{\"level_eod\":184.937181069285,\"calc_date\":20090930},{\"level_eod\":177.65277388775996,\"calc_date\":20091030},{\"level_eod\":181.8524080476234,\"calc_date\":20091130},{\"level_eod\":190.17270935686437,\"calc_date\":20091231},{\"level_eod\":185.5958906461406,\"calc_date\":20100129},{\"level_eod\":189.89952719458987,\"calc_date\":20100226},{\"level_eod\":204.5524877028162,\"calc_date\":20100331},{\"level_eod\":212.4352934802112,\"calc_date\":20100430},{\"level_eod\":192.02397252207376,\"calc_date\":20100531},{\"level_eod\":183.0733311073455,\"calc_date\":20100630},{\"level_eod\":197.28876887699383,\"calc_date\":20100730},{\"level_eod\":188.2095834167942,\"calc_date\":20100831},{\"level_eod\":209.87458407963854,\"calc_date\":20100930},{\"level_eod\":218.17106583390446,\"calc_date\":20101029},{\"level_eod\":219.27954663346407,\"calc_date\":20101130},{\"level_eod\":239.86197036094129,\"calc_date\":20101231},{\"level_eod\":242.02283632694463,\"calc_date\":20110131},{\"level_eod\":251.81998263871472,\"calc_date\":20110228},{\"level_eod\":254.78855052860453,\"calc_date\":20110331},{\"level_eod\":264.44335344842517,\"calc_date\":20110429},{\"level_eod\":259.0037149318676,\"calc_date\":20110531},{\"level_eod\":253.36287669624696,\"calc_date\":20110630},{\"level_eod\":247.4659220126203,\"calc_date\":20110729},{\"level_eod\":227.0424085300113,\"calc_date\":20110831},{\"level_eod\":201.55481723600903,\"calc_date\":20110930},{\"level_eod\":225.38495784174404,\"calc_date\":20111031},{\"level_eod\":219.96633776223857,\"calc_date\":20111130},{\"level_eod\":218.12599242960786,\"calc_date\":20111230},{\"level_eod\":234.59534114181923,\"calc_date\":20120131},{\"level_eod\":245.26174311698134,\"calc_date\":20120229},{\"level_eod\":247.58839127919416,\"calc_date\":20120330},{\"level_eod\":245.82281204785951,\"calc_date\":20120430},{\"level_eod\":223.88756387192677,\"calc_date\":20120531},{\"level_eod\":231.9633941642338,\"calc_date\":20120629},{\"level_eod\":231.6258721928295,\"calc_date\":20120731},{\"level_eod\":239.22832992289406,\"calc_date\":20120831},{\"level_eod\":247.59742704257965,\"calc_date\":20120928},{\"level_eod\":246.16155532892333,\"calc_date\":20121031},{\"level_eod\":248.5716716211966,\"calc_date\":20121130},{\"level_eod\":256.40361303040373,\"calc_date\":20121231},{\"level_eod\":271.3514768983045,\"calc_date\":20130131},{\"level_eod\":273.56911400107344,\"calc_date\":20130228},{\"level_eod\":282.9797400931374,\"calc_date\":20130329},{\"level_eod\":286.4462018932171,\"calc_date\":20130430},{\"level_eod\":289.37417074201625,\"calc_date\":20130531},{\"level_eod\":283.1294395938777,\"calc_date\":20130628},{\"level_eod\":301.3486892762965,\"calc_date\":20130731},{\"level_eod\":295.5479251716708,\"calc_date\":20130830},{\"level_eod\":315.9704628424649,\"calc_date\":20130930},{\"level_eod\":325.6978285626102,\"calc_date\":20131031},{\"level_eod\":331.6016770739782,\"calc_date\":20131129},{\"level_eod\":339.428580856785,\"calc_date\":20131231},{\"level_eod\":333.10870137838367,\"calc_date\":20140131},{\"level_eod\":350.6219689398801,\"calc_date\":20140228},{\"level_eod\":349.0369119001861,\"calc_date\":20140331},{\"level_eod\":343.2079675939596,\"calc_date\":20140430},{\"level_eod\":347.03944962959633,\"calc_date\":20140530},{\"level_eod\":360.62792632503636,\"calc_date\":20140630},{\"level_eod\":346.08841117703025,\"calc_date\":20140731},{\"level_eod\":356.7406254618042,\"calc_date\":20140829},{\"level_eod\":336.7324930677916,\"calc_date\":20140930},{\"level_eod\":342.44710929032817,\"calc_date\":20141031},{\"level_eod\":343.9479488644617,\"calc_date\":20141128},{\"level_eod\":345.8654142032652,\"calc_date\":20141231},{\"level_eod\":339.6165138071463,\"calc_date\":20150130},{\"level_eod\":360.5472268042397,\"calc_date\":20150227},{\"level_eod\":361.2506281244435,\"calc_date\":20150331},{\"level_eod\":364.60949420201496,\"calc_date\":20150430},{\"level_eod\":369.86829431178353,\"calc_date\":20150529},{\"level_eod\":366.49338744186065,\"calc_date\":20150630},{\"level_eod\":364.8930968927736,\"calc_date\":20150731},{\"level_eod\":345.5497519746497,\"calc_date\":20150831},{\"level_eod\":330.808565052472,\"calc_date\":20150930},{\"level_eod\":349.7940765437421,\"calc_date\":20151030},{\"level_eod\":353.7091843033928,\"calc_date\":20151130},{\"level_eod\":344.7950515763421,\"calc_date\":20151231},{\"level_eod\":318.00199776920846,\"calc_date\":20160129},{\"level_eod\":320.1923057368839,\"calc_date\":20160229},{\"level_eod\":347.1158780747546,\"calc_date\":20160331},{\"level_eod\":355.274281059257,\"calc_date\":20160429},{\"level_eod\":359.5272609382825,\"calc_date\":20160531},{\"level_eod\":352.70431467127804,\"calc_date\":20160630},{\"level_eod\":372.1455329343164,\"calc_date\":20160729},{\"level_eod\":372.6798475327618,\"calc_date\":20160831},{\"level_eod\":378.2506885417273,\"calc_date\":20160930},{\"level_eod\":364.3183845902452,\"calc_date\":20161031},{\"level_eod\":379.5755541146403,\"calc_date\":20161130},{\"level_eod\":388.6249304247677,\"calc_date\":20161230},{\"level_eod\":397.56342490390927,\"calc_date\":20170131},{\"level_eod\":406.01686602365197,\"calc_date\":20170228},{\"level_eod\":409.00759518032254,\"calc_date\":20170331},{\"level_eod\":417.236754,\"calc_date\":20170428},{\"level_eod\":419.88052,\"calc_date\":20170531},{\"level_eod\":426.410649,\"calc_date\":20170630},{\"level_eod\":436.079574,\"calc_date\":20170731},{\"level_eod\":435.818754,\"calc_date\":20170831},{\"level_eod\":453.012071,\"calc_date\":20170929},{\"level_eod\":459.584366,\"calc_date\":20171031},{\"level_eod\":469.626373,\"calc_date\":20171130},{\"level_eod\":476.687525,\"calc_date\":20171229},{\"level_eod\":493.560769,\"calc_date\":20180131},{\"level_eod\":473.817188,\"calc_date\":20180228},{\"level_eod\":474.056579,\"calc_date\":20180330},{\"level_eod\":478.40629628084014,\"calc_date\":20180430},{\"level_eod\":491.169085801296,\"calc_date\":20180531},{\"level_eod\":489.54229197452094,\"calc_date\":20180629},{\"level_eod\":495.49442789267295,\"calc_date\":20180731},{\"level_eod\":506.37938669540006,\"calc_date\":20180831},{\"level_eod\":499.1301883225033,\"calc_date\":20180928},{\"level_eod\":449.6671645294461,\"calc_date\":20181031},{\"level_eod\":452.5395598107222,\"calc_date\":20181130},{\"level_eod\":410.63862008470585,\"calc_date\":20181231},{\"level_eod\":452.9308141032669,\"calc_date\":20190131},{\"level_eod\":469.9246498523295,\"calc_date\":20190228},{\"level_eod\":466.96630227852125,\"calc_date\":20190329},{\"level_eod\":481.53776685303814,\"calc_date\":20190430},{\"level_eod\":450.0192417654777,\"calc_date\":20190531},{\"level_eod\":476.18408029350627,\"calc_date\":20190628},{\"level_eod\":478.92024621492425,\"calc_date\":20190731},{\"level_eod\":462.5815034516193,\"calc_date\":20190830},{\"level_eod\":472.09813212503576,\"calc_date\":20190930},{\"level_eod\":485.1367825857079,\"calc_date\":20191031},{\"level_eod\":500.8492747675114,\"calc_date\":20191129},{\"level_eod\":518.1857825037303,\"calc_date\":20191231},{\"level_eod\":503.8020114439143,\"calc_date\":20200131},{\"level_eod\":457.4834242310505,\"calc_date\":20200228},{\"level_eod\":362.4225527835759,\"calc_date\":20200331},{\"level_eod\":411.11868037579734,\"calc_date\":20200430},{\"level_eod\":440.1772583083599,\"calc_date\":20200529},{\"level_eod\":451.5058651144104,\"calc_date\":20200630},{\"level_eod\":469.17018063167404,\"calc_date\":20200731},{\"level_eod\":495.92549026064944,\"calc_date\":20200831},{\"level_eod\":485.174162,\"calc_date\":20200930},{\"level_eod\":485.09577166744816,\"calc_date\":20201030},{\"level_eod\":559.683733386392,\"calc_date\":20201130},{\"level_eod\":600.9024186365818,\"calc_date\":20201231},{\"level_eod\":613.3269898846597,\"calc_date\":20210129},{\"level_eod\":643.941356618401,\"calc_date\":20210226},{\"level_eod\":657.5426887278552,\"calc_date\":20210331},{\"level_eod\":683.0626039231129,\"calc_date\":20210430},{\"level_eod\":688.8381987487726,\"calc_date\":20210531},{\"level_eod\":690.272532221494,\"calc_date\":20210630},{\"level_eod\":685.5829380294755,\"calc_date\":20210730},{\"level_eod\":702.2466352249146,\"calc_date\":20210831},{\"level_eod\":680.4118350421534,\"calc_date\":20210930},{\"level_eod\":704.9732030933067,\"calc_date\":20211029}]}},\n",
