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jonpsy/internship.ipynb

Created June 20, 2020 13:44
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Internship.ipynb
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internship.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Internship.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"authorship_tag": "ABX9TyNZ+xjzdCNwJy51Kie/JObN",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/jonpsy/3aa4944b093c40800608d0cfd9c3487b/internship.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dQnoMgRAunAo",
"colab_type": "text"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "apq9MjgGuqBC",
"colab_type": "text"
},
"source": [
"#Introduction\n",
"\n",
"Hi! My name is Nanubala Gnana Sai (gnanasai.n18@iiits.in / jonpsy101@gmail.com)\n",
"\n",
"\n",
"My kaggle ID: https://www.kaggle.com/nanusai"
]
},
{
"cell_type": "code",
"metadata": {
"id": "0IeB0KVeZEvN",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 124
},
"outputId": "e5f88ce2-93c6-4567-fade-d3e1e5d5264f"
},
"source": [
"from google.colab import drive\n",
"import matplotlib.pyplot as plt\n",
"drive.mount('/content/drive')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n",
"\n",
"Enter your authorization code:\n",
"··········\n",
"Mounted at /content/drive\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "5n6DteUoiZop",
"colab_type": "code",
"colab": {}
},
"source": [
"def change_cols(raw_csv):\n",
"\n",
" columns_names = [\"Symbol\", \"Series\", \"Prev Close\",\n",
" \"Open\", \"High\", \"Low\", \"Last\", \"Close\", \"VWAP\", \"Volume\", \n",
" \"Turnover\" , \"Trades\", \"Deliverable Volume\", \"%Deliverble\"]\n",
" raw_csv.columns = columns_names\n",
" return raw_csv"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "IAzgoYzvgSxX",
"colab_type": "text"
},
"source": [
"**NOTE:** Due to unknown reasons, get_history method of nsepy isn't working. I'm resorting to using pandas directly on the downloaded csv"
]
},
{
"cell_type": "code",
"metadata": {
"id": "j7E75iLOrxKQ",
"colab_type": "code",
"colab": {}
},
"source": [
"import pandas as pd\n",
"\n",
"csv_path = \"/content/drive/My Drive/internship/\"\n",
"\n",
"airtel_stock = change_cols(pd.read_csv(csv_path + 'BHARTIARTL_stock.csv',index_col = 'Date',parse_dates=True))\n",
"jio_stock = change_cols(pd.read_csv(csv_path + 'RELIANCE_stock.csv',index_col = 'Date',parse_dates=True))\n",
"nifty500 = pd.read_csv(csv_path + 'nifty500.csv', index_col = 'Date',parse_dates=True).rename({\"Shares Traded\":\"Volume\"},axis = 'columns')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "3hk0lCK-u045",
"colab_type": "text"
},
"source": [
"## Rolling average\n",
"\n",
"The rolling average function finds the mean over a certain window. The window strides over the entire dataset."
]
},
{
"cell_type": "code",
"metadata": {
"id": "xMVEqF0ft9G2",
"colab_type": "code",
"colab": {}
},
"source": [
"def roll_window(stock):\n",
"\n",
"#Find over 4, 8 , 12 .... 52 weeks\n",
" weeks = [4*i for i in range(1,14)]\n",
"\n",
" for week in weeks:\n",
" stock[str(week) + '-week closeavg'] = stock['Close'].rolling(7 * week).mean()\n",
" \n",
" return stock"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "NUDwDWgZs6DY",
"colab_type": "code",
"colab": {}
},
"source": [
"airtel_stock = roll_window(airtel_stock)\n",
"jio_stock = roll_window(jio_stock)\n",
"nifty500 = roll_window(nifty500) "
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "087ESHctufob",
"colab_type": "text"
},
"source": [
"### Create Dummy Features"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2URmMofquKiQ",
"colab_type": "text"
},
"source": [
"These functions detect the percentage change, and assign values 0/1 accordingly.\n",
"\n",
"\n",
"**Note**: Some value maybe NaN as they don't fullfill any criteria.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "_gRmPQUlSh6A",
"colab_type": "code",
"colab": {}
},
"source": [
"def volume_change(pct_change):\n",
" \n",
" \n",
" if(pct_change >= 0.1): # Increase of 10% or more\n",
" return 1\n",
" if(pct_change <= -0.1): # Decrease of 10% or more\n",
" return 0\n",
" \n",
" return None #No shock\n",
"\n",
"def price_change(pct_change):\n",
" \n",
" \n",
" if(pct_change >= 0.02): # Increase of 2% or more\n",
" return 1\n",
" if(pct_change <= -0.02): # Decrease of 2% or more\n",
" return 0\n",
" \n",
" return None #No shock\n",
"\n",
"def blackswan_change(pct_change):\n",
" \n",
" \n",
" if(pct_change >= 0.05): # Increase of 5% or more\n",
" return 1\n",
" if(pct_change <= -0.05): # Decrease of 5% or more\n",
" return 0\n",
" \n",
" return None #No shock"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Xjb_7lXF3Tym",
"colab_type": "code",
"colab": {}
},
"source": [
"def volume_shock(stock):\n",
" return stock['Volume'].pct_change().apply(volume_change)\n",
"\n",
"def price_shock(stock):\n",
" return stock['Close'].pct_change().apply(price_change)\n",
"\n",
"def blackswan_shock(stock):\n",
" return stock['Close'].pct_change().apply(blackswan_change)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "b6FC2XRgSuir",
"colab_type": "code",
"colab": {}
},
"source": [
"def add_shocks(stock):\n",
" stock['vol_shock'] = volume_shock(stock)\n",
" stock['price_shock'] = price_shock(stock)\n",
" stock['blackswan_shock'] = blackswan_shock(stock)\n",
"\n",
" return stock"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "TxfCLTKoTJTf",
"colab_type": "code",
"colab": {}
},
"source": [
"airtel_stock = add_shocks(airtel_stock)\n",
"jio_stock = add_shocks(jio_stock)\n",
"nifty500 = add_shocks(nifty500)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "cI0oowjkuuY3",
"colab_type": "text"
},
"source": [
"##Data Visualisation"
]
},
{
"cell_type": "code",
"metadata": {
"id": "TnRK5L9QuxFo",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 245
},
"outputId": "8a525369-7b66-4e11-a8e3-e34e82fe8fa4"
},
"source": [
"#Installation\n",
"%pip install altair vega_datasets"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: altair in /usr/local/lib/python3.6/dist-packages (4.1.0)\n",
"Requirement already satisfied: vega_datasets in /usr/local/lib/python3.6/dist-packages (0.8.0)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.6/dist-packages (from altair) (2.11.2)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from altair) (1.18.5)\n",
"Requirement already satisfied: pandas>=0.18 in /usr/local/lib/python3.6/dist-packages (from altair) (1.0.4)\n",
"Requirement already satisfied: entrypoints in /usr/local/lib/python3.6/dist-packages (from altair) (0.3)\n",
"Requirement already satisfied: toolz in /usr/local/lib/python3.6/dist-packages (from altair) (0.10.0)\n",
"Requirement already satisfied: jsonschema in /usr/local/lib/python3.6/dist-packages (from altair) (2.6.0)\n",
"Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.6/dist-packages (from jinja2->altair) (1.1.1)\n",
"Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.18->altair) (2018.9)\n",
"Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.18->altair) (2.8.1)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.6.1->pandas>=0.18->altair) (1.12.0)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "qpEDm8IOwSsw",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 448
},
"outputId": "2bdec8a7-e11d-42fb-c14d-695953dd38bb"
},
"source": [
"import altair as alt\n",
"from altair import datum\n",
"\n",
"interval = alt.selection_interval()\n",
"\n",
"alt.Chart(airtel_stock.reset_index()).mark_line().encode(\n",
" x = 'Date:T',\n",
" y = 'Close',\n",
" color = alt.condition('datum.vol_shock', alt.ColorValue('blue'), alt.ColorValue('red'))\n",
").properties(\n",
" width = 1000,\n",
" height = 380\n",
")"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"alt.Chart(...)"
