From ac4e037bf1212ced1c71e68ac4fed291fdf444e4 Mon Sep 17 00:00:00 2001 From: sapnilmodak Date: Sun, 20 Oct 2024 21:41:43 +0530 Subject: [PATCH 1/3] Stock recommendation added --- Stock_Recommendation.ipynb | 49144 +++++++++++++++++++++++++++++++++++ nifty_500.csv | 502 + 2 files changed, 49646 insertions(+) create mode 100644 Stock_Recommendation.ipynb create mode 100644 nifty_500.csv diff --git a/Stock_Recommendation.ipynb b/Stock_Recommendation.ipynb new file mode 100644 index 0000000..89b6bdd --- /dev/null +++ b/Stock_Recommendation.ipynb @@ -0,0 +1,49144 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package punkt to\n", + "[nltk_data] C:\\Users\\sapni\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package punkt is already up-to-date!\n", + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\sapni\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n", + "[nltk_data] Downloading package wordnet to\n", + "[nltk_data] C:\\Users\\sapni\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package wordnet is already up-to-date!\n" + ] + } + ], + "source": [ + "import nltk\n", + "from sklearn.metrics.pairwise import cosine_similarity\n", + "from nltk.corpus import stopwords\n", + "from nltk.tokenize import word_tokenize\n", + "from nltk.stem import WordNetLemmatizer\n", + "\n", + "\n", + "nltk.download('punkt')\n", + "nltk.download('stopwords')\n", + "nltk.download('wordnet')\n", + "\n", + "lemmatizer = WordNetLemmatizer()\n", + "stop_words = set(stopwords.words('english'))\n", + "\n", + "def preprocess(text):\n", + " tokens = word_tokenize(text.lower())\n", + " tokens = [lemmatizer.lemmatize(word) for word in tokens if word.isalpha() and word not in stop_words]\n", + " return ' '.join(tokens)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Company NameSymbolIndustrySeriesOpenHighLowPrevious CloseLast Traded PriceChangePercentage ChangeShare VolumeValue (Indian Rupee)52 Week High52 Week Low365 Day Percentage Change30 Day Percentage Change
03M India Ltd.3MINDIADiversifiedEQ21950.0021999.0021126.0521854.0521575.00-279.05-1.2841598.965357e+0727800.0017273.00-10.188.22
1Aarti Drugs Ltd.AARTIDRUGSHealthcareEQ400.50401.80394.10403.85400.00-3.85-0.95317821.262731e+07749.75378.00-42.92-5.10
2Aavas Financiers Ltd.AAVASFinancial ServicesEQ1997.102004.051894.502015.451943.15-72.30-3.591507042.907728e+083340.001815.00-25.69-9.39
3ABB India Ltd.ABBCapital GoodsEQ2260.352311.502260.352300.902280.00-20.90-0.91970532.210935e+082487.851618.0527.25-5.21
4Abbott India Ltd.ABBOTINDIAHealthcareEQ18700.4019200.0018605.0018760.4019199.80439.402.34123962.346770e+0823934.4515514.0011.615.84
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" + ], + "text/plain": [ + " Company Name Symbol Industry Series Open \\\n", + "0 3M India Ltd. 3MINDIA Diversified EQ 21950.00 \n", + "1 Aarti Drugs Ltd. AARTIDRUGS Healthcare EQ 400.50 \n", + "2 Aavas Financiers Ltd. AAVAS Financial Services EQ 1997.10 \n", + "3 ABB India Ltd. ABB Capital Goods EQ 2260.35 \n", + "4 Abbott India Ltd. ABBOTINDIA Healthcare EQ 18700.40 \n", + "\n", + " High Low Previous Close Last Traded Price Change \\\n", + "0 21999.00 21126.05 21854.05 21575.00 -279.05 \n", + "1 401.80 394.10 403.85 400.00 -3.85 \n", + "2 2004.05 1894.50 2015.45 1943.15 -72.30 \n", + "3 2311.50 2260.35 2300.90 2280.00 -20.90 \n", + "4 19200.00 18605.00 18760.40 19199.80 439.40 \n", + "\n", + " Percentage Change Share Volume Value (Indian Rupee) 52 Week High \\\n", + "0 -1.28 4159 8.965357e+07 27800.00 \n", + "1 -0.95 31782 1.262731e+07 749.75 \n", + "2 -3.59 150704 2.907728e+08 3340.00 \n", + "3 -0.91 97053 2.210935e+08 2487.85 \n", + "4 2.34 12396 2.346770e+08 23934.45 \n", + "\n", + " 52 Week Low 365 Day Percentage Change 30 Day Percentage Change \n", + "0 17273.00 -10.18 8.22 \n", + "1 378.00 -42.92 -5.10 \n", + "2 1815.00 -25.69 -9.39 \n", + "3 1618.05 27.25 -5.21 \n", + "4 15514.00 11.61 5.84 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('nifty_500.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Company NameIndustry
03M India Ltd.Diversified
1Aarti Drugs Ltd.Healthcare
2Aavas Financiers Ltd.Financial Services
3ABB India Ltd.Capital Goods
4Abbott India Ltd.Healthcare
.........
496Zensar Technolgies Ltd.Information Technology
497ZF Commercial Vehicle Control Systems India Ltd.Automobile and Auto Components
498Zomato Ltd.Consumer Services
499Zydus Lifesciences Ltd.Healthcare
500Zydus Wellness Ltd.Fast Moving Consumer Goods
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501 rows × 2 columns

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" + ], + "text/plain": [ + " Company Name \\\n", + "0 3M India Ltd. \n", + "1 Aarti Drugs Ltd. \n", + "2 Aavas Financiers Ltd. \n", + "3 ABB India Ltd. \n", + "4 Abbott India Ltd. \n", + ".. ... \n", + "496 Zensar Technolgies Ltd. \n", + "497 ZF Commercial Vehicle Control Systems India Ltd. \n", + "498 Zomato Ltd. \n", + "499 Zydus Lifesciences Ltd. \n", + "500 Zydus Wellness Ltd. \n", + "\n", + " Industry \n", + "0 Diversified \n", + "1 Healthcare \n", + "2 Financial Services \n", + "3 Capital Goods \n", + "4 Healthcare \n", + ".. ... \n", + "496 Information Technology \n", + "497 Automobile and Auto Components \n", + "498 Consumer Services \n", + "499 Healthcare \n", + "500 Fast Moving Consumer Goods \n", + "\n", + "[501 rows x 2 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filtered_df = df[['Company Name', 'Industry']]\n", + "filtered_df" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\sapni\\anaconda3\\lib\\site-packages\\sentence_transformers\\cross_encoder\\CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + " from tqdm.autonotebook import tqdm, trange\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From c:\\Users\\sapni\\anaconda3\\lib\\site-packages\\tf_keras\\src\\losses.py:2976: The name tf.losses.sparse_softmax_cross_entropy is deprecated. Please use tf.compat.v1.losses.sparse_softmax_cross_entropy instead.\n", + "\n" + ] + } + ], + "source": [ + "from sentence_transformers import SentenceTransformer\n", + "\n", + "# Load a pre-trained sentence transformer model\n", + "model = SentenceTransformer('all-MiniLM-L6-v2')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "electric vehicle renewable energy\n" + ] + } + ], + "source": [ + "customer_interest = \"electric vehicles, renewable energy\"\n", + "customer_interest_preprocessed = preprocess(customer_interest)\n", + "print(customer_interest_preprocessed)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Company NameIndustry
03M India Ltd.Diversified
1Aarti Drugs Ltd.Healthcare
2Aavas Financiers Ltd.Financial Services
3ABB India Ltd.Capital Goods
4Abbott India Ltd.Healthcare
.........
496Zensar Technolgies Ltd.Information Technology
497ZF Commercial Vehicle Control Systems India Ltd.Automobile and Auto Components
498Zomato Ltd.Consumer Services
499Zydus Lifesciences Ltd.Healthcare
500Zydus Wellness Ltd.Fast Moving Consumer Goods
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501 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Company Name \\\n", + "0 3M India Ltd. \n", + "1 Aarti Drugs Ltd. \n", + "2 Aavas Financiers Ltd. \n", + "3 ABB India Ltd. \n", + "4 Abbott India Ltd. \n", + ".. ... \n", + "496 Zensar Technolgies Ltd. \n", + "497 ZF Commercial Vehicle Control Systems India Ltd. \n", + "498 Zomato Ltd. \n", + "499 Zydus Lifesciences Ltd. \n", + "500 Zydus Wellness Ltd. \n", + "\n", + " Industry \n", + "0 Diversified \n", + "1 Healthcare \n", + "2 Financial Services \n", + "3 Capital Goods \n", + "4 Healthcare \n", + ".. ... \n", + "496 Information Technology \n", + "497 Automobile and Auto Components \n", + "498 Consumer Services \n", + "499 Healthcare \n", + "500 Fast Moving Consumer Goods \n", + "\n", + "[501 rows x 2 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filtered_df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\sapni\\AppData\\Local\\Temp\\ipykernel_25592\\477415791.py:1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " filtered_df['Industry'] = filtered_df['Industry'].apply(preprocess)\n" + ] + } + ], + "source": [ + "filtered_df['Industry'] = filtered_df['Industry'].apply(preprocess)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Company NameIndustry
03M India Ltd.diversified
1Aarti Drugs Ltd.healthcare
2Aavas Financiers Ltd.financial service
3ABB India Ltd.capital good
4Abbott India Ltd.healthcare
.........
496Zensar Technolgies Ltd.information technology
497ZF Commercial Vehicle Control Systems India Ltd.automobile auto component
498Zomato Ltd.consumer service
499Zydus Lifesciences Ltd.healthcare
500Zydus Wellness Ltd.fast moving consumer good
\n", + "

501 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Company Name \\\n", + "0 3M India Ltd. \n", + "1 Aarti Drugs Ltd. \n", + "2 Aavas Financiers Ltd. \n", + "3 ABB India Ltd. \n", + "4 Abbott India Ltd. \n", + ".. ... \n", + "496 Zensar Technolgies Ltd. \n", + "497 ZF Commercial Vehicle Control Systems India Ltd. \n", + "498 Zomato Ltd. \n", + "499 Zydus Lifesciences Ltd. \n", + "500 Zydus Wellness Ltd. \n", + "\n", + " Industry \n", + "0 diversified \n", + "1 healthcare \n", + "2 financial service \n", + "3 capital good \n", + "4 healthcare \n", + ".. ... \n", + "496 information technology \n", + "497 automobile auto component \n", + "498 consumer service \n", + "499 healthcare \n", + "500 fast moving consumer good \n", + "\n", + "[501 rows x 2 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filtered_df" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "stock_embeddings = model.encode(filtered_df['Industry'].tolist())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "customer_interest = input(\"Enter your interest: \")\n", + "customer_interest_preprocessed = preprocess(customer_interest)\n", + "customer_embedding = model.encode([customer_interest_preprocessed])[0]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stock Embeddings:\n", + " [[-0.0023276 -0.00333788 -0.01594339 ... -0.08072303 -0.03491797\n", + " 0.00427012]\n", + " [-0.03235555 0.08877651 -0.00343593 ... -0.04697321 0.08099543\n", + " 0.00860554]\n", + " [-0.06748401 0.00503902 -0.07492065 ... -0.10049688 0.03232934\n", + " -0.01964198]\n", + " ...\n", + " [-0.12713586 0.01321788 -0.04178813 ... -0.00761455 0.05024449\n", + " -0.01091575]\n", + " [-0.03235552 0.08877648 -0.00343592 ... -0.04697322 0.08099545\n", + " 0.00860555]\n", + " [-0.04195232 -0.06478065 0.02186874 ... -0.02244484 0.0067175\n", + " 0.06623445]]\n", + "\n", + "Customer Embedding:\n", + " [ 3.14664170e-02 -3.78815085e-02 -3.73417661e-02 -3.17229889e-02\n", + " -4.22344357e-02 1.27025442e-02 -2.39155442e-02 -6.93003461e-02\n", + " -3.21524963e-02 7.96454027e-02 7.77523369e-02 -4.75082286e-02\n", + " -1.95211302e-02 -1.25046214e-02 5.08183353e-02 -2.46512946e-02\n", + " -1.49427941e-02 -2.74640676e-02 4.25236784e-02 -7.36578787e-03\n", + " -8.90878867e-03 1.84313732e-03 -4.04891334e-02 2.95713730e-02\n", + " -5.97193651e-02 1.87571477e-02 -5.67692332e-03 -8.21459852e-03\n", + " -2.31289323e-02 -2.73498092e-02 2.54001822e-02 1.30668739e-02\n", + " 9.44364443e-02 -8.01635440e-03 3.55471559e-02 1.28795162e-01\n", + " 2.49239113e-02 -9.53501761e-02 1.58603266e-02 -3.89398336e-02\n", + " -1.34050464e-02 -9.93881673e-02 -2.93484535e-02 -7.17466623e-02\n", + " 3.43848653e-02 -1.67269222e-02 2.82975789e-02 -3.10652656e-03\n", + " 2.12582219e-02 -7.64291584e-02 4.05744687e-02 -2.67640091e-02\n", + " 2.98122708e-02 -9.98979155e-03 -5.23542874e-02 -1.77336130e-02\n", + " -1.46305542e-02 -6.34800317e-03 -4.22016680e-02 -5.87929562e-02\n", + " -6.84524998e-02 -7.19780475e-03 -4.78288569e-02 -5.24268188e-02\n", + " 5.48108257e-02 -9.64927487e-03 1.59333013e-02 -7.21244812e-02\n", + " -1.53982667e-02 -7.07860738e-02 4.63903956e-02 -8.87077451e-02\n", + " 4.21138760e-03 -4.27451804e-02 -3.15879434e-02 -3.48816104e-02\n", + " 1.73769016e-02 1.20111547e-01 1.23920493e-01 -1.45363241e-01\n", + " 7.32854903e-02 5.91961406e-02 -4.84295599e-02 6.06471710e-02\n", + " -6.54613897e-02 1.24825360e-02 -7.38825463e-03 -6.54625967e-02\n", + " 2.87184883e-02 1.88502856e-03 -8.01817980e-03 -3.96523885e-02\n", + " 7.24581480e-02 1.22633632e-02 -5.44842100e-03 1.16946828e-02\n", + " -4.74422099e-03 -4.22262959e-02 -1.53517053e-02 9.96556208e-02\n", + " -4.84725051e-02 3.07871047e-02 -3.94323021e-02 -3.33751626e-02\n", + " 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-1.45551831e-01 1.85465429e-03\n", + " 3.69937643e-02 1.24513529e-01 6.94522038e-02 8.31680528e-34\n", + " 2.02758648e-02 -1.38148433e-02 8.69328249e-03 -3.77335213e-02\n", + " 4.28531915e-02 4.57742624e-02 3.20917927e-03 -7.67260492e-02\n", + " 2.34734826e-02 7.90196955e-02 -8.84439349e-02 -2.00472027e-02\n", + " 3.51752974e-02 4.71815728e-02 3.01404763e-02 -9.60588306e-02\n", + " -1.09162629e-02 2.62741130e-02 3.75837716e-03 4.07930352e-02\n", + " 1.16740474e-02 -4.42948379e-02 5.25881089e-02 -2.52405480e-02\n", + " -4.48426185e-03 1.36668356e-02 -6.41934201e-02 -4.62563448e-02\n", + " -3.71463336e-02 -5.36741503e-02 2.67249644e-02 -4.97082695e-02\n", + " -5.00039123e-02 1.82751343e-02 -8.67619663e-02 -2.51742024e-02\n", + " 1.15126157e-02 -3.29780951e-02 -3.40419933e-02 -3.42883095e-02\n", + " -1.14182731e-04 -4.34406884e-02 2.27891263e-02 1.50547381e-02\n", + " -3.02064866e-02 -5.12561463e-02 -3.14933769e-02 3.78211439e-02\n", + " -7.33443052e-02 -1.62566863e-02 -6.89671859e-02 8.55399668e-02\n", + " -1.29097393e-02 2.51021376e-03 2.23773625e-02 3.67263928e-02\n", + " -1.82489175e-02 -3.63597204e-03 -3.53036486e-02 -9.63828806e-03\n", + " 6.90663457e-02 1.02930024e-01 -5.99898584e-02 1.27931476e-01\n", + " 7.77645856e-02 -5.71305789e-02 4.69792672e-02 -4.12638411e-02\n", + " 2.58938950e-02 -3.08347158e-02 -3.00339106e-02 -5.49983121e-02\n", + " 3.68826687e-02 -1.24603510e-02 4.68766242e-02 -1.11738769e-02\n", + " -6.12557940e-02 -8.41406267e-03 5.76944388e-02 3.37682106e-02\n", + " 8.08468238e-02 -1.47831952e-02 -5.12435287e-02 -1.43610025e-02\n", + " -1.72178708e-02 -1.24791898e-02 1.05243884e-01 -8.38583037e-02\n", + " -8.27235915e-03 5.26939481e-02 -6.68532029e-02 -7.83333704e-02\n", + " 1.74317770e-02 6.10077605e-02 8.48254338e-02 -1.45727634e-08\n", + " -5.60169155e-03 3.13913748e-02 -1.43741500e-02 -3.30618732e-02\n", + " 4.62461524e-02 -9.12346542e-02 -9.48227867e-02 -6.03580996e-02\n", + " -3.57683040e-02 -1.11233955e-02 8.02720189e-02 3.13891210e-02\n", + " -1.37412539e-02 3.30802463e-02 -5.60475104e-02 -3.96210775e-02\n", + " 1.10384878e-02 2.29135510e-02 -4.95473966e-02 4.28589480e-03\n", + " 8.42921063e-03 4.52581532e-02 3.36574055e-02 -1.93255581e-02\n", + " 5.11594769e-03 4.19118740e-02 3.12094409e-02 6.94123842e-03\n", + " -1.22232875e-02 8.34257528e-02 3.83116268e-02 7.67853260e-02\n", + " -2.68143434e-02 -2.39269249e-02 -5.86269535e-02 -7.08768563e-03\n", + " 1.90878119e-02 5.11739142e-02 5.80927432e-02 -8.05346519e-02\n", + " -1.35047799e-02 4.48757410e-02 9.85127836e-02 4.68116690e-04\n", + " 3.26827727e-02 2.04949491e-02 -1.01781540e-01 9.10897565e-04\n", + " 3.98706049e-02 -1.28018588e-01 -5.66593781e-02 4.23376933e-02\n", + " 3.15444754e-03 5.05354777e-02 2.17250474e-02 -1.54494355e-02\n", + " 1.74987838e-02 -2.67964997e-03 -8.95080194e-02 3.47001143e-02\n", + " 8.55300725e-02 -6.96479157e-02 6.53972477e-02 2.12662946e-02]\n" + ] + } + ], + "source": [ + "print(\"Stock Embeddings:\\n\", stock_embeddings)\n", + "print(\"\\nCustomer Embedding:\\n\", customer_embedding)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stock Descriptions and their Embeddings:\n", + "3M India Ltd.: [-2.32759910e-03 -3.33788223e-03 -1.59433894e-02 1.83002464e-02\n", + " 2.54555140e-02 -6.96712919e-03 1.24405146e-01 3.74317504e-02\n", + " -2.26003341e-02 -9.38108191e-03 7.38121569e-03 -4.46281619e-02\n", + " -2.51477528e-02 -1.05396081e-02 2.64941957e-02 1.29251014e-02\n", + " 3.01193818e-02 3.20924260e-02 -1.29294917e-01 -3.89382280e-02\n", + " -3.69867086e-02 -2.97117177e-02 -3.49156410e-02 3.20979692e-02\n", + " 3.16793076e-03 4.70022783e-02 1.51405949e-03 