    "                {\"msci_index_code\":\"702787\",\"index_variant_type\":\"NETR\",\"ISO_currency_symbol\":\"USD\",\"indexes\":{\"INDEX_LEVELS\":[{\"level_eod\":186.5509617,\"calc_date\":19940630},{\"level_eod\":192.87348625,\"calc_date\":19940729},{\"level_eod\":204.17323649,\"calc_date\":19940831},{\"level_eod\":200.02173645,\"calc_date\":19940930},{\"level_eod\":207.1498106,\"calc_date\":19941031},{\"level_eod\":201.83837455,\"calc_date\":19941130},{\"level_eod\":203.84778234,\"calc_date\":19941230},{\"level_eod\":205.37954052,\"calc_date\":19950131},{\"level_eod\":213.42296886,\"calc_date\":19950228},{\"level_eod\":222.46628155,\"calc_date\":19950331},{\"level_eod\":228.24140132,\"calc_date\":19950428},{\"level_eod\":237.44482138,\"calc_date\":19950531},{\"level_eod\":245.53866662,\"calc_date\":19950630},{\"level_eod\":254.34273236,\"calc_date\":19950731},{\"level_eod\":251.41278868,\"calc_date\":19950831},{\"level_eod\":261.84945749,\"calc_date\":19950929},{\"level_eod\":264.95500384,\"calc_date\":19951031},{\"level_eod\":270.80390542,\"calc_date\":19951130},{\"level_eod\":272.76516807,\"calc_date\":19951229},{\"level_eod\":280.93655193,\"calc_date\":19960131},{\"level_eod\":286.48319399,\"calc_date\":19960229},{\"level_eod\":287.62914713,\"calc_date\":19960329},{\"level_eod\":293.06034943,\"calc_date\":19960430},{\"level_eod\":301.7014289,\"calc_date\":19960531},{\"level_eod\":304.93841225,\"calc_date\":19960628},{\"level_eod\":296.24833604,\"calc_date\":19960731},{\"level_eod\":304.33452713,\"calc_date\":19960830},{\"level_eod\":319.87588463,\"calc_date\":19960930},{\"level_eod\":324.96230939,\"calc_date\":19961031},{\"level_eod\":349.62930812,\"calc_date\":19961129},{\"level_eod\":348.40107517,\"calc_date\":19961231},{\"level_eod\":367.02255406,\"calc_date\":19970131},{\"level_eod\":369.18827391,\"calc_date\":19970228},{\"level_eod\":357.33254729,\"calc_date\":19970331},{\"level_eod\":377.99790564,\"calc_date\":19970430},{\"level_eod\":397.45176874,\"calc_date\":19970530},{\"level_eod\":416.31698497,\"calc_date\":19970630},{\"level_eod\":440.76164167,\"calc_date\":19970731},{\"level_eod\":412.54816795,\"calc_date\":19970829},{\"level_eod\":435.54885575,\"calc_date\":19970930},{\"level_eod\":419.83290758,\"calc_date\":19971031},{\"level_eod\":436.78237661,\"calc_date\":19971128},{\"level_eod\":443.196602,\"calc_date\":19971231},{\"level_eod\":459.2331035,\"calc_date\":19980130},{\"level_eod\":494.14546048,\"calc_date\":19980227},{\"level_eod\":516.93097667,\"calc_date\":19980331},{\"level_eod\":523.20958678,\"calc_date\":19980430},{\"level_eod\":517.21811352,\"calc_date\":19980529},{\"level_eod\":546.61200971,\"calc_date\":19980630},{\"level_eod\":549.97288413,\"calc_date\":19980731},{\"level_eod\":487.08864623,\"calc_date\":19980831},{\"level_eod\":515.24730895,\"calc_date\":19980930},{\"level_eod\":550.26080967,\"calc_date\":19981030},{\"level_eod\":589.84546639,\"calc_date\":19981130},{\"level_eod\":629.7054516897847,\"calc_date\":19981231},{\"level_eod\":653.2270413993302,\"calc_date\":19990129},{\"level_eod\":629.3414067973301,\"calc_date\":19990226},{\"level_eod\":650.7190341502995,\"calc_date\":19990331},{\"level_eod\":657.9502037720544,\"calc_date\":19990430},{\"level_eod\":640.5954149643387,\"calc_date\":19990531},{\"level_eod\":672.2304933923257,\"calc_date\":19990630},{\"level_eod\":660.0016853507065,\"calc_date\":19990730},{\"level_eod\":664.3285151063234,\"calc_date\":19990831},{\"level_eod\":646.1301562363458,\"calc_date\":19990930},{\"level_eod\":680.1500770708506,\"calc_date\":19991029},{\"level_eod\":704.7682293724164,\"calc_date\":19991130},{\"level_eod\":756.6380595821886,\"calc_date\":19991231},{\"level_eod\":712.3830941218442,\"calc_date\":20000131},{\"level_eod\":719.5462904706193,\"calc_date\":20000229},{\"level_eod\":771.7526155280457,\"calc_date\":20000331},{\"level_eod\":747.8695863444048,\"calc_date\":20000428},{\"level_eod\":722.8833328069845,\"calc_date\":20000531},{\"level_eod\":764.2973043879082,\"calc_date\":20000630},{\"level_eod\":739.046113849639,\"calc_date\":20000731},{\"level_eod\":756.4032857723489,\"calc_date\":20000831},{\"level_eod\":707.5144478277159,\"calc_date\":20000929},{\"level_eod\":715.1067114691348,\"calc_date\":20001031},{\"level_eod\":678.4518200717637,\"calc_date\":20001130},{\"level_eod\":677.689173926655,\"calc_date\":20001229},{\"level_eod\":682.9081237186055,\"calc_date\":20010131},{\"level_eod\":619.6821487597495,\"calc_date\":20010228},{\"level_eod\":576.6259030160686,\"calc_date\":20010330},{\"level_eod\":618.6466593188162,\"calc_date\":20010430},{\"level_eod\":614.2183260045565,\"calc_date\":20010531},{\"level_eod\":596.1025968281316,\"calc_date\":20010629},{\"level_eod\":602.0683484684766,\"calc_date\":20010731},{\"level_eod\":568.2850759716923,\"calc_date\":20010831},{\"level_eod\":534.517198534361,\"calc_date\":20010928},{\"level_eod\":551.3541887758403,\"calc_date\":20011031},{\"level_eod\":586.1178118028994,\"calc_date\":20011130},{\"level_eod\":593.6332035793192,\"calc_date\":20011231},{\"level_eod\":589.8505977687872,\"calc_date\":20020131},{\"level_eod\":590.0278122027481,\"calc_date\":20020228},{\"level_eod\":604.5130022527004,\"calc_date\":20020329},{\"level_eod\":573.8788557058086,\"calc_date\":20020430},{\"level_eod\":563.4253237256925,\"calc_date\":20020531},{\"level_eod\":538.5086258942133,\"calc_date\":20020628},{\"level_eod\":499.71206492465734,\"calc_date\":20020731},{\"level_eod\":502.05260752585815,\"calc_date\":20020830},{\"level_eod\":459.95501602629446,\"calc_date\":20020930},{\"level_eod\":499.1158337064767,\"calc_date\":20021031},{\"level_eod\":512.7091623082484,\"calc_date\":20021129},{\"level_eod\":493.7417554740928,\"calc_date\":20021231},{\"level_eod\":475.7905075212224,\"calc_date\":20030131},{\"level_eod\":466.74663861904054,\"calc_date\":20030228},{\"level_eod\":472.74343681512926,\"calc_date\":20030331},{\"level_eod\":505.8530101801204,\"calc_date\":20030430},{\"level_eod\":527.3617507396785,\"calc_date\":20030530},{\"level_eod\":530.9314576374499,\"calc_date\":20030630},{\"level_eod\":528.0256394582005,\"calc_date\":20030731},{\"level_eod\":536.8251247050272,\"calc_date\":20030829},{\"level_eod\":539.2662980014564,\"calc_date\":20030930},{\"level_eod\":561.342617593551,\"calc_date\":20031031},{\"level_eod\":569.2626272154131,\"calc_date\":20031128},{\"level_eod\":599.4480132559864,\"calc_date\":20031231},{\"level_eod\":601.5810642999719,\"calc_date\":20040130},{\"level_eod\":613.1916561690883,\"calc_date\":20040227},{\"level_eod\":602.8588130964345,\"calc_date\":20040331},{\"level_eod\":605.9322550386285,\"calc_date\":20040430},{\"level_eod\":610.4866975044174,\"calc_date\":20040531},{\"level_eod\":619.1289199259338,\"calc_date\":20040630},{\"level_eod\":602.8169944454902,\"calc_date\":20040730},{\"level_eod\":606.7986164973744,\"calc_date\":20040831},{\"level_eod\":613.2869174982642,\"calc_date\":20040930},{\"level_eod\":621.371786505992,\"calc_date\":20041029},{\"level_eod\":646.4283155611546,\"calc_date\":20041130},{\"level_eod\":672.4026586061823,\"calc_date\":20041231},{\"level_eod\":662.1694963482098,\"calc_date\":20050131},{\"level_eod\":689.7644656728855,\"calc_date\":20050228},{\"level_eod\":678.7102881323194,\"calc_date\":20050331},{\"level_eod\":667.0915901596584,\"calc_date\":20050429},{\"level_eod\":679.3184618920376,\"calc_date\":20050531},{\"level_eod\":681.0212879078313,\"calc_date\":20050630},{\"level_eod\":699.6627556021813,\"calc_date\":20050729},{\"level_eod\":699.5797303733045,\"calc_date\":20050831},{\"level_eod\":707.6078154136862,\"calc_date\":20050930},{\"level_eod\":690.0509588574546,\"calc_date\":20051031},{\"level_eod\":706.5228803078757,\"calc_date\":20051130},{\"level_eod\":709.320474989747,\"calc_date\":20051230},{\"level_eod\":734.2930040733305,\"calc_date\":20060131},{\"level_eod\":726.4310615627047,\"calc_date\":20060228},{\"level_eod\":741.1687189625535,\"calc_date\":20060331},{\"level_eod\":756.2047495873012,\"calc_date\":20060428},{\"level_eod\":734.510336159144,\"calc_date\":20060531},{\"level_eod\":739.2799252477179,\"calc_date\":20060630},{\"level_eod\":747.721171130813,\"calc_date\":20060731},{\"level_eod\":762.7167187918833,\"calc_date\":20060831},{\"level_eod\":764.5852990195369,\"calc_date\":20060929},{\"level_eod\":797.3816209388751,\"calc_date\":20061031},{\"level_eod\":817.6556307860145,\"calc_date\":20061130},{\"level_eod\":824.2911708826792,\"calc_date\":20061229},{\"level_eod\":825.8661871529724,\"calc_date\":20070131},{\"level_eod\":812.8981819788725,\"calc_date\":20070228},{\"level_eod\":834.23673117998,\"calc_date\":20070330},{\"level_eod\":878.0254741235848,\"calc_date\":20070430},{\"level_eod\":905.2295778272623,\"calc_date\":20070531},{\"level_eod\":911.4969638119409,\"calc_date\":20070629},{\"level_eod\":899.873848685505,\"calc_date\":20070731},{\"level_eod\":908.3359081100692,\"calc_date\":20070831},{\"level_eod\":961.96484177022,\"calc_date\":20070928},{\"level_eod\":992.479015794982,\"calc_date\":20071031},{\"level_eod\":961.2735134354639,\"calc_date\":20071130},{\"level_eod\":957.9683986773305,\"calc_date\":20071231},{\"level_eod\":877.4986549490349,\"calc_date\":20080131},{\"level_eod\":886.5990426505336,\"calc_date\":20080229},{\"level_eod\":872.1341756049487,\"calc_date\":20080331},{\"level_eod\":919.92299547411,\"calc_date\":20080430},{\"level_eod\":941.565380766824,\"calc_date\":20080530},{\"level_eod\":891.5614221076129,\"calc_date\":20080630},{\"level_eod\":863.9698636139702,\"calc_date\":20080731},{\"level_eod\":860.2282853853263,\"calc_date\":20080829},{\"level_eod\":765.4481536774773,\"calc_date\":20080930},{\"level_eod\":649.9276482204168,\"calc_date\":20081031},{\"level_eod\":620.3708230354447,\"calc_date\":20081128},{\"level_eod\":633.8007677662715,\"calc_date\":20081231},{\"level_eod\":596.6099130870425,\"calc_date\":20090130},{\"level_eod\":547.1896221812627,\"calc_date\":20090227},{\"level_eod\":588.1759278157173,\"calc_date\":20090331},{\"level_eod\":630.3995060527004,\"calc_date\":20090430},{\"level_eod\":684.9031672261418,\"calc_date\":20090529},{\"level_eod\":687.6342451344701,\"calc_date\":20090630},{\"level_eod\":732.9648361993743,\"calc_date\":20090731},{\"level_eod\":749.1410280489266,\"calc_date\":20090831},{\"level_eod\":775.5551027068097,\"calc_date\":20090930},{\"level_eod\":783.9398514705148,\"calc_date\":20091030},{\"level_eod\":824.1228880849748,\"calc_date\":20091130},{\"level_eod\":840.1777314549618,\"calc_date\":20091231},{\"level_eod\":808.9253911278385,\"calc_date\":20100129},{\"level_eod\":821.4276118077586,\"calc_date