],
"text/html": [
"\n",
"<div id=\"altair-viz-401d856d21f14d66b971aead3bf15296\"></div>\n",
"<script type=\"text/javascript\">\n",
" (function(spec, embedOpt){\n",
" let outputDiv = document.currentScript.previousElementSibling;\n",
" if (outputDiv.id !== \"altair-viz-401d856d21f14d66b971aead3bf15296\") {\n",
" outputDiv = document.getElementById(\"altair-viz-401d856d21f14d66b971aead3bf15296\");\n",
" }\n",
" const paths = {\n",
" \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
" \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
" \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
" \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
" };\n",
"\n",
" function loadScript(lib) {\n",
" return new Promise(function(resolve, reject) {\n",
" var s = document.createElement('script');\n",
" s.src = paths[lib];\n",
" s.async = true;\n",
" s.onload = () => resolve(paths[lib]);\n",
" s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" });\n",
" }\n",
"\n",
" function showError(err) {\n",
" outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
" throw err;\n",
" }\n",
"\n",
" function displayChart(vegaEmbed) {\n",
" vegaEmbed(outputDiv, spec, embedOpt)\n",
" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
" }\n",
"\n",
" if(typeof define === \"function\" && define.amd) {\n",
" requirejs.config({paths});\n",
" require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
" } else if (typeof vegaEmbed === \"function\") {\n",
" displayChart(vegaEmbed);\n",
" } else {\n",
" loadScript(\"vega\")\n",
" .then(() => loadScript(\"vega-lite\"))\n",
" .then(() => loadScript(\"vega-embed\"))\n",
" .catch(showError)\n",
" .then(() => displayChart(vegaEmbed));\n",
" }\n",
" })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-55fbfdb89ac6b7c14f03b1120e762a16\"}, \"mark\": \"line\", \"encoding\": {\"color\": {\"condition\": {\"value\": \"blue\", \"test\": \"datum.vol_shock\"}, \"value\": \"red\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Close\"}}, \"height\": 380, \"width\": 1000, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-55fbfdb89ac6b7c14f03b1120e762a16\": [{\"Date\": \"2015-01-01T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 352.7, \"Open\": 354.4, \"High\": 364.9, \"Low\": 351.65, \"Last\": 363.0, \"Close\": 362.9, \"VWAP\": 358.9, \"Volume\": 2217263, \"Turnover\": 795769691.5, \"Trades\": 25445, \"Deliverable Volume\": 1042436, \"%Deliverble\": 47.01, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-02T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 362.9, \"Open\": 363.8, \"High\": 367.0, \"Low\": 362.0, \"Last\": 365.15, \"Close\": 365.05, \"VWAP\": 364.73, \"Volume\": 2519814, \"Turnover\": 919042492.1, \"Trades\": 46461, \"Deliverable Volume\": 1493017, \"%Deliverble\": 59.25, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-05T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 365.05, \"Open\": 366.25, \"High\": 366.25, \"Low\": 355.6, \"Last\": 357.2, \"Close\": 356.95, \"VWAP\": 359.31, \"Volume\": 1446759, \"Turnover\": 519836884.55, \"Trades\": 27848, \"Deliverable Volume\": 688766, \"%Deliverble\": 47.61, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-01-06T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 356.95, \"Open\": 356.1, \"High\": 356.1, \"Low\": 348.4, \"Last\": 354.5, \"Close\": 354.15, \"VWAP\": 353.79, \"Volume\": 3530178, \"Turnover\": 1248926247.05, \"Trades\": 59463, \"Deliverable Volume\": 2725330, \"%Deliverble\": 77.2, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-07T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 354.15, \"Open\": 351.95, \"High\": 358.0, \"Low\": 350.5, \"Last\": 355.0, \"Close\": 355.0, \"VWAP\": 355.41, \"Volume\": 4415546, \"Turnover\": 1569343054.6, \"Trades\": 117150, \"Deliverable Volume\": 3461811, \"%Deliverble\": 78.4, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-08T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 355.0, \"Open\": 356.55, \"High\": 362.95, \"Low\": 353.15, \"Last\": 359.5, \"Close\": 361.15, \"VWAP\": 360.66, \"Volume\": 6395881, \"Turnover\": 2306745514.7, \"Trades\": 92045, \"Deliverable Volume\": 5531282, \"%Deliverble\": 86.48, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-09T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 361.15, \"Open\": 362.5, \"High\": 364.9, \"Low\": 353.95, \"Last\": 354.0, \"Close\": 355.8, \"VWAP\": 357.68, \"Volume\": 3453422, \"Turnover\": 1235213112.35, \"Trades\": 80566, \"Deliverable Volume\": 2137900, \"%Deliverble\": 61.91, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-12T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 355.8, \"Open\": 355.7, \"High\": 355.7, \"Low\": 347.1, \"Last\": 348.75, \"Close\": 348.95, \"VWAP\": 349.12, \"Volume\": 2052141, \"Turnover\": 716435022.6, \"Trades\": 68016, \"Deliverable Volume\": 1344675, \"%Deliverble\": 65.53, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-13T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 348.95, \"Open\": 349.9, \"High\": 352.3, \"Low\": 344.3, \"Last\": 346.9, \"Close\": 346.3, \"VWAP\": 348.64, \"Volume\": 1445773, \"Turnover\": 504053448.4, \"Trades\": 57658, \"Deliverable Volume\": 807101, \"%Deliverble\": 55.82, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-14T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 346.3, \"Open\": 346.95, \"High\": 348.2, \"Low\": 344.65, \"Last\": 346.25, \"Close\": 345.8, \"VWAP\": 345.93, \"Volume\": 3077986, \"Turnover\": 1064772351.05, \"Trades\": 61697, \"Deliverable Volume\": 2249431, \"%Deliverble\": 73.08, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-15T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 345.8, \"Open\": 346.1, \"High\": 352.6, \"Low\": 343.3, \"Last\": 348.7, \"Close\": 349.35, \"VWAP\": 350.03, \"Volume\": 4475688, \"Turnover\": 1566621442.95, \"Trades\": 45587, \"Deliverable Volume\": 3516207, \"%Deliverble\": 78.56, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-16T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 349.35, \"Open\": 347.0, \"High\": 352.0, \"Low\": 339.1, \"Last\": 342.6, \"Close\": 342.85, \"VWAP\": 341.6, \"Volume\": 8813544, \"Turnover\": 3010681050.65, \"Trades\": 99529, \"Deliverable Volume\": 7183712, \"%Deliverble\": 81.51, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-19T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 342.85, \"Open\": 343.9, \"High\": 352.3, \"Low\": 341.9, \"Last\": 350.75, \"Close\": 350.45, \"VWAP\": 348.42, \"Volume\": 3050874, \"Turnover\": 1062996015.55, \"Trades\": 60956, \"Deliverable Volume\": 1940324, \"%Deliverble\": 63.6, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-01-20T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 350.45, \"Open\": 350.45, \"High\": 357.0, \"Low\": 348.05, \"Last\": 354.1, \"Close\": 354.9, \"VWAP\": 353.18, \"Volume\": 2605572, \"Turnover\": 920223045.4, \"Trades\": 47528, \"Deliverable Volume\": 1609729, \"%Deliverble\": 61.78, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-21T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 354.9, \"Open\": 355.0, \"High\": 370.0, \"Low\": 354.5, \"Last\": 368.2, \"Close\": 369.0, \"VWAP\": 365.61, \"Volume\": 4553897, \"Turnover\": 1664930838.05, \"Trades\": 62705, \"Deliverable Volume\": 2518202, \"%Deliverble\": 55.3, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-01-22T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 369.0, \"Open\": 373.35, \"High\": 373.95, \"Low\": 361.15, \"Last\": 369.5, \"Close\": 370.0, \"VWAP\": 368.55, \"Volume\": 2255707, \"Turnover\": 831337128.85, \"Trades\": 39249, \"Deliverable Volume\": 1259402, \"%Deliverble\": 55.83, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-23T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 370.0, \"Open\": 372.95, \"High\": 387.75, \"Low\": 372.0, \"Last\": 383.25, \"Close\": 384.1, \"VWAP\": 382.39, \"Volume\": 5650375, \"Turnover\": 2160639782.35, \"Trades\": 84384, \"Deliverable Volume\": 3527772, \"%Deliverble\": 62.43, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-01-27T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 384.1, \"Open\": 382.7, \"High\": 395.0, \"Low\": 381.6, \"Last\": 393.5, \"Close\": 394.2, \"VWAP\": 389.64, \"Volume\": 4748323, \"Turnover\": 1850129055.1, \"Trades\": 61506, \"Deliverable Volume\": 3171784, \"%Deliverble\": 66.8, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-01-28T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 394.2, \"Open\": 393.7, \"High\": 395.7, \"Low\": 371.6, \"Last\": 375.7, \"Close\": 373.6, \"VWAP\": 378.92, \"Volume\": 4047153, \"Turnover\": 1533535333.35, \"Trades\": 61580, \"Deliverable Volume\": 2147412, \"%Deliverble\": 53.06, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 0.0, \"blackswan_shock\": 0.0}, {\"Date\": \"2015-01-29T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 373.6, \"Open\": 374.8, \"High\": 380.5, \"Low\": 363.05, \"Last\": 377.1, \"Close\": 375.8, \"VWAP\": 370.21, \"Volume\": 6797437, \"Turnover\": 2516481775.6, \"Trades\": 100662, \"Deliverable Volume\": 4523165, \"%Deliverble\": 66.54, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-01-30T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 375.8, \"Open\": 380.8, \"High\": 380.8, \"Low\": 366.15, \"Last\": 374.0, \"Close\": 373.7, \"VWAP\": 371.93, \"Volume\": 4875027, \"Turnover\": 1813166223.35, \"Trades\": 65846, \"Deliverable Volume\": 3088889, \"%Deliverble\": 