2.02399190e-03\n", + " 1.24467090e-02 -1.14337705e-01 9.39006805e-02 6.62291795e-02\n", + " -3.18582100e-03 -1.25789819e-02 -1.66373197e-02 7.99866766e-02\n", + " -6.03048168e-02 -3.98007371e-02 6.03630543e-02 -1.10751539e-02\n", + " -5.29428981e-02 -1.89303700e-02 -6.13464564e-02 2.01346353e-02\n", + " -1.87562741e-02 -4.52948138e-02 -4.28285114e-02 -3.13006416e-02\n", + " 1.79695729e-02 -3.92590351e-02 -3.56187150e-02 -3.76130901e-02\n", + " -8.49955603e-02 -4.19510081e-02 3.51959802e-02 3.60498913e-02\n", + " -7.18339980e-02 -2.24302448e-02 1.53797527e-03 -3.25705633e-02\n", + " 1.16625883e-01 -1.56557350e-03 -1.50631862e-02 4.98869419e-02\n", + " 6.02208711e-02 -6.45501465e-02 1.42840948e-02 9.79392007e-02\n", + " 6.35929080e-03 -6.68662190e-02 7.92451724e-02 1.86227690e-02\n", + " -2.77360138e-02 -6.96697785e-03 3.61399236e-03 1.09763201e-02\n", + " 4.71825190e-02 -6.70278594e-02 2.55656540e-02 7.39489198e-02\n", + " -5.79650365e-02 1.87688340e-02 -4.82925773e-02 -6.90813884e-02\n", + " 5.70813119e-02 -4.77391332e-02 -7.10094050e-02 -5.70729226e-02\n", + " -6.40136469e-03 -1.28354542e-02 -3.24331261e-02 -5.67168277e-03\n", + " 1.05156161e-01 1.56914629e-02 -1.06199302e-01 6.76377618e-04\n", + " -1.80345029e-02 -4.28995304e-02 5.03131449e-02 2.28882283e-01\n", + " 4.54692692e-02 7.09451810e-02 2.00039451e-03 2.12981347e-02\n", + " -5.56720458e-02 -8.82062167e-02 -3.70013937e-02 5.97805716e-02\n", + " 3.62342447e-02 4.82548866e-03 -5.02875112e-02 6.78890198e-02\n", + " -1.98884085e-02 5.65072596e-02 -6.55352697e-02 2.89025810e-02\n", + " 3.51873506e-03 8.86420161e-03 6.80674538e-02 1.10256903e-01\n", + " -2.06525438e-02 2.55258400e-02 -1.55882034e-02 3.69046293e-02\n", + " -1.98447686e-02 2.75109261e-02 1.57346558e-02 -4.45385883e-33\n", + " -1.64646264e-02 -2.99713369e-02 4.49895151e-02 6.96964264e-02\n", + " -3.36403139e-02 9.40562022e-05 1.17363296e-02 -5.71031123e-02\n", + " -1.40197337e-01 -5.69247408e-03 1.26271313e-02 1.68062210e-01\n", + " -4.48756963e-02 6.64636493e-02 2.01800633e-02 -6.30298257e-02\n", + " -7.46646971e-02 1.18307933e-01 6.62541538e-02 -1.15115628e-01\n", + " -2.59245317e-02 7.45442510e-02 1.76481605e-02 -9.41452943e-03\n", + " 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1.04356736e-01 -3.87409143e-02 8.54308084e-02\n", + " -5.23209162e-02 1.96815021e-02 3.85511480e-02 7.21851783e-03\n", + " 3.04099806e-02 -1.38766076e-02 -2.13565063e-02 -2.50088219e-02\n", + " 7.04771653e-02 -7.19688088e-02 -3.12348995e-02 3.09036914e-33\n", + " -4.99026105e-02 -4.92914431e-02 -4.45572985e-03 5.98860867e-02\n", + " 3.33882160e-02 1.15142937e-03 -1.56639572e-02 -4.49012518e-02\n", + " -9.83680412e-02 -3.03461030e-02 -2.84866858e-02 2.34157015e-02\n", + " 9.74282995e-02 -1.78795233e-02 -1.06869936e-01 6.45851670e-03\n", + " 5.76061159e-02 4.05999795e-02 7.97678716e-03 1.02042779e-02\n", + " 4.40389663e-02 -1.65717099e-02 -2.58148778e-02 2.45852191e-02\n", + " 2.80654542e-02 3.47544327e-02 -1.17063053e-01 3.27713937e-02\n", + " 7.70159904e-03 -2.23936364e-02 2.38337535e-02 -6.43201843e-02\n", + " -6.65061772e-02 -4.37313281e-02 -2.67606489e-02 3.66581529e-02\n", + " -3.07512768e-02 -3.05431560e-02 3.01755555e-02 1.25844717e-01\n", + " -4.91082110e-02 -4.42270525e-02 -4.62905783e-03 6.55150339e-02\n", + " 4.46607247e-02 -4.71847542e-02 -5.15438430e-03 -6.44685924e-02\n", + " 7.23418891e-02 8.14077351e-03 -1.44985048e-02 2.33565588e-02\n", + " 2.18508951e-02 -1.93452761e-02 -5.27785309e-02 -1.65917631e-02\n", + " -2.14482192e-02 4.02824134e-02 -4.52037267e-02 -3.84387076e-02\n", + " 2.14753393e-02 2.03893352e-02 -6.82437271e-02 1.29291296e-01\n", + " -1.01819849e-02 -5.06817773e-02 -3.19466479e-02 -1.64574310e-01\n", + " -1.04043573e-01 -5.38696647e-02 4.17750105e-02 -7.68206716e-02\n", + " -1.50548900e-02 -5.12630232e-02 6.18488993e-03 -5.11264913e-02\n", + " 5.94733842e-03 -1.07750995e-02 -1.87183358e-02 9.46810171e-02\n", + " -7.74797723e-02 -3.42557766e-02 5.36597334e-02 8.67206510e-03\n", + " -1.81261112e-03 6.90565482e-02 -3.65183763e-02 -3.44872265e-03\n", + " 2.32912390e-03 -2.68334392e-02 -8.09416622e-02 -4.69287746e-02\n", + " -1.90885179e-02 1.23290643e-02 1.13014970e-02 -1.14592629e-08\n", + " 7.11335465e-02 3.33103128e-02 7.79330404e-03 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" -5.94924316e-02 5.50571177e-03 5.25777135e-03 -1.93778519e-02\n", + " 7.12580904e-02 -2.78725512e-02 -7.84434676e-02 -1.11414619e-01\n", + " 4.51268535e-03 -6.22626841e-02 -9.49203894e-02 -1.04746604e-02\n", + " -4.61553484e-02 2.78756507e-02 -6.44110050e-03 3.58653180e-02\n", + " 4.66831736e-02 8.44673812e-03 -5.91061115e-02 2.47220322e-02\n", + " 1.24228820e-01 6.95521608e-02 1.04136392e-02 1.53003540e-02\n", + " 4.21527326e-02 -1.29196495e-02 4.99776565e-03 4.63007428e-02\n", + " -1.21367248e-02 -3.71289365e-02 1.02042099e-02 9.49959531e-02\n", + " 1.19429842e-01 9.20799598e-02 -1.13122817e-03 -3.92101593e-02\n", + " 6.45325705e-02 -4.80205566e-02 -1.19421966e-01 -5.92616247e-03\n", + " 5.02024554e-02 1.10228352e-01 2.04713345e-02 1.10097526e-33\n", + " -5.70912138e-02 -5.60722984e-02 9.51438025e-03 5.33662103e-02\n", + " -2.99604516e-02 1.42369336e-02 -2.69682787e-04 -3.97430733e-02\n", + " 2.59364136e-02 1.15682386e-01 -2.19538640e-02 1.46582294e-02\n", + " 1.35957841e-02 1.12169180e-02 -2.93238740e-02 -3.60185690e-02\n", + " -2.20576227e-02 -2.31763534e-02 9.63147264e-03 -1.54953133e-02\n", + " -1.73137765e-02 6.67176396e-02 1.01144202e-01 3.85425873e-02\n", + " 7.45612837e-04 5.02424911e-02 -4.50820588e-02 -3.60520072e-02\n", + " -5.31075969e-02 2.00294494e-03 -1.56001300e-02 2.54387353e-02\n", + " 2.34996174e-02 2.34714653e-02 -1.09591268e-01 -2.39514560e-02\n", + " 2.57666465e-02 2.29664575e-02 -2.01982725e-02 3.04362774e-02\n", + " 1.80224758e-02 -2.72389352e-02 2.17333119e-02 5.00385696e-03\n", + " 3.16333361e-02 -7.04337955e-02 -4.08428386e-02 6.11861842e-03\n", + " 4.67761792e-02 -3.80361937e-02 -1.30412206e-01 -3.40778306e-02\n", + " 9.99209005e-03 4.52099629e-02 -5.23773022e-02 7.76050314e-02\n", + " 2.33950187e-02 -3.14359479e-02 -5.94295636e-02 1.71926953e-02\n", + " 1.59134828e-02 5.89880869e-02 3.74533050e-02 8.88321549e-02\n", + " 1.52008962e-02 -4.88559864e-02 -1.79699138e-02 -2.71071400e-02\n", + " -2.60509215e-02 -2.93554235e-02 3.67353410e-02 -4.62744795e-02\n", + " 3.21477721e-03 4.32825834e-02 -1.24537637e-02 2.04074234e-02\n", + " -7.84306154e-02 -1.00847520e-01 -2.20632460e-02 2.06698366e-02\n", + " 2.47497912e-02 -1.71160586e-02 -4.12131101e-02 6.91024438e-02\n", + " -8.75407532e-02 -6.30359352e-02 1.14089474e-01 -5.44028096e-02\n", + " 2.47743316e-02 -4.64105979e-02 -3.86144742e-02 3.68286506e-03\n", + " -1.91598013e-02 -2.60107056e-03 -7.02821910e-02 -1.26411548e-08\n", + " -4.76241820e-02 4.16124053e-02 -2.64470764e-02 -2.67952736e-02\n", + " 9.05413460e-03 -8.46313909e-02 -2.10898332e-02 1.56228188e-02\n", + " -1.15304813e-02 8.54013674e-03 4.81116921e-02 1.43051809e-02\n", + " -3.28882709e-02 -3.08988318e-02 -1.29428906e-02 -6.32665455e-02\n", + " 1.73102170e-02 -3.90352271e-02 -2.63434811e-03 4.01208512e-02\n", + " 7.21684769e-02 9.85997170e-03 4.63772789e-02 2.07026792e-03\n", + " -3.45242284e-02 -3.55410315e-02 3.91834788e-02 1.21130645e-01\n", + " 5.75537607e-02 6.14175200e-03 -5.98475114e-02 1.44835347e-02\n", + " 5.66149093e-02 -2.74031945e-02 -9.77561325e-02 7.47879501e-03\n", + " 4.30650376e-02 -4.85842600e-02 -4.67660800e-02 3.54495011e-02\n", + " -1.59194730e-02 1.54233128e-02 -1.23488279e-02 1.01204030e-03\n", + " 4.84212115e-02 2.95556076e-02 -3.25922444e-02 4.14495915e-02\n", + " 9.55884233e-02 -1.06032133e-01 1.43242609e-02 -8.30611214e-03\n", + " 5.54339737e-02 3.58873680e-02 9.96736623e-03 -3.64325829e-02\n", + " -7.36321975e-03 3.76238744e-03 -7.30165541e-02 3.36904116e-02\n", + " 4.34937626e-02 -1.00496881e-01 3.23293433e-02 -1.96419824e-02]\n", + "Bank of Baroda: [-6.74840137e-02 5.03902463e-03 -7.49206468e-02 2.28400789e-02\n", + " -7.34059215e-02 -1.66739728e-02 1.01092011e-01 1.52869674e-03\n", + " 7.41633102e-02 -2.24150252e-02 -1.72783025e-02 -1.99839361e-02\n", + " -2.85700578e-02 -2.20315512e-02 -5.35634421e-02 -1.34030312e-01\n", + " 6.96685491e-03 -2.35260818e-02 -4.42431085e-02 2.70755813e-02\n", + " -4.17872779e-02 -7.22487085e-03 -7.05016404e-02 9.35958326e-03\n", + " 3.18855681e-02 2.26669349e-02 -3.15466151e-02 1.88774727e-02\n", + " -4.92369570e-02 -9.53472629e-02 2.28959452e-02 -9.20847151e-03\n", + " 5.41803204e-02 -2.79574618e-02 7.13210925e-02 7.49085546e-02\n", + " 6.42826781e-02 6.00483418e-02 6.32355511e-02 -2.14099437e-02\n", + " -5.91793209e-02 -8.34407881e-02 1.68331377e-02 -5.95049113e-02\n", + " 2.81869657e-02 -3.86524014e-02 3.48484106e-02 4.75979559e-02\n", + " 3.41861285e-02 6.94228783e-02 -4.30157483e-02 -1.54380184e-02\n", + " 1.02773905e-02 2.99895331e-02 4.88830507e-02 3.19402292e-02\n", + " 8.47197101e-02 -8.24522413e-03 -8.88420865e-02 -5.75427487e-02\n", + " -1.06175169e-02 6.75682968e-04 4.91183391e-03 4.81875911e-02\n", + " 1.01896144e-01 8.30458030e-02 -4.60584648e-03 4.44551557e-02\n", + " -5.02469242e-02 -1.36948809e-01 -5.71422698e-03 -9.00605470e-02\n", + " -8.00312757e-02 4.88258712e-02 3.62499319e-02 5.68610290e-03\n", + " 6.23985082e-02 3.84147093e-02 4.64469865e-02 -3.95821594e-02\n", + " 6.55861050e-02 -6.49959147e-02 -3.49017121e-02 8.47571790e-02\n", + " -2.67272536e-02 -7.13121053e-03 -4.77144346e-02 -1.80950277e-02\n", + " 1.84503198e-02 -8.92676972e-03 5.12143672e-02 -5.47849294e-03\n", + " 5.65982684e-02 -4.55755629e-02 -7.56006166e-02 -2.66146958e-02\n", + " -5.72668482e-03 -7.37986192e-02 -3.24654654e-02 1.37050822e-01\n", + " 7.35773146e-02 3.34469974e-02 3.98678854e-02 4.86416444e-02\n", + " -1.87233668e-02 -1.69751104e-02 2.15576608e-02 9.46953744e-02\n", + " 3.63857038e-02 -2.70375013e-02 -2.59825401e-03 3.28301229e-02\n", + " -8.22136775e-02 -1.50117781e-02 -3.84484380e-02 1.21809384e-02\n", + " -4.60985303e-02 -3.61101441e-02 8.05378780e-02 4.19188514e-02\n", + " 2.48036589e-02 1.47437453e-01 -9.57677662e-02 -3.21226083e-02\n", + " -6.71315789e-02 -2.84012146e-02 -6.90367538e-03 -3.09999901e-33\n", + " -8.49685296e-02 3.09389271e-03 9.21666771e-02 -4.34447601e-02\n", + " 1.22442255e-02 3.68888639e-02 -1.22230034e-02 2.05156766e-02\n", + " -7.43388310e-02 1.04906507e-01 -1.59085914e-02 8.18398148e-02\n", + " -1.24132831e-03 -7.12995157e-02 1.23707056e-02 3.22200661e-03\n", + " -5.09940386e-02 2.33332310e-02 1.41722234e-02 -1.65840331e-02\n", + " -1.95089132e-02 5.89064322e-02 5.30074462e-02 -3.06126755e-02\n", + " 1.15061946e-01 -4.11616452e-02 -6.06578887e-02 -2.60953023e-03\n", + " 1.11202694e-01 2.24721152e-02 3.28111164e-02 3.02952100e-02\n", + " 1.63336471e-02 -2.17415188e-02 8.63373186e-03 1.05685517e-02\n", + " -3.95311825e-02 -7.36117586e-02 -1.81138236e-02 -5.37877046e-02\n", + " -5.47524840e-02 2.12684087e-02 1.61400065e-02 1.00404620e-01\n", + " -4.33133468e-02 9.37208086e-02 5.44147938e-02 6.80338219e-02\n", + " 1.98733024e-02 4.28674594e-02 -5.87543510e-02 -1.43116033e-02\n", + " -5.94924316e-02 5.50571177e-03 5.25777135e-03 -1.93778519e-02\n", + " 7.12580904e-02 -2.78725512e-02 -7.84434676e-02 -1.11414619e-01\n", + " 4.51268535e-03 -6.22626841e-02 -9.49203894e-02 -1.04746604e-02\n", + " -4.61553484e-02 2.78756507e-02 -6.44110050e-03 3.58653180e-02\n", + " 4.66831736e-02 8.44673812e-03 -5.91061115e-02 2.47220322e-02\n", + " 1.24228820e-01 6.95521608e-02 1.04136392e-02 1.53003540e-02\n", + " 4.21527326e-02 -1.29196495e-02 4.99776565e-03 4.63007428e-02\n", + " -1.21367248e-02 -3.71289365e-02 1.02042099e-02 9.49959531e-02\n", + " 1.19429842e-01 9.20799598e-02 -1.13122817e-03 -3.92101593e-02\n", + " 6.45325705e-02 -4.80205566e-02 -1.19421966e-01 -5.92616247e-03\n", + " 5.02024554e-02 1.10228352e-01 2.04713345e-02 1.10097526e-33\n", + " -5.70912138e-02 -5.60722984e-02 9.51438025e-03 5.33662103e-02\n", + " -2.99604516e-02 1.42369336e-02 -2.69682787e-04 -3.97430733e-02\n", + " 2.59364136e-02 1.15682386e-01 -2.19538640e-02 1.46582294e-02\n", + " 1.35957841e-02 1.12169180e-02 -2.93238740e-02 -3.60185690e-02\n", + " -2.20576227e-02 -2.31763534e-02 9.63147264e-03 -1.54953133e-02\n", + " -1.73137765e-02 6.67176396e-02 1.01144202e-01 3.85425873e-02\n", + " 7.45612837e-04 5.02424911e-02 -4.50820588e-02 -3.60520072e-02\n", + " -5.31075969e-02 2.00294494e-03 -1.56001300e-02 2.54387353e-02\n", + " 2.34996174e-02 2.34714653e-02 -1.09591268e-01 -2.39514560e-02\n", + " 2.57666465e-02 2.29664575e-02 -2.01982725e-02 3.04362774e-02\n", + " 1.80224758e-02 -2.72389352e-02 2.17333119e-02 5.00385696e-03\n", + " 3.16333361e-02 -7.04337955e-02 -4.08428386e-02 6.11861842e-03\n", + " 4.67761792e-02 -3.80361937e-02 -1.30412206e-01 -3.40778306e-02\n", + " 9.99209005e-03 4.52099629e-02 -5.23773022e-02 7.76050314e-02\n", + " 2.33950187e-02 -3.14359479e-02 -5.94295636e-02 1.71926953e-02\n", + " 1.59134828e-02 5.89880869e-02 3.74533050e-02 8.88321549e-02\n", + " 1.52008962e-02 -4.88559864e-02 -1.79699138e-02 -2.71071400e-02\n", + " -2.60509215e-02 -2.93554235e-02 3.67353410e-02 -4.62744795e-02\n", + " 3.21477721e-03 4.32825834e-02 -1.24537637e-02 2.04074234e-02\n", + " -7.84306154e-02 -1.00847520e-01 -2.20632460e-02 2.06698366e-02\n", + " 2.47497912e-02 -1.71160586e-02 -4.12131101e-02 6.91024438e-02\n", + " -8.75407532e-02 -6.30359352e-02 1.14089474e-01 -5.44028096e-02\n", + " 2.47743316e-02 -4.64105979e-02 -3.86144742e-02 3.68286506e-03\n", + " -1.91598013e-02 -2.60107056e-03 -7.02821910e-02 -1.26411548e-08\n", + " -4.76241820e-02 4.16124053e-02 -2.64470764e-02 -2.67952736e-02\n", + " 9.05413460e-03 -8.46313909e-02 -2.10898332e-02 1.56228188e-02\n", + " -1.15304813e-02 8.54013674e-03 4.81116921e-02 1.43051809e-02\n", + " -3.28882709e-02 -3.08988318e-02 -1.29428906e-02 -6.32665455e-02\n", + " 1.73102170e-02 -3.90352271e-02 -2.63434811e-03 4.01208512e-02\n", + " 7.21684769e-02 9.85997170e-03 4.63772789e-02 2.07026792e-03\n", + " -3.45242284e-02 -3.55410315e-02 3.91834788e-02 1.21130645e-01\n", + " 5.75537607e-02 6.14175200e-03 -5.98475114e-02 1.44835347e-02\n", + " 5.66149093e-02 -2.74031945e-02 -9.77561325e-02 7.47879501e-03\n", + " 4.30650376e-02 -4.85842600e-02 -4.67660800e-02 3.54495011e-02\n", + " -1.59194730e-02 1.54233128e-02 -1.23488279e-02 1.01204030e-03\n", + " 4.84212115e-02 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6.67176396e-02 1.01144202e-01 3.85425873e-02\n", + " 7.45612837e-04 5.02424911e-02 -4.50820588e-02 -3.60520072e-02\n", + " -5.31075969e-02 2.00294494e-03 -1.56001300e-02 2.54387353e-02\n", + " 2.34996174e-02 2.34714653e-02 -1.09591268e-01 -2.39514560e-02\n", + " 2.57666465e-02 2.29664575e-02 -2.01982725e-02 3.04362774e-02\n", + " 1.80224758e-02 -2.72389352e-02 2.17333119e-02 5.00385696e-03\n", + " 3.16333361e-02 -7.04337955e-02 -4.08428386e-02 6.11861842e-03\n", + " 4.67761792e-02 -3.80361937e-02 -1.30412206e-01 -3.40778306e-02\n", + " 9.99209005e-03 4.52099629e-02 -5.23773022e-02 7.76050314e-02\n", + " 2.33950187e-02 -3.14359479e-02 -5.94295636e-02 1.71926953e-02\n", + " 1.59134828e-02 5.89880869e-02 3.74533050e-02 8.88321549e-02\n", + " 1.52008962e-02 -4.88559864e-02 -1.79699138e-02 -2.71071400e-02\n", + " -2.60509215e-02 -2.93554235e-02 3.67353410e-02 -4.62744795e-02\n", + " 3.21477721e-03 4.32825834e-02 -1.24537637e-02 2.04074234e-02\n", + " -7.84306154e-02 -1.00847520e-01 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3.54495011e-02\n", + " -1.59194730e-02 1.54233128e-02 -1.23488279e-02 1.01204030e-03\n", + " 4.84212115e-02 2.95556076e-02 -3.25922444e-02 4.14495915e-02\n", + " 9.55884233e-02 -1.06032133e-01 1.43242609e-02 -8.30611214e-03\n", + " 5.54339737e-02 3.58873680e-02 9.96736623e-03 -3.64325829e-02\n", + " -7.36321975e-03 3.76238744e-03 -7.30165541e-02 3.36904116e-02\n", + " 4.34937626e-02 -1.00496881e-01 3.23293433e-02 -1.96419824e-02]\n", + "H.E.G. 