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Bhanu Prasanna commited on
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Update

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Files changed (14) hide show
  1. .DS_Store +0 -0
  2. .ipynb_checkpoints/CapiPort-checkpoint.ipynb +0 -0
  3. .ipynb_checkpoints/Untitled-checkpoint.ipynb +95 -0
  4. CapiPort.ipynb +0 -645
  5. CapiPort.py +0 -80
  6. Data/Company List.csv +2063 -0
  7. EQUITY_L.csv → Data/EQUITY_L.csv +0 -0
  8. Data/index.html +0 -0
  9. Notebooks/.ipynb_checkpoints/CapiPort-checkpoint.ipynb +0 -0
  10. Notebooks/CapiPort.ipynb +0 -0
  11. Notebooks/Untitled.ipynb +311 -0
  12. __pycache__/CapiPort.cpython-310.pyc +0 -0
  13. main.py +199 -18
  14. requirements.txt +0 -6
.DS_Store ADDED
Binary file (6.15 kB). View file
 
.ipynb_checkpoints/CapiPort-checkpoint.ipynb CHANGED
The diff for this file is too large to render. See raw diff
 
.ipynb_checkpoints/Untitled-checkpoint.ipynb ADDED
@@ -0,0 +1,95 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "cells": [
3
+ {
4
+ "cell_type": "code",
5
+ "execution_count": 2,
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+ "id": "621c09fe",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "from bs4 import BeautifulSoup\n",
11
+ "import pandas as pd\n",
12
+ "\n",
13
+ "# Read HTML content from the file\n",
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+ "with open(\"index.html\", \"r\", encoding=\"utf-8\") as file:\n",
15
+ " html_content = file.read()\n",
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+ "\n",
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+ "# Parse the HTML content\n",
18
+ "soup = BeautifulSoup(html_content, \"html.parser\")\n",
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+ "\n",
20
+ "# Find the table\n",
21
+ "table = soup.find(\"table\")\n",
22
+ "\n",
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+ "# Extract table data\n",
24
+ "if table:\n",
25
+ " rows = table.find_all(\"tr\")\n",
26
+ " data = []\n",
27
+ " for row in rows:\n",
28
+ " columns = row.find_all(\"td\")\n",
29
+ " if columns: # Ensure it's not a header row or empty row\n",
30
+ " row_data = [column.text.strip() for column in columns]\n",
31
+ " data.append(row_data)\n",
32
+ " # Create DataFrame\n",
33
+ " df = pd.DataFrame(data)\n",
34
+ " \n",
35
+ " # Extract first part and last word from the first column\n",
36
+ " df['Name'] = df[0].str.split().str[:-1].str.join(\" \")\n",
37
+ " df['Ticker'] = df[0].str.split().str[-1]\n",
38
+ " df[['Name', 'Ticker']].to_csv(\"Company List.csv\")\n",
39
+ "else:\n",
40
+ " print(\"Table not found in the HTML content.\")\n"
41
+ ]
42
+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 1,
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+ "id": "38efd2c9",
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+ "metadata": {},
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+ "outputs": [
49
+ {
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+ "ename": "NameError",
51
+ "evalue": "name 'c' is not defined",
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+ "output_type": "error",
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+ "traceback": [
54
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
55
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
56
+ "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mc\u001b[49m)\n",