\":20100226},{\"level_eod\":860.2964629358717,\"calc_date\":20100331},{\"level_eod\":854.9350385965255,\"calc_date\":20100430},{\"level_eod\":776.8663434197526,\"calc_date\":20100531},{\"level_eod\":761.4020974177005,\"calc_date\":20100630},{\"level_eod\":808.5186173253253,\"calc_date\":20100730},{\"level_eod\":785.5473429601791,\"calc_date\":20100831},{\"level_eod\":859.5747555289422,\"calc_date\":20100930},{\"level_eod\":897.0534404987824,\"calc_date\":20101029},{\"level_eod\":881.456636153733,\"calc_date\":20101130},{\"level_eod\":930.0813459449719,\"calc_date\":20101231},{\"level_eod\":939.320660112181,\"calc_date\":20110131},{\"level_eod\":965.159300982351,\"calc_date\":20110228},{\"level_eod\":964.602769116325,\"calc_date\":20110331},{\"level_eod\":1014.2836973500325,\"calc_date\":20110429},{\"level_eod\":1008.584952407684,\"calc_date\":20110531},{\"level_eod\":995.3910341349294,\"calc_date\":20110630},{\"level_eod\":991.4288985050761,\"calc_date\":20110729},{\"level_eod\":949.0932759232633,\"calc_date\":20110831},{\"level_eod\":888.5315186375071,\"calc_date\":20110930},{\"level_eod\":969.4923222623456,\"calc_date\":20111031},{\"level_eod\":961.4501878780842,\"calc_date\":20111130},{\"level_eod\":965.778061556175,\"calc_date\":20111230},{\"level_eod\":1010.464632002627,\"calc_date\":20120131},{\"level_eod\":1056.493618800016,\"calc_date\":20120229},{\"level_eod\":1077.8026188890665,\"calc_date\":20120330},{\"level_eod\":1076.1626633060105,\"calc_date\":20120430},{\"level_eod\":1000.0,\"calc_date\":20120531},{\"level_eod\":1041.7796303067764,\"calc_date\":20120629},{\"level_eod\":1062.6223664929807,\"calc_date\":20120731},{\"level_eod\":1085.2131751960949,\"calc_date\":20120831},{\"level_eod\":1112.24432297398,\"calc_date\":20120928},{\"level_eod\":1090.3539858172323,\"calc_date\":20121031},{\"level_eod\":1101.7736984432424,\"calc_date\":20121130},{\"level_eod\":1091.796452092109,\"calc_date\":20121231},{\"level_eod\":1142.4534400226069,\"calc_date\":20130131},{\"level_eod\":1149.6960728317063,\"calc_date\":20130228},{\"level_eod\":1177.096122736579,\"calc_date\":20130329},{\"level_eod\":1205.1407366140165,\"calc_date\":20130430},{\"level_eod\":1216.3307672726576,\"calc_date\":20130531},{\"level_eod\":1183.1127580573686,\"calc_date\":20130628},{\"level_eod\":1236.175290805995,\"calc_date\":20130731},{\"level_eod\":1213.3794591309363,\"calc_date\":20130830},{\"level_eod\":1259.798023051256,\"calc_date\":20130930},{\"level_eod\":1314.304017649634,\"calc_date\":20131031},{\"level_eod\":1355.8876172114624,\"calc_date\":20131129},{\"level_eod\":1387.2673331619417,\"calc_date\":20131231},{\"level_eod\":1327.1970827212986,\"calc_date\":20140131},{\"level_eod\":1396.5833819515183,\"calc_date\":20140228},{\"level_eod\":1396.3863650588362,\"calc_date\":20140331},{\"level_eod\":1419.1733029403133,\"calc_date\":20140430},{\"level_eod\":1443.9890871288137,\"calc_date\":20140530},{\"level_eod\":1460.6557276772264,\"calc_date\":20140630},{\"level_eod\":1444.2520574707032,\"calc_date\":20140731},{\"level_eod\":1492.9155591251588,\"calc_date\":20140829},{\"level_eod\":1463.919334240117,\"calc_date\":20140930},{\"level_eod\":1492.5237541198776,\"calc_date\":20141031},{\"level_eod\":1528.0751793479565,\"calc_date\":20141128},{\"level_eod\":1504.4271172781846,\"calc_date\":20141231},{\"level_eod\":1484.2336749258177,\"calc_date\":20150130},{\"level_eod\":1563.5817046666916,\"calc_date\":20150227},{\"level_eod\":1532.7915475354591,\"calc_date\":20150331},{\"level_eod\":1557.942324804984,\"calc_date\":20150430},{\"level_eod\":1569.8633651880602,\"calc_date\":20150529},{\"level_eod\":1531.6435174913295,\"calc_date\":20150630},{\"level_eod\":1577.0889257164372,\"calc_date\":20150731},{\"level_eod\":1476.0692743194977,\"calc_date\":20150831},{\"level_eod\":1455.5288717565475,\"calc_date\":20150930},{\"level_eod\":1581.40478878233,\"calc_date\":20151030},{\"level_eod\":1579.303655079642,\"calc_date\":20151130},{\"level_eod\":1560.2566742072977,\"calc_date\":20151231},{\"level_eod\":1493.6171496270103,\"calc_date\":20160129},{\"level_eod\":1489.5717527798283,\"calc_date\":20160229},{\"level_eod\":1582.3579449559516,\"calc_date\":20160331},{\"level_eod\":1567.3717094703627,\"calc_date\":20160429},{\"level_eod\":1586.8255983644624,\"calc_date\":20160531},{\"level_eod\":1575.3794570019818,\"calc_date\":20160630},{\"level_eod\":1651.5840079508125,\"calc_date\":20160729},{\"level_eod\":1641.0336607684856,\"calc_date\":20160831},{\"level_eod\":1651.288780283341,\"calc_date\":20160930},{\"level_eod\":1598.0452537907508,\"calc_date\":20161031},{\"level_eod\":1602.6568527961774,\"calc_date\":20161130},{\"level_eod\":1631.2997146805508,\"calc_date\":20161230},{\"level_eod\":1663.8136474471407,\"calc_date\":20170131},{\"level_eod\":1735.0156227928624,\"calc_date\":20170228},{\"level_eod\":1760.4710251117106,\"calc_date\":20170331},{\"level_eod\":1795.725199,\"calc_date\":20170428},{\"level_eod\":1854.552568,\"calc_date\":20170531},{\"level_eod\":1834.371407,\"calc_date\":20170630},{\"level_eod\":1861.929634,\"calc_date\":20170731},{\"level_eod\":1883.478313,\"calc_date\":20170831},{\"level_eod\":1918.937851,\"calc_date\":20170929},{\"level_eod\":1977.82641,\"calc_date\":20171031},{\"level_eod\":2030.219054,\"calc_date\":20171130},{\"level_eod\":2054.833906,\"calc_date\":20171229},{\"level_eod\":2160.763342,\"calc_date\":20180131},{\"level_eod\":2090.72534,\"calc_date\":20180228},{\"level_eod\":2056.0996770065994,\"calc_date\":20180330},{\"level_eod\":2046.7951355813525,\"calc_date\":20180430},{\"level_eod\":2102.5501492844473,\"calc_date\":20180531},{\"level_eod\":2103.614307303253,\"calc_date\":20180629},{\"level_eod\":2177.817076841858,\"calc_date\":20180731},{\"level_eod\":2245.946269473615,\"calc_date\":20180831},{\"level_eod\":2250.588845987295,\"calc_date\":20180928},{\"level_eod\":2084.2490996572806,\"calc_date\":20181031},{\"level_eod\":2093.6043756293197,\"calc_date\":20181130},{\"level_eod\":1941.7896646175775,\"calc_date\":20181231},{\"level_eod\":2087.974709680854,\"calc_date\":20190131},{\"level_eod\":2182.2327323486547,\"calc_date\":20190228},{\"level_eod\":2246.7452627424423,\"calc_date\":20190329},{\"level_eod\":2329.9418233388633,\"calc_date\":20190430},{\"level_eod\":2184.5184142858543,\"calc_date\":20190531},{\"level_eod\":2335.5001429496206,\"calc_date\":20190628},{\"level_eod\":2373.990606104116,\"calc_date\":20190731},{\"level_eod\":2337.3197149714474,\"calc_date\":20190830},{\"level_eod\":2371.9632836763867,\"calc_date\":20190930},{\"level_eod\":2454.483746081676,\"calc_date\":20191031},{\"level_eod\":2549.8169880591236,\"calc_date\":20191129},{\"level_eod\":2642.409888659252,\"calc_date\":20191231},{\"level_eod\":2657.046244787993,\"calc_date\":20200131},{\"level_eod\":2451.214564329874,\"calc_date\":20200228},{\"level_eod\":2237.962659471023,\"calc_date\":20200331},{\"level_eod\":2487.9594574439993,\"calc_date\":20200430},{\"level_eod\":2628.9253787718635,\"calc_date\":20200529},{\"level_eod\":2676.823950727826,\"calc_date\":20200630},{\"level_eod\":2801.048901799645,\"calc_date\":20200731},{\"level_eod\":3001.9800561226316,\"calc_date\":20200831},{\"level_eod\":2924.1430262907893,\"calc_date\":20200930},{\"level_eod\":2815.1588020315426,\"calc_date\":20201030},{\"level_eod\":3114.181045146717,\"calc_date\":20201130},{\"level_eod\":3229.118350018166,\"calc_date\":20201231},{\"level_eod\":3161.414672100452,\"calc_date\":20210129},{\"level_eod\":3199.701102405356,\"calc_date\":20210226},{\"level_eod\":3321.581264997838,\"calc_date\":20210331},{\"level_eod\":3494.5337219554804,\"calc_date\":20210430},{\"level_eod\":3548.016344240001,\"calc_date\":20210531},{\"level_eod\":3677.9859422008544,\"calc_date\":20210630},{\"level_eod\":3808.5231148130338,\"calc_date\":20210730},{\"level_eod\":3932.607810195533,\"calc_date\":20210831},{\"level_eod\":3680.29390589635,\"calc_date\":20210930},{\"level_eod\":3928.7955111558745,\"calc_date\":20211029}]}},\n",
    "                {\"msci_index_code\":\"703755\",\"index_variant_type\":\"NETR\",\"ISO_currency_symbol\":\"USD\",\"indexes\":{\"INDEX_LEVELS\":[{\"level_eod\":200.36262209,\"calc_date\":19940630},{\"level_eod\":200.5680739,\"calc_date\":19940729},{\"level_eod\":207.07483677,\"calc_date\":19940831},{\"level_eod\":201.58017821,\"calc_date\":19940930},{\"level_eod\":208.55266684,\"calc_date\":19941031},{\"level_eod\":195.68023327,\"calc_date\":19941130},{\"level_eod\":196.75207631,\"calc_date\":19941230},{\"level_eod\":190.06998782,\"calc_date\":19950131},{\"level_eod\":191.6871762,\"calc_date\":19950228},{\"level_eod\":203.22229506,\"calc_date\":19950331},{\"level_eod\":212.17792576,\"calc_date\":19950428},{\"level_eod\":212.8318217,\"calc_date\":19950531},{\"level_eod\":218.5473906,\"calc_date\":19950630},{\"level_eod\":226.962352,\"calc_date\":19950731},{\"level_eod\":225.5619212,\"calc_date\":19950831},{\"level_eod\":236.5476037,\"calc_date\":19950929},{\"level_eod\":239.4245157,\"calc_date\":19951031},{\"level_eod\":247.2832237,\"calc_date\":19951130},{\"level_eod\":250.88271,\"calc_date\":19951229},{\"level_eod\":258.4204533,\"calc_date\":19960131},{\"level_eod\":262.1122171,\"calc_date\":19960229},{\"level_eod\":265.2597072,\"calc_date\":19960329},{\"level_eod\":267.9218269,\"calc_date\":19960430},{\"level_eod\":273.3512786,\"calc_date\":19960531},{\"level_eod\":279.2828524,\"calc_date\":19960628},{\"level_eod\":268.3206923,\"calc_date