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1.83878485e-02 2.91329157e-02 1.29294649e-01\n", + " 2.35078596e-02 -4.89729270e-02 -7.04030171e-02 -1.93983316e-02\n", + " 7.97320828e-02 -7.59844109e-02 7.68048735e-03 1.89556349e-02]\n", + "Hindustan Petroleum Corporation Ltd.: [-8.67648423e-02 -1.13507053e-02 -4.59416620e-02 2.03539450e-02\n", + " 8.70224833e-02 4.26123515e-02 9.30845886e-02 3.62931238e-03\n", + " -5.47133982e-02 -9.96530503e-02 -2.09179260e-02 5.53032756e-03\n", + " -7.52215162e-02 -2.35815402e-02 -4.26835492e-02 -2.87619531e-02\n", + " 1.01589561e-01 -6.65992349e-02 8.03106744e-03 -6.61153942e-02\n", + " 9.43806842e-02 1.64883230e-02 7.47972354e-02 4.65554446e-02\n", + " -8.81454814e-03 9.93454233e-02 -6.60015550e-03 -1.55321667e-02\n", + " 9.73864868e-02 3.38635370e-02 2.54910607e-02 1.92538928e-02\n", + " -1.68140978e-02 3.27502228e-02 -2.00417470e-02 3.29703726e-02\n", + " -1.34963746e-04 3.83816846e-02 5.27312048e-02 9.35812443e-02\n", + " -4.85290699e-02 -1.09393217e-01 -3.39433998e-02 -5.83768683e-03\n", + 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Ltd.: [-4.19523194e-02 -6.47806525e-02 2.18687411e-02 -2.37952862e-02\n", + " 3.91230322e-02 -4.17834119e-04 2.32371464e-02 -2.98845991e-02\n", + " -5.82086705e-02 -4.08297144e-02 1.25742748e-01 4.47761416e-02\n", + " -2.82021500e-02 -2.03437600e-02 5.24315401e-04 -1.03058152e-01\n", + " 1.26016423e-01 7.60979904e-03 -4.46895286e-02 -1.25076408e-02\n", + " -8.94669816e-02 -7.10542277e-02 -4.05831598e-02 7.18806451e-03\n", + " 1.96520295e-02 1.75466295e-02 -3.61373574e-02 -2.18616566e-03\n", + " 8.11307319e-03 -1.12621360e-01 -5.25486320e-02 2.53123827e-02\n", + " 1.27144000e-02 -4.99203056e-03 -1.59563050e-02 5.12006357e-02\n", + " -1.89547502e-02 -7.21836910e-02 2.70391423e-02 -3.25496495e-02\n", + " 7.35153556e-02 -6.23528622e-02 -7.00234696e-02 -3.37318815e-02\n", + " 1.96731947e-02 -3.01605463e-02 7.86945596e-02 1.04676716e-01\n", + " 1.89444646e-02 -1.62931867e-02 -1.23386301e-01 2.25198139e-02\n", + " -5.93460836e-02 -3.46517898e-02 6.11001160e-03 6.23014458e-02\n", + " 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1.49116680e-01\n", + " -3.69283892e-02 -5.45512736e-02 -8.03579986e-02 6.18904037e-03\n", + " 8.33517499e-03 8.42046514e-02 -1.46176875e-01 3.48921027e-03\n", + " 9.30754617e-02 1.35464119e-02 8.26925337e-02 -1.26509788e-02\n", + " 1.26559168e-01 -2.13346481e-02 2.91678067e-02 -3.62831540e-02\n", + " 4.26232405e-02 3.42257358e-02 -6.09845109e-02 6.06343523e-02\n", + " -2.96642296e-02 4.44921255e-02 -7.22386390e-02 5.94313964e-02\n", + " -3.59613299e-02 -9.81355980e-02 -6.40813485e-02 -1.69149414e-02\n", + " 4.73213457e-02 -3.84501042e-03 -1.55453128e-03 6.92314729e-02\n", + " -4.08097133e-02 1.00003397e-02 -8.86739418e-03 7.62793645e-02\n", + " 7.92214721e-02 -6.09861240e-02 -2.31058486e-02 -5.00661470e-02\n", + " -4.39821333e-02 6.79104775e-03 4.08012886e-03 -3.69424149e-02\n", + " 1.62465731e-03 8.85059237e-02 6.15928918e-02 6.40431568e-02\n", + " -3.65431644e-02 1.59414846e-03 -1.69308931e-02 9.00977328e-02\n", + " 6.66400865e-02 -1.18475175e-02 -8.51497694e-04 -2.96685733e-02\n", + " 1.86491385e-02 1.35950781e-02 1.72020681e-02 2.71538682e-02\n", + " 7.67747164e-02 -2.67101936e-02 1.14700414e-01 -1.00439064e-01\n", + " 3.11968960e-02 -4.65152934e-02 3.92768234e-02 4.19787318e-03\n", + " -5.70761487e-02 1.33486120e-02 -6.50266036e-02 -2.82209795e-02\n", + " 1.03249997e-02 3.09994724e-02 -1.87489875e-02 2.51580980e-02\n", + " -5.97541966e-02 2.94076689e-02 1.43752368e-02 2.02032551e-02\n", + " -3.47373225e-02 -6.27343729e-02 9.39113554e-03 -1.21272817e-01\n", + " 3.47814523e-02 2.32638773e-02 1.49381431e-02 2.17519514e-02\n", + " 8.55728704e-03 -5.49990125e-02 -1.50043871e-02 -1.41426293e-08\n", + " -1.51578698e-03 -6.13876097e-02 4.47901487e-02 7.99873769e-02\n", + " 3.18472758e-02 8.71470012e-03 1.08878920e-03 6.77157119e-02\n", + " 3.96043882e-02 -7.12699839e-04 2.40281112e-02 3.63050550e-02\n", + " 4.02212515e-02 6.04619645e-02 6.55885087e-03 -3.49235372e-03\n", + " 2.48958748e-02 6.74311025e-03 -7.16477409e-02 -8.01346172e-03\n", + " 9.63222794e-03 1.57958746e-01 7.74511322e-02 1.45721538e-02\n", + " 4.29333420e-03 2.51996499e-02 4.96561266e-02 2.73171756e-02\n", + " 6.69671670e-02 -1.18501652e-02 -4.99147736e-02 3.06649227e-02\n", + " 2.05701999e-02 -5.64133981e-03 6.07472882e-02 2.25201752e-02\n", + " -2.37061772e-02 2.92219035e-02 -2.39416435e-02 -4.20965068e-02\n", + " -5.74703980e-03 3.54500264e-02 -9.70290378e-02 -1.83146622e-03\n", + " -9.87919979e-03 -4.83104214e-02 -8.23866948e-02 -2.26372536e-02\n", + " 1.26401074e-02 7.76717514e-02 2.24403571e-02 -1.29538421e-02\n", + " 1.95268281e-02 3.46522033e-02 1.20828124e-02 -4.80264686e-02\n", + " 8.03388562e-03 -5.38482554e-02 -1.70898438e-02 3.68946791e-02\n", + " 3.85916717e-02 -2.24448442e-02 6.71749795e-03 6.62344471e-02]\n", + "Hindustan Zinc Ltd.: [-8.54082480e-02 7.21397176e-02 -2.08139271e-02 7.19632208e-02\n", + " -4.06680812e-07 -5.49386851e-02 1.09949410e-01 -2.13119294e-03\n", + " -1.35100186e-01 -2.91606598e-02 -1.08265011e-02 -6.38802424e-02\n", + " 1.47912391e-02 2.68701781e-02 -7.86057711e-02 9.31267161e-03\n", + " -1.73379970e-03 -5.00004040e-03 -4.35591862e-02 -7.46828094e-02\n", + " -1.84793863e-02 -3.24066430e-02 3.78677361e-02 1.22279041e-02\n", + " -2.69906614e-02 1.57929912e-01 -7.07122013e-02 4.41604410e-04\n", + " 3.51071954e-02 -2.92210057e-02 -3.02226823e-02 1.02227524e-01\n", + " -3.00541203e-02 2.62620915e-02 -3.71239185e-02 1.99965835e-02\n", + " -3.60488929e-02 6.73944131e-02 -1.20839318e-02 -1.72676761e-02\n", + " -1.67151075e-02 -1.45098455e-02 6.60173222e-02 -2.05168575e-02\n", + " -3.96761745e-02 -2.62786783e-02 7.77262002e-02 -5.27695902e-02\n", + " -2.48329081e-02 2.99453847e-02 5.85102253e-02 -4.12815660e-02\n", + " 2.10463293e-02 -9.61601920e-03 5.36871292e-02 -3.82073335e-02\n", + " -5.84259629e-03 -4.03520539e-02 4.65467498e-02 1.13129253e-02\n", + " 8.63082334e-02 -2.40919385e-02 -7.05581531e-02 5.82798431e-03\n", + " 1.42315567e-01 -2.54655052e-02 1.83957946e-02 3.62061933e-02\n", + " -5.16231023e-02 -2.35744603e-02 9.27016512e-02 -3.32180262e-02\n", + " -9.27676558e-02 -4.40970212e-02 2.89159026e-02 8.89810696e-02\n", + " 1.38536856e-01 -6.42682165e-02 3.61833535e-02 -4.57777865e-02\n", + " -8.68459642e-02 9.10765231e-02 2.16789208e-02 -1.32122040e-01\n", + " 1.01877106e-02 3.65541950e-02 7.20176660e-03 2.48616580e-02\n", + " 2.15051249e-02 -7.64161721e-03 4.15305793e-02 2.44474225e-02\n", + " -9.52465609e-02 2.21716184e-02 -6.62105009e-02 8.40455592e-02\n", + " 1.51023110e-02 3.83377112e-02 -5.20345047e-02 1.30796105e-01\n", + " 7.31099769e-02 7.89203644e-02 -7.36766234e-02 -1.71437729e-02\n", + " -3.87748070e-02 -2.18636380e-03 -7.30346143e-02 1.09883830e-01\n", + " 2.21298393e-02 1.40422757e-03 -1.93582207e-03 -4.16728109e-02\n", + " -2.34844144e-02 1.59194891e-03 -9.79851815e-04 4.30625752e-02\n", + " 3.11901048e-02 -8.66586994e-03 -7.16518015e-02 9.76885185e-02\n", + " 8.16157181e-03 1.15476747e-03 -8.58850479e-02 2.02058926e-02\n", + " 1.96172334e-02 -2.79946905e-02 -2.60823034e-02 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8.34333971e-02\n", + " 2.50436831e-03 -4.76978011e-02 2.87958104e-02 3.86023074e-02\n", + " 1.46681536e-02 5.00203706e-02 -3.66034098e-02 1.21487856e-01\n", + " 3.78466137e-02 4.81700860e-02 5.99616952e-02 -2.82475948e-02\n", + " -1.03446888e-02 9.66828130e-03 -6.49045557e-02 -5.49261738e-03\n", + " 3.70741971e-02 -5.63726854e-03 -5.08846976e-02 8.16749409e-02\n", + " 9.03180055e-03 -3.00468523e-02 4.32753377e-03 -8.79428163e-03\n", + " -7.97094703e-02 1.14569457e-05 4.98431509e-05 -5.08285128e-02\n", + " 1.02684740e-02 -2.08975505e-02 -5.75650893e-02 -8.31923187e-02\n", + " 1.07780974e-02 -2.11485568e-02 -9.78015140e-02 -5.33880182e-02\n", + " 2.55709793e-02 1.73199084e-02 -3.69457640e-02 1.18374595e-33\n", + " -9.40741785e-03 -5.32108778e-03 5.20546958e-02 -4.12902748e-03\n", + " 5.17307315e-03 -2.50363387e-02 7.89096646e-07 -2.62650307e-02\n", + " -2.29590107e-02 4.41338755e-02 1.18196197e-02 -2.13525333e-02\n", + " 5.46562150e-02 -6.36096532e-03 2.30094660e-02 -1.56431049e-02\n", + 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"ICICI Lombard General Insurance Company Ltd.: [-6.74840137e-02 5.03902463e-03 -7.49206468e-02 2.28400789e-02\n", + " -7.34059215e-02 -1.66739728e-02 1.01092011e-01 1.52869674e-03\n", + " 7.41633102e-02 -2.24150252e-02 -1.72783025e-02 -1.99839361e-02\n", + " -2.85700578e-02 -2.20315512e-02 -5.35634421e-02 -1.34030312e-01\n", + " 6.96685491e-03 -2.35260818e-02 -4.42431085e-02 2.70755813e-02\n", + " -4.17872779e-02 -7.22487085e-03 -7.05016404e-02 9.35958326e-03\n", + " 3.18855681e-02 2.26669349e-02 -3.15466151e-02 1.88774727e-02\n", + " -4.92369570e-02 -9.53472629e-02 2.28959452e-02 -9.20847151e-03\n", + " 5.41803204e-02 -2.79574618e-02 7.13210925e-02 7.49085546e-02\n", + " 6.42826781e-02 6.00483418e-02 6.32355511e-02 -2.14099437e-02\n", + " -5.91793209e-02 -8.34407881e-02 1.68331377e-02 -5.95049113e-02\n", + " 2.81869657e-02 -3.86524014e-02 3.48484106e-02 4.75979559e-02\n", + " 3.41861285e-02 6.94228783e-02 -4.30157483e-02 -1.54380184e-02\n", + " 1.02773905e-02 2.99895331e-02 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3.61465365e-02 -4.24762927e-02\n", + " -6.51068464e-02 2.33125277e-02 7.07373470e-02 3.86740752e-02\n", + " -2.75178719e-02 -3.47020966e-03 -3.42134796e-02 -3.99260111e-02\n", + " 4.19766568e-02 5.27611077e-02 1.46560550e-01 -8.72509647e-03\n", + " 8.78036208e-03 -1.08211422e-02 1.49930427e-02 -1.54977860e-02\n", + " 7.29676038e-02 -2.21988950e-02 -7.83034135e-03 1.64755322e-02\n", + " 3.05245277e-02 -4.07592766e-03 7.05926269e-02 6.76124096e-02\n", + " 5.33701479e-03 3.96137610e-02 -1.51483249e-02 1.30753964e-03\n", + " -3.35074030e-02 6.17754571e-02 -1.73218586e-02 -4.33026999e-02\n", + " 4.12250012e-02 -4.61657122e-02 6.81541935e-02 -9.20418929e-03\n", + " -1.08299749e-02 5.22803329e-02 1.64358001e-02 5.95702939e-02\n", + " 2.33622808e-02 9.70079622e-04 -8.02751817e-03 -2.07081232e-02\n", + " 1.08794579e-02 -7.51502365e-02 -2.48057246e-02 6.87105134e-02\n", + " 4.23087068e-02 4.59270626e-02 3.12849395e-02 -2.37021428e-02\n", + " 1.00297749e-01 1.88582795e-04 6.30759215e-03 6.43197298e-02\n", + " 5.64854257e-02 -7.40710497e-02 7.42401108e-02 1.01314029e-02]\n", + "Indian Overseas Bank: [-6.74839914e-02 5.03898738e-03 -7.49205723e-02 2.28400771e-02\n", + " -7.34059066e-02 -1.66739896e-02 1.01092003e-01 1.52870291e-03\n", + " 7.41632879e-02 -2.24149954e-02 -1.72783434e-02 -1.99839734e-02\n", + " -2.85700653e-02 -2.20315196e-02 -5.35634160e-02 -1.34030268e-01\n", + " 6.96687633e-03 -2.35260688e-02 -4.42431197e-02 2.70755757e-02\n", + " -4.17872258e-02 -7.22484849e-03 -7.05017000e-02 9.35955532e-03\n", + " 3.18855457e-02 2.26669554e-02 -3.15466337e-02 1.88774467e-02\n", + " -4.92369868e-02 -9.53472555e-02 2.28959229e-02 -9.20843985e-03\n", + " 5.41803166e-02 -2.79574543e-02 7.13210478e-02 7.49085695e-02\n", + " 6.42826408e-02 6.00483753e-02 6.32355884e-02 -2.14098897e-02\n", + " -5.91793470e-02 -8.34408030e-02 1.68331619e-02 -5.95049523e-02\n", + " 2.81869341e-02 -3.86523604e-02 3.48483734e-02 4.75979447e-02\n", + " 3.41861323e-02 6.94228932e-02 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9.30845886e-02 3.62931238e-03\n", + " -5.47133982e-02 -9.96530503e-02 -2.09179260e-02 5.53032756e-03\n", + " -7.52215162e-02 -2.35815402e-02 -4.26835492e-02 -2.87619531e-02\n", + " 1.01589561e-01 -6.65992349e-02 8.03106744e-03 -6.61153942e-02\n", + " 9.43806842e-02 1.64883230e-02 7.47972354e-02 4.65554446e-02\n", + " -8.81454814e-03 9.93454233e-02 -6.60015550e-03 -1.55321667e-02\n", + " 9.73864868e-02 3.38635370e-02 2.54910607e-02 1.92538928e-02\n", + " -1.68140978e-02 3.27502228e-02 -2.00417470e-02 3.29703726e-02\n", + " -1.34963746e-04 3.83816846e-02 5.27312048e-02 9.35812443e-02\n", + " -4.85290699e-02 -1.09393217e-01 -3.39433998e-02 -5.83768683e-03\n", + " -3.57464924e-02 -7.06902221e-02 4.89315465e-02 -2.90898997e-02\n", + " 2.22915504e-02 -3.48379277e-02 3.20039131e-02 2.37296447e-02\n", + " -9.39698964e-02 -2.67938226e-02 1.01827279e-01 -7.34686404e-02\n", + " -1.01351887e-02 2.18709037e-02 -2.71944162e-02 -8.17297399e-02\n", + " 2.88100466e-02 3.36302891e-02 3.49596106e-02 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3.60804535e-02\n", + " 1.11536920e-01 -2.10288237e-03 -2.46287715e-02 3.04278359e-02\n", + " -5.31787947e-02 8.13050941e-02 -3.79242450e-02 -7.28732906e-03\n", + " 1.65241305e-02 2.00348347e-02 -7.81217068e-02 -4.13013808e-02\n", + " 1.40744429e-02 1.17705446e-02 5.18257217e-03 1.64701827e-02\n", + " 1.04847543e-01 -9.03233960e-02 1.54254243e-01 1.15292318e-01]\n", + "Rallis India Ltd.: [ 1.21723162e-02 -1.08713554e-02 -1.99898817e-02 5.79892062e-02\n", + " 1.96524933e-02 4.04251702e-02 1.45659164e-01 1.14778295e-01\n", + " 2.23184191e-02 9.90610197e-03 -2.04917369e-03 -8.94042850e-02\n", + " -1.21727958e-02 -1.92619429e-03 -3.61507460e-02 1.64732486e-02\n", + " 1.07986340e-03 -3.33747678e-02 -4.00832668e-02 8.70431215e-03\n", + " -3.07971593e-02 -4.11584089e-03 2.15127207e-02 5.59391566e-02\n", + " -9.07457918e-02 1.36992231e-01 -2.93681547e-02 3.17149088e-02\n", + " 1.77342389e-02 -9.44148600e-02 5.20355925e-02 1.34843752e-01\n", + " 7.90072754e-02 -4.30030636e-02 4.27719764e-02 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1.20828124e-02 -4.80264686e-02\n", + " 8.03388562e-03 -5.38482554e-02 -1.70898438e-02 3.68946791e-02\n", + " 3.85916717e-02 -2.24448442e-02 6.71749795e-03 6.62344471e-02]\n", + "\n", + "Customer Interest Embedding:\n", + "[ 3.14664170e-02 -3.78815085e-02 -3.73417661e-02 -3.17229889e-02\n", + " -4.22344357e-02 1.27025442e-02 -2.39155442e-02 -6.93003461e-02\n", + " -3.21524963e-02 7.96454027e-02 7.77523369e-02 -4.75082286e-02\n", + " -1.95211302e-02 -1.25046214e-02 5.08183353e-02 -2.46512946e-02\n", + " -1.49427941e-02 -2.74640676e-02 4.25236784e-02 -7.36578787e-03\n", + " -8.90878867e-03 1.84313732e-03 -4.04891334e-02 2.95713730e-02\n", + " -5.97193651e-02 1.87571477e-02 -5.67692332e-03 -8.21459852e-03\n", + " -2.31289323e-02 -2.73498092e-02 2.54001822e-02 1.30668739e-02\n", + " 9.44364443e-02 -8.01635440e-03 3.55471559e-02 1.28795162e-01\n", + " 2.49239113e-02 -9.53501761e-02 1.58603266e-02 -3.89398336e-02\n", + " -1.34050464e-02 -9.93881673e-02 -2.93484535e-02 -7.17466623e-02\n", + " 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-4.84725051e-02 3.07871047e-02 -3.94323021e-02 -3.33751626e-02\n", + " -7.20618889e-02 -7.62435235e-03 9.71943699e-03 2.18201359e-03\n", + " 5.96895888e-02 1.00962352e-02 -7.43536279e-03 1.28121506e-02\n", + " -3.44882496e-02 -4.63309400e-02 3.64253037e-02 -5.68599366e-02\n", + " -4.72689755e-02 -1.85630340e-02 2.15455409e-04 -5.69709577e-02\n", + " -2.88812886e-03 1.34512419e-02 -6.94445893e-02 -4.80364412e-02\n", + " 1.98717043e-02 -6.87178075e-02 4.69160378e-02 -3.48460129e-33\n", + " 2.74309292e-02 4.61018123e-02 7.90321007e-02 -1.77468895e-03\n", + " 2.93568131e-02 1.36835873e-02 -3.85059714e-02 -4.15082574e-02\n", + " 4.04559672e-02 1.43633969e-02 6.32987246e-02 5.11144586e-02\n", + " 4.15699705e-02 1.00233350e-02 1.26954451e-01 -1.22519739e-01\n", + " -1.47484569e-02 8.62846524e-02 7.75998011e-02 4.46178764e-02\n", + " -1.41220577e-02 5.68904029e-03 -1.14176879e-02 -2.26635188e-02\n", + " 1.14526093e-01 -4.34458293e-02 1.74916312e-02 -1.74409226e-02\n", + " 2.41210591e-02 5.08027188e-02 7.86003917e-02 1.14285775e-01\n", + " -3.16002294e-02 -3.04858722e-02 -1.72049068e-02 3.13026309e-02\n", + " -3.78056103e-03 -2.68692020e-02 8.44113063e-03 -3.65200266e-02\n", + " -9.06182155e-02 -5.41768707e-02 4.64576595e-02 5.30998260e-02\n", + " -8.45028013e-02 7.69533683e-03 4.33015600e-02 5.77162132e-02\n", + " 1.57650374e-02 3.23144123e-02 2.93194950e-02 5.57424016e-02\n", + " -7.00408267e-03 -5.76511910e-03 9.61290859e-03 -2.98861135e-02\n", + " 3.35550979e-02 -5.78683540e-02 -2.72784918e-03 -5.11349514e-02\n", + " 6.91856742e-02 3.93171422e-02 -9.10947323e-02 1.25231802e-01\n", + " -7.74377361e-02 -3.65904607e-02 2.45778412e-02 -3.15613784e-02\n", + " 1.32436842e-01 -4.68552709e-02 -3.28906663e-02 1.51393292e-02\n", + " -4.87497970e-02 -2.50118654e-02 -6.71052039e-02 -2.61116866e-02\n", + " -4.84636873e-02 5.14720157e-02 2.30410714e-02 3.72129828e-02\n", + " -8.30372125e-02 1.39289838e-03 8.76997970e-03 -6.48937235e-03\n", + " 1.66297719e-01 7.46646076e-02 4.32111137e-02 7.86511973e-03\n", + " 6.49285689e-02 1.44748529e-02 -1.45551831e-01 1.85465429e-03\n", + " 3.69937643e-02 1.24513529e-01 6.94522038e-02 8.31680528e-34\n", + " 2.02758648e-02 -1.38148433e-02 8.69328249e-03 -3.77335213e-02\n", + " 4.28531915e-02 4.57742624e-02 3.20917927e-03 -7.67260492e-02\n", + " 2.34734826e-02 7.90196955e-02 -8.84439349e-02 -2.00472027e-02\n", + " 3.51752974e-02 4.71815728e-02 3.01404763e-02 -9.60588306e-02\n", + " -1.09162629e-02 2.62741130e-02 3.75837716e-03 4.07930352e-02\n", + " 1.16740474e-02 -4.42948379e-02 5.25881089e-02 -2.52405480e-02\n", + " -4.48426185e-03 1.36668356e-02 -6.41934201e-02 -4.62563448e-02\n", + " -3.71463336e-02 -5.36741503e-02 2.67249644e-02 -4.97082695e-02\n", + " -5.00039123e-02 1.82751343e-02 -8.67619663e-02 -2.51742024e-02\n", + " 1.15126157e-02 -3.29780951e-02 -3.40419933e-02 -3.42883095e-02\n", + " -1.14182731e-04 -4.34406884e-02 2.27891263e-02 1.50547381e-02\n", + " -3.02064866e-02 -5.12561463e-02 -3.14933769e-02 3.78211439e-02\n", + " -7.33443052e-02 -1.62566863e-02 -6.89671859e-02 8.55399668e-02\n", + " -1.29097393e-02 2.51021376e-03 2.23773625e-02 3.67263928e-02\n", + " -1.82489175e-02 -3.63597204e-03 -3.53036486e-02 -9.63828806e-03\n", + " 6.90663457e-02 1.02930024e-01 -5.99898584e-02 1.27931476e-01\n", + " 7.77645856e-02 -5.71305789e-02 4.69792672e-02 -4.12638411e-02\n", + " 2.58938950e-02 -3.08347158e-02 -3.00339106e-02 -5.49983121e-02\n", + " 3.68826687e-02 -1.24603510e-02 4.68766242e-02 -1.11738769e-02\n", + " -6.12557940e-02 -8.41406267e-03 5.76944388e-02 3.37682106e-02\n", + " 8.08468238e-02 -1.47831952e-02 -5.12435287e-02 -1.43610025e-02\n", + " -1.72178708e-02 -1.24791898e-02 1.05243884e-01 -8.38583037e-02\n", + " -8.27235915e-03 5.26939481e-02 -6.68532029e-02 -7.83333704e-02\n", + " 1.74317770e-02 6.10077605e-02 8.48254338e-02 -1.45727634e-08\n", + " -5.60169155e-03 3.13913748e-02 -1.43741500e-02 -3.30618732e-02\n", + " 4.62461524e-02 -9.12346542e-02 -9.48227867e-02 -6.03580996e-02\n", + " -3.57683040e-02 -1.11233955e-02 8.02720189e-02 3.13891210e-02\n", + " -1.37412539e-02 3.30802463e-02 -5.60475104e-02 -3.96210775e-02\n", + " 1.10384878e-02 2.29135510e-02 -4.95473966e-02 4.28589480e-03\n", + " 8.42921063e-03 4.52581532e-02 3.36574055e-02 -1.93255581e-02\n", + " 5.11594769e-03 4.19118740e-02 3.12094409e-02 6.94123842e-03\n", + " -1.22232875e-02 8.34257528e-02 3.83116268e-02 7.67853260e-02\n", + " -2.68143434e-02 -2.39269249e-02 -5.86269535e-02 -7.08768563e-03\n", + " 1.90878119e-02 5.11739142e-02 5.80927432e-02 -8.05346519e-02\n", + " -1.35047799e-02 4.48757410e-02 9.85127836e-02 4.68116690e-04\n", + " 3.26827727e-02 2.04949491e-02 -1.01781540e-01 9.10897565e-04\n", + " 3.98706049e-02 -1.28018588e-01 -5.66593781e-02 4.23376933e-02\n", + " 3.15444754e-03 5.05354777e-02 2.17250474e-02 -1.54494355e-02\n", + " 1.74987838e-02 -2.67964997e-03 -8.95080194e-02 3.47001143e-02\n", + " 8.55300725e-02 -6.96479157e-02 6.53972477e-02 2.12662946e-02]\n" + ] + } + ], + "source": [ + "print(\"Stock Descriptions and their Embeddings:\")\n", + "for name, embedding in zip(filtered_df['Company Name'], stock_embeddings):\n", + " print(f\"{name}: {embedding}\")\n", + "\n", + "print(\"\\nCustomer Interest Embedding:\")\n", + "print(customer_embedding)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Recommended stocks for you based on your interest:\n", + " Company Name\n", + "209 ICICI Prudential Life Insurance Company Ltd.\n", + "233 Indian Overseas Bank\n", + "40 AU Small Finance Bank Ltd.\n" + ] + } + ], + "source": [ + "similarities = cosine_similarity([customer_embedding], stock_embeddings)\n", + "\n", + "# Get the indices of the top similar stocks\n", + "top_indices = np.argsort(similarities[0])[-3:][::-1] # Top 3 recommendations\n", + "\n", + "# Display the recommended stocks\n", + "recommended_stocks = filtered_df.iloc[top_indices]\n", + "print(\"Recommended stocks for you based on your interest:\")\n", + "print(recommended_stocks[['Company Name']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/nifty_500.csv b/nifty_500.csv new file mode 100644 index 0000000..1897f18 --- /dev/null +++ b/nifty_500.csv @@ -0,0 +1,502 @@ +Company Name,Symbol,Industry,Series,Open,High,Low,Previous Close,Last Traded Price,Change,Percentage Change,Share Volume,Value (Indian Rupee),52 Week High,52 Week Low,365 Day Percentage Change,30 Day Percentage Change +3M India Ltd.,3MINDIA,Diversified,EQ,21950.0,21999.0,21126.05,21854.05,21575.0,-279.05,-1.28,4159,89653566.68,27800.0,17273.0,-10.18,8.22 +Aarti Drugs Ltd.,AARTIDRUGS,Healthcare,EQ,400.5,401.8,394.1,403.85,400.0,-3.85,-0.95,31782,12627306.42,749.75,378.0,-42.92,-5.10 +Aavas Financiers Ltd.,AAVAS,Financial Services,EQ,1997.1,2004.05,1894.5,2015.45,1943.15,-72.30,-3.59,150704,290772818.72,3340.0,1815.0,-25.69,-9.39 +ABB India Ltd.,ABB,Capital Goods,EQ,2260.35,2311.5,2260.35,2300.9,2280.0,-20.90,-0.91,97053,221093527.71,2487.85,1618.05,27.25,-5.21 +Abbott India Ltd.,ABBOTINDIA,Healthcare,EQ,18700.4,19200.0,18605.0,18760.4,19199.8,439.40,2.34,12396,234676981.32,23934.45,15514.0,11.61,5.84 +Aditya Birla Capital Ltd.,ABCAPITAL,Financial Services,EQ,89.0,90.6,88.35,89.4,90.25,0.85,0.95,2401323,215182554.03,139.2,85.6,-23.75,-11.57 +Aditya Birla Fashion and Retail Ltd.,ABFRL,Consumer Services,EQ,235.6,243.5,235.6,237.05,242.2,5.15,2.17,1014277,243548193.24,322.0,189.35,9.87,-12.62 +Aditya Birla Sun Life AMC Ltd.,ABSLAMC,Financial Services,EQ,400.05,406.7,400.0,400.05,405.9,5.85,1.46,34489,13901826.12,722.9,375.0,-,-5.09 +ACC Ltd.,ACC,Construction Materials,EQ,2122.95,2174.0,2122.95,2121.95,2171.7,49.75,2.34,284645,613620612.3,2589.0,1900.0,5.32,-3.48 +Adani Enterprises Ltd.,ADANIENT,Metals & Mining,EQ,2189.9,2242.0,2138.25,2190.9,2229.25,38.35,1.75,2141743,4695578770.63,2420.95,1332.75,45.33,1.08 +Adani Green Energy Ltd.,ADANIGREEN,Power,EQ,1928.0,1978.9,1902.0,1929.6,1963.25,33.65,1.74,1206875,2344656406.25,3050.0,874.8,-,2.15 +Adani Ports and Special Economic Zone Ltd.,ADANIPORTS,Services,EQ,670.0,680.0,656.0,672.05,678.3,6.25,0.93,3151179,2105491760.64,924.65,651.95,-4.50,-9.16 +Adani Transmission Ltd.,ADANITRANS,Power,EQ,2500.0,2583.7,2226.3,2473.65,2452.0,-21.65,-0.88,741152,1847854989.44,3000.0,863.0,-,20.37 +Advanced Enzyme Tech Ltd.,ADVENZYMES,Fast Moving Consumer Goods,EQ,266.2,268.7,258.4,266.2,264.0,-2.20,-0.83,40076,10549606.24,435.95,258.4,-35.78,-7.02 +Aegis Logistics Ltd.,AEGISCHEM,Oil Gas & Consumable Fuels,EQ,208.7,212.6,205.15,209.0,211.45,2.45,1.17,247355,51731824.7,386.0,167.25,-39.22,-3.95 +Affle (India) Ltd.,AFFLE,Information Technology,EQ,1060.0,1060.3,1004.65,1060.3,1010.0,-50.30,-4.74,241660,246983769.8,1511.0,763.02,-,0.78 +AIA Engineering Ltd.,AIAENG,Capital Goods,EQ,2233.8,2242.45,2170.2,2223.8,2210.0,-13.80,-0.62,42620,94240491.6,2350.0,1475.05,3.91,-2.37 +Ajanta Pharmaceuticals Ltd.,AJANTPHARM,Healthcare,EQ,1233.0,1275.05,1229.35,1235.6,1265.9,30.30,2.45,109740,137293519.2,2435.0,1186.0,-42.50,-27.87 +Alkem Laboratories Ltd.,ALKEM,Healthcare,EQ,2995.0,3035.0,2970.95,2998.55,3011.25,12.70,0.42,21837,65524757.31,4070.0,2828.0,-6.28,-4.78 +Alkyl Amines Chemicals Ltd.,ALKYLAMINE,Chemicals,EQ,2525.0,2609.9,2506.2,2517.65,2552.85,35.20,1.40,26377,67248425.27,4749.0,2506.2,-30.00,-7.77 +Allcargo Logistics Ltd.,ALLCARGO,Services,EQ,259.0,271.5,256.0,262.95,269.0,6.05,2.30,502907,133391052.68,412.0,152.5,64.50,-17.76 +Alok Industries Ltd.,ALOKINDS,Textiles,BE,22.3,22.3,21.5,22.0,21.55,-0.45,-2.05,1040692,22645457.92,35.8,18.85,-,- +Amara Raja Batteries Ltd.,AMARAJABAT,Automobile and Auto Components,EQ,459.1,471.7,456.05,458.7,469.5,10.80,2.35,438273,202727558.88,781.6,438.05,-38.43,-8.69 +Amber Enterprises India Ltd.,AMBER,Consumer Durables,EQ,2251.0,2348.2,2251.0,2246.65,2325.0,78.35,3.49,85424,197744600.64,4025.95,2040.0,-23.22,-14.67 +Ambuja Cements Ltd.,AMBUJACEM,Construction Materials,EQ,363.95,368.6,362.1,363.0,367.5,4.50,1.24,2763265,1011078663.5,442.5,274.0,6.56,-1.73 +Angel One Ltd.,ANGELONE,Financial Services,EQ,1202.0,1228.0,1185.0,1206.2,1216.05,9.85,0.82,414524,499671374.84,2022.0,839.05,-,-18.25 +Anupam Rasayan India Ltd.,ANURAS,Chemicals,EQ,610.0,626.2,604.6,610.1,620.7,10.60,1.74,37228,22843845.36,1107.55,546.75,-19.72,-11.28 +APL Apollo Tubes Ltd.,APLAPOLLO,Capital Goods,EQ,843.9,855.0,836.0,849.95,845.1,-4.85,-0.57,165325,139906281.25,1114.55,718.08,-47.83,-9.31 +Alembic Pharmaceuticals Ltd.,APLLTD,Healthcare,EQ,727.75,731.6,717.0,728.25,729.9,1.65,0.23,63552,46195948.8,1016.7,678.3,-26.01,-0.51 +Apollo Hospitals Enterprise Ltd.,APOLLOHOSP,Healthcare,EQ,3680.0,3745.0,3635.2,3683.5,3732.0,48.50,1.32,316894,1169161399.36,5935.4,3361.55,1.76,-7.43 +Apollo Tyres Ltd.,APOLLOTYRE,Automobile and Auto Components,EQ,185.7,190.0,184.3,185.1,188.9,3.80,2.05,1276512,238682213.76,250.0,165.25,-17.73,-15.23 +Aptus Value Housing Finance India Ltd.,APTUS,Financial Services,EQ,276.5,294.7,274.3,281.8,293.65,11.85,4.21,449163,128519009.19,394.9,220.1,-,-1.38 +Asahi India Glass Ltd.,ASAHIINDIA,Automobile and Auto Components,EQ,536.8,549.0,530.25,539.6,548.0,8.40,1.56,261012,140842075.2,612.9,324.65,60.43,20.85 +Ashok Leyland Ltd.,ASHOKLEY,Capital Goods,EQ,148.0,149.0,144.65,147.8,146.4,-1.40,-0.95,19976245,2920926543.9,153.5,93.2,20.55,7.49 +Asian Paints Ltd.,ASIANPAINT,Consumer Durables,EQ,2704.9,2780.0,2685.0,2695.2,2769.65,74.45,2.76,1477191,4055317680.39,3590.0,2560.0,-9.94,-5.75 +Aster DM Healthcare Ltd.,ASTERDM,Healthcare,EQ,179.55,179.55,174.3,178.0,176.0,-2.00,-1.12,92393,16259320.14,237.0,148.4,15.55,-10.84 +Astral Ltd.,ASTRAL,Capital Goods,EQ,1651.0,1664.95,1639.9,1655.5,1657.0,1.50,0.09,125312,207061789.44,2524.95,1581.55,-16.79,-4.30 +AstraZenca Pharma India Ltd.,ASTRAZEN,Healthcare,EQ,2700.0,2727.0,2664.0,2705.2,2724.0,18.80,0.69,4613,12434526.02,3675.0,2445.7,-25.09,-10.05 +Adani Total Gas Ltd.,ATGL,Oil Gas & Consumable Fuels,EQ,2392.55,2442.95,2370.0,2392.9,2389.0,-3.90,-0.16,436503,1045280639.01,2740.0,774.95,-,-0.21 +Atul Ltd.,ATUL,Chemicals,EQ,7988.55,8070.0,7891.0,8030.8,8012.0,-18.80,-0.23,10672,85048369.6,10969.0,7750.0,-10.55,-1.40 +AU Small Finance Bank Ltd.,AUBANK,Financial Services,EQ,586.0,587.3,563.3,591.7,580.0,-11.70,-1.98,2741511,1574011125.54,732.98,462.5,-42.88,-52.72 +Aurobindo Pharma Ltd.,AUROPHARMA,Healthcare,EQ,512.25,524.0,506.5,513.1,522.75,9.65,1.88,831959,429032936.71,1013.0,503.45,-46.84,-3.33 +Avanti Feeds Ltd.,AVANTIFEED,Fast Moving Consumer Goods,EQ,432.85,436.5,425.0,432.85,436.0,3.15,0.73,142890,61885659.0,674.85,384.2,-20.70,0.87 +Axis Bank Ltd.,AXISBANK,Financial Services,EQ,633.0,646.6,631.8,636.8,644.0,7.20,1.13,6549359,4191262292.05,866.9,618.25,-14.90,-7.06 +Bajaj Auto Ltd.,BAJAJ-AUTO,Automobile and Auto Components,EQ,3667.95,3678.7,3601.1,3706.6,3621.7,-84.90,-2.29,756589,2746788798.61,4250.0,3027.05,-10.34,-4.08 +Bajaj Electricals Ltd,BAJAJELEC,Consumer Durables,EQ,1021.0,1048.0,1000.2,1023.95,1042.0,18.05,1.76,326410,335030488.1,1588.95,858.55,-0.29,3.41 +Bajaj Finserv Ltd.,BAJAJFINSV,Financial Services,EQ,10920.0,11343.0,10727.2,10931.75,11315.0,383.25,3.51,408983,4572364502.72,19325.0,10727.2,-9.72,-15.48 +Bajaj Holdings & Investment Ltd.,BAJAJHLDNG,Financial Services,EQ,4534.9,4655.0,4511.0,4585.2,4570.0,-15.20,-0.33,59937,275246886.99,6598.0,3586.0,26.86,-10.33 +Bajaj Finance Ltd.,BAJFINANCE,Financial Services,EQ,5364.0,5633.95,5335.05,5400.5,5617.95,217.45,4.03,1221890,6717694623.1,8050.0,5220.0,-10.23,-11.21 +Balaji Amines Ltd.,BALAMINES,Chemicals,EQ,2860.0,2897.0,2831.7,2867.3,2889.0,21.70,0.76,21727,62488155.62,5223.55,2651.0,7.24,-10.79 +Balkrishna Industries Ltd.,BALKRISIND,Automobile and Auto Components,EQ,2125.0,2179.0,2109.5,2149.15,2178.85,29.70,1.38,142057,304220747.78,2723.8,1690.55,-4.02,-8.11 +Balrampur Chini Mills Ltd.,BALRAMCHIN,Fast Moving Consumer Goods,EQ,360.0,362.5,354.65,359.45,360.7,1.25,0.35,1214196,435192130.32,525.9,297.6,1.05,-11.10 +Bandhan Bank Ltd.,BANDHANBNK,Financial Services,EQ,262.5,266.0,259.05,263.5,265.0,1.50,0.57,5414612,1423501494.8,349.55,229.55,-20.21,-19.16 +Bank of Baroda,BANKBARODA,Financial Services,EQ,97.6,97.8,95.6,97.4,97.35,-0.05,-0.05,32287305,3114433440.3,122.7,72.5,13.39,-2.84 +Bank of India,BANKINDIA,Financial Services,EQ,44.2,45.0,43.9,44.35,44.9,0.55,1.24,1053018,46711878.48,80.75,40.4,-43.07,-7.51 +BASF India Ltd.,BASF,Chemicals,EQ,2727.0,2759.95,2626.95,2728.55,2720.0,-8.55,-0.31,19400,52420740.0,3930.0,2351.0,4.97,6.81 +Bata India Ltd.,BATAINDIA,Consumer Durables,EQ,1665.0,1706.95,1650.0,1668.7,1705.0,36.30,2.18,122583,206081636.28,2262.0,1550.0,4.51,-11.11 +Bayer Cropscience Ltd.,BAYERCROP,Chemicals,EQ,5032.15,5135.0,4982.0,5007.15,5105.0,97.85,1.95,5806,29271761.84,6130.0,4218.05,-13.50,-7.24 +Bombay Burmah Trading Corporation Ltd.,BBTC,Fast Moving Consumer Goods,EQ,891.0,924.0,891.0,903.25,924.0,20.75,2.30,20192,18467603.2,1353.15,839.9,-31.75,-9.45 +Brightcom Group Ltd.,BCG,Information Technology,EQ,32.9,32.9,32.9,31.35,32.9,1.55,4.94,821102,27014255.8,122.88,10.73,40.27,-51.17 +Bharat Dynamics Ltd.,BDL,Capital Goods,EQ,677.0,679.95,660.05,681.25,668.0,-13.25,-1.94,693286,462442560.58,904.9,356.85,90.32,-13.07 +Bharat Electronics Ltd.,BEL,Capital Goods,EQ,233.0,235.5,227.25,234.1,229.7,-4.40,-1.88,5108014,1175354021.4,259.5,162.35,31.52,-0.28 +Berger Paints India Ltd.,BERGEPAINT,Consumer Durables,EQ,570.45,583.95,563.75,568.3,583.0,14.70,2.59,1316578,757664307.44,872.95,543.6,-29.41,-7.58 +Bharat Forge Ltd.,BHARATFORG,Capital Goods,EQ,645.15,649.35,635.0,651.8,643.0,-8.80,-1.35,650298,418492774.92,847.95,595.0,-14.45,-7.53 +Bharti Airtel Ltd.,BHARTIARTL,Telecommunication,EQ,684.85,685.8,666.0,684.95,673.0,-11.95,-1.74,4488771,3024129910.41,781.8,514.85,30.31,-2.18 +Bharat Heavy Electricals Ltd.,BHEL,Capital Goods,EQ,44.8,45.8,44.4,44.95,45.65,0.70,1.56,11083459,499420662.54,80.35,41.4,-31.43,-12.21 +Biocon Ltd.,BIOCON,Healthcare,EQ,308.75,312.0,305.0,308.4,311.3,2.90,0.94,1136834,351054339.2,414.4,305.0,-23.75,-7.69 +Birla Corporation Ltd.,BIRLACORPN,Construction Materials,EQ,874.9,877.1,826.0,870.95,839.9,-31.05,-3.57,120235,101789748.65,1650.0,823.0,-28.19,-10.63 +Blue Dart Express Ltd.,BLUEDART,Services,EQ,7850.0,7877.0,7730.1,7802.15,7765.55,-36.60,-0.47,16566,129401664.48,7880.0,5306.5,34.59,4.17 +Blue Star Ltd.,BLUESTARCO,Consumer Durables,EQ,892.1,903.75,885.35,903.75,890.9,-12.85,-1.42,42446,38077882.14,1225.0,758.0,10.75,-11.78 +Borosil Renewables Ltd.,BORORENEW,Capital Goods,EQ,603.0,614.8,595.2,601.7,607.7,6.00,1.00,469179,284435076.96,833.35,261.2,-,-8.39 +Bosch Ltd.,BOSCHLTD,Automobile and Auto Components,EQ,15273.0,15731.2,15201.55,15229.6,15650.0,420.40,2.76,71619,1114657346.49,19250.0,12932.45,1.36,4.12 +Bharat Petroleum Corporation Ltd.,BPCL,Oil Gas & Consumable Fuels,EQ,308.5,319.25,305.7,308.4,318.5,10.10,3.27,4416695,1381939698.55,503.0,293.35,-34.12,-5.46 +Brigade Enterprises Ltd.,BRIGADE,Realty,EQ,439.0,447.45,436.05,444.4,443.5,-0.90,-0.20,140806,62332000.08,554.7,268.7,58.88,-4.36 +Britannia Industries Ltd.,BRITANNIA,Fast Moving Consumer Goods,EQ,3412.0,3600.0,3412.0,3466.4,3575.0,108.60,3.13,292487,1029595188.18,4153.0,3050.0,-5.02,-4.97 +BSE Ltd.,BSE,Financial Services,EQ,594.95,604.95,586.45,596.9,600.15,3.25,0.54,778640,463088353.6,1046.67,296.33,-33.71,-21.03 +Birlasoft Ltd.,BSOFT,Information Technology,EQ,353.7,357.1,343.55,353.25,352.1,-1.15,-0.33,1752456,612360700.08,585.85,316.45,-11.60,-4.68 +Computer Age Management Services Ltd.,CAMS,Financial Services,EQ,2258.8,2258.8,2207.0,2257.75,2230.0,-27.75,-1.23,57998,129291461.52,4067.4,2037.15,-19.15,-2.92 +Canara Bank,CANBK,Financial Services,EQ,181.65,185.7,178.45,181.25,185.5,4.25,2.34,5768579,1048958405.36,272.8,142.1,19.36,-11.59 +Can Fin Homes Ltd.,CANFINHOME,Financial Services,EQ,427.85,443.4,424.7,426.35,441.45,15.10,3.54,663285,290260148.85,722.0,406.65,-18.57,-11.86 +Caplin Point Laboratories