63.36, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-02T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 373.7, \"Open\": 370.0, \"High\": 373.35, \"Low\": 356.5, \"Last\": 360.7, \"Close\": 359.3, \"VWAP\": 361.42, \"Volume\": 3746754, \"Turnover\": 1354166003.95, \"Trades\": 70323, \"Deliverable Volume\": 2271354, \"%Deliverble\": 60.62, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-02-03T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 359.3, \"Open\": 360.15, \"High\": 374.0, \"Low\": 360.1, \"Last\": 374.0, \"Close\": 371.55, \"VWAP\": 368.05, \"Volume\": 3823467, \"Turnover\": 1407218135.35, \"Trades\": 56849, \"Deliverable Volume\": 2187733, \"%Deliverble\": 57.22, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-02-04T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 371.55, \"Open\": 375.0, \"High\": 377.3, \"Low\": 365.0, \"Last\": 369.0, \"Close\": 368.95, \"VWAP\": 369.74, \"Volume\": 4988487, \"Turnover\": 1844427759.45, \"Trades\": 83281, \"Deliverable Volume\": 2782425, \"%Deliverble\": 55.78, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-05T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 368.95, \"Open\": 370.0, \"High\": 371.9, \"Low\": 360.05, \"Last\": 362.9, \"Close\": 364.7, \"VWAP\": 365.96, \"Volume\": 7443731, \"Turnover\": 2724139591.45, \"Trades\": 69590, \"Deliverable Volume\": 5603018, \"%Deliverble\": 75.27, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-06T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 364.7, \"Open\": 364.9, \"High\": 370.0, \"Low\": 359.0, \"Last\": 367.5, \"Close\": 368.25, \"VWAP\": 367.01, \"Volume\": 2991270, \"Turnover\": 1097831031.3, \"Trades\": 33591, \"Deliverable Volume\": 1616868, \"%Deliverble\": 54.05, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-09T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 368.25, \"Open\": 365.0, \"High\": 365.7, \"Low\": 353.25, \"Last\": 358.2, \"Close\": 356.1, \"VWAP\": 358.14, \"Volume\": 2731044, \"Turnover\": 978102039.85, \"Trades\": 70846, \"Deliverable Volume\": 1786561, \"%Deliverble\": 65.42, \"4-week closeavg\": null, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-02-10T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 356.1, \"Open\": 355.3, \"High\": 361.8, \"Low\": 353.0, \"Last\": 357.95, \"Close\": 356.15, \"VWAP\": 355.29, \"Volume\": 6171167, \"Turnover\": 2192528432.15, \"Trades\": 60755, \"Deliverable Volume\": 4653094, \"%Deliverble\": 75.4, \"4-week closeavg\": 361.9642857142858, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-11T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 356.15, \"Open\": 356.95, \"High\": 360.65, \"Low\": 348.0, \"Last\": 360.5, \"Close\": 356.1, \"VWAP\": 352.44, \"Volume\": 3144877, \"Turnover\": 1108372685.95, \"Trades\": 38084, \"Deliverable Volume\": 2023352, \"%Deliverble\": 64.34, \"4-week closeavg\": 361.72142857142865, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-12T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 356.1, \"Open\": 359.0, \"High\": 359.85, \"Low\": 349.3, \"Last\": 353.45, \"Close\": 352.7, \"VWAP\": 351.48, \"Volume\": 3931238, \"Turnover\": 1381764985.5, \"Trades\": 64336, \"Deliverable Volume\": 2606513, \"%Deliverble\": 66.3, \"4-week closeavg\": 361.28035714285727, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-13T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 352.7, \"Open\": 353.8, \"High\": 356.5, \"Low\": 349.3, \"Last\": 356.45, \"Close\": 355.0, \"VWAP\": 352.67, \"Volume\": 3044239, \"Turnover\": 1073600779.8, \"Trades\": 51915, \"Deliverable Volume\": 1858801, \"%Deliverble\": 61.06, \"4-week closeavg\": 361.2107142857144, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-16T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 355.0, \"Open\": 353.0, \"High\": 365.45, \"Low\": 352.0, \"Last\": 362.0, \"Close\": 361.35, \"VWAP\": 362.19, \"Volume\": 2123212, \"Turnover\": 768996599.9, \"Trades\": 50488, \"Deliverable Volume\": 1140536, \"%Deliverble\": 53.72, \"4-week closeavg\": 361.46785714285727, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-18T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 361.35, \"Open\": 363.05, \"High\": 363.55, \"Low\": 350.5, \"Last\": 353.0, \"Close\": 352.0, \"VWAP\": 352.76, \"Volume\": 3072179, \"Turnover\": 1083751866.8, \"Trades\": 95036, \"Deliverable Volume\": 2024932, \"%Deliverble\": 65.91, \"4-week closeavg\": 361.36071428571444, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week 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\"Series\": \"EQ\", \"Prev Close\": 356.7, \"Open\": 355.0, \"High\": 358.8, \"Low\": 348.25, \"Last\": 349.65, \"Close\": 349.35, \"VWAP\": 351.74, \"Volume\": 3670043, \"Turnover\": 1290912696.3, \"Trades\": 77198, \"Deliverable Volume\": 2446501, \"%Deliverble\": 66.66, \"4-week closeavg\": 360.9714285714288, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-02-23T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 349.35, \"Open\": 348.0, \"High\": 350.9, \"Low\": 345.2, \"Last\": 347.0, \"Close\": 347.3, \"VWAP\": 347.52, \"Volume\": 2172758, \"Turnover\": 755071740.55, \"Trades\": 44860, 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null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-26T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 348.6, \"Open\": 350.0, \"High\": 352.6, \"Low\": 346.25, \"Last\": 347.05, \"Close\": 349.35, \"VWAP\": 349.96, \"Volume\": 4120409, \"Turnover\": 1441987384.85, \"Trades\": 60895, \"Deliverable Volume\": 2874736, \"%Deliverble\": 69.77, \"4-week closeavg\": 360.8607142857145, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-27T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 349.35, \"Open\": 349.0, \"High\": 358.1, \"Low\": 347.35, \"Last\": 358.1, \"Close\": 355.2, \"VWAP\": 352.4, \"Volume\": 3344667, \"Turnover\": 1178676947.6, \"Trades\": 77070, \"Deliverable Volume\": 2237283, \"%Deliverble\": 66.89, \"4-week closeavg\": 361.3017857142859, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-02-28T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 355.2, \"Open\": 356.35, \"High\": 360.85, \"Low\": 352.1, \"Last\": 355.6, \"Close\": 356.25, \"VWAP\": 356.43, \"Volume\": 1530831, \"Turnover\": 545632010.05, \"Trades\": 42897, \"Deliverable Volume\": 555656, \"%Deliverble\": 36.3, \"4-week 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null}, {\"Date\": \"2015-03-04T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 349.25, \"Open\": 352.0, \"High\": 358.4, \"Low\": 349.3, \"Last\": 350.0, \"Close\": 351.25, \"VWAP\": 353.43, \"Volume\": 3329753, \"Turnover\": 1176821518.75, \"Trades\": 69294, \"Deliverable Volume\": 1728566, \"%Deliverble\": 51.91, \"4-week closeavg\": 359.9250000000002, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-05T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 351.25, \"Open\": 351.4, \"High\": 351.9, \"Low\": 344.05, \"Last\": 347.5, \"Close\": 347.9, \"VWAP\": 346.97, \"Volume\": 3496176, \"Turnover\": 1213068170.9, \"Trades\": 53464, \"Deliverable Volume\": 2230269, \"%Deliverble\": 63.79, \"4-week closeavg\": 358.63214285714304, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-09T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 347.9, \"Open\": 346.75, \"High\": 346.75, \"Low\": 339.1, \"Last\": 343.95, \"Close\": 343.45, \"VWAP\": 342.9, \"Volume\": 3446284, \"Turnover\": 1181727295.65, \"Trades\": 59615, \"Deliverable Volume\": 2256733, \"%Deliverble\": 65.48, \"4-week closeavg\": 356.81964285714304, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-10T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 343.45, \"Open\": 342.05, \"High\": 382.3, \"Low\": 340.75, \"Last\": 367.05, \"Close\": 367.95, \"VWAP\": 364.2, \"Volume\": 11622814, \"Turnover\": 4233038259.35, \"Trades\": 131189, \"Deliverable Volume\": 5607923, \"%Deliverble\": 48.25, \"4-week closeavg\": 356.6178571428573, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 1.0, \"blackswan_shock\": 1.0}, {\"Date\": \"2015-03-11T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 367.95, \"Open\": 370.0, \"High\": 394.0, \"Low\": 362.25, \"Last\": 390.0, \"Close\": 389.55, \"VWAP\": 377.68, \"Volume\": 12904845, \"Turnover\": 4873943285.35, \"Trades\": 145322, \"Deliverable Volume\": 6794535, \"%Deliverble\": 52.65, \"4-week closeavg\": 357.10892857142875, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 1.0, \"blackswan_shock\": 1.0}, {\"Date\": \"2015-03-12T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 389.55, \"Open\": 389.45, \"High\": 399.9, \"Low\": 387.05, \"Last\": 394.45, \"Close\": 397.8, \"VWAP\": 395.67, \"Volume\": 16593635, \"Turnover\": 6565615275.3, \"Trades\": 158727, \"Deliverable Volume\": 10053815, \"%Deliverble\": 60.59, \"4-week closeavg\": 357.96964285714296, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-03-13T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 397.8, \"Open\": 398.95, \"High\": 402.7, \"Low\": 389.4, \"Last\": 400.1, \"Close\": 400.25, \"VWAP\": 398.81, \"Volume\": 11404462, \"Turnover\": 4548239014.05, \"Trades\": 129158, \"Deliverable Volume\": 6101895, \"%Deliverble\": 53.5, \"4-week closeavg\": 359.432142857143, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-16T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 400.25, \"Open\": 399.9, \"High\": 399.9, \"Low\": 386.2, \"Last\": 387.4, \"Close\": 388.4, \"VWAP\": 393.17, \"Volume\": 14064935, \"Turnover\": 5529842130.8, \"Trades\": 103870, \"Deliverable