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+ "\u001b[0;31mNameError\u001b[0m: name 'c' is not defined"
58
+ ]
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+ }
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+ ],
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+ "source": [
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+ "print(c)"
63
+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": null,
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+ "id": "6c185203",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "Python 3 (ipykernel)",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
90
+ "version": "3.10.13"
91
+ }
92
+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 5
95
+ }
CapiPort.ipynb DELETED
@@ -1,645 +0,0 @@
1
- {
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- "cells": [
3
- {
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- "cell_type": "markdown",
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- "id": "5f6ccd5b",
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- "metadata": {},
7
- "source": [
8
- "# CapiPort - PORTFOLIO OPTIMISATION"
9
- ]
10
- },
11
- {
12
- "cell_type": "markdown",
13
- "id": "b1962897",
14
- "metadata": {},
15
- "source": [
16
- " Two things to consider for Portfolio Optimisation:\n",
17
- " \n",
18
- " 1) Minimising Risk\n",
19
- " 2) Maximising Return"
20
- ]
21
- },
22
- {
23
- "cell_type": "markdown",
24
- "id": "9d025126",
25
- "metadata": {},
26
- "source": [
27
- " Basic process of Portfolio Optimisation:\n",
28
- " \n",
29
- " 1) Select the Asset class to work on.\n",
30
- " 1.1) Asset Class choosen - Equity (Stocks)\n",
31
- " 2) Select the Companies which you want to use to build a Portfolio.\n",
32
- " 2.1) Companies choosen - \n",
33
- " 2.1.1) Tata Power - TATAPOWER.NS\n",
34
- " 2.1.2) Tata Motors - TATAMOTORS.NS\n",
35
- " 2.1.3) Tata Steel - TATASTEEL.NS\n",
36
- " 2.1.4) Zomato - ZOMATO.NS\n",
37
- " 2.1.5) NHPC - NHPC.NS\n",
38
- " 2.1.6) NCC - NCC.NS\n",
39
- " 2.1.7) IREDA - IREDA.NS\n",
40
- " 2.1.8) IRCON - IRCON.NS\n",
41
- " 3) To try various Statistical Methods relating to Portfolio Optimisation.\n",
42
- " 3.1) Method 1 - Result\n",
43
- " 3.2) Method 2 - Result\n",
44
- " 4) You will obtain Weigths or Percentages of Portfolio to invest.\n",
45
- " 4.1) Method 1 - Weights\n",
46
- " 4.2) Method 2 - Weights\n",
47
- " 5) Testing the Portfolio for the future.\n",
48
- " 5.1) Method 1 - Result\n",
49
- " 5.2) Method 2 - Result\n",
50
- " 6) Final Result"
51
- ]
52
- },
53
- {
54
- "cell_type": "code",
55
- "execution_count": 15,
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- "id": "9171f5d8",
57
- "metadata": {},
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- "outputs": [
59
- {
60
- "data": {
61
- "text/html": [
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- "<div>\n",
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- "<style scoped>\n",
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- " .dataframe tbody tr th:only-of-type {\n",
65
- " vertical-align: middle;\n",
66
- " }\n",
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- "\n",
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- " .dataframe tbody tr th {\n",
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- " vertical-align: top;\n",
70
- " }\n",
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- "\n",
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- " .dataframe thead th {\n",
73