Ltd.,CAPLIPOINT,Healthcare,EQ,704.0,714.15,704.0,710.4,711.25,0.85,0.12,26432,18764605.44,1034.8,626.0,6.49,-4.28 +Carborundum Universal Ltd.,CARBORUNIV,Capital Goods,EQ,715.0,721.55,698.35,716.9,710.0,-6.90,-0.96,117136,82768297.6,1035.0,590.55,18.25,-0.50 +Castrol India Ltd.,CASTROLIND,Oil Gas & Consumable Fuels,EQ,103.3,104.15,102.75,103.3,104.0,0.70,0.68,228227,23644317.2,150.0,99.05,-27.81,-4.97 +CCL Products (I) Ltd.,CCL,Fast Moving Consumer Goods,EQ,380.0,385.15,375.25,383.45,382.3,-1.15,-0.30,132875,50844618.75,514.95,310.0,6.03,8.29 +Central Depository Services (India) Ltd.,CDSL,Financial Services,EQ,1111.4,1117.7,1096.0,1114.4,1105.0,-9.40,-0.84,208635,230664769.65,1734.4,974.0,13.88,-11.38 +Ceat Ltd.,CEATLTD,Automobile and Auto Components,EQ,933.0,949.0,917.75,929.2,935.55,6.35,0.68,29484,27602036.28,1477.75,890.0,-31.66,-8.36 +Central Bank of India,CENTRALBK,Financial Services,EQ,16.9,17.0,16.25,16.9,16.8,-0.10,-0.59,891053,14978600.93,29.65,16.25,-39.86,-10.58 +Century Plyboards (India) Ltd.,CENTURYPLY,Consumer Durables,EQ,526.0,526.35,511.05,525.7,512.1,-13.60,-2.59,35943,18514598.73,749.0,341.8,29.95,-8.41 +Century Textile & Industries Ltd.,CENTURYTEX,Forest Materials,EQ,808.0,817.95,797.0,805.7,806.5,0.80,0.10,156605,126723199.95,1024.0,607.7,30.97,0.98 +Cera Sanitaryware Ltd,CERA,Consumer Durables,EQ,4141.7,4160.0,4085.9,4132.75,4111.25,-21.50,-0.52,2801,11566421.39,6450.0,3515.0,-7.85,-1.61 +CESC Ltd.,CESC,Power,EQ,70.95,71.9,70.5,71.2,70.75,-0.45,-0.63,565200,40174416.0,102.45,7.23,-90.75,-8.72 +Capri Global Capital Ltd.,CGCL,Financial Services,EQ,685.55,689.15,681.05,687.4,681.15,-6.25,-0.91,16875,11555156.25,805.0,436.85,29.13,2.38 +CG Power and Industrial Solutions Ltd.,CGPOWER,Capital Goods,EQ,192.0,196.25,188.6,191.65,189.65,-2.00,-1.04,928649,178430618.86,219.65,71.7,-,5.33 +Chalet Hotels Ltd.,CHALET,Consumer Services,EQ,314.8,331.8,310.05,314.65,327.15,12.50,3.97,866335,280848480.3,332.7,159.05,77.57,5.92 +Chambal Fertilizers & Chemicals Ltd.,CHAMBLFERT,Chemicals,EQ,267.7,272.4,260.8,266.15,271.3,5.15,1.93,1548368,412593620.96,516.0,260.8,-13.19,-26.76 +Chemplast Sanmar Ltd.,CHEMPLASTS,Chemicals,EQ,469.8,479.0,460.8,470.15,476.25,6.10,1.30,98313,46324102.47,826.0,382.7,-,-2.52 +Cholamandalam Investment and Finance Company Ltd.,CHOLAFIN,Financial Services,EQ,616.2,643.15,616.05,619.5,637.95,18.45,2.98,1694794,1067737167.94,768.0,469.25,20.70,-8.84 +Cholamandalam Financial Holdings Ltd.,CHOLAHLDNG,Financial Services,EQ,590.25,610.5,586.9,593.2,602.05,8.85,1.49,17853,10648243.32,762.3,564.05,-10.42,-4.58 +Cipla Ltd.,CIPLA,Healthcare,EQ,911.2,956.05,911.2,917.2,948.0,30.80,3.36,1793834,1677593556.8,1083.0,850.0,-5.63,-7.63 +Clean Science and Technology Ltd.,CLEAN,Chemicals,EQ,1486.95,1490.0,1456.0,1490.05,1458.0,-32.05,-2.15,77405,113280669.4,2705.0,1422.1,-,-14.79 +Coal India Ltd.,COALINDIA,Oil Gas & Consumable Fuels,EQ,185.0,186.15,176.6,185.6,183.2,-2.40,-1.29,17248729,3132369186.4,209.0,132.75,26.56,-3.78 +Cochin Shipyard Ltd.,COCHINSHIP,Capital Goods,EQ,310.9,313.0,307.15,311.7,312.85,1.15,0.37,34795,10809066.75,402.6,280.75,-19.08,-3.53 +Coforge Ltd.,COFORGE,Information Technology,EQ,3538.0,3538.0,3419.9,3539.3,3495.0,-44.30,-1.25,536217,1852924654.35,6135.0,3218.1,-14.87,-9.52 +Colgate Palmolive (India) Ltd.,COLPAL,Fast Moving Consumer Goods,EQ,1488.8,1520.0,1484.35,1486.85,1515.1,28.25,1.90,437561,661491592.97,1823.4,1375.6,-11.80,-8.63 +Container Corporation of India Ltd.,CONCOR,Services,EQ,596.4,605.0,585.05,594.3,603.15,8.85,1.49,1065738,634167396.9,754.4,554.0,-14.90,-8.63 +Coromandel International Ltd.,COROMANDEL,Chemicals,EQ,953.0,969.5,932.75,953.15,968.05,14.90,1.56,366177,349230328.44,983.95,709.35,5.80,0.87 +CreditAccess Grameen Ltd.,CREDITACC,Financial Services,EQ,1012.95,1025.0,995.15,1015.8,1021.9,6.10,0.60,159386,160874665.24,1154.0,494.7,35.44,-5.20 +CRISIL Ltd.,CRISIL,Financial Services,EQ,3281.2,3398.0,3264.1,3286.7,3269.7,-17.00,-0.52,42577,142348109.87,3863.55,2425.2,29.43,-3.52 +Crompton Greaves Consumer Electricals Ltd.,CROMPTON,Consumer Durables,EQ,339.95,351.1,337.1,340.15,349.8,9.65,2.84,517467,179317839.51,512.8,312.0,-21.73,-5.89 +CSB Bank Ltd.,CSBBANK,Financial Services,EQ,194.5,195.0,190.0,193.1,191.6,-1.50,-0.78,198621,38345770.26,374.0,178.0,-44.38,2.20 +City Union Bank Ltd.,CUB,Financial Services,EQ,133.0,137.0,130.95,133.05,134.55,1.50,1.13,1461281,195154077.55,183.95,109.0,-20.14,-5.03 +Cummins India Ltd.,CUMMINSIND,Capital Goods,EQ,1016.0,1030.2,1014.0,1024.2,1030.0,5.80,0.57,149758,153313254.92,1162.0,821.6,13.86,-0.17 +Cyient Ltd.,CYIENT,Information Technology,EQ,760.45,766.35,749.1,756.65,756.85,0.20,0.03,196910,149269594.6,1292.0,720.0,-11.98,-3.41 +Dabur India Ltd.,DABUR,Fast Moving Consumer Goods,EQ,492.05,512.7,492.05,495.95,511.3,15.35,3.10,1704654,861071875.02,658.95,482.25,-12.80,-4.44 +Dalmia Bharat Ltd.,DALBHARAT,Construction Materials,EQ,1280.0,1337.8,1272.5,1283.65,1326.0,42.35,3.30,197336,259368571.6,2548.4,1212.5,-32.12,-5.79 +Dilip Buildcon Ltd.,DBL,Construction,EQ,190.0,190.75,187.45,190.4,189.75,-0.65,-0.34,231621,43871333.61,749.8,187.45,-66.80,-16.47 +DCM Shriram Ltd.,DCMSHRIRAM,Diversified,EQ,941.5,954.35,936.1,944.45,947.8,3.35,0.35,26354,24980693.06,1263.85,855.0,3.56,-4.80 +Deepak Nitrite Ltd.,DEEPAKNTR,Chemicals,EQ,1741.0,1755.95,1681.15,1736.4,1726.2,-10.20,-0.59,894640,1526175322.4,3020.0,1681.15,-3.99,-13.05 +Delta Corp Ltd.,DELTACORP,Consumer Services,EQ,167.05,174.55,166.0,166.45,172.45,6.00,3.60,10179569,1744370943.84,339.7,162.1,-6.09,-23.79 +Devyani International Ltd.,DEVYANI,Consumer Services,EQ,156.35,159.7,152.7,155.35,158.0,2.65,1.71,1367282,214950403.22,198.9,107.55,-,-8.89 +Dhani Services Ltd.,DHANI,Financial Services,EQ,37.6,37.6,34.2,35.85,35.3,-0.55,-1.53,20638577,751037817.03,242.9,28.5,-79.85,-28.44 +Divi's Laboratories Ltd.,DIVISLAB,Healthcare,EQ,3590.35,3649.6,3581.05,3630.4,3647.0,16.60,0.46,304397,1099975087.14,5425.1,3365.55,-17.65,1.09 +Dixon Technologies (India) Ltd.,DIXON,Consumer Durables,EQ,3575.0,3606.75,3517.0,3575.0,3594.0,19.00,0.53,157931,563530973.51,6243.6,3180.55,-19.14,-7.35 +DLF Ltd.,DLF,Realty,EQ,310.4,324.4,309.45,312.7,323.0,10.30,3.29,5557896,1764076190.4,449.7,279.45,11.24,-9.51 +Avenue Supermarts Ltd.,DMART,Consumer Services,EQ,3394.45,3406.65,3331.1,3406.1,3395.0,-11.10,-0.33,311228,1049656889.64,5900.0,3186.0,1.85,-14.26 +Dr. Reddy's Laboratories Ltd.,DRREDDY,Healthcare,EQ,4385.0,4395.0,4290.05,4393.8,4385.0,-8.80,-0.20,304799,1327369165.1,5614.6,3654.0,-18.98,0.55 +Easy Trip Planners Ltd.,EASEMYTRIP,Consumer Services,EQ,392.2,402.9,390.4,391.4,400.95,9.55,2.44,1105653,441277168.83,717.65,261.0,-0.66,2.78 +eClerx Services Ltd.,ECLERX,Services,EQ,1920.25,1920.25,1888.8,1920.25,1905.2,-15.05,-0.78,12475,23805543.5,2970.0,1755.65,-,-5.53 +Edelweiss Financial Services Ltd.,EDELWEISS,Financial Services,EQ,52.05,52.5,50.85,51.55,51.85,0.30,0.58,613698,31666816.8,100.9,49.4,-28.75,-5.76 +Eicher Motors Ltd.,EICHERMOT,Automobile and Auto Components,EQ,2775.0,2809.8,2750.4,2794.35,2789.0,-5.35,-0.19,367512,1018802065.92,2994.0,2159.55,4.61,0.49 +E.I.D. Parry (India) Ltd.,EIDPARRY,Fast Moving Consumer Goods,EQ,525.5,532.55,513.0,530.6,529.0,-1.60,-0.30,228073,119282179.0,576.0,377.3,24.42,-4.51 +EIH Ltd.,EIHOTEL,Consumer Services,EQ,124.4,127.95,124.2,124.9,126.9,2.00,1.60,162116,20512537.48,171.75,100.0,11.57,-7.58 +Elgi Equipments Ltd.,ELGIEQUIP,Capital Goods,EQ,351.5,362.4,344.35,358.5,347.0,-11.50,-3.21,204302,71922476.08,422.3,191.3,73.27,4.11 +Emami Ltd.,EMAMILTD,Fast Moving Consumer Goods,EQ,417.2,429.6,415.35,420.25,424.95,4.70,1.12,102892,43498621.92,621.8,393.4,-25.00,0.94 +Endurance Technologies Ltd.,ENDURANCE,Automobile and Auto Components,EQ,1418.8,1419.0,1396.85,1411.7,1410.0,-1.70,-0.12,140419,197643955.07,1989.0,1047.2,-13.14,7.94 +Engineers India Ltd.,ENGINERSIN,Construction,EQ,57.0,58.95,56.6,57.0,58.8,1.80,3.16,751759,43752373.8,82.5,56.0,-28.39,-8.51 +EPL Ltd.,EPL,Capital Goods,EQ,150.1,159.95,149.3,149.15,156.5,7.35,4.93,220028,34181349.8,291.0,147.15,-46.73,-9.19 +Equitas Holdings Ltd.,EQUITAS,Financial Services,EQ,82.4,83.0,81.5,82.0,82.55,0.55,0.67,198014,16282691.22,145.0,75.0,-12.77,-12.11 +Equitas Small Finance Bank Ltd.,EQUITASBNK,Financial Services,EQ,39.4,39.5,38.8,39.45,39.5,0.05,0.13,160741,6302654.61,76.8,37.45,-33.08,-2.95 +Eris Lifesciences Ltd.,ERIS,Healthcare,EQ,670.55,670.55,648.45,667.2,651.0,-16.20,-2.43,8326,5464104.02,863.0,600.3,-5.70,-0.09 +Escorts Kubota Ltd.,ESCORTS,Capital Goods,EQ,1449.95,1471.7,1424.55,1444.8,1467.2,22.40,1.55,489734,708072109.22,1934.0,1128.0,18.42,-11.36 +Exide Industries Ltd.,EXIDEIND,Automobile and Auto Components,EQ,137.5,141.95,136.8,137.8,141.95,4.15,3.01,854228,119053756.36,204.9,130.25,-24.43,-5.91 +Fertilisers and Chemicals Travancore Ltd.,FACT,Chemicals,EQ,96.4,96.4,93.4,96.4,95.0,-1.40,-1.45,227181,21543574.23,159.9,82.35,-30.17,-22.51 +FDC Ltd.,FDC,Healthcare,EQ,239.8,255.0,233.45,238.65,248.0,9.35,3.92,40209,9696400.35,388.7,225.0,-32.58,-3.01 +Federal Bank Ltd.,FEDERALBNK,Financial Services,EQ,90.55,94.35,89.3,90.2,94.05,3.85,4.27,16073373,1482447191.79,107.65,77.5,3.56,1.52 +Finolex Cables Ltd.,FINCABLES,Capital Goods,EQ,374.0,381.95,371.35,376.3,376.3,-,-,49522,18673755.76,608.6,343.5,-27.61,1.51 +Fine Organic Industries Ltd.,FINEORG,Chemicals,EQ,4804.45,4898.35,4780.0,4797.9,4840.0,42.10,0.88,25788,124989020.52,6139.9,2734.55,65.76,-1.46 +Finolex Industries Ltd.,FINPIPE,Capital Goods,EQ,135.8,137.5,134.1,136.2,137.2,1.00,0.73,118082,16022546.58,244.5,125.0,-25.96,-13.25 +Gujarat Fluorochemicals Ltd.,FLUOROCHEM,Chemicals,EQ,2800.25,2807.4,2696.95,2774.95,2755.0,-19.95,-0.72,44957,124253505.31,3198.9,1034.1,138.90,-3.89 +Fortis Healthcare Ltd.,FORTIS,Healthcare,EQ,236.65,238.0,232.3,240.0,235.5,-4.50,-1.88,536057,125769693.34,313.45,219.75,-1.40,0.82 +Firstsource Solutions Ltd.,FSL,Information Technology,EQ,102.5,104.3,101.35,102.9,103.7,0.80,0.78,1265235,130116767.4,242.85,93.0,-44.96,-7.34 +Gujarat Ambuja Exports Ltd.,GAEL,Fast Moving Consumer Goods,EQ,280.0,282.6,268.05,282.7,273.15,-9.55,-3.38,245672,67483641.68,394.15,150.05,62.85,-15.99 +GAIL (India) Ltd.,GAIL,Oil Gas & Consumable Fuels,EQ,134.1,136.4,131.0,135.2,132.6,-2.60,-1.92,10077624,1336595271.12,173.5,125.2,-9.66,-8.15 +Galaxy Surfactants Ltd.,GALAXYSURF,Chemicals,EQ,2934.6,2934.6,2838.0,2920.05,2849.95,-70.10,-2.40,18915,53998352.85,3585.65,2585.0,-3.40,1.68 +Garware Technical Fibres Ltd.,GARFIBRES,Textiles,EQ,3093.75,3093.75,2972.35,3078.35,3000.5,-77.85,-2.53,4359,13258639.53,4030.0,2619.8,-9.01,3.57 +Great Eastern Shipping Co. Ltd.,GESHIP,Services,EQ,395.75,398.9,385.0,395.6,390.25,-5.35,-1.35,120133,46909533.84,445.0,265.0,1.74,-0.39 +General Insurance Corporation of India,GICRE,Financial Services,EQ,114.1,116.4,114.1,115.2,115.95,0.75,0.65,90066,10390013.76,211.5,105.0,-44.75,-3.60 +Gland Pharma Ltd.,GLAND,Healthcare,EQ,2710.0,2710.0,2637.4,2701.7,2641.0,-60.70,-2.25,129469,344517009.0,4350.0,2495.15,-21.10,-5.57 +Glaxosmithkline Pharmaceuticals Ltd.,GLAXO,Healthcare,EQ,1505.0,1527.0,1499.0,1499.6,1499.0,-0.60,-0.04,54631,82318537.11,1918.75,1450.0,-0.17,-0.80 +Glenmark Pharmaceuticals Ltd.,GLENMARK,Healthcare,EQ,385.2,395.0,382.0,386.35,395.0,8.65,2.24,398227,155165168.28,690.95,348.5,-40.79,-1.83 +Glenmark Life Sciences Ltd.,GLS,Healthcare,EQ,441.0,444.5,440.0,444.3,441.8,-2.50,-0.56,15000,6619500.0,799.0,410.0,-,4.96 +GMM Pfaudler Ltd.,GMMPFAUDLR,Capital Goods,EQ,4355.0,4372.0,4300.05,4345.6,4330.0,-15.60,-0.36,14737,64042138.79,5295.0,3770.0,-7.22,3.63 +GMR Infrastructure Ltd.,GMRINFRA,Services,EQ,34.0,34.75,33.6,34.1,34.5,0.40,1.17,4338629,148337725.51,49.15,27.35,7.23,-10.26 +Gujarat Narmada Valley Fertilizers and Chemicals Ltd.,GNFC,Chemicals,EQ,566.0,582.0,563.25,571.8,580.5,8.70,1.52,1199375,687769600.0,912.0,314.1,51.59,-14.11 +Go Fashion (India) Ltd.,GOCOLORS,Consumer Services,EQ,990.0,999.5,980.0,993.45,988.5,-4.95,-0.50,6325,6258208.0,1339.9,847.3,-,0.84 +Godfrey Phillips India Ltd.,GODFRYPHLP,Fast Moving Consumer Goods,EQ,1089.0,1089.0,1042.65,1059.15,1061.35,2.20,0.21,12787,13588233.42,1408.75,933.0,7.91,-8.16 +Godrej Agrovet Ltd.,GODREJAGRO,Fast Moving Consumer Goods,EQ,503.85,507.65,500.6,506.95,502.0,-4.95,-0.98,22224,11190895.2,746.8,441.0,-20.06,-5.71 +Godrej Consumer Products Ltd.,GODREJCP,Fast Moving Consumer Goods,EQ,757.05,785.0,750.55,757.55,782.95,25.40,3.35,743399,571740736.91,1138.0,660.05,-12.95,-1.23 +Godrej Industries Ltd.,GODREJIND,Fast Moving Consumer Goods,EQ,433.85,435.65,424.0,433.85,426.0,-7.85,-1.81,59044,25182856.44,662.0,405.0,-24.07,-9.29 +Godrej Properties Ltd.,GODREJPROP,Realty,EQ,1167.0,1233.45,1167.0,1182.95,1226.0,43.05,3.64,776473,937738677.37,2598.0,1129.55,-15.37,-15.47 +Gujarat Pipavav Port Ltd.,GPPL,Services,EQ,75.95,78.5,74.5,77.1,78.25,1.15,1.49,679600,51744744.0,119.0,70.3,-31.62,-3.99 +Granules India Ltd.,GRANULES,Healthcare,EQ,272.1,279.75,268.9,272.25,278.2,5.95,2.19,879548,242684884.16,404.8,226.95,-18.14,0.85 +Graphite India Ltd.,GRAPHITE,Capital Goods,EQ,391.0,393.1,383.2,393.05,388.75,-4.30,-1.09,176151,68404717.83,754.0,350.0,-38.33,-11.49 +Grasim Industries Ltd.,GRASIM,Construction Materials,EQ,1320.0,1350.0,1305.3,1320.75,1345.7,24.95,1.89,516506,686565600.5,1929.8,1276.6,-11.88,-7.55 +Grindwell Norton Ltd.,GRINDWELL,Capital Goods,EQ,1676.6,1703.05,1645.15,1683.05,1680.0,-3.05,-0.18,15338,25625196.6,2018.35,1161.0,35.52,-1.81 +G R Infraprojects Ltd.,GRINFRA,Construction,EQ,1105.55,1105.55,1080.3,1100.55,1093.0,-7.55,-0.69,6544,7140616.48,2267.65,1078.85,-,-22.37 +Gujarat State Fertilizers & Chemicals Ltd.,GSFC,Chemicals,EQ,131.3,131.8,127.1,132.0,130.6,-1.40,-1.06,1507206,194535078.42,198.8,98.1,14.09,-20.82 +Gujarat State Petronet Ltd.,GSPL,Oil Gas & Consumable Fuels,EQ,220.4,221.95,215.55,217.9,217.95,0.05,0.02,882222,192994884.72,379.2,209.45,-34.64,-14.38 +Gujarat Alkalies & Chemicals Ltd.,GUJALKALI,Chemicals,EQ,683.3,692.95,664.4,689.35,689.0,-0.35,-0.05,215330,146672029.5,1044.7,401.0,71.35,-14.21 +Gujarat Gas Ltd.,GUJGASLTD,Oil Gas & Consumable Fuels,EQ,419.0,425.95,416.7,418.85,423.0,4.15,0.99,1078048,455033280.32,786.0,403.55,-36.61,-25.11 +Hindustan Aeronautics Ltd.,HAL,Capital Goods,EQ,1763.0,1779.7,1727.4,1769.8,1737.7,-32.10,-1.81,430150,750263328.5,1972.55,1010.0,73.20,-3.73 +Happiest Minds Technologies Ltd.,HAPPSTMNDS,Information Technology,EQ,826.4,826.4,813.0,828.95,816.8,-12.15,-1.47,227373,186004756.38,1580.0,785.6,-17.44,-8.41 +Hathway Cable & Datacom Ltd.,HATHWAY,Media Entertainment & Publication,EQ,16.3,16.45,16.1,16.25,16.35,0.10,0.62,670321,10886013.04,28.7,14.35,-37.26,-10.22 +Hatsun Agro Product Ltd.,HATSUN,Fast Moving Consumer Goods,EQ,874.7,886.25,869.75,881.15,875.0,-6.15,-0.70,88204,77170561.64,1525.95,837.6,-1.40,-4.76 +Havells India Ltd.,HAVELLS,Consumer Durables,EQ,1099.85,1120.0,1092.25,1098.2,1111.65,13.45,1.22,1848135,2049858935.25,1504.45,978.0,12.04,-8.62 +HCL Technologies Ltd.,HCLTECH,Information Technology,EQ,964.5,981.45,964.2,973.25,979.05,5.80,0.60,2827579,2746681964.81,1377.75,944.05,-1.04,-6.49 +Housing Development Finance Corporation Ltd.,HDFC,Financial Services,EQ,2155.0,2224.05,2133.1,2170.85,2205.3,34.45,1.59,2776869,6047243158.68,3021.1,2026.0,-12.30,-5.89 +HDFC Asset Management Company Ltd.,HDFCAMC,Financial Services,EQ,1782.0,1839.0,1779.7,1792.35,1833.3,40.95,2.28,447884,814118746.8,3365.0,1690.0,-38.56,-5.51 +HDFC Bank Ltd.,HDFCBANK,Financial Services,EQ,1343.95,1360.0,1330.05,1348.0,1354.95,6.95,0.52,5736226,7722508977.02,1725.0,1271.6,-10.01,-2.95 +HDFC Life Insurance Company Ltd.,HDFCLIFE,Financial Services,EQ,549.95,567.3,540.55,550.0,567.0,17.00,3.09,2052291,1143741774.3,775.65,497.05,-19.86,-8.17 +H.E.G. Ltd.,HEG,Capital Goods,EQ,995.8,998.95,963.3,997.85,984.9,-12.95,-1.30,69104,67787568.8,2629.0,890.8,-54.45,-11.08 +Hemisphere Properties India Ltd.,HEMIPROP,Realty,EQ,105.85,106.0,102.75,105.3,105.0,-0.30,-0.28,462015,48266707.05,165.9,95.0,-23.67,2.43 +Hero MotoCorp Ltd.,HEROMOTOCO,Automobile and Auto Components,EQ,2715.0,2770.0,2683.35,2719.7,2758.8,39.10,1.44,393346,1075824910.76,2968.95,2146.85,-6.30,-1.95 +HFCL Ltd.,HFCL,Telecommunication,EQ,55.15,55.7,54.25,55.15,54.95,-0.20,-0.36,2275417,124943147.47,101.35,51.55,-18.30,-12.39 +Hinduja Global Solutions Ltd.,HGS,Services,EQ,1075.0,1080.55,1050.05,1067.1,1074.1,7.00,0.66,180181,193514394.0,3920.0,846.0,-,11.13 +Hikal Ltd.,HIKAL,Healthcare,EQ,239.85,243.6,234.15,239.0,238.95,-0.05,-0.02,386423,92262355.48,742.0,212.0,-51.31,-27.67 +Hindalco Industries Ltd.,HINDALCO,Metals & Mining,EQ,335.0,342.9,330.25,338.65,341.8,3.15,0.93,11278576,3788248106.88,636.0,308.95,-8.98,-19.86 +Hindustan Copper Ltd.,HINDCOPPER,Metals & Mining,EQ,86.1,88.75,85.65,87.1,88.3,1.20,1.38,2962596,258130989.48,159.4,81.2,-39.56,-17.13 +Hindustan Petroleum Corporation Ltd.,HINDPETRO,Oil Gas & Consumable Fuels,EQ,218.0,229.0,216.2,217.2,227.5,10.30,4.74,8196598,1840464114.92,354.8,206.5,-25.92,-4.65 +Hindustan Unilever Ltd.,HINDUNILVR,Fast Moving Consumer Goods,EQ,2226.0,2293.0,2203.6,2230.6,2291.0,60.40,2.71,1235612,2788393244.28,2859.3,1901.55,-9.74,-5.21 +Hindustan Zinc Ltd.,HINDZINC,Metals & Mining,EQ,246.0,249.0,245.35,249.35,247.75,-1.60,-0.64,310474,76659135.34,408.6,245.1,-26.51,-17.15 +HLE Glascoat Ltd.,HLEGLAS,Capital Goods,EQ,3320.0,3447.9,3252.4,3295.2,3410.0,114.80,3.48,13768,46522898.08,7550.0,2950.0,-5.48,-4.13 +Home First Finance Company India Ltd.,HOMEFIRST,Financial Services,EQ,746.95,748.0,726.05,743.7,733.95,-9.75,-1.31,37017,27411828.84,921.3,525.05,37.40,-4.41 +Honeywell Automation India Ltd.,HONAUT,Capital Goods,EQ,34069.8,34069.8,33133.65,33787.7,33244.05,-543.65,-1.61,1860,62036431.2,47275.95,30185.35,-19.23,4.96 +Housing & Urban Development Corporation Ltd.,HUDCO,Financial Services,EQ,34.8,35.0,34.6,34.8,34.85,0.05,0.14,544695,18949939.05,56.15,30.6,-34.40,-3.20 +Indiabulls Real Estate Ltd.,IBREALEST,Realty,EQ,61.2,62.3,60.15,60.95,61.7,0.75,1.23,4909229,299462969.0,195.9,60.15,-48.26,-18.90 +Indiabulls Housing Finance Ltd.,IBULHSGFIN,Financial Services,EQ,94.5,96.4,93.1,94.75,96.2,1.45,1.53,12436219,1174725246.74,297.8,90.75,-63.70,-19.70 +ICICI Bank Ltd.,ICICIBANK,Financial Services,EQ,703.45,706.75,694.1,707.2,706.0,-1.20,-0.17,9884899,6924865994.45,867.0,629.8,12.09,-6.06 +ICICI Lombard General Insurance Company Ltd.,ICICIGI,Financial Services,EQ,1120.0,1150.0,1105.85,1120.95,1144.0,23.05,2.06,228217,258033551.05,1675.0,1071.0,-28.47,-11.45 +ICICI Prudential Life Insurance Company Ltd.,ICICIPRULI,Financial Services,EQ,489.0,502.45,484.2,489.0,501.75,12.75,2.61,757837,374288115.93,724.3,430.0,-20.19,-6.25 +Indo Count Industries Ltd.,ICIL,Textiles,EQ,131.25,138.0,130.4,131.05,136.5,5.45,4.16,387980,52474295.0,315.0,119.55,-22.98,-12.05 +IDBI Bank Ltd.,IDBI,Financial Services,EQ,30.9,31.0,30.6,30.8,30.85,0.05,0.16,3091913,95076324.75,65.25,30.5,-18.73,-15.96 +Vodafone Idea Ltd.,IDEA,Telecommunication,EQ,8.35,8.6,8.2,8.4,8.5,0.10,1.19,65435996,547699286.52,16.8,4.55,-15.58,-12.50 +IDFC Ltd.,IDFC,Financial Services,EQ,49.35,51.4,48.65,49.15,50.8,1.65,3.36,5859079,293422676.32,70.2,41.65,-8.81,-0.61 +IDFC First Bank Ltd.,IDFCFIRSTB,Financial Services,EQ,31.35,32.45,30.6,31.45,32.4,0.95,3.02,38981951,1227541636.99,56.25,28.95,-41.97,-13.36 +Indian Energy Exchange Ltd.,IEX,Financial Services,EQ,158.0,161.15,157.0,158.75,159.9,1.15,0.72,9279366,1476625511.58,318.67,124.45,-57.68,-18.44 +IFB Industries Ltd.,IFBIND,Consumer Durables,EQ,903.0,903.0,885.8,899.6,894.9,-4.70,-0.52,6449,5766953.76,1365.85,800.0,-11.98,3.77 +Indraprastha Gas Ltd.,IGL,Oil Gas & Consumable Fuels,EQ,357.15,361.9,352.6,355.9,359.95,4.05,1.14,1103024,394121505.44,602.05,321.0,-36.19,-5.90 +IIFL Finance Ltd.,IIFL,Financial Services,EQ,323.5,335.0,317.15,323.75,333.5,9.75,3.01,526247,172893189.38,396.0,242.9,-,0.76 +IIFL Wealth Management Ltd.,IIFLWAM,Financial Services,EQ,1488.5,1550.0,1458.95,1481.05,1543.0,61.95,4.18,191551,288908711.26,1908.3,1122.35,27.20,-5.45 +Indian Hotels Co. Ltd.,INDHOTEL,Consumer Services,EQ,222.1,228.1,220.4,225.15,226.3,1.15,0.51,3902317,873104405.58,268.95,129.17,59.17,-4.19 +India Cements Ltd.,INDIACEM,Construction Materials,EQ,156.5,161.8,154.65,156.5,160.55,4.05,2.59,2206090,350724188.2,259.95,145.45,-18.47,-7.45 +Indiamart Intermesh Ltd.,INDIAMART,Consumer Services,EQ,3822.5,3877.4,3791.05,3809.2,3818.0,8.80,0.23,98110,375615116.1,9710.7,3785.1,-45.52,-16.36 +Indian Bank,INDIANB,Financial Services,EQ,148.35,150.75,146.65,149.85,149.65,-0.20,-0.13,746419,110776043.79,194.95,115.1,3.56,-11.57 +InterGlobe Aviation Ltd.,INDIGO,Services,EQ,1610.55,1667.0,1591.6,1606.2,1651.8,45.60,2.84,692564,1130735391.52,2380.0,1511.75,-6.45,-12.64 +Indigo Paints Ltd.,INDIGOPNTS,Consumer Durables,EQ,1404.5,1405.0,1372.7,1395.65,1388.0,-7.65,-0.55,12205,16919913.55,2709.0,1353.6,-44.45,-12.79 +Indoco Remedies Ltd.,INDOCO,Healthcare,EQ,368.25,372.95,365.65,367.05,370.0,2.95,0.80,21554,7949977.36,530.25,322.7,-11.06,3.94 +IndusInd Bank Ltd.,INDUSINDBK,Financial Services,EQ,793.0,810.0,783.0,794.35,808.0,13.65,1.72,2796110,2241976920.2,1242.0,763.2,-21.84,-14.66 +Indus Towers Ltd.,INDUSTOWER,Telecommunication,EQ,210.0,210.9,204.5,209.1,208.35,-0.75,-0.36,2187045,453177594.45,332.8,181.2,-12.38,3.62 +Infibeam Avenues Ltd.,INFIBEAM,Information Technology,EQ,13.9,14.1,13.4,14.1,13.6,-0.50,-3.55,2029884,27667318.92,28.05,12.5,-72.81,-4.41 +Infosys Ltd.,INFY,Information Technology,EQ,1454.0,1485.0,1442.35,1461.9,1481.0,19.10,1.31,4651635,6800411271.9,1953.9,1367.15,-7.52,-2.77 +Inox Leisure Ltd.,INOXLEISUR,Media Entertainment & Publication,EQ,509.1,525.0,503.0,508.45,523.2,14.75,2.90,441730,226943204.8,563.6,291.0,64.71,0.98 +Intellect Design Arena Ltd.,INTELLECT,Information Technology,EQ,635.6,659.0,623.35,633.35,658.95,25.60,4.04,329488,211271000.48,986.65,562.65,-12.51,-5.89 +Indian Overseas Bank,IOB,Financial Services,EQ,16.45,16.8,16.1,16.45,16.6,0.15,0.91,718064,11840875.36,29.0,15.25,-41.35,-10.11 +Indian Oil Corporation Ltd.,IOC,Oil Gas & Consumable Fuels,EQ,75.0,75.15,72.85,74.25,74.7,0.45,0.61,22029311,1629728427.78,94.33,67.7,-31.19,-35.99 +Ipca Laboratories Ltd.,IPCALAB,Healthcare,EQ,890.25,914.25,890.25,897.5,912.0,14.50,1.62,154987,140412022.52,1383.1,831.05,-55.71,-0.57 +IRB Infrastructure Developers Ltd.,IRB,Construction,EQ,203.0,205.9,198.0,202.25,204.0,1.75,0.87,636428,128240242.0,345.85,148.05,25.31,-8.42 +IRCON International Ltd.,IRCON,Construction,EQ,35.95,36.2,35.8,36.05,36.15,0.10,0.28,190000,6838100.0,53.4,34.8,-26.13,-9.99 +Indian Railway Catering And Tourism Corporation Ltd.,IRCTC,Consumer Services,EQ,576.2,585.8,575.7,576.2,578.3,2.10,0.36,1928361,1117909438.92,1279.26,404.29,-71.67,-16.81 +Indian Railway Finance Corporation Ltd.,IRFC,Financial Services,EQ,19.7,20.05,19.6,19.65,20.0,0.35,1.78,2510750,49687742.5,26.4,19.3,-20.93,-7.31 +ICICI Securities Ltd.,ISEC,Financial Services,EQ,427.1,429.6,412.0,428.9,413.5,-15.40,-3.59,570584,237003476.08,896.05,408.4,-33.08,-4.05 +ITC Ltd.,ITC,Fast Moving Consumer Goods,EQ,273.5,285.0,271.2,273.5,284.75,11.25,4.11,35165665,9842517976.85,285.0,200.9,34.93,1.05 +ITI Ltd.,ITI,Telecommunication,EQ,100.65,103.0,97.15,100.65,98.8,-1.85,-1.84,1243276,124091377.56,143.8,81.0,-23.43,9.58 +Jamna Auto Industries Ltd.,JAMNAAUTO,Automobile and Auto Components,EQ,122.2,129.8,122.2,122.15,125.4,3.25,2.66,6199390,784966761.8,129.8,78.6,44.30,10.64 +J.B. Chemicals & Pharmaceuticals Ltd.,JBCHEPHARM,Healthcare,EQ,1578.0,1587.0,1558.9,1572.65,1563.0,-9.65,-0.61,15467,24327425.62,1985.0,1342.2,-5.56,-3.26 +Jindal Steel & Power Ltd.,JINDALSTEL,Metals & Mining,EQ,326.2,334.6,322.05,329.25,333.0,3.75,1.14,4320099,1419973340.31,577.8,304.2,-17.16,-12.86 +J.K. Cement Ltd.,JKCEMENT,Construction Materials,EQ,2106.2,2160.9,2100.0,2108.95,2149.0,40.05,1.90,128324,274755799.64,3838.0,2003.7,-26.04,-11.47 +JK Lakshmi Cement Ltd.,JKLAKSHMI,Construction Materials,EQ,416.05,423.45,412.0,420.25,416.95,-3.30,-0.79,92645,38667243.65,816.0,366.25,-27.22,-5.34 +JK Paper Ltd.,JKPAPER,Forest Materials,EQ,298.0,309.75,297.05,295.7,303.25,7.55,2.55,2270069,691690024.3,387.4,191.25,39.55,-12.06 +JM Financial Ltd.,JMFINANCIL,Financial Services,EQ,61.5,61.5,59.5,60.95,59.65,-1.30,-2.13,368055,22193716.5,117.7,57.1,-31.13,-7.02 +Jindal Stainless Ltd.,JSL,Metals & Mining,EQ,100.0,100.6,97.35,99.8,99.8,-,-,492895,48845894.5,224.4,95.05,-8.98,-10.89 +JSW Energy Ltd.,JSWENERGY,Power,EQ,204.3,207.75,199.0,207.95,205.3,-2.65,-1.27,662114,134740199.0,408.0,161.4,23.96,-24.83 +JSW Steel Ltd.,JSWSTEEL,Metals & Mining,EQ,556.55,580.5,556.55,564.5,577.5,13.00,2.30,3737790,2128073358.6,790.0,520.05,-17.46,2.40 +Jubilant Foodworks Ltd.,JUBLFOOD,Consumer Services,EQ,512.25,545.0,508.5,512.25,541.15,28.90,5.64,5437843,2894998856.34,918.0,451.2,-83.37,-7.02 +Jubilant Ingrevia Ltd.,JUBLINGREA,Chemicals,EQ,485.5,490.85,473.05,485.85,476.0,-9.85,-2.03,163007,78083613.14,838.75,401.2,-7.18,-4.00 +Jubilant Pharmova Ltd.,JUBLPHARMA,Healthcare,EQ,348.8,349.0,281.8,343.7,340.0,-3.70,-1.08,71858,23945959.92,767.0,281.8,-53.06,-10.55 +Justdial Ltd.,JUSTDIAL,Consumer Services,EQ,560.0,569.1,551.05,565.25,558.0,-7.25,-1.28,194406,108597135.66,1138.0,520.0,-41.18,-14.55 +Jyothy Labs Ltd.,JYOTHYLAB,Fast Moving Consumer Goods,EQ,148.35,152.5,147.5,149.65,150.0,2.85,1.94,771549,115686057.06,187.3,130.15,-3.33,0.44 +Kajaria Ceramics Ltd.,KAJARIACER,Consumer Durables,EQ,947.7,965.0,937.2,947.7,952.0,4.30,0.45,72125,68652902.5,1374.9,885.3,-3.29,-8.24 +Kalpataru Power Transmission Ltd.,KALPATPOWR,Construction,EQ,354.0,358.75,353.15,356.7,354.85,-1.85,-0.52,17142,6076667.58,496.0,331.8,-16.23,-1.07 +Kalyan Jewellers India Ltd.,KALYANKJIL,Consumer Durables,EQ,58.5,61.8,58.05,59.9,61.3,1.40,2.34,501257,30220784.53,83.6,55.05,-23.45,-0.42 +Kansai Nerolac Paints Ltd.,KANSAINER,Consumer Durables,EQ,372.35,375.0,368.3,370.5,370.05,-0.45,-0.12,269671,99896925.24,675.0,358.15,-35.59,-7.42 +Karur Vysya Bank Ltd.,KARURVYSYA,Financial Services,EQ,44.95,44.95,43.7,44.95,44.25,-0.70,-1.56,1017461,45022649.25,60.7,38.4,-13.06,- +Kec International Ltd.,KEC,Capital Goods,EQ,393.15,393.15,384.1,391.25,386.1,-5.15,-1.32,149531,57938776.57,550.0,345.5,-13.59,-1.22 +KEI Industries Ltd.,KEI,Capital Goods,EQ,1152.55,1208.0,1152.5,1152.55,1200.0,47.45,4.12,340326,406628311.32,1377.35,687.5,66.21,-6.77 +Krishna Institute of Medical Sciences Ltd.,KIMS,Healthcare,EQ,1182.0,1233.45,1167.0,1184.55,1210.0,25.45,2.15,44951,54397452.65,1565.0,937.55,25.08,-9.68 +KNR Constructions Ltd.,KNRCON,Construction,EQ,230.5,236.15,228.75,233.05,235.7,2.65,1.14,58500,13689585.0,343.9,207.5,-2.31,-10.37 +Kotak Mahindra Bank Ltd.,KOTAKBANK,Financial Services,EQ,1645.0,1679.5,1636.0,1661.1,1678.0,16.90,1.02,2300514,3822234995.58,2253.0,1626.0,-2.62,-10.06 +KPIT Technologies Ltd.,KPITTECH,Information Technology,EQ,512.0,514.95,495.4,517.65,500.9,-16.75,-3.24,940281,471738977.7,801.0,245.2,99.33,-2.39 +K.P.R. Mill Ltd.,KPRMILL,Textiles,EQ,516.0,516.4,506.5,515.65,508.5,-7.15,-1.39,121702,62085058.28,769.0,304.0,-66.13,-17.94 +KRBL Ltd.,KRBL,Fast Moving Consumer Goods,EQ,217.0,218.8,215.3,217.85,216.7,-1.15,-0.53,62909,13657543.9,337.95,184.5,-7.49,-0.86 +L&T Finance Holdings Ltd.,L&TFH,Financial Services,EQ,67.0,68.95,66.3,67.6,68.8,1.70,2.53,3855009,260752808.76,95.95,58.5,-27.23,-10.82 +Dr. Lal Path Labs Ltd.,LALPATHLAB,Healthcare,EQ,2167.95,2248.0,2148.45,2160.4,2235.1,74.70,3.46,210696,464932328.4,4245.5,1805.55,-33.98,3.63 +Latent View Analytics Ltd.,LATENTVIEW,Information Technology,EQ,332.0,336.8,330.3,333.95,335.15,1.20,0.36,212311,70890642.9,754.9,305.25,-,-16.67 +Laurus Labs Ltd.,LAURUSLABS,Healthcare,EQ,464.0,467.1,459.5,464.7,466.8,2.10,0.45,443092,205311109.12,723.75,436.8,-32.52,-18.11 +Lakshmi Machine Works Ltd.,LAXMIMACH,Capital Goods,EQ,9050.0,9068.0,8876.0,8981.85,9068.0,86.15,0.96,1507,13561553.28,11790.0,6499.95,37.88,-3.93 +LIC Housing Finance Ltd.,LICHSGFIN,Financial Services,EQ,326.9,339.25,319.9,327.35,337.0,9.65,2.95,2366258,784012263.14,476.55,291.75,-30.35,-13.40 +Linde India Ltd.,LINDEINDIA,Chemicals,EQ,3150.0,3248.0,3111.0,3198.15,3224.0,25.85,0.81,40600,129405192.0,4190.0,1564.1,94.42,6.85 +Macrotech Developers Ltd.,LODHA,Realty,EQ,1060.05,1070.95,1045.0,1069.0,1068.7,-0.30,-0.03,39067,41512984.87,1539.0,645.0,56.37,10.41 +Larsen & Toubro Ltd.,LT,Construction,EQ,1560.95,1576.0,1534.6,1558.25,1571.8,13.55,0.87,1294305,2016255385.95,2078.55,1456.35,3.85,-5.82 +Larsen & Toubro Infotech Ltd.,LTI,Information Technology,EQ,3945.0,4015.95,3905.25,3975.45,4000.65,25.20,0.63,268702,1067066695.38,7588.8,3733.3,-2.35,-6.54 +L&T Technology Services Ltd.,LTTS,Information Technology,EQ,2995.0,3027.2,2937.0,3030.8,2984.0,-46.80,-1.54,364261,1087584995.53,5955.5,2801.0,4.40,-13.46 +Lupin Ltd.,LUPIN,Healthcare,EQ,613.1,630.55,608.7,610.95,627.3,16.35,2.68,908035,561083906.85,1191.55,583.0,-46.83,-1.24 +Lux Industries Ltd.,LUXIND,Textiles,EQ,1754.45,1765.0,1729.05,1754.45,1740.0,-14.45,-0.82,15428,26888535.52,4644.0,1684.85,-50.96,-12.56 +Laxmi Organic Industries Ltd.,LXCHEM,Chemicals,EQ,283.0,287.35,280.6,284.65,287.0,2.35,0.83,338168,96235849.44,628.0,219.6,29.18,-22.65 +Mahindra & Mahindra Ltd.,M&M,Automobile and Auto Components,EQ,1092.4,1113.35,1064.0,1093.15,1107.0,13.85,1.27,2839545,3101862167.1,1121.45,671.15,40.56,5.68 +Mahindra & Mahindra Financial Services Ltd.,M&MFIN,Financial Services,EQ,176.05,179.7,171.05,175.4,177.2,1.80,1.03,2173337,380899042.62,206.35,128.0,11.65,-1.63 +Bank of Maharashtra,MAHABANK,Financial Services,EQ,15.6,15.7,15.5,15.55,15.65,0.10,0.64,892261,13910348.99,26.3,15.0,-38.78,-11.90 +Mahindra CIE Automotive Ltd.,MAHINDCIE,Automobile and Auto Components,EQ,233.0,233.1,226.1,233.1,229.95,-3.15,-1.35,276850,63426335.0,312.0,163.95,-1.89,19.63 +Mahindra Logistics Ltd.,MAHLOG,Services,EQ,474.0,474.0,455.0,471.65,461.0,-10.65,-2.26,17972,8287068.92,821.0,391.1,-14.55,2.67 +Manappuram Finance Ltd.,MANAPPURAM,Financial Services,EQ,84.9,89.6,83.65,85.0,88.25,3.25,3.82,13581092,1194185419.56,224.5,81.5,-49.63,-11.04 +C.E. Info Systems Ltd.,MAPMYINDIA,Information Technology,EQ,1399.9,1421.25,1373.2,1411.9,1407.0,-4.90,-0.35,83012,116391955.32,1917.4,1128.8,-,6.27 +Marico Ltd.,MARICO,Fast Moving Consumer Goods,EQ,478.0,493.0,477.6,477.9,492.0,14.10,2.95,846365,411604226.8,607.7,455.65,-9.97,-10.45 +Maruti Suzuki India Ltd.,MARUTI,Automobile and Auto Components,EQ,8440.0,8450.0,8305.6,8470.75,8399.95,-70.80,-0.84,530569,4440634385.33,9050.0,6536.55,12.70,6.33 +Mastek Ltd.,MASTEK,Information Technology,EQ,2130.0,2133.05,2081.3,2145.0,2093.0,-52.00,-2.42,27911,58699624.1,3669.0,1850.7,-5.34,-19.45 +Max Healthcare Institute Ltd.,MAXHEALTH,Healthcare,EQ,364.6,367.05,357.0,366.95,360.05,-6.90,-1.88,326670,118052004.6,458.05,250.6,44.18,-3.52 +Mazagoan Dock Shipbuilders Ltd.,MAZDOCK,Capital Goods,EQ,246.7,249.95,241.55,246.25,249.1,2.85,1.16,68727,16861482.18,342.4,221.1,1.34,-11.02 +United Spirits Ltd.,MCDOWELL-N,Fast Moving Consumer Goods,EQ,760.5,791.5,754.05,759.75,787.1,27.35,3.60,2124003,1649755610.16,1019.95,629.1,14.83,-6.13 +Multi Commodity Exchange of India Ltd.,MCX,Financial Services,EQ,1305.95,1324.45,1275.5,1307.95,1282.95,-25.00,-1.91,433916,564494341.88,2135.0,1143.0,-14.04,-4.64 +Medplus Health Services Ltd.,MEDPLUS,Consumer Services,EQ,770.0,770.0,750.0,767.3,750.1,-17.20,-2.24,10669,8052107.68,1343.0,708.0,-,-11.22 +Metro Brands Ltd.,METROBRAND,Consumer Durables,EQ,600.0,631.25,600.0,598.75,617.5,18.75,3.13,582857,359389626.2,673.0,426.0,-,0.39 +Metropolis Healthcare Ltd.,METROPOLIS,Healthcare,EQ,1400.0,1439.95,1397.05,1406.45,1435.1,28.65,2.04,100318,142381337.4,3579.9,1378.05,-50.40,-12.98 +Max Financial Services Ltd.,MFSL,Financial Services,EQ,782.35,808.4,772.15,782.35,802.2,19.85,2.54,320516,254855092.24,1148.05,696.5,-26.22,-1.55 +Mahanagar Gas Ltd.,MGL,Oil Gas & Consumable Fuels,EQ,760.55,771.0,757.05,760.6,770.7,10.10,1.33,170132,130261565.8,1212.0,665.8,-33.08,0.56 +Mahindra Holidays & Resorts India Ltd.,MHRIL,Consumer Services,EQ,213.5,231.0,211.1,214.4,227.0,12.60,5.88,1395618,315423624.18,274.9,165.43,-14.26,-3.01 +Minda Industries Ltd.,MINDAIND,Automobile and Auto