Volume\": 8499037, \"%Deliverble\": 60.43, \"4-week closeavg\": 360.0339285714287, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-03-17T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 388.4, \"Open\": 392.2, \"High\": 392.4, \"Low\": 379.0, \"Last\": 385.95, \"Close\": 386.55, \"VWAP\": 385.95, \"Volume\": 11859215, \"Turnover\": 4577037241.0, \"Trades\": 51045, \"Deliverable Volume\": 9485591, \"%Deliverble\": 79.98, \"4-week closeavg\": 360.6625000000001, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-18T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 386.55, \"Open\": 385.9, \"High\": 390.3, \"Low\": 381.5, \"Last\": 382.0, \"Close\": 382.25, \"VWAP\": 384.14, \"Volume\": 4305526, \"Turnover\": 1653903443.35, \"Trades\": 67794, \"Deliverable Volume\": 2955262, \"%Deliverble\": 68.64, \"4-week closeavg\": 361.28928571428577, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-19T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 382.25, \"Open\": 383.0, \"High\": 384.95, \"Low\": 379.75, \"Last\": 381.5, \"Close\": 381.95, \"VWAP\": 382.59, \"Volume\": 4178353, \"Turnover\": 1598606250.35, \"Trades\": 51230, \"Deliverable Volume\": 2942715, \"%Deliverble\": 70.43, \"4-week closeavg\": 361.7785714285715, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-20T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 381.95, \"Open\": 381.0, \"High\": 387.8, \"Low\": 377.6, \"Last\": 380.7, \"Close\": 380.25, \"VWAP\": 381.96, \"Volume\": 6540065, \"Turnover\": 2498026503.0, \"Trades\": 78484, \"Deliverable Volume\": 5063535, \"%Deliverble\": 77.42, \"4-week closeavg\": 362.64107142857154, \"8-week closeavg\": null, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-23T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 380.25, \"Open\": 384.0, \"High\": 389.9, \"Low\": 378.0, \"Last\": 384.5, \"Close\": 383.25, \"VWAP\": 384.15, \"Volume\": 3196617, \"Turnover\": 1227986088.9, \"Trades\": 40686, \"Deliverable Volume\": 1608171, \"%Deliverble\": 50.31, \"4-week closeavg\": 363.6089285714287, \"8-week closeavg\": 362.7866071428572, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-24T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 383.25, \"Open\": 381.8, \"High\": 396.5, \"Low\": 381.6, \"Last\": 395.15, \"Close\": 393.85, \"VWAP\": 393.05, \"Volume\": 7301973, \"Turnover\": 2870038342.25, \"Trades\": 58470, \"Deliverable Volume\": 5535467, \"%Deliverble\": 75.81, \"4-week closeavg\": 364.95714285714297, \"8-week closeavg\": 363.3392857142857, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-03-25T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 393.85, \"Open\": 387.0, \"High\": 397.45, \"Low\": 386.95, \"Last\": 396.0, \"Close\": 395.0, \"VWAP\": 394.31, \"Volume\": 10251492, \"Turnover\": 4042237495.95, \"Trades\": 85523, \"Deliverable Volume\": 8067348, \"%Deliverble\": 78.69, \"4-week closeavg\": 366.4678571428572, \"8-week closeavg\": 363.87410714285716, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-26T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 395.0, \"Open\": 390.0, \"High\": 403.5, \"Low\": 390.0, \"Last\": 400.0, \"Close\": 399.65, \"VWAP\": 399.91, \"Volume\": 11406895, \"Turnover\": 4561730225.0, \"Trades\": 104898, \"Deliverable Volume\": 8436380, \"%Deliverble\": 73.96, \"4-week closeavg\": 368.06250000000006, \"8-week closeavg\": 364.63660714285714, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-03-27T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 399.65, \"Open\": 401.0, \"High\": 404.5, \"Low\": 371.1, \"Last\": 380.25, \"Close\": 376.5, \"VWAP\": 386.22, \"Volume\": 8433322, \"Turnover\": 3257156953.85, \"Trades\": 115544, \"Deliverable Volume\": 4921574, \"%Deliverble\": 58.36, \"4-week closeavg\": 368.60357142857146, \"8-week closeavg\": 365.0357142857143, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 0.0, \"blackswan_shock\": 0.0}, {\"Date\": \"2015-03-30T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 376.5, \"Open\": 380.0, \"High\": 392.9, \"Low\": 377.6, \"Last\": 388.15, \"Close\": 389.4, \"VWAP\": 388.57, \"Volume\": 4656455, \"Turnover\": 1809378980.1, \"Trades\": 79078, \"Deliverable Volume\": 2472124, \"%Deliverble\": 53.09, \"4-week closeavg\": 369.93928571428575, \"8-week closeavg\": 365.65000000000003, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-03-31T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 389.4, \"Open\": 389.05, \"High\": 395.7, \"Low\": 385.0, \"Last\": 393.95, \"Close\": 393.3, \"VWAP\": 391.56, \"Volume\": 6047311, \"Turnover\": 2367860423.9, \"Trades\": 106307, \"Deliverable Volume\": 4296255, \"%Deliverble\": 71.04, \"4-week closeavg\": 371.24642857142857, \"8-week closeavg\": 366.2241071428571, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-04-01T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 393.3, \"Open\": 393.3, \"High\": 404.85, \"Low\": 393.05, \"Last\": 401.0, \"Close\": 402.3, \"VWAP\": 401.27, \"Volume\": 5494883, \"Turnover\": 2204944593.75, \"Trades\": 52894, \"Deliverable Volume\": 3630411, \"%Deliverble\": 66.07, \"4-week closeavg\": 373.13749999999993, \"8-week closeavg\": 367.0544642857143, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-04-06T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 402.3, \"Open\": 402.3, \"High\": 409.1, \"Low\": 398.45, \"Last\": 399.7, \"Close\": 400.8, \"VWAP\": 403.83, \"Volume\": 4348717, \"Turnover\": 1756135455.4, \"Trades\": 106049, \"Deliverable Volume\": 2720542, \"%Deliverble\": 62.56, \"4-week closeavg\": 375.0482142857142, \"8-week closeavg\": 367.9803571428571, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-04-07T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 400.8, \"Open\": 402.0, \"High\": 410.0, \"Low\": 396.2, \"Last\": 409.35, \"Close\": 404.75, \"VWAP\": 400.68, \"Volume\": 4228563, \"Turnover\": 1694291750.35, \"Trades\": 57065, \"Deliverable Volume\": 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\"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-04-09T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 419.15, \"Open\": 419.2, \"High\": 420.5, \"Low\": 405.25, \"Last\": 405.5, \"Close\": 407.2, \"VWAP\": 410.22, \"Volume\": 4665113, \"Turnover\": 1913708824.95, \"Trades\": 57610, \"Deliverable Volume\": 2956499, \"%Deliverble\": 63.37, \"4-week closeavg\": 381.87321428571425, \"8-week closeavg\": 371.36696428571435, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-04-10T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 407.2, \"Open\": 407.0, \"High\": 413.9, \"Low\": 401.5, \"Last\": 409.55, \"Close\": 411.95, \"VWAP\": 408.94, \"Volume\": 4599422, \"Turnover\": 1880876023.65, \"Trades\": 49286, \"Deliverable Volume\": 2730366, \"%Deliverble\": 59.36, \"4-week closeavg\": 383.9, \"8-week closeavg\": 372.6008928571429, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-04-13T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 411.95, \"Open\": 409.1, \"High\": 427.0, \"Low\": 408.0, \"Last\": 425.45, \"Close\": 425.7, \"VWAP\": 420.54, \"Volume\": 3882509, \"Turnover\": 1632741577.55, \"Trades\": 60885, \"Deliverable Volume\": 1953558, \"%Deliverble\": 50.32, \"4-week closeavg\": 386.3803571428571, \"8-week closeavg\": 373.9446428571429, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-04-15T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 425.7, \"Open\": 425.0, \"High\": 425.0, \"Low\": 409.15, \"Last\": 414.5, \"Close\": 415.15, \"VWAP\": 414.56, \"Volume\": 3500240, \"Turnover\": 1451061290.9, \"Trades\": 53134, \"Deliverable Volume\": 1348874, 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closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-04-17T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 418.0, \"Open\": 419.95, \"High\": 424.7, \"Low\": 403.9, \"Last\": 404.25, \"Close\": 405.95, \"VWAP\": 411.45, \"Volume\": 5556587, \"Turnover\": 2286252282.9, \"Trades\": 85725, \"Deliverable Volume\": 3636077, \"%Deliverble\": 65.44, \"4-week closeavg\": 393.15000000000003, \"8-week closeavg\": 376.5375000000001, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-04-20T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 405.95, \"Open\": 403.8, \"High\": 407.6, \"Low\": 398.75, \"Last\": 402.8, \"Close\": 402.3, \"VWAP\": 403.21, \"Volume\": 3282831, \"Turnover\": 1323677964.65, \"Trades\": 64980, \"Deliverable Volume\": 1850394, \"%Deliverble\": 56.37, \"4-week closeavg\": 395.09285714285716, \"8-week closeavg\": 376.8625000000001, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-04-21T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 402.3, \"Open\": 397.65, \"High\": 409.95, \"Low\": 394.0, \"Last\": 398.3, \"Close\": 398.3, \"VWAP\": 402.65, \"Volume\": 3889611, \"Turnover\": 1566140494.75, \"Trades\": 51266, \"Deliverable Volume\": 2267326, \"%Deliverble\": 58.29, \"4-week closeavg\": 397.0517857142857, \"8-week closeavg\": 376.93571428571437, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-04-22T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 398.3, \"Open\": 397.0, \"High\": 401.3, \"Low\": 391.2, \"Last\": 400.0, \"Close\": 399.4, \"VWAP\": 396.92, \"Volume\": 4199482, \"Turnover\": 1666869494.1, \"Trades\": 45795, \"Deliverable Volume\": 2753331, \"%Deliverble\": 65.56, \"4-week closeavg\": 398.1749999999999, \"8-week closeavg\": 377.3964285714287, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-04-23T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 399.4, \"Open\": 