\":19960731},{\"level_eod\":271.7322989,\"calc_date\":19960830},{\"level_eod\":284.0142281,\"calc_date\":19960930},{\"level_eod\":286.477186,\"calc_date\":19961031},{\"level_eod\":303.2329237,\"calc_date\":19961129},{\"level_eod\":300.175443,\"calc_date\":19961231},{\"level_eod\":313.9175646,\"calc_date\":19970131},{\"level_eod\":315.0290413,\"calc_date\":19970228},{\"level_eod\":308.0350846,\"calc_date\":19970331},{\"level_eod\":326.696586,\"calc_date\":19970430},{\"level_eod\":343.5952511,\"calc_date\":19970530},{\"level_eod\":362.757653,\"calc_date\":19970630},{\"level_eod\":390.2733713,\"calc_date\":19970731},{\"level_eod\":358.3734454,\"calc_date\":19970829},{\"level_eod\":386.9849195,\"calc_date\":19970930},{\"level_eod\":367.1317216,\"calc_date\":19971031},{\"level_eod\":374.3372714,\"calc_date\":19971128},{\"level_eod\":384.2401612,\"calc_date\":19971231},{\"level_eod\":395.3046691,\"calc_date\":19980130},{\"level_eod\":421.291964,\"calc_date\":19980227},{\"level_eod\":449.5265043,\"calc_date\":19980331},{\"level_eod\":459.9024678,\"calc_date\":19980430},{\"level_eod\":460.166633,\"calc_date\":19980529},{\"level_eod\":477.5538596,\"calc_date\":19980630},{\"level_eod\":496.8082322,\"calc_date\":19980731},{\"level_eod\":420.4650299,\"calc_date\":19980831},{\"level_eod\":418.2954394,\"calc_date\":19980930},{\"level_eod\":449.0532647,\"calc_date\":19981030},{\"level_eod\":481.1216015,\"calc_date\":19981130},{\"level_eod\":527.2867608,\"calc_date\":19981231},{\"level_eod\":552.2131814,\"calc_date\":19990129},{\"level_eod\":531.6464025,\"calc_date\":19990226},{\"level_eod\":548.3767993,\"calc_date\":19990331},{\"level_eod\":545.1004797,\"calc_date\":19990430},{\"level_eod\":527.7641494,\"calc_date\":19990531},{\"level_eod\":566.7766388,\"calc_date\":19990630},{\"level_eod\":564.8831815,\"calc_date\":19990730},{\"level_eod\":562.7716901,\"calc_date\":19990831},{\"level_eod\":565.7969913,\"calc_date\":19990930},{\"level_eod\":603.8583412,\"calc_date\":19991029},{\"level_eod\":648.476923,\"calc_date\":19991130},{\"level_eod\":766.2742736,\"calc_date\":19991231},{\"level_eod\":718.2004445,\"calc_date\":20000131},{\"level_eod\":777.6440268,\"calc_date\":20000229},{\"level_eod\":806.0576156,\"calc_date\":20000331},{\"level_eod\":748.2702202,\"calc_date\":20000428},{\"level_eod\":691.5617094,\"calc_date\":20000531},{\"level_eod\":730.3239732,\"calc_date\":20000630},{\"level_eod\":700.7376449,\"calc_date\":20000731},{\"level_eod\":743.3890289,\"calc_date\":20000831},{\"level_eod\":661.4598264,\"calc_date\":20000929},{\"level_eod\":623.2646998,\"calc_date\":20001031},{\"level_eod\":600.8099672,\"calc_date\":20001130},{\"level_eod\":620.4524404,\"calc_date\":20001229},{\"level_eod\":592.9461264,\"calc_date\":20010131},{\"level_eod\":564.2961841,\"calc_date\":20010228},{\"level_eod\":531.9775147,\"calc_date\":20010330},{\"level_eod\":556.9975118,\"calc_date\":20010430},{\"level_eod\":556.0732289,\"calc_date\":20010531},{\"level_eod\":546.9069026,\"calc_date\":20010629},{\"level_eod\":539.4441968,\"calc_date\":20010731},{\"level_eod\":531.4596251,\"calc_date\":20010831},{\"level_eod\":485.9368444,\"calc_date\":20010928},{\"level_eod\":473.6409155,\"calc_date\":20011031},{\"level_eod\":483.5706359,\"calc_date\":20011130},{\"level_eod\":490.989418,\"calc_date\":20011231},{\"level_eod\":486.9142392,\"calc_date\":20020131},{\"level_eod\":485.6197698,\"calc_date\":20020228},{\"level_eod\":505.9165995,\"calc_date\":20020329},{\"level_eod\":504.8854848,\"calc_date\":20020430},{\"level_eod\":510.5722191,\"calc_date\":20020531},{\"level_eod\":490.7233472,\"calc_date\":20020628},{\"level_eod\":459.3335703,\"calc_date\":20020731},{\"level_eod\":461.2983802,\"calc_date\":20020830},{\"level_eod\":439.2407671,\"calc_date\":20020930},{\"level_eod\":436.7372376,\"calc_date\":20021031},{\"level_eod\":433.3378865,\"calc_date\":20021129},{\"level_eod\":418.316944,\"calc_date\":20021231},{\"level_eod\":406.6951893,\"calc_date\":20030131},{\"level_eod\":404.7499841,\"calc_date\":20030228},{\"level_eod\":405.6832116,\"calc_date\":20030331},{\"level_eod\":432.7105863,\"calc_date\":20030430},{\"level_eod\":452.3734345,\"calc_date\":20030530},{\"level_eod\":456.5163708,\"calc_date\":20030630},{\"level_eod\":462.8685339,\"calc_date\":20030731},{\"level_eod\":469.2233808,\"calc_date\":20030829},{\"level_eod\":474.278051,\"calc_date\":20030930},{\"level_eod\":501.6415215,\"calc_date\":20031031},{\"level_eod\":507.42486,\"calc_date\":20031128},{\"level_eod\":524.6245553,\"calc_date\":20031231},{\"level_eod\":530.55743,\"calc_date\":20040130},{\"level_eod\":540.9946956,\"calc_date\":20040227},{\"level_eod\":561.775603,\"calc_date\":20040331},{\"level_eod\":542.9632484,\"calc_date\":20040430},{\"level_eod\":548.5873804,\"calc_date\":20040531},{\"level_eod\":565.7840073,\"calc_date\":20040630},{\"level_eod\":542.2293547,\"calc_date\":20040730},{\"level_eod\":549.1819354,\"calc_date\":20040831},{\"level_eod\":567.0020634,\"calc_date\":20040930},{\"level_eod\":577.2775446,\"calc_date\":20041029},{\"level_eod\":619.6388136,\"calc_date\":20041130},{\"level_eod\":634.0444612,\"calc_date\":20041231},{\"level_eod\":626.3574626,\"calc_date\":20050131},{\"level_eod\":676.5598341,\"calc_date\":20050228},{\"level_eod\":661.7028901,\"calc_date\":20050331},{\"level_eod\":633.888637,\"calc_date\":20050429},{\"level_eod\":652.5511844,\"calc_date\":20050531},{\"level_eod\":680.4459277,\"calc_date\":20050630},{\"level_eod\":710.1522022,\"calc_date\":20050729},{\"level_eod\":732.5387453,\"calc_date\":20050831},{\"level_eod\":768.4872594,\"calc_date\":20050930},{\"level_eod\":736.8734694,\"calc_date\":20051031},{\"level_eod\":762.1233141,\"calc_date\":20051130},{\"level_eod\":810.3678223,\"calc_date\":20051230},{\"level_eod\":871.7095113,\"calc_date\":20060131},{\"level_eod\":851.1475098,\"calc_date\":20060228},{\"level_eod\":880.7873132,\"calc_date\":20060331},{\"level_eod\":911.3796868,\"calc_date\":20060428},{\"level_eod\":857.1675026,\"calc_date\":20060531},{\"level_eod\":852.0581069,\"calc_date\":20060630},{\"level_eod\":848.2213505,\"calc_date\":20060731},{\"level_eod\":850.8726066,\"calc_date\":20060831},{\"level_eod\":845.4871715,\"calc_date\":20060929},{\"level_eod\":897.1402937,\"calc_date\":20061031},{\"level_eod\":931.219373,\"calc_date\":20061130},{\"level_eod\":962.2129825,\"calc_date\":20061229},{\"level_eod\":978.1898408,\"calc_date\":20070131},{\"level_eod\":975.8605683,\"calc_date\":20070228},{\"level_eod\":1006.54208,\"calc_date\":20070330},{\"level_eod\":1044.246532,\"calc_date\":20070430},{\"level_eod\":1078.342204,\"calc_date\":20070531},{\"level_eod\":1071.517792,\"calc_date\":20070629},{\"level_eod\":1066.914852,\"calc_date\":20070731},{\"level_eod\":1053.943734,\"calc_date\":20070831},{\"level_eod\":1138.537776,\"calc_date\":20070928},{\"level_eod\":1190.333855,\"calc_date\":20071031},{\"level_eod\":1139.44843,\"calc_date\":20071130},{\"level_eod\":1149.201675,\"calc_date\":20071231},{\"level_eod\":1027.766365,\"calc_date\":20080131},{\"level_eod\":1046.855538,\"calc_date\":20080229},{\"level_eod\":1032.904001,\"calc_date\":20080331},{\"level_eod\":1101.709347,\"calc_date\":20080430},{\"level_eod\":1133.393525,\"calc_date\":20080530},{\"level_eod\":1113.948024,\"calc_date\":20080630},{\"level_eod\":1022.550366,\"calc_date\":20080731},{\"level_eod\":997.5660158,\"calc_date\":20080829},{\"level_eod\":830.9479786,\"calc_date\":20080930},{\"level_eod\":717.573394,\"calc_date\":20081031},{\"level_eod\":667.7219636,\"calc_date\":20081128},{\"level_eod\":687.1851358,\"calc_date\":20081231},{\"level_eod\":626.9023073,\"calc_date\":20090130},{\"level_eod\":561.911435,\"calc_date\":20090227},{\"level_eod\":592.4104937,\"calc_date\":20090331},{\"level_eod\":617.5020127,\"calc_date\":20090430},{\"level_eod\":650.4108646,\"calc_date\":20090529},{\"level_eod\":644.076674,\"calc_date\":20090630},{\"level_eod\":696.824832,\"calc_date\":20090731},{\"level_eod\":710.283505,\"calc_date\":20090831},{\"level_eod\":741.7535139,\"calc_date\":20090930},{\"level_eod\":732.3541889,\"calc_date\":20091030},{\"level_eod\":763.3004734,\"calc_date\":20091130},{\"level_eod\":784.8162385,\"calc_date\":20091231},{\"level_eod\":733.646715,\"calc_date\":20100129},{\"level_eod\":753.8811461,\"calc_date\":20100226},{\"level_eod\":807.7452467,\"calc_date\":20100331},{\"level_eod\":818.1141718,\"calc_date\":20100430},{\"level_eod\":743.768602,\"calc_date\":20100531},{\"level_eod\":715.269388,\"calc_date\":20100630},{\"level_eod\":772.2397734,\"calc_date\":20100730},{\"level_eod\":737.4574074,\"calc_date\":20100831},{\"level_eod\":823.4370576,\"calc_date\":20100930},{\"level_eod\":860.4306259,\"calc_date\":20101029},{\"level_eod\":864.1155078,\"calc_date\":20101130},{\"level_eod\":911.2531281,\"calc_date\":20101231},{\"level_eod\":918.0422737,\"calc_date\":20110131},{\"level_eod\":951.6979873,\"calc_date\":20110228},{\"level_eod\":963.4615294,\"calc_date\":20110331},{\"level_eod\":1013.813273,\"calc_date\":20110429},{\"level_eod\":996.5500115,\"calc_date\":20110531},{\"level_eod\":987.9584607,\"calc_date\":20110630},{\"level_eod\":974.5011985,\"calc_date\":20110729},{\"level_eod\":920.2775336,\"calc_date\":20110831},{\"level_eod\":877.9034444,\"calc_date\":20110930},{\"level_eod\":935.9277092,\"calc_date\":20111031},{\"level_eod\":935.53625,\"calc_date\":20111130},{\"level_eod\":949.6210536,\"calc_date\":20111230},{\"level_eod\":963.0483739,\"calc_date\":20120131},{\"level_eod\":1006.438501,\"calc_date\":20120229},{\"level_eod\":1038.616158,\"calc_date\":20120330},{\"level_eod\":1047.924675,\"calc_date\":20120430},{\"level_eod\":1000.0,\"calc_date\":20120531},{\"level_eod\":1041.2329085214951,\"calc_date\":20120629},{\"level_eod\":1060.981846498443,\"calc_date\":20120731},{\"level_eod\":1075.3062825676561,\"calc_date\":20120831},{\"level_eod\":1099.349136831434,\"calc_date\":20120928},{\"level_eod\":1075.6404024424367,\"calc_date\":20121031},{\"level_eod\":1088.0147152511463,\"calc_date\":20121130},{\"level_eod\":1083.3638514675251,\"calc_date\":20121231},{\"level_eod\":1128.371601096902,\"calc_date\":20130131},{\"level_eod\":1145.8007304708758,\"calc_date\":20130228},{\"level_eod\":1192.945115320583,\"calc_date\":20130329},{\"level_eod\":1229.7873133858145,\"calc_date\":20130430},{\"level_eod\":1213.9311017730092,\"calc_date\":20130531},{\"level_eod\":1219.7478645572157,\"calc_date\":20130628},{\"level_eod\":1260.1694962397803,\"calc_date\":20130731},{\"level_eod\":1223.4370591989812,\"calc_date\":20130830},{\"level_eod\":1298.0567036485877,\"calc_date\":20130930},{\"level_eod\":1336.2994157957542,\"calc_date\":20131031},{\"level_eod\":1365.788371144739,\"calc_date\":20131129},{\"level_eod\":1404.647406649551,\"calc_date\":20131231},{\"level_eod\":1365.9049489815784,\"calc_date\":20140131},{\"level_eod\":1444.0492443729913,\"calc_date\":20140228},{\"level_eod\":1403.0945843076613,\"calc_date\":20140331},{\"level_eod\":1386.9320682666173,\"calc_date\":20140430},{\"level_eod\":1436.6480669781924,\"calc_date\":20140530},{\"level_eod\":1467.146217229837,\"calc_date\":20140630},{\"level_eod\":1437.520391437394,\"calc_date\":20140731},{\"level_eod\":1482.7096969063027,\"calc_date\":20140829},{\"level_eod\":1453.0461404502255,\"calc_date\":20140930},{\"level_eod\":1465.422685052049,\"calc_date\":20141031},{\"level_eod\":1511.832175311205,\"calc_date\":20141128},{\"level_eod\":1496.6470851463212,\"calc_date\":20141231},{\"level_eod\":1493.8976506441409,\"calc_date\":20150130},{\"level_eod\":1571.2672648258015,\"calc_date\":20150227},{\"level_eod\":1557.4475835127262,\"calc_date\":20150331},{\"level_eod\":1562.4522753638867,\"calc_date\":20150430},{\"level_eod\":1592.8454432449091,\"calc_date\":20150529},{\"level_eod\":1567.0338602584732,\"calc_date\":20150630},{\"level_eod\":1616.5998611997325,\"calc_date\":20150731},{\"level_eod\":1509.7186268128412,\"calc_date\":20150831},{\"level_eod\":1454.3784675909126,\"calc_date\":20150930},{\"level_eod\":1555.038434375694,\"calc_date\":20151030},{\"level_eod\":1557.2123197369915,\"calc_date\":20151130},{\"level_eod\":1557.4622638881278,\"calc_date\":20151231},{\"level_eod\":1490.6365976800896,\"calc_date\":20160129},{\"level_eod\":1471.3484335380733,\"calc_date\":20160229},{\"level_eod\":1552.2949274516625,\"calc_date\":20160331},{\"level_eod\":1555.0690698348094,\"calc_date\":20160429},{\"level_eod\":1586.5186042764913,\"calc_date\":20160531},{\"level_eod\":1630.0779339150295,\"calc_date\":20160630},{\"level_eod\":1675.1325735879498,\"calc_date\":20160729},{\"level_eod\":1629.0341390478297,\"calc_date\":20160831},{\"level_eod\":1640.6088874026932,\"calc_date\":20160930},{\"level_eod\":1591.4768226030706,\"calc_date\":20161031},{\"level_eod\":1598.5906758086358,\"calc_date\":20161130},{\"level_eod\":1622.6979620582683,\"calc_date\":20161230},{\"level_eod\":1680.7930052782958,\"calc_date\":20170131},{\"level_eod\":1720.7010908504901,\"calc_date\":20170228},{\"level_eod\":1757.2394666786954,\"calc_date\":20170331},{\"level_eod\":1790.369374,\"calc_date\":20170428},{\"level_eod\":1865.976374,\"calc_date\":20170531},{\"level_eod\":1870.42565,\"calc_date\":20170630},{\"level_eod\":1928.286561,\"calc_date\":20170731},{\"level_eod\":1956.260722,\"calc_date\":20170831},{\"level_eod\":2006.274798,\"calc_date\":20170929},{\"level_eod\":2097.784689,\"calc_date\":20171031},{\"level_eod\":2136.892563,\"calc_date\":20171130},{\"level_eod\":2143.372362,\"calc_date\":20171229},{\"level_eod\":2316.152749,\"calc_date\":20180131},{\"level_eod\":2278.625345,\"calc_date\":20180228},{\"level_eod\":2204.2612965677267,\"calc_date\":20180330},{\"level_eod\":2226.890116914182,\"calc_date\":20180430},{\"level_eod\":2290.1338219378745,\"calc_date\":20180531},{\"level_eod\":2281.988630202485,\"calc_date\":20180629},{\"level_eod\":2332.724450459489,\"calc_date\":20180731},{\"level_eod\":2437.9525385629818,\"calc_date\":20180831},{\"level_eod\":2461.5514894935272,\"calc_date\":20180928},{\"level_eod\":2218.4539707187923,\"calc_date\":20181031},{\"level_eod\":2250.1362482455247,\"calc_date\":20181130},{\"level_eod\":2084.155650028822,\"calc_date\":20181231},{\"level_eod\":2217.1698321383506,\"calc_date\":20190131},{\"level_eod\":2298.654876548134,\"calc_date\":20190228},{\"level_eod\":2357.943790829461,\"calc_date\":20190329},{\"level_eod\":2433.7266507096638,\"calc_date\":20190430},{\"level_eod\":2345.460712520853,\"calc_date\":20190531},{\"level_eod\":2493.804010442795,\"calc_date\":20190628},{\"level_eod\":2518.905829630853,\"calc_date\":20190731},{\"level_eod\":2520.588372340063,\"calc_date\":20190830},{\"level_eod\":2500.179268824222,\"calc_date\":20190930},{\"level_eod\":2531.131482604809,\"calc_date\":20191031},{\"level_eod\":2597.015623532561,\"calc_date\":20191129},{\"level_eod\":2660.947061242404,\"calc_date\":20191231},{\"level_eod\":2730.975761720607,\"calc_date\":20200131},{\"level_eod\":2534.9828938178234,\"calc_date\":20200228},{\"level_eod\":2275.9532353659856,\"calc_date\":20200331},{\"level_eod\":2509.0707858851756,\"calc_date\":20200430},{\"level_eod\":2653.4479005733624,\"calc_date\":20200529},{\"level_eod\":2776.1705273757525,\"calc_date\":20200630},{\"level_eod\":2961.4579781491707,\"calc_date\":20200731},{\"level_eod\":3190.200016608943,\"calc_date\":20200831},{\"level_eod\":3087.461861804032,\"calc_date\":20200930},{\"level_eod\":2977.9162167897234,\"calc_date\":20201030},{\"level_eod\":3271.8782549490415,\"calc_date\":20201130},{\"level_eod\":3412.9413912835403,\"calc_date\":20201231},{\"level_eod\":3440.999692437469,\"calc_date\":20210129},{\"level_eod\":3419.072504108691,\"calc_date\":20210226},{\"level_eod\":3427.574840712978,\"calc_date\":20210331},{\"level_eod\":3660.520038607663,\"calc_date\":20210430},{\"level_eod\":3622.0377126746357,\"calc_date\":20210531},{\"level_eod\":3663.2452415618473,\"calc_date\":20210630},{\"level_eod\":3723.5460564491586,\"calc_date\":20210730},{\"level_eod\":3841.961356193613,\"calc_date\":20210831},{\"level_eod\":3699.3770003811137,\"calc_date\":20210930},{\"level_eod\":3977.738539419713,\"calc_date\":20211029}]}},\n",
    "                {\"msci_index_code\":\"892400\",\"index_variant_type\":\"NETR\",\"ISO_currency_symbol\":\"USD\",\"indexes\":{\"INDEX_LEVELS\":[{\"level_eod\":100.0,\"calc_date\":20001229},{\"level_eod\":102.51438661941089,\"calc_date\":20010131},{\"level_eod\":93.86887316023207,\"calc_date\":20010228},{\"level_eod\":87.51616217450588,\"calc_date\":20010330},{\"level_eod\":93.85252410569407,\"calc_date\":20010430},{\"level_eod\":92.75040138158303,\"calc_date\":20010531},{\"level_eod\":89.88213636483366,\"calc_date\":20010629},{\"level_eod\":88.4466056762299,\"calc_date\":20010731},{\"level_eod\":84.3523709916124,\"calc_date\":20010831},{\"level_eod\":76.62533999734704,\"calc_date\":20010928},{\"level_eod\":78.24186182779827,\"calc_date\":20011031},{\"level_eod\":83.0308989081607,\"calc_date\":20011130},{\"level_eod\":83.79099276952061,\"calc_date\":20011231},{\"level_eod\":81.47769199196495,\"calc_date\":20020131},{\"level_eod\":80.85530921422422,\"calc_date\":20020228},{\"level_eod\":84.47732735090963,\"calc_date\":20020329},{\"level_eod\":81.76966001298271,\"calc_date\":20020430},{\"level_eod\":81.8334693565948,\"calc_date\":20020531},{\"level_eod\":76.80907475437638,\"calc_date\":20020628},{\"level_eod\":70.35079167251834,\"calc_date\":20020731},{\"level_eod\":70.50716811792796,\"calc_date\":20020830},{\"level_eod\":62.75022525180151,\"calc_date\":20020930},{\"level_eod\":67.35297133771715,\"calc_date\":20021031},{\"level_eod\":71.01288427606221,\"calc_date\":20021129},{\"level_eod\":67.6052248812229,\"calc_date\":20021231},{\"level_eod\":65.61504691372244,\"calc_date\":20030131},{\"level_eod\":64.43832617117414,\"calc_date\":20030228},{\"level_eod\":64.16005873595847,\"calc_date\":20030331},{\"level_eod\":69.84663744607312,\"calc_date\":20030430},{\"level_eod\":73.86323330048485,\"calc_date\":20030530},{\"level_eod\":75.2455432912074,\"calc_date\":20030630},{\"level_eod\":76.89195906941558,\"calc_date\":20030731},{\"level_eod\":78.68988626114457,\"calc_date\":20030829},{\"level_eod\":79.1678226907248,\"calc_date\":20030930},{\"level_eod\":83.94764354477282,\"calc_date\":20031031},{\"level_eod\":85.20530907346524,\"calc_date\":20031128},{\"level_eod\":90.58158208133365,\"calc_date\":20031231},{\"level_eod\":92.11211636423292,\"calc_date\":20040130},{\"level_eod\":93.77933123541133,\"calc_date\":20040227},{\"level_eod\":93.24344840253612,\"calc_date\":20040331},{\"level_eod\":91.05342393376417,\"calc_date\":20040430},{\"level_eod\":91.76042954583671,\"calc_date\":20040531},{\"level_eod\":93.57581002626743,\"calc_date\":20040630},{\"level_eod\":90.5811178059561,\"calc_date\":20040730},{\"level_eod\":91.13309827637012,\"calc_date\":20040831},{\"level_eod\":93.02519453724034,\"calc_date\":20040930},{\"level_eod\":95.29896915160646