Components,EQ,925.0,947.0,900.0,923.15,943.7,20.55,2.23,178456,167143674.16,1257.4,629.15,44.15,0.09 +MindTree Ltd.,MINDTREE,Information Technology,EQ,2874.0,2905.9,2810.0,2887.05,2890.75,3.70,0.13,582730,1666776791.7,5060.0,2457.55,11.02,-5.27 +MMTC Ltd.,MMTC,Services,EQ,39.4,40.35,38.9,39.2,39.35,0.15,0.38,1476769,58435749.33,64.7,31.0,-30.74,-4.51 +MOIL Ltd.,MOIL,Metals & Mining,EQ,141.6,142.9,140.7,140.1,141.85,1.75,1.25,95406,13533341.1,201.9,137.3,-27.13,-13.01 +Motilal Oswal Financial Services Ltd.,MOTILALOFS,Financial Services,EQ,754.1,766.0,745.0,766.5,753.3,-10.20,-1.34,27524,20773739.0,1188.0,714.0,-2.22,-3.33 +MphasiS Ltd.,MPHASIS,Information Technology,EQ,2279.2,2299.45,2220.1,2294.05,2239.9,-54.15,-2.36,332856,746179938.0,3659.75,2076.05,7.49,-11.55 +MRF Ltd.,MRF,Automobile and Auto Components,EQ,70300.0,72500.0,70300.0,70800.9,71900.0,"1,099.10",1.55,5409,386007226.92,87550.0,63000.0,-11.59,-8.82 +Mangalore Refinery & Petrochemicals Ltd.,MRPL,Oil Gas & Consumable Fuels,EQ,88.05,91.25,81.55,90.6,81.55,-9.05,-9.99,26739501,2226330853.26,127.65,37.05,76.61,11.65 +MTAR Technologies Ltd.,MTARTECH,Capital Goods,EQ,1279.0,1279.0,1238.95,1271.25,1241.0,-30.25,-2.38,104163,130305829.74,2563.3,1010.95,12.78,-10.90 +Muthoot Finance Ltd.,MUTHOOTFIN,Financial Services,EQ,980.0,1048.3,977.1,976.3,1039.8,63.50,6.50,1982052,2016083832.84,1721.95,960.4,-34.11,-14.59 +Nippon Life India Asset Management Ltd.,NAM-INDIA,Financial Services,EQ,270.6,273.9,269.05,271.25,272.0,0.75,0.28,205261,55794045.02,476.45,259.0,-25.93,-4.49 +NATCO Pharma Ltd.,NATCOPHARM,Healthcare,EQ,652.0,653.0,642.7,649.8,647.0,-2.80,-0.43,48437,31447237.88,1189.0,607.75,-42.46,-5.96 +National Aluminium Co. Ltd.,NATIONALUM,Metals & Mining,EQ,68.0,68.9,67.0,68.8,68.65,-0.15,-0.22,16360489,1116276164.47,132.7,67.0,-12.19,-28.48 +Info Edge (India) Ltd.,NAUKRI,Consumer Services,EQ,3771.9,3774.0,3606.0,3758.8,3720.65,-38.15,-1.01,413841,1521109841.19,7465.4,3313.0,-23.54,-9.74 +Navin Fluorine International Ltd.,NAVINFLUOR,Chemicals,EQ,3665.0,3696.85,3557.95,3651.6,3675.0,23.40,0.64,112850,410425293.5,4329.0,3202.5,-2.60,-6.95 +Nazara Technologies Ltd.,NAZARA,Media Entertainment & Publication,EQ,670.0,676.9,638.3,671.4,649.9,-21.50,-3.20,302182,197974537.3,1678.0,475.05,-55.68,-44.79 +NBCC (India) Ltd.,NBCC,Construction,EQ,28.5,28.8,28.1,28.4,28.8,0.40,1.41,1801802,51189194.82,55.5,26.55,-47.36,-15.35 +NCC Ltd.,NCC,Construction,EQ,54.05,55.95,53.1,54.1,55.2,1.10,2.03,2281956,124389421.56,98.5,52.2,-37.71,-16.19 +NESCO Ltd.,NESCO,Services,EQ,550.0,555.5,545.6,550.85,553.6,2.75,0.50,12047,6631150.68,696.8,501.95,-9.09,1.71 +Nestle India Ltd.,NESTLEIND,Fast Moving Consumer Goods,EQ,17400.0,17829.4,17331.05,17470.0,17800.0,330.00,1.89,38547,681238432.71,20609.15,16000.0,-0.92,-1.25 +Network18 Media & Investments Ltd.,NETWORK18,Media Entertainment & Publication,EQ,68.2,68.75,66.5,69.0,67.45,-1.55,-2.25,1455769,98468215.16,117.5,46.0,37.86,-8.61 +Narayana Hrudayalaya Ltd.,NH,Healthcare,EQ,634.1,644.35,631.5,632.55,640.0,7.45,1.18,50400,32060448.0,777.0,468.3,28.50,-3.38 +NHPC Ltd.,NHPC,Power,EQ,30.65,31.35,30.6,30.75,30.95,0.20,0.65,6808415,211197033.3,37.6,25.3,17.37,-8.62 +The New India Assurance Company Ltd.,NIACL,Financial Services,EQ,79.8,80.6,78.15,79.8,78.9,-0.90,-1.13,289192,22805681.12,178.4,78.15,-52.95,-21.26 +NLC India Ltd.,NLCINDIA,Power,EQ,63.6,64.25,61.6,63.65,62.75,-0.90,-1.41,2402689,150240143.17,92.4,49.8,4.26,-15.64 +NMDC Ltd.,NMDC,Metals & Mining,EQ,107.15,110.0,106.35,108.2,109.85,1.65,1.52,5571985,602833057.15,186.9,101.55,-41.23,-14.20 +NOCIL Ltd.,NOCIL,Chemicals,EQ,253.75,254.5,244.35,253.2,247.7,-5.50,-2.17,373166,92500388.08,321.3,190.7,16.92,3.54 +NTPC Ltd.,NTPC,Power,EQ,142.0,143.2,139.75,142.9,141.1,-1.80,-1.26,9592229,1355381957.7,166.35,111.95,22.77,-8.40 +Nuvoco Vistas Corporation Ltd.,NUVOCO,Construction Materials,EQ,299.0,307.4,292.5,296.85,305.0,8.15,2.75,150042,44912071.86,577.9,260.25,-,-1.54 +FSN E-Commerce Ventures Ltd.,NYKAA,Consumer Services,EQ,1399.8,1420.0,1381.4,1406.95,1405.05,-1.90,-0.14,143804,201378807.48,2573.7,1207.5,-,-5.86 +Oberoi Realty Ltd.,OBEROIRLTY,Realty,EQ,734.35,751.0,731.35,737.65,740.25,2.60,0.35,563385,418724633.55,1051.9,605.5,17.14,-8.45 +Oracle Financial Services Software Ltd.,OFSS,Information Technology,EQ,3090.25,3123.9,3044.25,3098.3,3064.05,-34.25,-1.11,61691,188830598.81,5145.0,2950.0,-15.15,-5.94 +Oil India Ltd.,OIL,Oil Gas & Consumable Fuels,EQ,245.5,249.45,210.05,251.5,214.2,-37.30,-14.83,16490601,3699501428.34,306.0,153.1,59.99,5.47 +Oil & Natural Gas Corporation Ltd.,ONGC,Oil Gas & Consumable Fuels,EQ,148.95,151.15,130.0,151.55,131.4,-20.15,-13.30,125788305,17143688088.45,194.95,108.5,28.76,0.20 +Orient Electric Ltd.,ORIENTELEC,Consumer Durables,EQ,272.3,274.95,265.1,272.05,274.3,2.25,0.83,43089,11637477.12,408.0,244.0,-13.24,-2.79 +Page Industries Ltd.,PAGEIND,Textiles,EQ,40199.0,41599.9,40124.95,40166.5,41236.6,"1,070.10",2.66,13064,535251806.64,46737.7,29119.95,36.06,-11.12 +One 97 Communications Ltd.,PAYTM,Financial Services,EQ,672.9,675.7,652.0,675.7,657.7,-18.00,-2.66,3069693,2027839195.8,1955.0,510.05,-,3.48 +PCBL Ltd.,PCBL,Chemicals,EQ,104.0,106.4,103.05,104.75,104.0,-0.75,-0.72,547189,57274272.63,138.65,89.0,-,-0.76 +Piramal Enterprises Ltd.,PEL,Financial Services,EQ,1661.5,1682.9,1626.3,1655.7,1672.0,16.30,0.98,536946,887040161.46,3014.95,1560.1,-30.96,-12.63 +Persistent Systems Ltd.,PERSISTENT,Information Technology,EQ,3385.0,3422.25,3270.05,3401.8,3329.0,-72.80,-2.14,234003,777882132.72,4987.5,2725.05,15.75,-9.52 +Petronet LNG Ltd.,PETRONET,Oil Gas & Consumable Fuels,EQ,215.3,222.4,214.8,217.3,220.6,3.30,1.52,2021428,439842518.52,243.55,190.25,-3.76,-4.23 +Power Finance Corporation Ltd.,PFC,Financial Services,EQ,104.3,106.1,103.2,104.45,105.9,1.45,1.39,2843672,298670870.16,153.75,97.1,-18.91,-6.20 +Pfizer Ltd.,PFIZER,Healthcare,EQ,4105.0,4117.95,4077.5,4080.35,4103.0,22.65,0.56,4025,16489096.75,6175.0,4060.0,-28.05,-5.39 +Procter & Gamble Hygiene & Health Care Ltd.,PGHH,Fast Moving Consumer Goods,EQ,13330.0,13450.0,13224.6,13369.15,13450.0,80.85,0.60,23356,311314226.04,16448.7,12310.1,0.47,-3.25 +Procter & Gamble Health Ltd.,PGHL,Healthcare,EQ,4192.0,4194.25,4102.1,4190.85,4111.0,-79.85,-1.91,3956,16433184.44,5851.75,3901.05,-24.49,-1.82 +Phoenix Mills Ltd.,PHOENIXLTD,Realty,EQ,1183.7,1214.0,1162.8,1183.7,1173.05,-10.65,-0.90,172501,205640167.11,1244.95,793.4,45.21,1.44 +Pidilite Industries Ltd.,PIDILITIND,Chemicals,EQ,2099.95,2164.35,2082.8,2089.9,2158.0,68.10,3.26,501109,1067727979.57,2764.7,1988.55,-2.97,-6.93 +PI Industries Ltd.,PIIND,Chemicals,EQ,2559.5,2590.25,2511.95,2559.5,2576.1,16.60,0.65,79059,202265336.19,3534.9,2333.55,-12.06,-7.21 +Punjab National Bank,PNB,Financial Services,EQ,29.05,29.6,28.75,29.0,29.55,0.55,1.90,17767070,518087761.2,48.2,28.05,-31.44,-7.50 +PNB Housing Finance Ltd.,PNBHOUSING,Financial Services,EQ,329.55,329.55,324.65,330.3,327.55,-2.75,-0.83,59692,19533610.08,784.4,311.45,-,1.55 +PNC Infratech Ltd.,PNCINFRA,Construction,EQ,243.0,243.0,236.05,242.15,237.65,-4.50,-1.86,90779,21687103.1,395.9,219.0,-16.05,-1.16 +PB Fintech Ltd.,POLICYBZR,Financial Services,EQ,571.95,603.0,571.4,572.95,585.05,12.10,2.11,543062,322052057.86,1470.0,540.1,-,-13.67 +Polycab India Ltd.,POLYCAB,Capital Goods,EQ,2202.5,2216.8,2156.25,2201.2,2180.0,-21.20,-0.96,409500,894397140.0,2820.0,1762.0,11.45,-9.85 +Poly Medicure Ltd.,POLYMED,Healthcare,EQ,750.9,769.15,729.4,750.85,738.95,-11.90,-1.58,23654,17687988.12,1094.25,651.1,-26.14,0.14 +Polyplex Corporation Ltd.,POLYPLEX,Capital Goods,EQ,2204.0,2248.65,2167.95,2202.3,2236.0,33.70,1.53,146621,324750852.9,2870.2,1325.45,58.75,-6.98 +Poonawalla Fincorp Ltd.,POONAWALLA,Financial Services,EQ,227.5,232.0,224.1,227.7,230.45,2.75,1.21,2033688,465165456.24,343.8,140.75,-,-12.24 +Power Grid Corporation of India Ltd.,POWERGRID,Power,EQ,211.05,212.9,205.2,211.9,206.55,-5.35,-2.52,8350248,1735766051.76,248.35,167.15,-8.82,-9.02 +Hitachi Energy India Ltd.,POWERINDIA,Capital Goods,EQ,3168.3,3175.0,3092.0,3151.7,3100.0,-51.70,-1.64,17764,55873997.4,4042.6,1741.0,66.73,-10.72 +Praj Industries Ltd.,PRAJIND,Capital Goods,EQ,364.9,364.9,357.4,363.9,358.5,-5.40,-1.48,207864,74752051.68,448.0,289.05,-,6.17 +Prestige Estates Projects Ltd.,PRESTIGE,Realty,EQ,385.0,391.75,381.1,387.15,387.4,0.25,0.06,209983,81070236.64,554.9,284.0,33.71,-9.79 +Prince Pipes and Fittings Ltd.,PRINCEPIPE,Capital Goods,EQ,593.15,603.0,590.15,598.15,594.5,-3.65,-0.61,51385,30605933.7,897.0,549.3,-16.74,-4.99 +Privi Speciality Chemicals Ltd.,PRIVISCL,Chemicals,EQ,1075.75,1076.0,1040.0,1087.3,1072.0,-15.30,-1.41,16783,17740470.15,2249.0,1015.3,-2.00,-6.87 +Prism Johnson Ltd.,PRSMJOHNSN,Construction Materials,EQ,107.95,108.45,106.1,107.95,107.5,-0.45,-0.42,24056,2587222.8,160.0,96.65,-17.34,- +PVR Ltd.,PVR,Media Entertainment & Publication,EQ,1860.85,1895.0,1828.9,1860.85,1888.0,27.15,1.46,358082,664456959.2,2003.8,1224.05,39.43,1.13 +Quess Corp Ltd.,QUESS,Services,EQ,613.5,613.5,592.1,613.65,598.5,-15.15,-2.47,76594,46016143.32,989.9,527.4,-24.98,-12.84 +Radico Khaitan Ltd,RADICO,Fast Moving Consumer Goods,EQ,872.0,898.9,860.25,872.5,871.85,-0.65,-0.07,257073,226039147.44,1294.0,723.2,14.94,8.47 +Railtel Corporation Of India Ltd.,RAILTEL,Telecommunication,EQ,91.15,91.65,90.7,91.1,91.05,-0.05,-0.05,162424,14801699.12,150.4,84.0,-35.57,-6.28 +Rain Industries Ltd,RAIN,Chemicals,EQ,145.5,149.55,144.1,146.5,148.75,2.25,1.54,946679,139067145.1,272.75,128.6,-24.74,-12.85 +Rajesh Exports Ltd.,RAJESHEXPO,Consumer Durables,EQ,622.0,630.85,615.0,625.4,621.0,-4.40,-0.70,128888,79999492.72,994.7,518.5,10.77,15.46 +Rallis India Ltd.,RALLIS,Chemicals,EQ,189.0,189.6,186.35,188.65,188.8,0.15,0.08,219820,41279997.8,341.85,182.5,-41.94,-5.77 +The Ramco Cements Ltd.,RAMCOCEM,Construction Materials,EQ,634.0,648.95,613.75,636.8,646.0,9.20,1.44,327788,209502422.32,1132.7,575.65,-37.92,-8.87 +Ratnamani Metals & Tubes Ltd.,RATNAMANI,Capital Goods,EQ,1634.05,1659.7,1553.55,1654.4,1580.0,-74.40,-4.50,107552,170150490.56,1913.7,1237.07,-19.33,-37.18 +Restaurant Brands Asia Ltd.,RBA,Consumer Services,EQ,112.0,113.05,108.85,111.0,109.7,-1.30,-1.17,978252,108732709.8,189.7,86.5,-,14.20 +RBL Bank Ltd.,RBLBANK,Financial Services,EQ,82.95,86.7,82.1,83.45,85.95,2.50,3.00,16258460,1376278639.0,226.4,74.15,-60.36,-25.69 +Rashtriya Chemicals & Fertilizers Ltd.,RCF,Chemicals,EQ,77.95,78.7,76.1,78.15,78.7,0.55,0.70,1110880,86082091.2,112.65,66.0,-6.52,-18.34 +REC Ltd.,RECLTD,Financial Services,EQ,122.8,126.0,120.1,123.75,125.75,2.00,1.62,19076925,2358671007.0,168.85,109.65,-16.69,3.86 +Redington (India) Ltd.,REDINGTON,Services,EQ,125.0,128.0,122.6,125.55,127.4,1.85,1.47,1081859,135340560.9,179.2,109.4,-53.05,-3.42 +Relaxo Footwears Ltd.,RELAXO,Consumer Durables,EQ,961.0,979.0,960.1,963.85,970.45,6.60,0.68,41820,40657822.2,1448.0,925.0,-16.33,-2.75 +Reliance Industries Ltd.,RELIANCE,Oil Gas & Consumable Fuels,EQ,2574.9,2592.0,2365.0,2595.65,2406.0,-189.65,-7.31,37841671,92119871798.85,2856.15,2016.25,22.98,-1.41 +Shree Renuka Sugars Ltd.,RENUKA,Fast Moving Consumer Goods,EQ,46.5,46.5,45.1,46.4,45.6,-0.80,-1.72,8262303,377752493.16,63.2,21.5,17.92,-1.07 +RHI MAGNESITA INDIA LTD.,RHIM,Capital Goods,EQ,502.5,513.95,497.65,501.5,501.95,0.45,0.09,165626,83506972.94,674.0,317.3,-,-6.55 +RITES Ltd.,RITES,Construction,EQ,234.0,235.15,232.25,234.85,234.95,0.10,0.04,29804,6981288.96,317.9,226.2,-14.96,-4.78 +Rossari Biotech Ltd.,ROSSARI,Chemicals,EQ,880.8,882.0,850.4,873.05,874.8,1.75,0.20,20002,17471947.02,1619.0,795.1,-26.84,0.05 +Route Mobile Ltd.,ROUTE,Telecommunication,EQ,1242.0,1290.0,1241.05,1242.85,1267.0,24.15,1.94,655866,830962546.02,2389.0,1052.0,-27.88,-10.73 +RattanIndia Enterprises Ltd.,RTNINDIA,Services,EQ,43.0,43.2,41.2,42.4,41.75,-0.65,-1.53,622861,26029361.19,71.0,30.5,-,-13.91 +Rail Vikas Nigam Ltd.,RVNL,Construction,EQ,30.1,30.25,29.8,30.0,30.0,-,-,763473,22896555.27,44.8,27.5,-10.98,-7.41 +Steel Authority of India Ltd.,SAIL,Metals & Mining,EQ,68.2,70.2,67.85,68.55,69.9,1.35,1.97,20563587,1415391693.21,145.9,63.6,-47.51,-9.74 +Sanofi India Ltd.,SANOFI,Healthcare,EQ,6415.0,6435.05,6333.0,6437.4,6376.85,-60.55,-0.94,11452,72904577.2,9285.0,6333.0,-16.10,-5.92 +Sapphire Foods India Ltd.,SAPPHIRE,Consumer Services,EQ,1084.0,1104.0,1070.45,1085.0,1086.0,1.00,0.09,145969,157913643.27,1540.0,909.0,-,2.09 +Saregama India Ltd,SAREGAMA,Media Entertainment & Publication,EQ,362.9,368.95,353.65,361.95,359.95,-2.00,-0.55,120158,43447931.22,550.59,295.3,-,-16.26 +SBI Cards and Payment Services Ltd.,SBICARD,Financial Services,EQ,767.8,777.55,763.75,768.25,771.85,3.60,0.47,1073345,829083878.35,1165.0,655.7,-20.83,-1.51 +SBI Life Insurance Company Ltd.,SBILIFE,Financial Services,EQ,1085.45,1105.35,1075.0,1081.6,1100.25,18.65,1.72,696341,760118872.19,1293.25,996.05,7.29,-7.88 +State Bank of India,SBIN,Financial Services,EQ,463.35,468.8,460.55,465.9,468.5,2.60,0.56,9405495,4374119504.7,549.0,401.25,11.14,-0.47 +Schaeffler India Ltd.,SCHAEFFLER,Automobile and Auto Components,EQ,2289.0,2289.0,2250.0,2290.5,2260.0,-30.50,-1.33,46062,104262718.86,9700.0,1598.0,-59.35,-0.44 +Shipping Corporation of India Ltd.,SCI,Services,EQ,97.25,98.0,95.75,97.65,96.85,-0.80,-0.82,367655,35618416.4,160.2,85.6,-11.79,-17.42 +Sequent Scientific Ltd.,SEQUENT,Healthcare,EQ,93.55,93.55,91.2,92.85,93.0,0.15,0.16,625299,57690085.74,328.7,82.0,-70.32,-15.78 +Sheela Foam Ltd.,SFL,Consumer Durables,EQ,2649.0,2679.0,2612.0,2660.45,2651.0,-9.45,-0.36,3071,8128230.67,4055.0,2185.6,19.27,-11.46 +Shilpa Medicare Ltd.,SHILPAMED,Healthcare,EQ,389.35,398.0,381.0,389.35,397.75,8.40,2.16,69762,27260896.74,670.4,380.0,-27.78,-10.37 +Shree Cement Ltd.,SHREECEM,Construction Materials,EQ,19050.0,19272.0,18898.85,19009.7,19233.05,223.35,1.17,17699,338754081.27,31469.95,17865.2,-30.89,-14.05 +Shriram City Union Finance Ltd.,SHRIRAMCIT,Financial Services,EQ,1660.55,1707.05,1657.25,1660.55,1705.9,45.35,2.73,35205,59115883.95,2602.0,1416.05,-3.06,-3.26 +Shyam Metalics and Energy Ltd.,SHYAMMETL,Metals & Mining,EQ,282.0,282.45,275.7,280.45,277.0,-3.45,-1.23,62789,17444667.87,461.15,273.1,-24.12,-10.36 +Siemens Ltd.,SIEMENS,Capital Goods,EQ,2381.0,2425.0,2366.3,2400.45,2410.0,9.55,0.40,208443,502199635.47,2576.85,1920.0,18.77,-1.38 +SIS Ltd.,SIS,Services,EQ,456.0,456.0,449.8,453.9,452.0,-1.90,-0.42,29489,13327553.55,560.0,420.0,5.56,-3.31 +SJVN Ltd.,SJVN,Power,EQ,26.8,27.55,26.7,26.9,27.4,0.50,1.86,834442,22588344.94,33.75,25.35,-3.58,-2.36 +SKF India Ltd.,SKFINDIA,Capital Goods,EQ,3620.0,3786.65,3578.05,3637.8,3720.0,82.20,2.26,68901,249967315.92,4239.95,2502.3,35.72,1.10 +Sobha Ltd.,SOBHA,Realty,EQ,569.0,577.9,551.3,577.05,555.0,-22.05,-3.82,338751,191191064.4,1044.95,462.0,22.50,4.99 +Solara Active Pharma Sciences Ltd.,SOLARA,Healthcare,EQ,350.0,354.55,341.0,352.3,346.0,-6.30,-1.79,56960,19701324.8,1827.0,320.0,-79.09,-15.14 +Solar Industries India Ltd.,SOLARINDS,Chemicals,EQ,2725.2,2769.95,2702.2,2745.3,2715.0,-30.30,-1.10,53477,145652096.28,3189.95,1550.0,73.21,4.78 +Sona BLW Precision Forgings Ltd.,SONACOMS,Automobile and Auto Components,EQ,551.1,570.0,547.0,553.8,569.0,15.20,2.74,352045,197391631.5,839.9,333.25,61.79,-0.65 +Sonata Software Ltd.,SONATSOFTW,Information Technology,EQ,669.45,671.95,655.0,669.45,655.0,-14.45,-2.16,57392,38285055.36,1024.9,610.1,-10.36,-2.29 +Sun Pharma Advanced Research Company Ltd.,SPARC,Healthcare,EQ,209.1,209.7,202.35,209.1,204.0,-5.10,-2.44,145955,29906179.5,349.0,170.45,-8.99,-5.94 +Spicejet Ltd.,SPICEJET,Services,EQ,37.9,39.5,37.7,38.15,39.05,0.90,2.36,2091895,81416553.4,87.3,37.15,-52.90,-19.60 +SRF Ltd.,SRF,Chemicals,EQ,2230.0,2239.75,2133.05,2252.2,2161.4,-90.80,-4.03,809031,1754035840.17,2773.35,1418.8,-69.04,-8.60 +Shriram Transport Finance Co. Ltd.,SRTRANSFIN,Financial Services,EQ,1266.2,1274.8,1238.5,1281.35,1264.0,-17.35,-1.35,1071657,1348476719.67,1696.4,1002.0,-4.57,8.94 +Strides Pharma Science Ltd.,STAR,Healthcare,EQ,325.05,340.0,325.05,330.7,337.0,6.30,1.91,632891,210695742.81,818.0,263.35,-56.45,-0.54 +Star Health and Allied Insurance Company