401.8, \"High\": 402.9, \"Low\": 397.0, \"Last\": 400.0, \"Close\": 399.85, \"VWAP\": 400.11, \"Volume\": 5744973, \"Turnover\": 2298602649.3, \"Trades\": 75788, \"Deliverable Volume\": 4311138, \"%Deliverble\": 75.04, \"4-week closeavg\": 398.5428571428571, \"8-week closeavg\": 377.825892857143, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-04-24T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 399.85, \"Open\": 400.0, \"High\": 403.2, \"Low\": 394.95, \"Last\": 400.0, \"Close\": 399.15, \"VWAP\": 399.84, \"Volume\": 7402536, \"Turnover\": 2959838538.2, \"Trades\": 31251, \"Deliverable Volume\": 6458916, \"%Deliverble\": 87.25, \"4-week closeavg\": 398.5910714285714, \"8-week closeavg\": 378.28035714285727, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-04-27T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 399.15, \"Open\": 398.95, \"High\": 403.7, \"Low\": 384.15, \"Last\": 386.15, \"Close\": 391.0, \"VWAP\": 399.22, \"Volume\": 15164337, \"Turnover\": 6053959649.75, \"Trades\": 29785, \"Deliverable Volume\": 13963402, \"%Deliverble\": 92.08, \"4-week closeavg\": 398.26071428571424, \"8-week closeavg\": 378.8464285714287, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-04-28T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 391.0, \"Open\": 389.0, \"High\": 409.5, \"Low\": 383.4, \"Last\": 397.35, \"Close\": 400.75, \"VWAP\": 393.24, \"Volume\": 5188517, \"Turnover\": 2040346808.6, \"Trades\": 59578, \"Deliverable Volume\": 2101281, \"%Deliverble\": 40.5, \"4-week closeavg\": 398.7017857142857, \"8-week closeavg\": 379.3678571428573, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-04-29T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 400.75, \"Open\": 394.0, \"High\": 402.5, \"Low\": 383.9, \"Last\": 385.3, \"Close\": 387.35, \"VWAP\": 396.24, \"Volume\": 11248419, \"Turnover\": 4457124545.55, \"Trades\": 151344, \"Deliverable Volume\": 7130191, \"%Deliverble\": 63.39, \"4-week closeavg\": 398.73035714285714, \"8-week closeavg\": 379.6964285714287, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-04-30T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 387.35, \"Open\": 387.45, \"High\": 388.0, \"Low\": 371.8, \"Last\": 382.0, \"Close\": 381.1, \"VWAP\": 378.21, \"Volume\": 8223433, \"Turnover\": 3110175550.6, \"Trades\": 118336, \"Deliverable Volume\": 5700744, \"%Deliverble\": 69.32, \"4-week closeavg\": 398.68928571428575, \"8-week closeavg\": 379.9892857142858, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-05-04T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 381.1, \"Open\": 373.6, \"High\": 394.1, \"Low\": 373.6, \"Last\": 392.6, \"Close\": 392.9, \"VWAP\": 385.98, \"Volume\": 4528827, \"Turnover\": 1748053088.0, \"Trades\": 58707, \"Deliverable Volume\": 2938106, \"%Deliverble\": 64.88, \"4-week closeavg\": 399.08035714285717, \"8-week closeavg\": 380.4294642857144, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-05-05T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 392.9, \"Open\": 392.0, \"High\": 392.0, \"Low\": 382.5, \"Last\": 387.5, \"Close\": 387.05, \"VWAP\": 386.06, \"Volume\": 2442992, \"Turnover\": 943131337.5, \"Trades\": 40209, \"Deliverable Volume\": 1342826, \"%Deliverble\": 54.97, \"4-week closeavg\": 399.32321428571424, \"8-week closeavg\": 380.982142857143, \"12-week closeavg\": null, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-05-06T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 387.05, \"Open\": 393.3, \"High\": 405.0, \"Low\": 386.0, \"Last\": 389.35, \"Close\": 390.2, \"VWAP\": 397.34, \"Volume\": 13587701, \"Turnover\": 5398959076.6, \"Trades\": 181817, \"Deliverable Volume\": 7615548, \"%Deliverble\": 56.05, \"4-week closeavg\": 399.57142857142856, \"8-week closeavg\": 381.5901785714287, \"12-week closeavg\": 375.0482142857144, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-05-07T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 390.2, \"Open\": 389.9, \"High\": 400.5, \"Low\": 385.35, \"Last\": 393.35, \"Close\": 393.65, \"VWAP\": 394.94, \"Volume\": 7914843, \"Turnover\": 3125904763.15, \"Trades\": 147202, \"Deliverable Volume\": 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\"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 391.55, \"Open\": 396.0, \"High\": 400.0, \"Low\": 380.7, \"Last\": 382.15, \"Close\": 382.55, \"VWAP\": 387.57, \"Volume\": 5804576, \"Turnover\": 2249655141.05, \"Trades\": 108244, \"Deliverable Volume\": 3640056, \"%Deliverble\": 62.71, \"4-week closeavg\": 399.8392857142857, \"8-week closeavg\": 384.8892857142859, \"12-week closeavg\": 377.04642857142863, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-05-14T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 382.55, \"Open\": 382.0, \"High\": 392.2, \"Low\": 380.9, \"Last\": 386.7, \"Close\": 386.0, \"VWAP\": 387.21, \"Volume\": 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386.17410714285734, \"12-week closeavg\": 377.77321428571435, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-05-18T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 392.0, \"Open\": 394.0, \"High\": 399.8, \"Low\": 392.0, \"Last\": 399.1, \"Close\": 397.45, \"VWAP\": 396.9, \"Volume\": 4385982, \"Turnover\": 1740815978.65, \"Trades\": 88228, \"Deliverable Volume\": 3092473, \"%Deliverble\": 70.51, \"4-week closeavg\": 399.0910714285715, \"8-week closeavg\": 387.0696428571431, \"12-week closeavg\": 378.3505952380953, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week 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\"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-05-20T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 398.0, \"Open\": 397.25, \"High\": 403.85, \"Low\": 396.85, \"Last\": 400.0, \"Close\": 400.55, \"VWAP\": 400.74, \"Volume\": 5088247, \"Turnover\": 2039072018.2, \"Trades\": 87821, \"Deliverable Volume\": 3538869, \"%Deliverble\": 69.55, \"4-week closeavg\": 398.18571428571437, \"8-week closeavg\": 388.9964285714288, \"12-week closeavg\": 379.6178571428572, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-05-21T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 400.55, \"Open\": 401.0, \"High\": 402.7, \"Low\": 393.5, \"Last\": 394.7, \"Close\": 396.45, \"VWAP\": 398.86, \"Volume\": 2549715, \"Turnover\": 1016988372.75, \"Trades\": 65608, \"Deliverable Volume\": 1509115, \"%Deliverble\": 59.19, \"4-week closeavg\": 397.8017857142858, \"8-week closeavg\": 389.83750000000026, \"12-week closeavg\": 380.1785714285715, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-05-22T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 396.45, \"Open\": 395.5, \"High\": 398.7, \"Low\": 390.65, \"Last\": 393.15, \"Close\": 394.9, \"VWAP\": 395.12, \"Volume\": 3235169, \"Turnover\": 1278265189.25, \"Trades\": 58494, \"Deliverable Volume\": 2157275, 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closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-05-26T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 399.9, \"Open\": 402.0, \"High\": 406.95, \"Low\": 398.2, \"Last\": 402.0, \"Close\": 400.55, \"VWAP\": 401.8, \"Volume\": 6289299, \"Turnover\": 2527018750.45, \"Trades\": 64807, \"Deliverable Volume\": 4502214, \"%Deliverble\": 71.59, \"4-week closeavg\": 395.75, \"8-week closeavg\": 392.24553571428606, \"12-week closeavg\": 381.93035714285725, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-05-27T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 400.55, \"Open\": 400.15, \"High\": 413.1, \"Low\": 400.15, \"Last\": 410.4, \"Close\": 408.75, \"VWAP\": 406.91, \"Volume\": 5060958, \"Turnover\": 2059376245.5, \"Trades\": 65039, \"Deliverable Volume\": 3494496, \"%Deliverble\": 69.05, \"4-week closeavg\": 395.41964285714283, \"8-week closeavg\": 393.30803571428606, \"12-week closeavg\": 382.4035714285715, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-05-28T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 408.75, \"Open\": 412.0, \"High\": 412.75, \"Low\": 399.95, \"Last\": 401.4, \"Close\": 403.0, \"VWAP\": 403.82, \"Volume\": 7227151, \"Turnover\": 2918445861.9, \"Trades\": 93309, \"Deliverable Volume\": 5013600, \"%Deliverble\": 69.37, \"4-week closeavg\": 395.3142857142857, \"8-week closeavg\": 394.2321428571432, \"12-week closeavg\": 382.7964285714287, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-05-29T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 403.0, \"Open\": 402.75, \"High\": 435.0, \"Low\": 402.3, \"Last\": 413.1, \"Close\": 425.6, \"VWAP\": 422.66, \"Volume\": 67772622, \"Turnover\": 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closeavg\": 383.55714285714294, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-06-02T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 416.6, \"Open\": 420.35, \"High\": 424.5, \"Low\": 412.75, \"Last\": 417.5, \"Close\": 418.1, \"VWAP\": 418.42, \"Volume\": 4289191, \"Turnover\": 1794692398.2, \"Trades\": 117181, \"Deliverable Volume\": 2055272, \"%Deliverble\": 47.92, \"4-week closeavg\": 397.4678571428572, \"8-week closeavg\": 397.8214285714288, \"12-week closeavg\": 384.08690476190486, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week 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\"blackswan_shock\": null}, {\"Date\": \"2015-06-04T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 420.7, \"Open\": 420.5, \"High\": 424.4, \"Low\": 414.0, \"Last\": 415.55, \"Close\": 416.4, \"VWAP\": 418.7, \"Volume\": 3272393, \"Turnover\": 1370153277.75, \"Trades\": 