- " text-align: right;\n",
74
- " }\n",
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- "</style>\n",
76
- "<table border=\"1\" class=\"dataframe\">\n",
77
- " <thead>\n",
78
- " <tr style=\"text-align: right;\">\n",
79
- " <th></th>\n",
80
- " <th>SYMBOL</th>\n",
81
- " <th>NAME OF COMPANY</th>\n",
82
- " <th>SERIES</th>\n",
83
- " <th>DATE OF LISTING</th>\n",
84
- " <th>PAID UP VALUE</th>\n",
85
- " <th>MARKET LOT</th>\n",
86
- " <th>ISIN NUMBER</th>\n",
87
- " <th>FACE VALUE</th>\n",
88
- " <th>Unnamed: 8</th>\n",
89
- " <th>YahooEquiv</th>\n",
90
- " <th>Yahoo_Equivalent_Code</th>\n",
91
- " </tr>\n",
92
- " </thead>\n",
93
- " <tbody>\n",
94
- " <tr>\n",
95
- " <th>0</th>\n",
96
- " <td>20MICRONS</td>\n",
97
- " <td>20 Microns Limited</td>\n",
98
- " <td>EQ</td>\n",
99
- " <td>06-Oct-08</td>\n",
100
- " <td>5</td>\n",
101
- " <td>1</td>\n",
102
- " <td>INE144J01027</td>\n",
103
- " <td>5</td>\n",
104
- " <td>.NS</td>\n",
105
- " <td>20MICRONS.NS</td>\n",
106
- " <td>'20MICRONS.NS',</td>\n",
107
- " </tr>\n",
108
- " <tr>\n",
109
- " <th>1</th>\n",
110
- " <td>21STCENMGM</td>\n",
111
- " <td>21st Century Management Services Limited</td>\n",
112
- " <td>EQ</td>\n",
113
- " <td>03-May-95</td>\n",
114
- " <td>10</td>\n",
115
- " <td>1</td>\n",
116
- " <td>INE253B01015</td>\n",
117
- " <td>10</td>\n",
118
- " <td>.NS</td>\n",
119
- " <td>21STCENMGM.NS</td>\n",
120
- " <td>'21STCENMGM.NS',</td>\n",
121
- " </tr>\n",
122
- " <tr>\n",
123
- " <th>2</th>\n",
124
- " <td>3IINFOTECH</td>\n",
125
- " <td>3i Infotech Limited</td>\n",
126
- " <td>EQ</td>\n",
127
- " <td>22-Apr-05</td>\n",
128
- " <td>10</td>\n",
129
- " <td>1</td>\n",
130
- " <td>INE748C01020</td>\n",
131
- " <td>10</td>\n",
132
- " <td>.NS</td>\n",
133
- " <td>3IINFOTECH.NS</td>\n",
134
- " <td>'3IINFOTECH.NS',</td>\n",
135
- " </tr>\n",
136
- " <tr>\n",
137
- " <th>3</th>\n",
138
- " <td>3MINDIA</td>\n",
139
- " <td>3M India Limited</td>\n",
140
- " <td>EQ</td>\n",
141
- " <td>13-Aug-04</td>\n",
142
- " <td>10</td>\n",
143
- " <td>1</td>\n",
144
- " <td>INE470A01017</td>\n",
145
- " <td>10</td>\n",
146
- " <td>.NS</td>\n",
147
- " <td>3MINDIA.NS</td>\n",
148
- " <td>'3MINDIA.NS',</td>\n",
149
- " </tr>\n",
150
- " <tr>\n",
151
- " <th>4</th>\n",
152
- " <td>3PLAND</td>\n",
153
- " <td>3P Land Holdings Limited</td>\n",
154
- " <td>EQ</td>\n",
155
- " <td>19-Jul-95</td>\n",
156
- " <td>2</td>\n",
157
- " <td>1</td>\n",
158
- " <td>INE105C01023</td>\n",
159
- " <td>2</td>\n",
160
- " <td>.NS</td>\n",
161
- " <td>3PLAND.NS</td>\n",
162
- " <td>'3PLAND.NS',</td>\n",
163
- " </tr>\n",
164
- " <tr>\n",
165
- " <th>...</th>\n",
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- " <td>...</td>\n",
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- " <td>...</td>\n",
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- " <td>...</td>\n",
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- " <td>...</td>\n",
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- " <td>...</td>\n",
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- " <td>...</td>\n",
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- " <td>...</td>\n",
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- " <td>...</td>\n",
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- " <td>...</td>\n",
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- " <td>...</td>\n",
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- " <td>...</td>\n",