Ltd.,STARHEALTH,Financial Services,EQ,490.0,490.0,469.05,488.7,475.9,-12.80,-2.62,1600279,758932315.75,940.0,469.05,-,-28.43 +Sterlite Technologies Ltd.,STLTECH,Telecommunication,EQ,148.5,150.1,145.05,148.45,147.5,-0.95,-0.64,374778,55276007.22,318.0,135.5,-43.85,-14.71 +Sudarshan Chemical Industries Ltd.,SUDARSCHEM,Chemicals,EQ,419.25,423.8,416.8,419.25,420.0,0.75,0.18,25363,10650684.59,794.0,402.0,-38.37,-8.27 +Sumitomo Chemical India Ltd.,SUMICHEM,Chemicals,EQ,424.15,425.95,420.95,424.15,422.75,-1.40,-0.33,84550,35780714.5,492.0,344.25,9.81,-8.49 +Sundaram Finance Ltd.,SUNDARMFIN,Financial Services,EQ,1735.25,1799.0,1735.25,1761.65,1798.5,36.85,2.09,6156,10914464.88,2729.0,1555.0,-34.14,8.31 +Sundram Fasteners Ltd.,SUNDRMFAST,Automobile and Auto Components,EQ,724.0,752.0,718.45,724.9,747.0,22.10,3.05,46481,34167253.48,993.7,673.05,-10.36,-7.08 +Sun Pharmaceutical Industries Ltd.,SUNPHARMA,Healthcare,EQ,829.9,836.95,825.0,830.6,830.8,0.20,0.02,2316527,1921188502.18,967.05,664.2,22.97,-3.49 +Sunteck Realty Ltd.,SUNTECK,Realty,EQ,498.3,514.0,491.55,496.55,511.0,14.45,2.91,1770328,895184056.48,589.9,292.05,68.87,9.73 +Sun TV Network Ltd.,SUNTV,Media Entertainment & Publication,EQ,413.8,425.7,411.85,412.55,423.5,10.95,2.65,2838077,1191935578.46,612.0,402.55,-22.12,-7.40 +Suprajit Engineering Ltd.,SUPRAJIT,Automobile and Auto Components,EQ,330.05,339.75,326.0,332.45,337.25,4.80,1.44,108993,36269600.61,474.9,272.05,17.81,-1.79 +Supreme Industries Ltd.,SUPREMEIND,Capital Goods,EQ,1760.05,1780.0,1752.45,1766.85,1761.0,-5.85,-0.33,10943,19356306.69,2693.9,1666.25,-18.37,-3.82 +Suven Pharmaceuticals Ltd.,SUVENPHAR,Healthcare,EQ,460.0,465.0,457.7,462.3,460.1,-2.20,-0.48,46758,21604066.32,631.75,425.7,-3.68,-7.53 +Suzlon Energy Ltd.,SUZLON,Capital Goods,EQ,6.75,6.95,6.7,6.85,6.8,-0.05,-0.73,36152847,244754774.19,13.1,5.7,-14.38,-19.88 +Sterling and Wilson Renewable Energy Ltd.,SWSOLAR,Construction,EQ,294.8,300.0,290.1,296.6,298.5,1.90,0.64,97483,28705819.01,509.1,248.1,9.02,-9.71 +Symphony Ltd.,SYMPHONY,Consumer Durables,EQ,876.95,879.5,855.05,876.7,865.5,-11.20,-1.28,180991,156613322.21,1215.0,828.0,-14.78,-12.71 +Syngene International Ltd.,SYNGENE,Healthcare,EQ,550.0,564.1,544.8,554.75,563.0,8.25,1.49,135870,75301871.4,700.0,510.05,-4.89,-3.10 +Tanla Platforms Ltd.,TANLA,Information Technology,EQ,998.0,1004.0,980.3,1004.65,1002.0,-2.65,-0.26,160015,159008505.65,2096.75,780.0,-,-24.38 +Tata Chemicals Ltd.,TATACHEM,Chemicals,EQ,791.0,804.9,773.35,793.35,800.0,6.65,0.84,770388,605756084.4,1158.0,719.3,9.61,-16.36 +Tata Coffee Ltd.,TATACOFFEE,Fast Moving Consumer Goods,EQ,193.9,199.0,192.25,193.9,198.25,4.35,2.24,568731,111198285.12,254.4,178.6,3.33,-6.58 +Tata Communications Ltd.,TATACOMM,Telecommunication,EQ,917.45,937.4,908.9,914.25,931.0,16.75,1.83,283046,261489216.64,1591.95,856.25,-28.97,-7.19 +Tata Consumer Products Ltd.,TATACONSUM,Fast Moving Consumer Goods,EQ,700.0,722.95,697.0,706.35,721.5,15.15,2.14,954981,679086989.1,889.0,650.2,-6.37,-7.03 +Tata Elxsi Ltd.,TATAELXSI,Information Technology,EQ,8170.55,8239.0,8022.0,8170.55,8155.15,-15.40,-0.19,270194,2196669114.18,9420.0,4033.1,89.82,-2.51 +Tata Investment Corporation Ltd.,TATAINVEST,Financial Services,EQ,1343.5,1343.5,1331.0,1342.15,1340.0,-2.15,-0.16,8592,11485270.08,1733.9,1118.0,18.73,-12.22 +Tata Motors Ltd.,TATAMOTORS,Automobile and Auto Components,EQ,410.65,414.6,402.3,411.8,413.7,1.90,0.46,14725989,5997895319.7,536.7,268.45,21.26,-7.16 +Tata Motors Ltd DVR,TATAMTRDVR,Automobile and Auto Components,EQ,197.7,198.65,192.0,197.8,198.25,0.45,0.23,1610634,314927266.02,298.65,129.15,27.45,-7.16 +Tata Power Co. Ltd.,TATAPOWER,Power,EQ,202.7,207.65,200.6,202.2,207.2,5.00,2.47,15807993,3224356332.21,298.05,118.4,65.60,-14.01 +Tata Steel Ltd.,TATASTEEL,Metals & Mining,EQ,866.95,875.0,859.1,867.05,871.2,4.15,0.48,5476189,4746979672.76,1534.5,827.0,-25.68,-17.87 +Tata Steel Long Products Ltd.,TATASTLLP,Capital Goods,EQ,575.0,582.95,564.7,575.6,581.0,5.40,0.94,10870,6187856.2,1173.0,534.0,-,-12.96 +TCI Express Ltd.,TCIEXP,Services,EQ,1580.0,1624.85,1580.0,1594.4,1590.25,-4.15,-0.26,31026,49884223.32,2572.0,1280.0,10.80,-1.50 +TCNS Clothing Co. Ltd.,TCNSBRANDS,Textiles,EQ,537.0,543.7,526.9,530.8,537.0,6.20,1.17,20185,10831069.15,932.0,494.1,-8.98,-10.98 +Tata Consultancy Services Ltd.,TCS,Information Technology,EQ,3260.0,3333.0,3252.05,3267.1,3331.0,63.90,1.96,1502879,4930344847.4,4043.0,3023.85,-2.35,-2.89 +Teamlease Services Ltd.,TEAMLEASE,Services,EQ,3252.0,3358.0,3203.6,3236.15,3300.0,63.85,1.97,17375,57512466.25,5550.0,2910.0,-10.54,-1.99 +Tech Mahindra Ltd.,TECHM,Information Technology,EQ,997.0,1014.0,989.3,1000.0,1011.25,11.25,1.13,1842102,1848880935.36,1838.0,943.7,-8.71,-15.27 +Thermax Ltd.,THERMAX,Capital Goods,EQ,2060.0,2079.95,2022.35,2097.15,2036.25,-60.90,-2.90,30977,63452667.26,2347.0,1286.95,41.28,5.16 +Thyrocare Technologies Ltd.,THYROCARE,Healthcare,EQ,622.9,627.0,613.2,621.05,617.8,-3.25,-0.52,33220,20545573.4,1374.9,613.2,-52.69,-5.85 +Tube Investments of India Ltd.,TIINDIA,Automobile and Auto Components,EQ,1803.7,1835.0,1751.0,1841.3,1758.0,-83.30,-4.52,88311,157356955.35,2025.0,1081.05,57.56,17.25 +Timken India Ltd.,TIMKEN,Capital Goods,EQ,2385.0,2484.75,2385.0,2377.3,2476.0,98.70,4.15,102059,249572016.83,2730.0,1450.0,61.79,4.26 +Titan Company Ltd.,TITAN,Consumer Durables,EQ,1895.0,1954.35,1825.05,1941.25,1944.75,3.50,0.18,4064801,7729950765.68,2768.0,1662.5,12.05,-12.40 +Torrent Pharmaceuticals Ltd.,TORNTPHARM,Healthcare,EQ,2850.0,2925.0,2838.05,2860.25,2920.0,59.75,2.09,157824,457984730.88,3298.5,2484.15,-1.43,0.98 +Torrent Power Ltd.,TORNTPOWER,Power,EQ,451.0,460.6,449.4,451.65,460.6,8.95,1.98,220456,100386844.16,606.55,415.25,-1.84,-0.96 +Trent Ltd.,TRENT,Consumer Services,EQ,1074.15,1088.1,1059.1,1074.15,1078.0,3.85,0.36,555368,595593304.24,1346.85,838.0,26.39,-4.44 +Trident Ltd.,TRIDENT,Textiles,EQ,38.65,38.8,37.65,38.7,38.2,-0.50,-1.29,2633568,100365276.48,70.35,16.3,136.70,-18.87 +Triveni Turbine Ltd.,TRITURBINE,Capital Goods,EQ,154.15,157.65,154.05,156.35,156.6,0.25,0.16,126459,19678284.99,231.7,107.1,26.80,-8.19 +Triveni Engineering & Industries Ltd.,TRIVENI,Fast Moving Consumer Goods,EQ,237.0,237.0,225.7,236.45,229.7,-6.75,-2.85,543017,124758155.75,374.5,159.45,22.77,-19.19 +TTK Prestige Ltd.,TTKPRESTIG,Consumer Durables,EQ,828.0,833.4,816.95,830.75,830.0,-0.75,-0.09,17948,14811048.56,1264.65,744.7,-91.14,-0.14 +Tata Teleservices (Maharashtra) Ltd.,TTML,Telecommunication,EQ,121.4,122.7,118.5,121.1,119.4,-1.70,-1.40,2252618,269660900.78,290.15,32.75,-,-3.43 +TV18 Broadcast Ltd.,TV18BRDCST,Media Entertainment & Publication,EQ,39.1,39.45,38.4,38.95,39.1,0.15,0.39,4948800,192508320.0,82.6,33.2,-9.21,-3.35 +TVS Motor Company Ltd.,TVSMOTOR,Automobile and Auto Components,EQ,837.5,886.3,827.3,841.95,836.05,-5.90,-0.70,3263584,2765887440.0,886.3,495.0,35.69,14.31 +United Breweries Ltd.,UBL,Fast Moving Consumer Goods,EQ,1453.8,1509.0,1440.0,1452.8,1501.95,49.15,3.38,174055,256786822.6,1785.8,1274.5,0.45,-5.81 +UCO Bank,UCOBANK,Financial Services,EQ,11.0,11.2,10.75,10.95,11.05,0.10,0.91,1157345,12707648.1,15.9,10.55,-27.96,-5.60 +UFLEX Ltd.,UFLEX,Capital Goods,EQ,580.6,583.0,568.05,580.6,579.0,-1.60,-0.28,59052,34016314.08,719.0,427.0,2.08,-5.34 +UltraTech Cement Ltd.,ULTRACEMCO,Construction Materials,EQ,5600.0,5699.75,5485.0,5607.3,5690.0,82.70,1.47,329610,1855160443.5,8269.0,5157.05,-17.25,-7.81 +Union Bank of India,UNIONBANK,Financial Services,EQ,34.4,34.65,34.0,34.25,34.55,0.30,0.88,2376699,81520775.7,54.8,32.7,-11.15,-9.51 +UPL Ltd.,UPL,Chemicals,EQ,630.0,646.0,621.95,632.4,642.85,10.45,1.65,3575548,2276015079.4,852.4,607.5,-20.24,-18.88 +UTI Asset Management Company Ltd.,UTIAMC,Financial Services,EQ,643.0,643.0,628.05,645.9,640.0,-5.90,-0.91,46115,29270573.95,1216.2,595.0,-24.34,-5.71 +Vaibhav Global Ltd.,VAIBHAVGBL,Consumer Services,EQ,301.0,306.95,287.9,299.9,303.0,3.10,1.03,131705,39561547.9,860.0,287.9,-62.43,-10.68 +Vakrangee Ltd.,VAKRANGEE,Information Technology,EQ,26.75,27.5,26.15,26.75,26.7,-0.05,-0.19,2363491,62963400.24,47.2,23.55,-35.93,-6.47 +Varroc Engineering Ltd.,VARROC,Automobile and Auto Components,EQ,300.5,307.45,295.1,299.7,305.1,5.40,1.80,134195,40414166.2,493.85,260.0,-18.37,-12.87 +Varun Beverages Ltd.,VBL,Fast Moving Consumer Goods,EQ,790.0,809.0,786.2,790.55,790.0,-0.55,-0.07,951574,759584429.76,809.0,472.67,8.35,-25.17 +Vedanta Ltd.,VEDL,Metals & Mining,EQ,221.1,223.6,206.0,223.0,213.7,-9.30,-4.17,26130465,5596884298.35,440.75,206.0,-15.16,-30.51 +Venky's (India) Ltd.,VENKEYS,Fast Moving Consumer Goods,EQ,1897.15,1910.0,1875.75,1896.6,1901.0,4.40,0.23,8251,15614192.4,3746.0,1772.95,-47.10,-6.86 +V-Guard Industries Ltd.,VGUARD,Consumer Durables,EQ,224.2,226.75,217.1,225.2,218.5,-6.70,-2.98,212688,47031697.44,274.8,181.0,-15.07,-3.88 +Vijaya Diagnostic Centre Ltd.,VIJAYA,Healthcare,EQ,333.2,361.0,331.55,333.2,351.25,18.05,5.42,203583,71673430.98,672.0,295.0,-,-8.26 +Vinati Organics Ltd.,VINATIORGA,Chemicals,EQ,1977.0,2024.9,1936.7,1982.9,1983.0,0.10,0.01,40500,80528580.0,2290.0,1674.2,8.36,-3.20 +V.I.P. Industries Ltd.,VIPIND,Consumer Durables,EQ,626.5,631.8,606.4,626.5,618.9,-7.60,-1.21,125113,77473722.99,774.6,374.0,56.41,8.04 +V-Mart Retail Ltd.,VMART,Consumer Services,EQ,2497.65,2500.0,2425.0,2485.2,2471.0,-14.20,-0.57,28139,69418913.0,4848.8,2406.85,-11.25,-24.14 +Voltas Ltd.,VOLTAS,Consumer Durables,EQ,949.8,969.65,938.1,972.4,959.0,-13.40,-1.38,1129398,1079952955.56,1356.9,922.55,-4.90,-4.48 +Vardhman Textiles Ltd.,VTL,Textiles,EQ,265.45,273.25,262.1,265.05,272.95,7.90,2.98,431463,115235138.04,2880.0,245.5,-80.62,-7.58 +Welspun Corp Ltd.,WELCORP,Capital Goods,EQ,217.0,221.55,213.1,218.85,214.65,-4.20,-1.92,880477,190852194.52,250.65,105.85,52.94,-3.29 +Welspun India Ltd.,WELSPUNIND,Textiles,EQ,69.6,70.4,68.15,69.45,69.9,0.45,0.65,1174496,81275123.2,170.7,62.2,-27.96,6.27 +Westlife Development Ltd.,WESTLIFE,Consumer Services,EQ,498.0,508.0,490.05,497.3,491.0,-6.30,-1.27,50304,25038816.0,629.0,402.3,-0.46,9.25 +Whirlpool of India Ltd.,WHIRLPOOL,Consumer Durables,EQ,1552.0,1579.8,1538.5,1560.85,1560.0,-0.85,-0.05,62441,97504743.55,2550.0,1365.1,-30.18,-4.90 +Wipro Ltd.,WIPRO,Information Technology,EQ,415.0,423.2,411.4,416.05,422.05,6.00,1.44,4453624,1855023468.48,739.85,402.05,-23.75,-12.97 +Wockhardt Ltd.,WOCKPHARMA,Healthcare,EQ,206.95,208.8,205.15,208.55,207.0,-1.55,-0.74,375081,77671773.48,592.0,205.15,-59.74,-19.34 +Yes Bank Ltd.,YESBANK,Financial Services,EQ,12.65,12.75,12.55,12.65,12.7,0.05,0.40,18633694,235902566.04,16.25,10.5,-6.64,-3.80 +Zee Entertainment Enterprises Ltd.,ZEEL,Media Entertainment & Publication,EQ,213.0,215.85,210.6,214.1,215.5,1.40,0.65,4131369,880807870.8,378.7,166.8,-0.30,-15.33 +Zensar Technolgies Ltd.,ZENSARTECH,Information Technology,EQ,273.15,273.55,268.4,272.1,270.0,-2.10,-0.77,186578,50467483.22,587.0,246.65,-12.61,-11.02 +ZF Commercial Vehicle Control Systems India Ltd.,ZFCVINDIA,Automobile and Auto Components,EQ,7748.0,7900.0,7525.3,7716.6,7680.0,-36.60,-0.47,12790,98846236.0,8780.05,6793.3,-,1.43 +Zomato Ltd.,ZOMATO,Consumer Services,EQ,54.15,56.7,52.55,53.85,56.0,2.15,3.99,112078641,6193465701.66,169.0,50.05,-,-27.86 +Zydus Lifesciences Ltd.,ZYDUSLIFE,Healthcare,EQ,356.9,364.05,354.3,357.0,364.0,7.00,1.96,862373,310014469.77,651.9,319.0,-,-5.64 +Zydus Wellness Ltd.,ZYDUSWELL,Fast Moving Consumer Goods,EQ,1635.0,1635.0,1605.0,1636.85,1627.0,-9.85,-0.60,10803,17495674.56,2476.85,1430.0,-22.08,6.25 From 5e660b74a129ed1f4071133a474a5b9a398a2f10 Mon Sep 17 00:00:00 2001 From: sapnilmodak Date: Tue, 22 Oct 2024 11:49:35 +0530 Subject: [PATCH 2/3] df --- Stock_Recommendation.ipynb | 464 ++- sentiment_model.h5 | Bin 0 -> 9895568 bytes stock_data.csv | 6090 ++++++++++++++++++++++++++++++++++++ stock_sentimental.ipynb | 383 +++ 4 files changed, 6695 insertions(+), 242 deletions(-) create mode 100644 sentiment_model.h5 create mode 100644 stock_data.csv create mode 100644 stock_sentimental.ipynb diff --git a/Stock_Recommendation.ipynb b/Stock_Recommendation.ipynb index 89b6bdd..fd3b8a0 100644 --- a/Stock_Recommendation.ipynb +++ b/Stock_Recommendation.ipynb @@ -2,22 +2,19 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "[nltk_data] Downloading package punkt to\n", - "[nltk_data] C:\\Users\\sapni\\AppData\\Roaming\\nltk_data...\n", - "[nltk_data] Package punkt is already up-to-date!\n", - "[nltk_data] Downloading package stopwords to\n", - "[nltk_data] C:\\Users\\sapni\\AppData\\Roaming\\nltk_data...\n", - "[nltk_data] Package stopwords is already up-to-date!\n", - "[nltk_data] Downloading package wordnet to\n", - "[nltk_data] C:\\Users\\sapni\\AppData\\Roaming\\nltk_data...\n", - "[nltk_data] Package wordnet is already up-to-date!\n" + "[nltk_data] Error loading punkt: \n", + "[nltk_data] Error loading stopwords: \n", + "[nltk_data] Error loading wordnet: \n" ] } ], @@ -44,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -54,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -232,7 +229,7 @@ "4 15514.00 11.61 5.84 " ] }, - "execution_count": 3, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -244,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -363,7 +360,7 @@ "[501 rows x 2 columns]" ] }, - "execution_count": 4, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -375,26 +372,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 19, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\sapni\\anaconda3\\lib\\site-packages\\sentence_transformers\\cross_encoder\\CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", - " from tqdm.autonotebook import tqdm, trange\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING:tensorflow:From c:\\Users\\sapni\\anaconda3\\lib\\site-packages\\tf_keras\\src\\losses.py:2976: The name tf.losses.sparse_softmax_cross_entropy is deprecated. Please use tf.compat.v1.losses.sparse_softmax_cross_entropy instead.\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "from sentence_transformers import SentenceTransformer\n", "\n", @@ -405,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -424,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -543,7 +523,7 @@ "[501 rows x 2 columns]" ] }, - "execution_count": 7, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -554,14 +534,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\sapni\\AppData\\Local\\Temp\\ipykernel_25592\\477415791.py:1: SettingWithCopyWarning: \n", + "C:\\Users\\sapni\\AppData\\Local\\Temp\\ipykernel_3976\\477415791.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", @@ -576,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -695,7 +675,7 @@ "[501 rows x 2 columns]" ] }, - "execution_count": 9, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -706,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -715,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -726,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -749,102 +729,102 @@ " 0.06623445]]\n", "\n", "Customer Embedding:\n", - " [ 3.14664170e-02 -3.78815085e-02 -3.73417661e-02 -3.17229889e-02\n", - " -4.22344357e-02 1.27025442e-02 -2.39155442e-02 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4.45484370e-02 3.10173854e-02\n", + " 1.57437031e-03 -3.55217457e-02 -7.19760582e-02 5.24052009e-02\n", + " 4.22228575e-02 -3.19916457e-02 1.18899465e-01 1.23348385e-02]\n" ] } ], @@ -49078,7 +49058,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -49086,10 +49066,10 @@ "output_type": "stream", "text": [ "Recommended stocks for you based on your interest:\n", - " Company Name\n", - "209 ICICI Prudential Life Insurance Company Ltd.\n", - "233 Indian Overseas Bank\n", - "40 AU Small Finance Bank Ltd.\n" + " Company Name\n", + "251 JSW Energy Ltd.\n", + "361 Power Grid Corporation of India Ltd.\n", + "90 CESC Ltd.\n" ] } ], diff --git a/sentiment_model.h5 b/sentiment_model.h5 new file mode 100644 index 0000000000000000000000000000000000000000..3183c432582cee0787cf9c7a9f102b22f93de1d8 GIT binary patch literal 9895568 zcmeFZ30%!v*EoJsDa|RBL~}xD!s&e1?t~&GrOA+_xoFaWj13AIGK3ToLWU$E=eu?? 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