134194, \"Deliverable Volume\": 2003388, \"%Deliverble\": 61.22, \"4-week closeavg\": 398.82857142857154, \"8-week closeavg\": 398.7098214285717, \"12-week closeavg\": 385.129761904762, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-06-05T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 416.4, \"Open\": 417.0, \"High\": 422.35, \"Low\": 413.8, \"Last\": 416.0, \"Close\": 415.6, \"VWAP\": 417.67, \"Volume\": 4981553, \"Turnover\": 2080656134.35, \"Trades\": 155689, \"Deliverable Volume\": 3527572, \"%Deliverble\": 70.81, \"4-week closeavg\": 399.70714285714297, \"8-week closeavg\": 398.9839285714288, \"12-week closeavg\": 385.80000000000007, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-06-08T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 415.6, \"Open\": 417.35, \"High\": 417.9, \"Low\": 408.05, \"Last\": 411.5, \"Close\": 410.55, \"VWAP\": 411.96, \"Volume\": 2846903, \"Turnover\": 1172822918.0, \"Trades\": 63098, \"Deliverable Volume\": 1726808, \"%Deliverble\": 60.66, \"4-week closeavg\": 400.05714285714294, \"8-week closeavg\": 399.3794642857145, \"12-week closeavg\": 386.2642857142858, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-06-09T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 410.55, \"Open\": 412.0, \"High\": 412.0, \"Low\": 402.85, \"Last\": 407.4, \"Close\": 407.95, \"VWAP\": 406.84, \"Volume\": 2715768, \"Turnover\": 1104893185.45, \"Trades\": 42776, \"Deliverable Volume\": 1682508, \"%Deliverble\": 61.95, \"4-week closeavg\": 400.79285714285726, \"8-week closeavg\": 399.7616071428574, \"12-week closeavg\": 386.7285714285715, \"16-week closeavg\": null, \"20-week closeavg\": null, \"24-week 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\"High\": 436.0, \"Low\": 423.5, \"Last\": 423.95, \"Close\": 424.5, \"VWAP\": 426.98, \"Volume\": 3727397, \"Turnover\": 1591507767.6, \"Trades\": 68115, \"Deliverable Volume\": 2217220, \"%Deliverble\": 59.48, \"4-week closeavg\": 410.1660714285714, \"8-week closeavg\": 405.0026785714287, \"12-week closeavg\": 393.3148809523812, \"16-week closeavg\": 385.3263392857144, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-06-23T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 424.5, \"Open\": 428.95, \"High\": 434.2, \"Low\": 428.3, \"Last\": 431.05, \"Close\": 430.3, \"VWAP\": 430.88, \"Volume\": 5237774, \"Turnover\": 2256833244.75, \"Trades\": 78612, \"Deliverable Volume\": 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{\"Date\": \"2015-06-29T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 417.95, \"Open\": 413.05, \"High\": 416.0, \"Low\": 406.0, \"Last\": 412.9, \"Close\": 413.9, \"VWAP\": 412.56, \"Volume\": 2879169, \"Turnover\": 1187816141.5, \"Trades\": 60426, \"Deliverable Volume\": 1646808, \"%Deliverble\": 57.2, \"4-week closeavg\": 415.1589285714286, \"8-week closeavg\": 406.67232142857165, \"12-week closeavg\": 397.7172619047621, \"16-week closeavg\": 388.50312500000007, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-06-30T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 413.9, \"Open\": 417.55, \"High\": 422.0, \"Low\": 414.0, \"Last\": 420.15, \"Close\": 420.05, \"VWAP\": 419.54, \"Volume\": 4699479, \"Turnover\": 1971617428.7, \"Trades\": 47512, \"Deliverable Volume\": 2475841, \"%Deliverble\": 52.68, \"4-week closeavg\": 416.0017857142857, \"8-week closeavg\": 406.9017857142859, \"12-week closeavg\": 398.5589285714288, \"16-week closeavg\": 389.1343750000001, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-07-01T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 420.05, \"Open\": 423.7, \"High\": 428.45, \"Low\": 420.3, \"Last\": 424.95, \"Close\": 424.45, \"VWAP\": 425.05, \"Volume\": 2831825, \"Turnover\": 1203674351.9, \"Trades\": 66711, \"Deliverable Volume\": 1557107, \"%Deliverble\": 54.99, \"4-week 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\"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 433.1, \"Open\": 433.0, \"High\": 436.1, \"Low\": 430.65, \"Last\": 431.3, \"Close\": 431.85, \"VWAP\": 433.54, \"Volume\": 1181630, \"Turnover\": 512288955.2, \"Trades\": 32440, \"Deliverable Volume\": 564223, \"%Deliverble\": 47.75, \"4-week closeavg\": 421.3785714285715, \"8-week closeavg\": 408.34642857142865, \"12-week closeavg\": 403.28095238095256, \"16-week closeavg\": 392.44196428571433, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-07-08T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 431.85, \"Open\": 428.9, \"High\": 433.0, \"Low\": 423.2, \"Last\": 429.65, \"Close\": 430.3, \"VWAP\": 427.67, 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\"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-07-13T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 419.3, \"Open\": 422.0, \"High\": 426.9, \"Low\": 419.55, \"Last\": 423.1, \"Close\": 423.7, \"VWAP\": 423.99, \"Volume\": 2497585, \"Turnover\": 1058958882.5, \"Trades\": 40974, \"Deliverable Volume\": 1224582, \"%Deliverble\": 49.03, \"4-week closeavg\": 422.3142857142857, \"8-week closeavg\": 410.263392857143, \"12-week closeavg\": 406.35654761904783, \"16-week closeavg\": 394.044642857143, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week 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422.3, \"Open\": 422.0, \"High\": 426.8, \"Low\": 420.55, \"Last\": 422.8, \"Close\": 422.95, \"VWAP\": 422.95, \"Volume\": 2151544, \"Turnover\": 910004416.9, \"Trades\": 37167, \"Deliverable Volume\": 1461770, \"%Deliverble\": 67.94, \"4-week closeavg\": 422.78749999999997, \"8-week closeavg\": 411.2473214285715, \"12-week closeavg\": 406.91845238095254, \"16-week closeavg\": 395.0468750000001, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-07-16T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 422.95, \"Open\": 425.4, \"High\": 426.4, \"Low\": 419.4, \"Last\": 423.95, \"Close\": 424.65, \"VWAP\": 423.94, \"Volume\": 2115917, \"Turnover\": 897030535.15, \"Trades\": 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1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-07-22T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 445.25, \"Open\": 442.5, \"High\": 448.75, \"Low\": 437.85, \"Last\": 439.75, \"Close\": 439.4, \"VWAP\": 441.55, \"Volume\": 2816791, \"Turnover\": 1243752795.3, \"Trades\": 53061, \"Deliverable Volume\": 1521272, \"%Deliverble\": 54.01, \"4-week closeavg\": 426.56250000000006, \"8-week closeavg\": 415.094642857143, \"12-week closeavg\": 409.83750000000015, \"16-week closeavg\": 398.03839285714304, \"20-week closeavg\": null, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-07-23T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 439.4, \"Open\": 441.0, \"High\": 441.15, \"Low\": 430.8, \"Last\": 432.4, \"Close\": 432.9, \"VWAP\": 433.85, \"Volume\": 2361270, \"Turnover\": 1024427238.35, \"Trades\": 62452, \"Deliverable Volume\": 1601510, \"%Deliverble\": 67.82, \"4-week closeavg\": 427.25000000000006, \"8-week closeavg\": 415.85714285714306, \"12-week closeavg\": 410.4285714285716, \"16-week closeavg\": 398.72366071428587, \"20-week closeavg\": 391.37178571428586, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-07-24T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 432.9, \"Open\": 433.45, \"High\": 438.9, \"Low\": 430.15, \"Last\": 432.95, \"Close\": 433.9, \"VWAP\": 435.63, \"Volume\": 1943504, \"Turnover\": 846646847.65, \"Trades\": 38713, \"Deliverable 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null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-07-29T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 410.0, \"Open\": 411.0, \"High\": 419.95, \"Low\": 404.1, \"Last\": 417.0, \"Close\": 417.65, \"VWAP\": 412.08, \"Volume\": 3456157, \"Turnover\": 1424229476.8, \"Trades\": 40598, \"Deliverable Volume\": 2395595, \"%Deliverble\": 69.31, \"4-week closeavg\": 426.62321428571437, \"8-week closeavg\": 417.6455357142859, \"12-week closeavg\": 411.79166666666686, \"16-week closeavg\": 400.99464285714305, \"20-week closeavg\": 393.08928571428584, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-07-30T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 417.65, \"Open\": 417.65, \"High\": 425.95, \"Low\": 412.6, \"Last\": 416.65, \"Close\": 416.95, \"VWAP\": 419.39, \"Volume\": 3286614, \"Turnover\": 1378361774.4, \"Trades\": 38796, \"Deliverable Volume\": 1846044, \"%Deliverble\": 56.17, \"4-week closeavg\": 426.35357142857157, \"8-week closeavg\": 418.2598214285717, \"12-week closeavg\": 412.119642857143, \"16-week closeavg\": 401.57455357142874, \"20-week closeavg\": 393.5317857142858, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-07-31T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 416.95, \"Open\": 418.75, \"High\": 426.15, \"Low\": 414.0, \"Last\": 419.4, \"Close\": 418.8, \"VWAP\": 419.99, \"Volume\": 2904605, \"Turnover\": 1219892311.3, \"Trades\": 49794, \"Deliverable Volume\": 1965348, \"%Deliverble\": 67.66, \"4-week closeavg\": 425.94285714285724, \"8-week closeavg\": 418.845535714286, \"12-week closeavg\": 412.4232142857144, \"16-week closeavg\": 402.1290178571431, \"20-week closeavg\": 393.94357142857154, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-08-03T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 418.8, \"Open\": 420.0, \"High\": 423.0, \"Low\": 417.45, \"Last\": 419.2, \"Close\": 418.9, \"VWAP\": 420.35, \"Volume\": 1394032, \"Turnover\": 585985267.9, 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\"12-week closeavg\": 412.7690476190477, \"16-week