,\"calc_date\":20041029},{\"level_eod\":100.49337613685734,\"calc_date\":20041130},{\"level_eod\":104.38082275102555,\"calc_date\":20041231},{\"level_eod\":102.16725182758627,\"calc_date\":20050131},{\"level_eod\":105.70725656689206,\"calc_date\":20050228},{\"level_eod\":103.37787069289887,\"calc_date\":20050331},{\"level_eod\":101.09731110324047,\"calc_date\":20050429},{\"level_eod\":102.98533242735944,\"calc_date\":20050531},{\"level_eod\":104.02578762036346,\"calc_date\":20050630},{\"level_eod\":107.8731384380823,\"calc_date\":20050729},{\"level_eod\":108.6922424662419,\"calc_date\":20050831},{\"level_eod\":111.96252178366429,\"calc_date\":20050930},{\"level_eod\":108.94674542592638,\"calc_date\":20051031},{\"level_eod\":112.913845066298,\"calc_date\":20051130},{\"level_eod\":115.69076097409868,\"calc_date\":20051230},{\"level_eod\":121.38580887703861,\"calc_date\":20060131},{\"level_eod\":121.20753336228057,\"calc_date\":20060228},{\"level_eod\":123.7572663279524,\"calc_date\":20060331},{\"level_eod\":127.87644836792327,\"calc_date\":20060428},{\"level_eod\":122.83527839502862,\"calc_date\":20060531},{\"level_eod\":122.7823344798183,\"calc_date\":20060630},{\"level_eod\":123.62032158356597,\"calc_date\":20060731},{\"level_eod\":126.82457679439246,\"calc_date\":20060831},{\"level_eod\":128.3025045309979,\"calc_date\":20060929},{\"level_eod\":133.11522995040463,\"calc_date\":20061031},{\"level_eod\":136.8785456710735,\"calc_date\":20061130},{\"level_eod\":139.9328284024552,\"calc_date\":20061229},{\"level_eod\":141.3250328273319,\"calc_date\":20070131},{\"level_eod\":140.58091102028422,\"calc_date\":20070228},{\"level_eod\":143.40041848013567,\"calc_date\":20070330},{\"level_eod\":149.76589553947449,\"calc_date\":20070430},{\"level_eod\":154.2187275090531,\"calc_date\":20070531},{\"level_eod\":153.76547498969472,\"calc_date\":20070629},{\"level_eod\":151.41728287766148,\"calc_date\":20070731},{\"level_eod\":150.99836256293028,\"calc_date\":20070831},{\"level_eod\":159.10413947176028,\"calc_date\":20070928},{\"level_eod\":165.3111297209567,\"calc_date\":20071031},{\"level_eod\":158.00206498641185,\"calc_date\":20071130},{\"level_eod\":156.25302034721847,\"calc_date\":20071231},{\"level_eod\":143.45499457284788,\"calc_date\":20080131},{\"level_eod\":143.86050409414358,\"calc_date\":20080229},{\"level_eod\":141.7499929924628,\"calc_date\":20080331},{\"level_eod\":149.65762843086975,\"calc_date\":20080430},{\"level_eod\":151.9967892945478,\"calc_date\":20080530},{\"level_eod\":139.51615094267393,\"calc_date\":20080630},{\"level_eod\":135.89288020760338,\"calc_date\":20080731},{\"level_eod\":132.96356648095323,\"calc_date\":20080829},{\"level_eod\":116.34636982328072,\"calc_date\":20080930},{\"level_eod\":93.29191433821029,\"calc_date\":20081031},{\"level_eod\":87.16309435512164,\"calc_date\":20081128},{\"level_eod\":90.3221114229798,\"calc_date\":20081231},{\"level_eod\":82.60547566388041,\"calc_date\":20090130},{\"level_eod\":74.51666700939722,\"calc_date\":20090227},{\"level_eod\":80.6548928412615,\"calc_date\":20090331},{\"level_eod\":90.17554202413386,\"calc_date\":20090430},{\"level_eod\":99.1606944041136,\"calc_date\":20090529},{\"level_eod\":98.6053908051027,\"calc_date\":20090630},{\"level_eod\":107.28533711748572,\"calc_date\":20090731},{\"level_eod\":111.12208361398811,\"calc_date\":20090831},{\"level_eod\":116.2196986679161,\"calc_date\":20090930},{\"level_eod\":114.4241615161674,\"calc_date\":20091030},{\"level_eod\":119.12985518200529,\"calc_date\":20091130},{\"level_eod\":121.59659684789061,\"calc_date\":20091231},{\"level_eod\":116.34245471019901,\"calc_date\":20100129},{\"level_eod\":117.82412997476554,\"calc_date\":20100226},{\"level_eod\":125.40353197776517,\"calc_date\":20100331},{\"level_eod\":125.61531446558091,\"calc_date\":20100430},{\"level_eod\":113.70563481028907,\"calc_date\":20100531},{\"level_eod\":110.20304494145992,\"calc_date\":20100630},{\"level_eod\":119.16963429651909,\"calc_date\":20100730},{\"level_eod\":115.00371282354574,\"calc_date\":20100831},{\"level_eod\":126.00582257765558,\"calc_date\":20100930},{\"level_eod\":130.55966277731184,\"calc_date\":20101029},{\"level_eod\":127.65487745639797,\"calc_date\":20101130},{\"level_eod\":137.00250410979683,\"calc_date\":20101231},{\"level_eod\":139.1525259901238,\"calc_date\":20110131},{\"level_eod\":143.2053900565245,\"calc_date\":20110228},{\"level_eod\":143.06166599989524,\"calc_date\":20110331},{\"level_eod\":148.914628425625,\"calc_date\":20110429},{\"level_eod\":145.714398953694,\"calc_date\":20110531},{\"level_eod\":143.41821898915498,\"calc_date\":20110630},{\"level_eod\":141.08341648929112,\"calc_date\":20110729},{\"level_eod\":130.77716425243335,\"calc_date\":20110831},{\"level_eod\":118.42995585776373,\"calc_date\":20110930},{\"level_eod\":131.11946904824566,\"calc_date\":20111031},{\"level_eod\":127.1937075343102,\"calc_date\":20111130},{\"level_eod\":126.93709843830949,\"calc_date\":20111230},{\"level_eod\":134.3176382979957,\"calc_date\":20120131},{\"level_eod\":141.07566583961088,\"calc_date\":20120229},{\"level_eod\":142.01261480053697,\"calc_date\":20120330},{\"level_eod\":140.3890156770608,\"calc_date\":20120430},{\"level_eod\":127.80168432119903,\"calc_date\":20120531},{\"level_eod\":134.11399791430316,\"calc_date\":20120629},{\"level_eod\":135.94967820091108,\"calc_date\":20120731},{\"level_eod\":138.9061788216377,\"calc_date\":20120831},{\"level_eod\":143.2813857006106,\"calc_date\":20120928},{\"level_eod\":142.32571641843145,\"calc_date\":20121031},{\"level_eod\":144.14604092718577,\"calc_date\":20121130},{\"level_eod\":147.41110958307428,\"calc_date\":20121231},{\"level_eod\":154.20192370815326,\"calc_date\":20130131},{\"level_eod\":154.17757222040908,\"calc_date\":20130228},{\"level_eod\":156.9965408108905,\"calc_date\":20130329},{\"level_eod\":161.4815649241894,\"calc_date\":20130430},{\"level_eod\":161.0392754316414,\"calc_date\":20130531},{\"level_eod\":156.33208278936826,\"calc_date\":20130628},{\"level_eod\":163.81617210021,\"calc_date\":20130731},{\"level_eod\":160.40280105216073,\"calc_date\":20130830},{\"level_eod\":168.68825462001365,\"calc_date\":20130930},{\"level_eod\":175.46768091669773,\"calc_date\":20131031},{\"level_eod\":177.95297011177362,\"calc_date\":20131129},{\"level_eod\":181.02341233270974,\"calc_date\":20131231},{\"level_eod\":173.78213463211844,\"calc_date\":20140131},{\"level_eod\":182.1774463395171,\"calc_date\":20140228},{\"level_eod\":182.98719772649855,\"calc_date\":20140331},{\"level_eod\":184.72869297423387,\"calc_date\":20140430},{\"level_eod\":188.65780465705612,\"calc_date\":20140530},{\"level_eod\":192.21009902363795,\"calc_date\":20140630},{\"level_eod\":189.87885255393795,\"calc_date\":20140731},{\"level_eod\":194.07345475023627,\"calc_date\":20140829},{\"level_eod\":187.77961406814887,\"calc_date\":20140930},{\"level_eod\":189.10206762874583,\"calc_date\":20141031},{\"level_eod\":192.26548165994961,\"calc_date\":20141128},{\"level_eod\":188.55465619202377,\"calc_date\":20141231},{\"level_eod\":185.60741724445498,\"calc_date\":20150130},{\"level_eod\":195.94045316172193,\"calc_date\":20150227},{\"level_eod\":192.9037828948073,\"calc_date\":20150331},{\"level_eod\":198.5013795917564,\"calc_date\":20150430},{\"level_eod\":198.24240548326418,\"calc_date\":20150529},{\"level_eod\":193.57513868486492,\"calc_date\":20150630},{\"level_eod\":195.25627464543626,\"calc_date\":20150731},{\"level_eod\":181.87136588887367,\"calc_date\":20150831},{\"level_eod\":175.28239006936104,\"calc_date\":20150930},{\"level_eod\":189.03885156837,\"calc_date\":20151030},{\"level_eod\":187.47813920451188,\"calc_date\":20151130},{\"level_eod\":184.09733726857849,\"calc_date\":20151231},{\"level_eod\":172.9942957339994,\"calc_date\":20160129},{\"level_eod\":171.80353011253888,\"calc_date\":20160229},{\"level_eod\":184.53583223894813,\"calc_date\":20160331},{\"level_eod\":187.25978683260504,\"calc_date\":20160429},{\"level_eod\":187.49638463928733,\"calc_date\":20160531},{\"level_eod\":186.3605875882907,\"calc_date\":20160630},{\"level_eod\":194.39206734322127,\"calc_date\":20160729},{\"level_eod\":195.0457734813946,\"calc_date\":20160831},{\"level_eod\":196.24113754199118,\"calc_date\":20160930},{\"level_eod\":192.91038834803967,\"calc_date\":20161031},{\"level_eod\":194.37643494119607,\"calc_date\":20161130},{\"level_eod\":198.57529572075669,\"calc_date\":20161230},{\"level_eod\":204.00495865753163,\"calc_date\":20170131},{\"level_eod\":209.72756286986572,\"calc_date\":20170228},{\"level_eod\":212.29327447917302,\"calc_date\":20170331},{\"level_eod\":215.601794,\"calc_date\":20170428},{\"level_eod\":220.362897,\"calc_date\":20170531},{\"level_eod\":221.364985,\"calc_date\":20170630},{\"level_eod\":227.5514,\"calc_date\":20170731},{\"level_eod\":228.423175,\"calc_date\":20170831},{\"level_eod\":232.836314,\"calc_date\":20170929},{\"level_eod\":237.671238,\"calc_date\":20171031},{\"level_eod\":242.27213,\"calc_date\":20171130},{\"level_eod\":246.177972,\"calc_date\":20171229},{\"level_eod\":260.066498,\"calc_date\":20180131},{\"level_eod\":249.144155,\"calc_date\":20180228},{\"level_eod\":243.81079,\"calc_date\":20180330},{\"level_eod\":246.1390768298893,\"calc_date\":20180430},{\"level_eod\":246.446378259941,\"calc_date\":20180531},{\"level_eod\":245.11177443920235,\"calc_date\":20180629},{\"level_eod\":252.50354629028263,\"calc_date\":20180731},{\"level_eod\":