177
- " </tr>\n",
178
- " <tr>\n",
179
- " <th>1660</th>\n",
180
- " <td>ZODJRDMKJ</td>\n",
181
- " <td>Zodiac JRD- MKJ Limited</td>\n",
182
- " <td>EQ</td>\n",
183
- " <td>19-Jul-95</td>\n",
184
- " <td>10</td>\n",
185
- " <td>1</td>\n",
186
- " <td>INE077B01018</td>\n",
187
- " <td>10</td>\n",
188
- " <td>.NS</td>\n",
189
- " <td>ZODJRDMKJ.NS</td>\n",
190
- " <td>'ZODJRDMKJ.NS',</td>\n",
191
- " </tr>\n",
192
- " <tr>\n",
193
- " <th>1661</th>\n",
194
- " <td>ZOTA</td>\n",
195
- " <td>Zota Health Care LImited</td>\n",
196
- " <td>EQ</td>\n",
197
- " <td>19-Aug-19</td>\n",
198
- " <td>10</td>\n",
199
- " <td>1</td>\n",
200
- " <td>INE358U01012</td>\n",
201
- " <td>10</td>\n",
202
- " <td>.NS</td>\n",
203
- " <td>ZOTA.NS</td>\n",
204
- " <td>'ZOTA.NS',</td>\n",
205
- " </tr>\n",
206
- " <tr>\n",
207
- " <th>1662</th>\n",
208
- " <td>ZUARI</td>\n",
209
- " <td>Zuari Agro Chemicals Limited</td>\n",
210
- " <td>EQ</td>\n",
211
- " <td>27-Nov-12</td>\n",
212
- " <td>10</td>\n",
213
- " <td>1</td>\n",
214
- " <td>INE840M01016</td>\n",
215
- " <td>10</td>\n",
216
- " <td>.NS</td>\n",
217
- " <td>ZUARI.NS</td>\n",
218
- " <td>'ZUARI.NS',</td>\n",
219
- " </tr>\n",
220
- " <tr>\n",
221
- " <th>1663</th>\n",
222
- " <td>ZUARIGLOB</td>\n",
223
- " <td>Zuari Global Limited</td>\n",
224
- " <td>BE</td>\n",
225
- " <td>12-Apr-95</td>\n",
226
- " <td>10</td>\n",
227
- " <td>1</td>\n",
228
- " <td>INE217A01012</td>\n",
229
- " <td>10</td>\n",
230
- " <td>.NS</td>\n",
231
- " <td>ZUARIGLOB.NS</td>\n",
232
- " <td>'ZUARIGLOB.NS',</td>\n",
233
- " </tr>\n",
234
- " <tr>\n",
235
- " <th>1664</th>\n",
236
- " <td>ZYDUSWELL</td>\n",
237
- " <td>Zydus Wellness Limited</td>\n",
238
- " <td>EQ</td>\n",
239
- " <td>13-Nov-09</td>\n",
240
- " <td>10</td>\n",
241
- " <td>1</td>\n",
242
- " <td>INE768C01010</td>\n",
243
- " <td>10</td>\n",
244
- " <td>.NS</td>\n",
245
- " <td>ZYDUSWELL.NS</td>\n",
246
- " <td>'ZYDUSWELL.NS'</td>\n",
247
- " </tr>\n",
248
- " </tbody>\n",
249
- "</table>\n",
250
- "<p>1665 rows × 11 columns</p>\n",
251
- "</div>"
252
- ],
253
- "text/plain": [
254
- " SYMBOL NAME OF COMPANY SERIES \\\n",
255
- "0 20MICRONS 20 Microns Limited EQ \n",
256
- "1 21STCENMGM 21st Century Management Services Limited EQ \n",
257
- "2 3IINFOTECH 3i Infotech Limited EQ \n",
258
- "3 3MINDIA 3M India Limited EQ \n",
259
- "4 3PLAND 3P Land Holdings Limited EQ \n",
260
- "... ... ... ... \n",
261
- "1660 ZODJRDMKJ Zodiac JRD- MKJ Limited EQ \n",
262
- "1661 ZOTA Zota Health Care LImited EQ \n",
263
- "1662 ZUARI Zuari Agro Chemicals Limited EQ \n",
264
- "1663 ZUARIGLOB Zuari Global Limited BE \n",
265
- "1664 ZYDUSWELL Zydus Wellness Limited EQ \n",
266
- "\n",
267
- " DATE OF LISTING PAID UP VALUE MARKET LOT ISIN NUMBER FACE VALUE \\\n",
268
- "0 06-Oct-08 5 1 INE144J01027 5 \n",
269
- "1 03-May-95 10 1 INE253B01015 10 \n",
270
- "2 22-Apr-05 10 1 INE748C01020 10 \n",
271
- "3 13-Aug-04 10 1 INE470A01017 10 \n",
272
- "4 19-Jul-95 2 1 INE105C01023 2 \n",
273
- "... ... ... ... ... ... \n",
274
- "1660 19-Jul-95 10 1 INE077B01018 10 \n",
275
- "1661 19-Aug-19 10 1 INE358U01012 10 \n",
276
- "1662 27-Nov-12 10 1 INE840M01016 10 \n",
277
- "1663 12-Apr-95 10 1 INE217A01012 10 \n",
278
- "1664 13-Nov-09 10 1 INE768C01010 10 \n",
279
- "\n",
280
- " Unnamed: 8 YahooEquiv Yahoo_Equivalent_Code \n",
281
- "0 .NS 20MICRONS.NS '20MICRONS.NS', \n",
282
- "1 .NS 21STCENMGM.NS '21STCENMGM.NS', \n",
283