closeavg\": 403.3388392857145, \"20-week closeavg\": 394.8535714285715, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-08-05T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 413.25, \"Open\": 426.0, \"High\": 427.7, \"Low\": 415.75, \"Last\": 417.05, \"Close\": 417.55, \"VWAP\": 421.49, \"Volume\": 5522516, \"Turnover\": 2327669652.3, \"Trades\": 87870, \"Deliverable Volume\": 1733912, \"%Deliverble\": 31.4, \"4-week closeavg\": 425.23214285714283, \"8-week closeavg\": 419.9571428571431, \"12-week closeavg\": 412.9214285714287, \"16-week closeavg\": 404.01294642857164, \"20-week closeavg\": 395.3625000000001, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-08-06T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 417.55, \"Open\": 419.95, \"High\": 422.0, \"Low\": 414.0, \"Last\": 415.0, \"Close\": 415.0, \"VWAP\": 417.29, \"Volume\": 3624150, \"Turnover\": 1512329742.55, \"Trades\": 80737, \"Deliverable Volume\": 1863152, \"%Deliverble\": 51.41, \"4-week closeavg\": 425.2714285714286, \"8-week closeavg\": 420.2151785714288, \"12-week closeavg\": 412.8720238095239, \"16-week closeavg\": 404.6058035714288, \"20-week closeavg\": 395.8567857142858, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-08-07T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 415.0, \"Open\": 416.0, \"High\": 417.0, \"Low\": 410.1, \"Last\": 412.8, \"Close\": 411.6, \"VWAP\": 412.13, \"Volume\": 3736249, \"Turnover\": 1539830197.05, \"Trades\": 72577, \"Deliverable Volume\": 2434098, \"%Deliverble\": 65.15, \"4-week closeavg\": 424.9696428571429, \"8-week closeavg\": 420.4857142857145, \"12-week closeavg\": 412.92440476190484, \"16-week closeavg\": 405.1616071428574, \"20-week closeavg\": 396.30142857142863, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-08-10T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 411.6, \"Open\": 412.7, \"High\": 415.45, \"Low\": 408.5, \"Last\": 409.4, \"Close\": 410.2, \"VWAP\": 411.73, \"Volume\": 2683088, \"Turnover\": 1104715670.75, \"Trades\": 51256, \"Deliverable Volume\": 1842781, \"%Deliverble\": 68.68, \"4-week closeavg\": 424.46071428571435, \"8-week closeavg\": 420.7589285714288, \"12-week closeavg\": 412.9035714285715, \"16-week closeavg\": 405.6526785714288, \"20-week closeavg\": 396.7825000000001, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-08-11T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 410.2, \"Open\": 411.0, \"High\": 412.0, \"Low\": 402.75, \"Last\": 405.4, \"Close\": 404.85, \"VWAP\": 406.44, \"Volume\": 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closeavg\": 420.81428571428586, \"12-week closeavg\": 412.4595238095239, \"16-week closeavg\": 406.5299107142859, \"20-week closeavg\": 397.48392857142863, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-08-13T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 398.7, \"Open\": 405.0, \"High\": 414.75, \"Low\": 377.15, \"Last\": 387.25, \"Close\": 384.8, \"VWAP\": 398.34, \"Volume\": 7094136, \"Turnover\": 2825896859.55, \"Trades\": 83196, \"Deliverable Volume\": 3322870, \"%Deliverble\": 46.84, \"4-week closeavg\": 420.42500000000007, \"8-week closeavg\": 420.3866071428573, \"12-week closeavg\": 412.0642857142858, \"16-week closeavg\": 406.84732142857166, \"20-week closeavg\": 397.5967857142858, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 0.0, \"blackswan_shock\": null}, {\"Date\": \"2015-08-14T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 384.8, \"Open\": 390.0, \"High\": 396.8, \"Low\": 383.3, \"Last\": 396.5, \"Close\": 395.1, \"VWAP\": 390.63, \"Volume\": 3255737, \"Turnover\": 1271773071.1, \"Trades\": 45204, \"Deliverable Volume\": 1541897, \"%Deliverble\": 47.36, \"4-week closeavg\": 419.11250000000007, \"8-week closeavg\": 420.24553571428584, \"12-week closeavg\": 411.9351190476192, \"16-week closeavg\": 407.2388392857145, \"20-week closeavg\": 397.77607142857147, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": 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\"2015-08-18T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 390.2, \"Open\": 394.1, \"High\": 395.7, \"Low\": 384.25, \"Last\": 385.05, \"Close\": 385.55, \"VWAP\": 388.22, \"Volume\": 1763071, \"Turnover\": 684458942.1, \"Trades\": 27260, \"Deliverable Volume\": 754370, \"%Deliverble\": 42.79, \"4-week closeavg\": 415.95357142857154, \"8-week closeavg\": 419.05892857142874, \"12-week closeavg\": 411.6392857142858, \"16-week closeavg\": 407.99241071428594, \"20-week closeavg\": 397.75785714285723, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-08-19T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 385.55, \"Open\": 386.0, \"High\": 386.4, \"Low\": 372.9, \"Last\": 383.5, \"Close\": 382.55, \"VWAP\": 380.31, \"Volume\": 3975219, \"Turnover\": 1511823737.25, \"Trades\": 62660, \"Deliverable Volume\": 2254602, \"%Deliverble\": 56.72, \"4-week closeavg\": 414.64107142857154, \"8-week closeavg\": 418.42410714285734, \"12-week closeavg\": 411.4386904761906, \"16-week closeavg\": 408.1227678571431, \"20-week closeavg\": 397.82178571428585, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-08-20T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 382.55, \"Open\": 390.0, \"High\": 392.0, \"Low\": 373.4, \"Last\": 374.15, \"Close\": 380.0, \"VWAP\": 385.66, \"Volume\": 3997053, \"Turnover\": 1541497656.45, \"Trades\": 66334, \"Deliverable Volume\": 2314579, 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\"Open\": 347.5, \"High\": 351.1, \"Low\": 342.4, \"Last\": 349.5, \"Close\": 347.3, \"VWAP\": 346.61, \"Volume\": 7701455, \"Turnover\": 2669437636.75, \"Trades\": 82571, \"Deliverable Volume\": 5708755, \"%Deliverble\": 74.13, \"4-week closeavg\": 399.7767857142857, \"8-week closeavg\": 412.11071428571444, \"12-week closeavg\": 408.7422619047621, \"16-week closeavg\": 406.22901785714305, \"20-week closeavg\": 397.24107142857156, \"24-week closeavg\": null, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-08-28T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 347.3, \"Open\": 356.9, \"High\": 364.85, \"Low\": 351.5, \"Last\": 362.0, \"Close\": 362.5, \"VWAP\": 357.74, \"Volume\": 6139699, \"Turnover\": 2196428740.75, 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{\"Date\": \"2015-09-04T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 346.75, \"Open\": 345.0, \"High\": 352.65, \"Low\": 342.25, \"Last\": 350.25, \"Close\": 350.0, \"VWAP\": 348.11, \"Volume\": 4781577, \"Turnover\": 1664533872.3, \"Trades\": 52083, \"Deliverable Volume\": 3127408, \"%Deliverble\": 65.41, \"4-week closeavg\": 382.7339285714285, \"8-week closeavg\": 404.97053571428586, \"12-week closeavg\": 405.6976190476193, \"16-week closeavg\": 404.1598214285717, \"20-week closeavg\": 396.94035714285735, \"24-week closeavg\": 390.9854166666669, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-09-07T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 350.0, \"Open\": 349.9, \"High\": 349.9, \"Low\": 343.1, \"Last\": 347.35, \"Close\": 347.1, \"VWAP\": 346.05, \"Volume\": 2612148, \"Turnover\": 903925657.4, \"Trades\": 42306, \"Deliverable Volume\": 1608387, \"%Deliverble\": 61.57, \"4-week closeavg\": 380.2142857142857, \"8-week closeavg\": 403.41875000000016, \"12-week closeavg\": 405.16845238095254, \"16-week closeavg\": 403.8973214285717, \"20-week closeavg\": 396.83857142857164, \"24-week closeavg\": 390.94345238095264, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-09-08T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 347.1, \"Open\": 349.0, \"High\": 349.45, \"Low\": 339.2, \"Last\": 347.15, \"Close\": 347.75, \"VWAP\": 344.21, \"Volume\": 2784226, \"Turnover\": 958359400.9, \"Trades\": 41574, 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{\"Date\": \"2015-09-15T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 354.15, \"Open\": 354.0, \"High\": 354.0, \"Low\": 349.0, \"Last\": 351.2, \"Close\": 351.0, \"VWAP\": 351.07, \"Volume\": 2128175, \"Turnover\": 747133613.8, \"Trades\": 24215, \"Deliverable Volume\": 1396626, \"%Deliverble\": 65.63, \"4-week closeavg\": 366.14642857142866, \"8-week closeavg\": 395.7089285714287, \"12-week closeavg\": 402.192261904762, \"16-week closeavg\": 401.1906250000001, \"20-week closeavg\": 396.91392857142876, \"24-week closeavg\": 390.9050595238097, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-09-16T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 351.0, \"Open\": 351.5, \"High\": 362.1, \"Low\": 351.5, \"Last\": 358.95, \"Close\": 359.5, \"VWAP\": 358.63, \"Volume\": 2680583, \"Turnover\": 961344791.8, \"Trades\": 41874, \"Deliverable Volume\": 1365221, \"%Deliverble\": 50.93, \"4-week closeavg\": 364.28571428571433, \"8-week closeavg\": 394.6276785714287, \"12-week closeavg\": 401.7523809523811, \"16-week closeavg\": 400.76473214285727, \"20-week closeavg\": 396.98642857142875, \"24-week closeavg\": 390.96547619047635, \"28-week closeavg\": null, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2015-09-18T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 359.5, \"Open\": 360.05, \"High\": 362.95, \"Low\": 353.2, \"Last\": 356.0, \"Close\": 356.9, \"VWAP\": 357.4, \"Volume\": 6113546, \"Turnover\": 2184997583.45, \"Trades\": 78089, \"Deliverable 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\"Low\": 359.5, \"Last\": 363.0, \"Close\": 361.85, \"VWAP\": 362.1, \"Volume\": 2332512, \"Turnover\": 844594250.25, \"Trades\": 27513, \"Deliverable Volume\": 956480, \"%Deliverble\": 