254.48731065421214,\"calc_date\":20180831},{\"level_eod\":255.59489200483662,\"calc_date\":20180928},{\"level_eod\":236.4408833857848,\"calc_date\":20181031},{\"level_eod\":239.89892998518198,\"calc_date\":20181130},{\"level_eod\":223.001776,\"calc_date\":20181231},{\"level_eod\":240.60990221271445,\"calc_date\":20190131},{\"level_eod\":247.04553063412015,\"calc_date\":20190228},{\"level_eod\":250.15237624035132,\"calc_date\":20190329},{\"level_eod\":258.59892790951517,\"calc_date\":20190430},{\"level_eod\":243.25909050068162,\"calc_date\":20190531},{\"level_eod\":259.18760150040333,\"calc_date\":20190628},{\"level_eod\":259.9470607363146,\"calc_date\":20190731},{\"level_eod\":253.78051899234057,\"calc_date\":20190830},{\"level_eod\":259.1204548442262,\"calc_date\":20190930},{\"level_eod\":266.21225033469153,\"calc_date\":20191031},{\"level_eod\":272.7108798598821,\"calc_date\":20191129},{\"level_eod\":282.3144533420342,\"calc_date\":20191231},{\"level_eod\":279.19602788017386,\"calc_date\":20200131},{\"level_eod\":256.6454250384198,\"calc_date\":20200228},{\"level_eod\":221.99744152361222,\"calc_date\":20200331},{\"level_eod\":245.77893129571055,\"calc_date\":20200430},{\"level_eod\":256.4681074852803,\"calc_date\":20200529},{\"level_eod\":264.66290335178525,\"calc_date\":20200630},{\"level_eod\":278.6601385059216,\"calc_date\":20200731},{\"level_eod\":295.71556269970426,\"calc_date\":20200831},{\"level_eod\":286.1807444519168,\"calc_date\":20200930},{\"level_eod\":279.22409269803626,\"calc_date\":20201030},{\"level_eod\":313.64207134234505,\"calc_date\":20201130},{\"level_eod\":328.20430523919345,\"calc_date\":20201231},{\"level_eod\":326.7116169772673,\"calc_date\":20210129},{\"level_eod\":334.2793860355935,\"calc_date\":20210226},{\"level_eod\":343.2077678674786,\"calc_date\":20210331},{\"level_eod\":358.213679083229,\"calc_date\":20210430},{\"level_eod\":363.78834857070024,\"calc_date\":20210531},{\"level_eod\":368.5821,\"calc_date\":20210630},{\"level_eod\":371.12192187702846,\"calc_date\":20210730},{\"level_eod\":380.41085208111366,\"calc_date\":20210831},{\"level_eod\":364.69617442049497,\"calc_date\":20210930},{\"level_eod\":383.3115513556124,\"calc_date\":20211029}]}}]\n",
    "\n",
    "#\n",
    "asset_prices = list((map(lambda x: list(map(lambda t: t['level_eod'], x['indexes']['INDEX_LEVELS'])), asset_prices)))\n",
    "\n",
    "# Determine the lenght of the common history\n",
    "assets_prices_length = list(map(lambda x: len(x), asset_prices))\n",
    "assets_prices_common_length = min(assets_prices_length)\n",
    "\n",
    "# Keep only the common asset prices\n",
    "common_asset_prices = list(map(lambda x: x[-assets_prices_common_length:], asset_prices))\n",
    "common_asset_prices = np.array(common_asset_prices, dtype=float)\n",
    "\n",
    "#\n",
    "df = pd.DataFrame(data=np.transpose(common_asset_prices))\n",
    "df.columns = [\"MSCI EMU Index\", \"MSCI USA Index\", \"MSCI World Index\", \"MSCI Emerging Markets Index\", \"MSCI Emerging Markets IMI Index\", \"MSCI World Small Cap Index\", \" MSCI World Quality Index\", \"MSCI World Momentum Index\", \"MSCI All Country World Index\"]\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cae7450a-f3ed-470a-843e-192bd5f4a6f2",
   "metadata": {},
   "source": [
    "> Let's now compute randomly-rebalanced portfolio invested in the different MSCI indexes (excluding the MSCI ACWI)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "a098939d-6a67-4f83-966c-b5c2b188662e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Without an API key, the number of random portfolios to generate is limited to 100.\n",
    "# With an API key, the default number of random portfolios to generate is limited to 500, but this limit can be extended on demand (below, 10000).\n",
    "portfolio_optimizer_api_key = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "0a694505-53c6-48c5-9014-bd7af38ba55a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "\n",
    "# Calculate randomly-rebalanced portfolios investedt in the different MSCI indexes (except ACWI) with Portfolio Optimizer\n",
    "po_request_body = { 'assets': list(map(lambda x: {'assetPrices': x.tolist()}, common_asset_prices[0:7])), \n",
    "                    'simulations': 10000 if portfolio_optimizer_api_key else 100 }\n",
    "response = requests.post('https://api.portfoliooptimizer.io/v1/portfolios/simulation/evolution/random', json=po_request_body, headers={'X-API-Key': portfolio_optimizer_api_key})\n",
    "\n",
    "#\n",
    "random_portfolios = response.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61ab9a19-13d4-46fd-91e7-93ba7e855b82",
   "metadata": {},
   "source": [
    "> Let's finally compute the returns, volatilities and Sharpe Ratios of these portfolios, and compare them with those of a portfolio invested in the MSCI ACWI index only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "d6ff127a-b9f3-4b2f-bf8a-3a0a26b57e60",
   "metadata": {},
   "outputs": [],
   "source": [
    "import gzip\n",
    "import json\n",
    "import math\n",
    "   \n",
    "# Calculate the associated returns and volatilities with Portfolio Optimizer\n",
    "po_request_body = { 'portfolios': random_portfolios['portfolios'] }\n",
    "po_request_body_gzip = gzip.compress(json.dumps(po_request_body).encode('utf-8'))\n",
    "\n",
    "response = requests.post('https://api.portfoliooptimizer.io/v1/portfolio/analysis/return', data=po_request_body_gzip, headers={'Content-Encoding': 'gzip', 'Content-Type' : 'application/json', 'X-API-Key': portfolio_optimizer_api_key})\n",
    "random_portfolios_returns =  list(map(lambda x: x['portfolioReturn'], response.json()['portfolios']))\n",
    "\n",
    "response = requests.post('https://api.portfoliooptimizer.io/v1/portfolio/analysis/volatility', data=po_request_body_gzip, headers={'Content-Encoding': 'gzip', 'Content-Type' : 'application/json', 'X-API-Key': portfolio_optimizer_api_key})\n",
    "random_portfolios_volatilities =  list(map(lambda x: x['portfolioVolatility'] * math.sqrt(12), response.json()['portfolios']))\n",
    "\n",
    "\n",
    "# Calculate the associated Sharpe Ratios with Portfolio Optimizer\n",
    "po_request_body = { 'portfolios': random_portfolios['portfolios'], \n",
    "                    'riskFreeRate': 0 }\n",
    "po_request_body_gzip = gzip.compress(json.dumps(po_request_body).encode('utf-8'))\n",
    "\n",
    "response = requests.post('https://api.portfoliooptimizer.io/v1/portfolio/analysis/sharpe-ratio', data=po_request_body_gzip, headers={'Content-Encoding': 'gzip', 'Content-Type' : 'application/json', 'X-API-Key': portfolio_optimizer_api_key})\n",
    "\n",
    "random_portfolios_sharpe_ratios =  list(map(lambda x: x['portfolioSharpeRatio'] * math.sqrt(12), response.json()['portfolios']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d57bca1b-73af-44ef-91d1-62a09f6b96e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.8331155135561237\n",
      "0.15659949820245025\n",
      "0.4927537256894257\n"
     ]
    }
   ],
   "source": [
    "# Calculate the return, the volatility and the Sharpe Ratio of a portfolio invested in the MSCI ACWI index with Portfolio Optimizer\n",
    "\n",
    "#\n",
    "po_request_body = { 'portfolios': [{'portfolioValues': common_asset_prices[8].tolist()}] }\n",
    "response = requests.post('https://api.portfoliooptimizer.io/v1/portfolio/analysis/return', json=po_request_body, headers={'X-API-Key': portfolio_optimizer_api_key})\n",
    "\n",
    "acwi_portfolio_return =  response.json()['portfolios'][0]['portfolioReturn']\n",
    "print(acwi_portfolio_return)\n",
    "\n",
    "#\n",
    "po_request_body = { 'portfolios': [{'portfolioValues': common_asset_prices[8].tolist()}] }\n",
    "response = requests.post('https://api.portfoliooptimizer.io/v1/portfolio/analysis/volatility', json=po_request_body, headers={'X-API-Key': portfolio_optimizer_api_key})\n",
    "\n",
    "acwi_portfolio_volatility =  response.json()['portfolios'][0]['portfolioVolatility'] * math.sqrt(12)\n",
    "print(acwi_portfolio_volatility)\n",
    "\n",
    "#\n",
    "po_request_body = { 'portfolios': [{'portfolioValues': common_asset_prices[8].tolist()}], \n",
    "                    'riskFreeRate': 0 }\n",
    "response = requests.post('https://api.portfoliooptimizer.io/v1/portfolio/analysis/sharpe-ratio', json=po_request_body, headers={'X-API-Key': portfolio_optimizer_api_key})\n",
    "\n",
    "acwi_portfolio_sharpe_ratio = response.json()['portfolios'][0]['portfolioSharpeRatio'] * math.sqrt(12)\n",
    "print(acwi_portfolio_sharpe_ratio)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5c3d88b-96f0-4ebb-b9a3-b81284c16717",
   "metadata": {},
   "source": [