41.01, \"4-week closeavg\": 346.8589285714287, \"8-week closeavg\": 363.5366071428572, \"12-week closeavg\": 384.5654761904763, \"16-week closeavg\": 390.5910714285716, \"20-week closeavg\": 392.48964285714305, \"24-week closeavg\": 388.50863095238117, \"28-week closeavg\": 384.64566326530627, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-10-21T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 361.85, \"Open\": 364.05, \"High\": 373.8, \"Low\": 363.9, \"Last\": 370.35, \"Close\": 371.5, \"VWAP\": 369.97, \"Volume\": 3996821, \"Turnover\": 1478684026.9, \"Trades\": 55860, 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\"Prev Close\": 355.4, \"Open\": 353.0, \"High\": 360.9, \"Low\": 344.55, \"Last\": 346.0, \"Close\": 349.05, \"VWAP\": 354.64, \"Volume\": 3594643, \"Turnover\": 1274808902.2, \"Trades\": 38510, \"Deliverable Volume\": 2225729, \"%Deliverble\": 61.92, \"4-week closeavg\": 348.00714285714287, \"8-week closeavg\": 356.14642857142866, \"12-week closeavg\": 379.0875000000001, \"16-week closeavg\": 388.31607142857166, \"20-week closeavg\": 390.21321428571446, \"24-week closeavg\": 388.8232142857145, \"28-week closeavg\": 384.82857142857154, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-11-02T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 349.05, \"Open\": 347.5, \"High\": 351.7, \"Low\": 343.65, \"Last\": 349.55, \"Close\": 350.15, \"VWAP\": 347.3, 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336.0, \"Low\": 330.0, \"Last\": 330.0, \"Close\": 331.9, \"VWAP\": 332.52, \"Volume\": 139226, \"Turnover\": 46295839.0, \"Trades\": 2708, \"Deliverable Volume\": 50772, \"%Deliverble\": 36.47, \"4-week closeavg\": 348.25, \"8-week closeavg\": 348.41071428571456, \"12-week closeavg\": 370.48750000000024, \"16-week closeavg\": 383.41741071428595, \"20-week closeavg\": 386.2275000000002, \"24-week closeavg\": 388.21875000000017, \"28-week closeavg\": 383.7043367346938, \"32-week closeavg\": null, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-11-13T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 331.9, \"Open\": 325.05, \"High\": 336.0, \"Low\": 325.05, \"Last\": 335.8, \"Close\": 333.9, \"VWAP\": 331.47, \"Volume\": 2505836, \"Turnover\": 830613612.5, \"Trades\": 54187, 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0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-12-03T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 322.9, \"Open\": 322.0, \"High\": 326.5, \"Low\": 318.5, \"Last\": 320.0, \"Close\": 319.55, \"VWAP\": 322.6, \"Volume\": 3973225, \"Turnover\": 1281766004.45, \"Trades\": 44197, \"Deliverable Volume\": 2632050, \"%Deliverble\": 66.24, \"4-week closeavg\": 340.31785714285706, \"8-week closeavg\": 344.01250000000033, \"12-week closeavg\": 355.2559523809525, \"16-week closeavg\": 373.0303571428573, \"20-week closeavg\": 380.4575000000002, \"24-week closeavg\": 383.6877976190477, \"28-week closeavg\": 381.7237244897958, \"32-week closeavg\": 379.1783482142857, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-12-04T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 319.55, \"Open\": 318.0, \"High\": 322.5, \"Low\": 317.15, \"Last\": 321.7, \"Close\": 321.3, \"VWAP\": 320.52, \"Volume\": 2651126, \"Turnover\": 849727448.15, \"Trades\": 26960, \"Deliverable Volume\": 1580102, \"%Deliverble\": 59.6, \"4-week closeavg\": 338.96785714285704, \"8-week closeavg\": 343.4196428571432, \"12-week closeavg\": 354.09523809523824, \"16-week closeavg\": 372.05714285714305, \"20-week closeavg\": 379.9953571428574, \"24-week closeavg\": 383.2592261904763, \"28-week closeavg\": 381.5431122448979, \"32-week closeavg\": 379.0004464285715, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-12-07T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 321.3, \"Open\": 321.3, \"High\": 324.0, \"Low\": 318.65, \"Last\": 320.6, \"Close\": 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\"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": null, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-12-14T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 309.55, \"Open\": 307.0, \"High\": 311.0, \"Low\": 304.15, \"Last\": 306.0, \"Close\": 306.15, \"VWAP\": 306.41, \"Volume\": 3448481, \"Turnover\": 1056636400.95, \"Trades\": 40215, \"Deliverable Volume\": 2184259, \"%Deliverble\": 63.34, \"4-week closeavg\": 330.37499999999994, \"8-week closeavg\": 339.07053571428594, \"12-week closeavg\": 346.8410714285715, \"16-week closeavg\": 366.24598214285743, \"20-week closeavg\": 376.40821428571456, \"24-week closeavg\": 379.8723214285715, \"28-week closeavg\": 380.4477040816325, \"32-week closeavg\": 378.0544642857143, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-12-15T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 306.15, \"Open\": 306.15, \"High\": 310.0, \"Low\": 304.6, \"Last\": 309.5, \"Close\": 309.2, \"VWAP\": 308.69, \"Volume\": 2364423, \"Turnover\": 729882640.9, \"Trades\": 52878, \"Deliverable Volume\": 1437898, \"%Deliverble\": 60.81, \"4-week closeavg\": 329.0017857142857, \"8-week closeavg\": 338.3008928571431, \"12-week closeavg\": 345.7023809523811, \"16-week closeavg\": 365.13928571428596, \"20-week closeavg\": 375.7603571428574, \"24-week closeavg\": 379.1788690476192, \"28-week closeavg\": 380.20765306122433, \"32-week closeavg\": 377.8703125, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": 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326.33392857142854, \"8-week closeavg\": 337.23750000000024, \"12-week closeavg\": 342.2964285714287, \"16-week closeavg\": 361.14241071428603, \"20-week closeavg\": 373.22321428571456, \"24-week closeavg\": 377.0437500000001, \"28-week closeavg\": 379.62219387755084, \"32-week closeavg\": 376.99843749999997, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-12-22T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 320.9, \"Open\": 321.0, \"High\": 327.3, \"Low\": 320.2, \"Last\": 323.0, \"Close\": 323.2, \"VWAP\": 324.25, \"Volume\": 3339358, \"Turnover\": 1082781833.45, \"Trades\": 41340, \"Deliverable Volume\": 2275352, \"%Deliverble\": 68.14, \"4-week closeavg\": 326.03214285714284, \"8-week closeavg\": 337.24732142857164, \"12-week closeavg\": 341.55416666666684, \"16-week 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\"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-12-28T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 338.45, \"Open\": 337.25, \"High\": 338.0, \"Low\": 330.0, \"Last\": 330.55, \"Close\": 331.75, \"VWAP\": 332.71, \"Volume\": 3007130, \"Turnover\": 1000511016.25, \"Trades\": 22959, \"Deliverable Volume\": 2162644, \"%Deliverble\": 71.92, \"4-week closeavg\": 326.0678571428572, \"8-week closeavg\": 336.87232142857164, \"12-week closeavg\": 340.01190476190493, \"16-week closeavg\": 357.8080357142859, \"20-week closeavg\": 370.7514285714288, \"24-week closeavg\": 375.4309523809524, \"28-week closeavg\": 378.7395408163264, \"32-week closeavg\": 376.14330357142853, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-12-29T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 331.75, \"Open\": 332.9, \"High\": 336.25, \"Low\": 330.5, \"Last\": 335.0, \"Close\": 335.25, \"VWAP\": 334.47, \"Volume\": 2513363, \"Turnover\": 840656892.4, \"Trades\": 30798, \"Deliverable Volume\": 1623393, \"%Deliverble\": 64.59, \"4-week closeavg\": 326.0946428571429, \"8-week closeavg\": 336.62946428571456, \"12-week closeavg\": 339.8565476190478, \"16-week closeavg\": 357.0250000000002, \"20-week closeavg\": 370.17750000000024, \"24-week closeavg\": 375.0991071428572, \"28-week closeavg\": 378.4079081632651, \"32-week closeavg\": 376.03593749999993, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 0.0, \"price_shock\": null, \"blackswan_shock\": null}, {\"Date\": \"2015-12-30T00:00:00\", \"Symbol\": 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338.0, \"Close\": 340.4, \"VWAP\": 338.27, \"Volume\": 2952266, \"Turnover\": 998655570.8, \"Trades\": 28762, \"Deliverable Volume\": 1711228, \"%Deliverble\": 57.96, \"4-week closeavg\": 326.0946428571429, \"8-week closeavg\": 336.4383928571431, \"12-week closeavg\": 339.6892857142859, \"16-week closeavg\": 355.4446428571431, \"20-week closeavg\": 369.14178571428596, \"24-week closeavg\": 374.41696428571436, \"28-week closeavg\": 377.8903061224488, \"32-week closeavg\": 375.7368303571428, \"36-week closeavg\": null, \"40-week closeavg\": null, \"44-week closeavg\": null, \"48-week closeavg\": null, \"52-week closeavg\": null, \"vol_shock\": 1.0, \"price_shock\": 1.0, \"blackswan_shock\": null}, {\"Date\": \"2016-01-01T00:00:00\", \"Symbol\": \"BHARTIARTL\", \"Series\": \"EQ\", \"Prev Close\": 340.4, \"Open\": 339.95, \"High\": 344.0, \"Low\": 337.65, \"Last\": 339.1, \"Close\": 340.5, \"VWAP\": 341.08, \"Volume\": 1250268, \"Turnover\": 426436931.25, \"Trades\": 15479, \"Deliverable 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"</script>"
]
},
"metadata": {
"tags": []
},
"execution_count": 67
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ujU3RgozA2KB",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "4155e683-88c0-4f1c-e3cc-e0264f14cd1a"
},
"source": [
"(airtel_stock.vol_shock == 0).sum()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"104"
]
},
"metadata": {
"tags": []
},
"execution_count": 60
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "2m5KvpvAHiX9",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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