    "> The comparison will be done graphically through histograms, and numerically through percentile ranks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "7a7b27d2-c06e-4208-a76f-e18a3beb3187",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEGCAYAAACUzrmNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAWxUlEQVR4nO3dfbRddX3n8fdHHkQRCEiGhQQaHKkdRy0yGcQyY5FUR40Flw9ol1qGYU0YFyqMdTQ6IjPSjnFasdgqDgUUpwpIfIrC+DAItp1VKQlYESMaMZSkIPEJUEcd9Dt/nN+Va0ju3je55yH3vl9rnXX23ud39v5yFsknv/3b+7dTVUiSNJOHjbsASdLkMywkSZ0MC0lSJ8NCktTJsJAkddpz3AUMw8EHH1xLly4ddxmStFtZv379d6pq8fY+m5dhsXTpUtatWzfuMiRpt5Lkjh195mkoSVInw0KS1MmwkCR1MiwkSZ0MC0lSJ8NCktTJsJAkdTIsJEmdDAtJUqd5eQe31GXpqqt7tdu0esWQK5F2D/YsJEmdDAtJUifDQpLUybCQJHVygFvzSt+Ba0mzY89CktTJsJAkdRraaagklwLPA+6pqie2bQcBVwJLgU3AKVX1/SQBLgCeC/wY+LdVdVP7zqnAm9tu/7CqLhtWzZpcnl6SxmuYPYv3A8/eZtsq4NqqOgq4tq0DPAc4qr1WAhfCL8PlXOCpwLHAuUkOHGLNkqTtGFrPoqr+KsnSbTafDJzQli8Drgfe0LZ/oKoK+GKSRUkObW0/V1XfA0jyOQYBdPmw6pamm02Pxru9NZ+NeszikKq6qy3fDRzSlg8D7pzWbnPbtqPtkqQRGtsAd+tF1FztL8nKJOuSrNu6detc7VaSxOjD4tvt9BLt/Z62fQtw+LR2S9q2HW1/iKq6qKqWVdWyxYsXz3nhkrSQjTos1gKntuVTgU9M2/77GTgOuLedrvoM8KwkB7aB7We1bZKkERrmpbOXMxigPjjJZgZXNa0GPpzkdOAO4JTW/BoGl81uZHDp7GkAVfW9JOcBN7Z2b50a7JYkjc4wr4b6vR18tHw7bQs4cwf7uRS4dA5LkyTNkndwS5I6GRaSpE6GhSSpk2EhSepkWEiSOhkWkqROhoUkqZNhIUnqZFhIkjoZFpKkToaFJKmTYSFJ6mRYSJI6GRaSpE6GhSSpk2EhSepkWEiSOg3tSXnSQrN01dW92m1avWLIlUhzz56FJKmTYSFJ6mRYSJI6GRaSpE6GhSSpk2EhSepkWEiSOhkWkqROhoUkqZNhIUnq5HQfGqu+U2RIGi97FpKkTmMJiyT/McmtSb6S5PIk+yQ5MskNSTYmuTLJ3q3tw9v6xvb50nHULEkL2azCIsmBSZ68KwdMchjwGmBZVT0R2AN4KfB24J1V9Tjg+8Dp7SunA99v29/Z2kmSRqgzLJJcn2T/JAcBNwF/keT8XTzunsAjkuwJPBK4CzgRWNM+vwx4fls+ua3TPl+eJLt4fEnSLPTpWRxQVfcBLwA+UFVPBX5nZw9YVVuAPwH+gUFI3AusB35QVQ+0ZpuBw9ryYcCd7bsPtPaP3tnjS5Jmr09Y7JnkUOAU4FO7esAkBzLoLRwJPAbYF3j2HOx3ZZJ1SdZt3bp1V3cnSZqmT1i8FfgM8M2qujHJY4Fv7MIxfwf4VlVtrar/B3wUOB5Y1E5LASwBtrTlLcDhAO3zA4DvbrvTqrqoqpZV1bLFixfvQnmSpG11hkVVXVVVT66qV7b126vqhbtwzH8AjkvyyDb2sBz4KnAd8KLW5lTgE215bVunff75qqpdOL4kaZb6DHAvSfKxJPe010eSLNnZA1bVDQwGqm8Cbmk1XAS8AXhtko0MxiQuaV+5BHh02/5aYNXOHluStHP63MH9PuBDwIvb+svbtmfu7EGr6lzg3G023w4cu522P5l2bEnSGPQZs1hcVe+rqgfa6/2AgwKStID0CYvvJnl5kj3a6+VsZ4BZkjR/9QmLf8fgstm7GdwX8SLgtGEWJUmaLJ1jFlV1B3DSCGqRFoS+M+1uWr1iyJVI/e0wLJK8vqr+e5I/Ax5yqWpVvWaolUmSJsZMPYsN7X3dKAqRJE2uHYZFVX2yvV+2ozaSpIVhptNQn2Q7p5+mVJXjGJK0QMx0GupPRlaFJGmizXQa6gtTy+2pdb/eVm9rEwBKkhaIzktnk5zA4OFDm4AAhyc5tar+aqiVSZImRp+5od4BPKuqbgNI8uvA5cC/GGZhkqTJ0ecO7r2mggKgqr4O7DW8kiRJk6ZPz2JdkouBv2zrL8N7LyRpQekTFq8EzgSm7tj+a+A9Q6tIkjRxZrrP4tqqWg68tareAJw/urIkSZNkpp7FoUl+CzgpyRUMroT6paq6aaiVSZImxkxh8RbgHGAJD+1VFHDisIqSJE2WmW7KWwOsSXJOVZ03wpokSROmz6WzJ2y7Icm1c1+KJGlSzTTAvQ+wL3BwkgN5cMxif+CwEdQmSZoQM41ZnAGcDTwGWM+DYXEf8OfDLUuSNElmGrO4IMmfA29yzEKSFrYZxyyq6ufAC0ZUiyRpQvUZ4L42yQuTpLupJGk+6hMWZwBXAT9Lcl+S+5PcN+S6JEkTpHNuqKrabxSFaH5ZuurqcZcgaQ71mUiQJCcBT2+r11fVp4ZXkiRp0nSehkqyGjgL+Gp7nZXkbcMuTJI0Ofr0LJ4LHF1VvwBIchlwM/DGYRYmSZocfQa4ARZNWz5gCHVIkiZYn7B4G3Bzkve3XsV64I925aBJFiVZk+RrSTYkeVqSg5J8Lsk32vuBrW2SvCvJxiRfTnLMrhxbkjR7nWFRVZcDxwEfBdYAT6uqK3fxuBcAn66q3wB+E9gArAKuraqjgGvbOsBzgKPaayVw4S4eW5I0S31PQz2NweyzJ7TlnZbkAAZXVl0CUFU/q6ofACcDl7VmlwHPb8snAx+ogS8Ci5Icuis1SJJmp8/VUO8B/gNwC/AV4Iwk796FYx4JbAXel+TmJBcn2Rc4pKruam3uBg5py4cBd077/ma2M+ttkpVJ1iVZt3Xr1l0oT5K0rT5XQ50I/LOqKvjl1VC37uIxjwFeXVU3JLmAB085AVBVlaRms9Oqugi4CGDZsmWz+q4kaWZ9wmIjcARwR1s/vG3bWZuBzVV1Q1tfwyAsvp3k0Kq6q51muqd9vqUdc8qStk2a1/reBb9p9YohVyL1G7PYD9iQ5Pok1zG4MW//JGuTrJ3tAavqbuDOJI9vm5a3fa4FTm3bTgU+0ZbXAr/froo6Drh32ukqSdII9OlZvGUIx3018MEkewO3A6cxCK4PJzmdQS/mlNb2GgY3Bm4EftzaSpJGqM9Egl+Y64NW1ZeAZdv5aPl22hZw5lzXIEnqr++ls5KkBcywkCR12mFYJLm2vb99dOVIkibRTGMWhyb5LeCkJFcAv/JY1aq6aaiVSZImxkxh8RbgHAb3NZy/zWfF4GY9SdICsMOwqKo1wJok51TVeSOsSZI0YfpcOnuej1WVpIWtz0SCb+Ohj1X9b8MuTJI0Ofrcwb2C7T9W9U3DLEySNDl8rKokqVOfnsXUY1WvY3D57NPZZkpxSdL81meA+/Ik1wP/sm16Q5s5VpK0QPTpWdCmBJ/1dOSSpPnBuaEkSZ0MC0lSpxnDIskeSb42qmIkSZNpxrCoqp8DtyU5YkT1SJImUJ8B7gOBW5P8HfCjqY1VddLQqpIkTZQ+YXHO0KuQJE20Xs/gTvJrwFFV9b+TPBLYY/ilSZImRZ+JBP89sAb4H23TYcDHh1iTJGnC9Ll09kzgeOA+gKr6BvBPhlmUJGmy9AmLn1bVz6ZWkuzJ4El5kqQFok9YfCHJm4BHJHkmcBXwyeGWJUmaJH3CYhWwFbgFOAO4BnjzMIuSJE2WPldD/aI98OgGBqefbqsqT0NJ0gLSGRZJVgDvBb7J4HkWRyY5o6r+17CLk9Rt6aqre7XbtHrFkCvRfNbnprx3AM+oqo0ASf4pcDVgWCxAff9ikjS/9BmzuH8qKJrbgfuHVI8kaQLtsGeR5AVtcV2Sa4APMxizeDFw4whqkyRNiJl6Fr/bXvsA3wZ+GziBwZVRj9jVA7fpz29O8qm2fmSSG5JsTHJlkr3b9oe39Y3t86W7emxJ0uzssGdRVacN+dhnARuA/dv624F3VtUVSd4LnA5c2N6/X1WPS/LS1u4lQ65NkjRNn7mhjkxyfpKPJlk79dqVgyZZAqwALm7rAU5kMAcVwGXA89vyyW2d9vny1l6SNCJ9rob6OHAJg7u2fzFHx/1T4PXAfm390cAPquqBtr6ZwYSFtPc7AarqgST3tvbfmb7DJCuBlQBHHOGzmiRpLvUJi59U1bvm6oBJngfcU1Xrk5wwV/utqouAiwCWLVvmTYOSNIf6hMUFSc4FPgv8dGpjVd20k8c8HjgpyXMZDJ7vD1wALEqyZ+tdLAG2tPZbgMOBzW0SwwOA7+7ksSVJO6FPWDwJeAWDMYWp01DV1metqt4IvBGg9SxeV1UvS3IV8CLgCuBU4BPtK2vb+t+2zz/vdCOSNFp9wuLFwGOnT1M+JG8Arkjyh8DNDMZJaO//M8lG4HvAS4dchyRpG33C4ivAIuCeuT54VV0PXN+WbweO3U6bnzAILEnSmPQJi0XA15LcyK+OWZw0rKIkSZOlT1icO/QqJEkTrc/zLL4wikIkSZOrz/Ms7ufBZ27vDewF/Kiq9t/xtyRJ80mfnsXUXdZT03KcDBw3zKIkSZOlz/MsfqkGPg78m+GUI0maRH1OQ71g2urDgGXAT4ZWkSRp4vS5Gup3py0/AGxicCpKkrRA9BmzGPZzLSRJE26mx6q+ZYbvVVWdN4R6JEkTaKaexY+2s21fBk+uezRgWEjSAjHTY1XfMbWcZD8Gj0E9jcGssO/Y0fckSfPPjGMWSQ4CXgu8jMGjTY+pqu+PojBJ0uSYaczij4EXMHj63JOq6ocjq0rSnFu66upe7TatXjHkSrQ7mummvD8AHgO8GfjHJPe11/1J7htNeZKkSTDTmMWs7u6WJM1fBoIkqZNhIUnqZFhIkjoZFpKkToaFJKmTYSFJ6mRYSJI69Xmehea5vnf2Slq47FlIkjoZFpKkToaFJKmTYSFJ6mRYSJI6GRaSpE4jD4skhye5LslXk9ya5Ky2/aAkn0vyjfZ+YNueJO9KsjHJl5McM+qaJWmhG0fP4gHgD6rqCcBxwJlJngCsAq6tqqOAa9s6wHOAo9prJXDh6EuWpIVt5GFRVXdV1U1t+X5gA3AYcDKD53zT3p/flk8GPlADXwQWJTl0tFVL0sI21jGLJEuBpwA3AIdU1V3to7uBQ9ryYcCd0762uW3bdl8rk6xLsm7r1q3DK1qSFqCxhUWSRwEfAc6uql95pndVFVCz2V9VXVRVy6pq2eLFi+ewUknSWMIiyV4MguKDVfXRtvnbU6eX2vs9bfsW4PBpX1/StkmSRmTkEwkmCXAJsKGqzp/20VrgVGB1e//EtO2vSnIF8FTg3mmnqyTNsb4TS25avWLIlWiSjGPW2eOBVwC3JPlS2/YmBiHx4SSnA3cAp7TPrgGeC2wEfgycNtJqJUmjD4uq+hsgO/h4+XbaF3DmUIuSJM3IO7glSZ0MC0lSJ8NCktTJsJAkdfIZ3POYz9aWNFfsWUiSOtmzkLRTZtNz9Qa+3Z89C0lSJ8NCktTJsJAkdTIsJEmdDAtJUifDQpLUybCQJHUyLCRJnQwLSVInw0KS1MmwkCR1cm4oSUPXdx4p55CaXPYsJEmd7FnshnxOhaRRs2chSepkz0LSxHBsY3LZs5AkdTIsJEmdDAtJUifHLCaIVzlJmlSGhaTdjgPho+dpKElSJ8NCktRptzkNleTZwAXAHsDFVbV6zCVJmnCerpo7u0VYJNkDeDfwTGAzcGOStVX11fFW1o8D15J2d7tFWADHAhur6naAJFcAJwNDCQv/cpcWlnH+me/bqxl3L2l3CYvDgDunrW8Gnjq9QZKVwMq2+sMkt7Xlg4HvDL3CyeZvMODvMODvMEG/Qd4+1v1t+zv82o4a7i5h0amqLgIu2nZ7knVVtWwMJU0Mf4MBf4cBfwd/gymz+R12l6uhtgCHT1tf0rZJkkZgdwmLG4GjkhyZZG/gpcDaMdckSQvGbnEaqqoeSPIq4DMMLp29tKpu7fn1h5yaWoD8DQb8HQb8HfwNpvT+HVJVwyxEkjQP7C6noSRJY2RYSJI6zcuwSHJ4kuuSfDXJrUnOGndN45BknyR/l+Tv2+/wX8dd07gk2SPJzUk+Ne5axiXJpiS3JPlSknXjrmdckixKsibJ15JsSPK0cdc0Skke3/4fmHrdl+Tszu/NxzGLJIcCh1bVTUn2A9YDz99dpgeZK0kC7FtVP0yyF/A3wFlV9cUxlzZySV4LLAP2r6rnjbuecUiyCVhWVRNxM9q4JLkM+OuqurhdXfnIqvrBmMsaizaV0hbgqVV1x0xt52XPoqruqqqb2vL9wAYGd4EvKDXww7a6V3vNv38ddEiyBFgBXDzuWjReSQ4Ang5cAlBVP1uoQdEsB77ZFRQwT8NiuiRLgacAN4y5lLFop1++BNwDfK6qFuLv8KfA64FfjLmOcSvgs0nWt+lxFqIjga3A+9ppyYuT7DvuosbopcDlfRrO67BI8ijgI8DZVXXfuOsZh6r6eVUdzeCu92OTPHHMJY1UkucB91TV+nHXMgH+VVUdAzwHODPJ08dd0BjsCRwDXFhVTwF+BKwab0nj0U7BnQRc1af9vA2Ldo7+I8AHq+qj465n3FpX+zrg2WMuZdSOB05q5+uvAE5M8pfjLWk8qmpLe78H+BiD2ZwXms3A5mk97DUMwmMheg5wU1V9u0/jeRkWbWD3EmBDVZ0/7nrGJcniJIva8iMYPA/ka2MtasSq6o1VtaSqljLocn++ql4+5rJGLsm+7WIP2mmXZwFfGW9Vo1dVdwN3Jnl827ScIT3qYDfwe/Q8BQW7yXQfO+F44BXALe18PcCbquqa8ZU0FocCl7UrHh4GfLiqFuylowvcIcDHBv+OYk/gQ1X16fGWNDavBj7YTsPcDpw25npGrv2D4ZnAGb2/Mx8vnZUkza15eRpKkjS3DAtJUifDQpLUybCQJHUyLCRJnQwLLVhJHj1t5s27k2yZtr73Nm3PTvLIHvu8PsmyHWy/rc0AfGOSozv2c3SS5876P0oaEsNCC1ZVfbeqjm7TobwXeOfUelX9bJvmZwOdYdHhZVX1m8B7gD/uaHs0MKuwyIB/pjUU/o8lTZNkeZtg7pYklyZ5eJLXAI8BrktyXWt3YZJ1O/mckL+lzYLc7qy+tD135OYkJ7dezVuBl7RezkuS/Jckr5tW51eSLG2v25J8gMEd2f+6PaPhL1ptn21370u7xLCQHrQP8H7gJVX1JAZ3Or+yqt4F/CPwjKp6Rmv7n6tqGfBk4LeTPHkWx3k28PGp/TCYguRY4BkMehx7AW8Brmy9nCs79ncU8J6q+ufAHW393W39B8ALZ1GbtF3zdboPaWfsAXyrqr7e1i8DzmQwxfm2TmnTfO/JYFqVJwBf7tj/1BQTj2JwmgkGczSdNK3XsA9wxCzrvmObB1p9q6q+1JbXA0tnuT/pIexZSLOU5EjgdcDyqnoycDWDv+S7vAx4LIMQ+rOp3QEvnDZWckRVbdjOdx/gV/+8Tj/ej7Zp+9Npyz/HfxRqDhgW0oN+DixN8ri2/grgC235fmC/trw/g7+g701yCIOpnnupwWRs5wDHJfkN4DPAq9tMySR5ynaOB7CJNpV2kmMYPMRHGhnDQnrQTxjMQHpVklsYPFnvve2zi4BPJ7muqv4euJnBdO8fAv7PbA5SVf8XeAfwn4DzGIxRfDnJrW0dBs8eecLUADeDZ7Mc1Nq8Cvj6Q/csDY+zzkqSOtmzkCR1MiwkSZ0MC0lSJ8NCktTJsJAkdTIsJEmdDAtJUqf/D68FOgjsDliQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "#\n",
    "plt.hist(random_portfolios_returns, density=False, bins=30)\n",
    "plt.ylabel('Number of portfolios')\n",
    "plt.xlabel('Total Return');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "48661f3c-c712-4b47-96a6-66974955d4f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "#\n",
    "plt.hist(random_portfolios_volatilities, density=False, bins=30)\n",
    "plt.ylabel('Number of portfolios')\n",
    "plt.xlabel('Volatility');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "8c5d8292-6d78-45cd-b716-8b195858f66f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "#\n",
    "plt.hist(random_portfolios_sharpe_ratios, density=False, bins=30)\n",
    "plt.ylabel('Number of portfolios')\n",
    "plt.xlabel('Sharpe Ratio');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "6dc3a7d1-5b70-46e5-b46d-0da6279642fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.53\n",
      "0.0\n",
      "4.15\n"
     ]
    }
   ],
   "source": [
    "import scipy.stats\n",
    "\n",
    "# Compute the percentile rank of the return, volatility and Sharpe Ratio of the portfolio invested in the MSCI ACWI index v.s. the random portfolios.\n",
    "print(scipy.stats.percentileofscore(random_portfolios_returns, acwi_portfolio_return))\n",
    "print(scipy.stats.percentileofscore(random_portfolios_volatilities, acwi_portfolio_volatility))\n",
    "print(scipy.stats.percentileofscore(random_portfolios_sharpe_ratios, acwi_portfolio_sharpe_ratio))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a59b3090-223d-4f6f-a06d-0f1aa84d63c2",
   "metadata": {},
   "source": [
    "> Conclusion: the performances of a portfolio made of different MSCI World/Emerging Markets indexes are better than the performances of a portfolio invested in the MSCI ACWI only, but at the expense of more volatility.\n",
    "\n",
    "> Ultimately, the increase in Sharpe Ratio is of ~12%."
   ]
  }
 ],
 "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": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}