- "2 .NS 3IINFOTECH.NS '3IINFOTECH.NS', \n",
284
- "3 .NS 3MINDIA.NS '3MINDIA.NS', \n",
285
- "4 .NS 3PLAND.NS '3PLAND.NS', \n",
286
- "... ... ... ... \n",
287
- "1660 .NS ZODJRDMKJ.NS 'ZODJRDMKJ.NS', \n",
288
- "1661 .NS ZOTA.NS 'ZOTA.NS', \n",
289
- "1662 .NS ZUARI.NS 'ZUARI.NS', \n",
290
- "1663 .NS ZUARIGLOB.NS 'ZUARIGLOB.NS', \n",
291
- "1664 .NS ZYDUSWELL.NS 'ZYDUSWELL.NS' \n",
292
- "\n",
293
- "[1665 rows x 11 columns]"
294
- ]
295
- },
296
- "execution_count": 15,
297
- "metadata": {},
298
- "output_type": "execute_result"
299
- }
300
- ],
301
- "source": [
302
- "import pandas as pd\n",
303
- "\n",
304
- "df = pd.read_csv(\"EQUITY_L.csv\")\n",
305
- "\n",
306
- "df.head(1665)"
307
- ]
308
- },
309
- {
310
- "cell_type": "code",
311
- "execution_count": 4,
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- "id": "5ff9d0e7",
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- "metadata": {},
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- "outputs": [
315
- {
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- "data": {
317
- "text/plain": [
318
- "0 20MICRONS.NS\n",
319
- "1 21STCENMGM.NS\n",
320
- "2 3IINFOTECH.NS\n",
321
- "3 3MINDIA.NS\n",
322
- "4 3PLAND.NS\n",
323
- " ... \n",
324
- "1660 ZODJRDMKJ.NS\n",
325
- "1661 ZOTA.NS\n",
326
- "1662 ZUARI.NS\n",
327
- "1663 ZUARIGLOB.NS\n",
328
- "1664 ZYDUSWELL.NS\n",
329
- "Name: SYMBOL, Length: 1665, dtype: object"
330
- ]
331
- },
332
- "execution_count": 4,
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- "metadata": {},
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- "output_type": "execute_result"
335
- }
336
- ],
337
- "source": [
338
- "df['SYMBOL']+'.NS'"
339
- ]
340
- },
341
- {
342
- "cell_type": "code",
343
- "execution_count": 6,
344
- "id": "d0ee48d8",
345
- "metadata": {},
346
- "outputs": [
347
- {
348
- "data": {
349
- "text/plain": [
350
- "0 20 Microns Limited\n",
351
- "1 21st Century Management Services Limited\n",
352
- "2 3i Infotech Limited\n",
353
- "3 3M India Limited\n",
354
- "4 3P Land Holdings Limited\n",
355
- " ... \n",
356
- "1660 Zodiac JRD- MKJ Limited\n",
357
- "1661 Zota Health Care LImited\n",
358
- "1662 Zuari Agro Chemicals Limited\n",
359
- "1663 Zuari Global Limited\n",
360
- "1664 Zydus Wellness Limited\n",
361
- "Name: NAME OF COMPANY, Length: 1665, dtype: object"
362
- ]
363
- },
364
- "execution_count": 6,
365
- "metadata": {},
366
- "output_type": "execute_result"
367
- }
368
- ],
369
- "source": [
370
- "df[\"NAME OF COMPANY\"]"
371
- ]
372
- },
373
- {
374
- "cell_type": "code",
375
- "execution_count": 11,
376
- "id": "4bfd267c",
377
- "metadata": {},
378
- "outputs": [
379
- {
380
- "data": {
381
- "text/plain": [
382
- "0 20MICRONS.NS'\n",
383
- "1 21STCENMGM.NS'\n",
384
- "2 3IINFOTECH.NS'\n",
385
- "3 3MINDIA.NS'\n",
386
- "4 3PLAND.NS'\n",
387
- " ... \n",
388
- "1660 ZODJRDMKJ.NS'\n",
389
- "1661 ZOTA.NS'\n",
390
- "1662 ZUARI.NS'\n",
391
- "1663 ZUARIGLOB.NS'\n",
392
- "1664 ZYDUSWELL.NS\n",
393
- "Name: Yahoo_Equivalent_Code, Length: 1665, dtype: object"
394
- ]
395
- },
396
- "execution_count": 11,
397
- "metadata": {},
398
- "output_type": "execute_result"
399
- }
400
- ],
401
- "source": []
402
- },
403
- {
404
- "cell_type": "markdown",
405
- "id": "76496c3d",
406
- "metadata": {},
407
- "source": [
408
- "## Importing the Libraries"
409
- ]
410
- },
411
- {
412
- "cell_type": "code",
413
- "execution_count": 15,
414
- "id": "bdaab00e",
415
- "metadata": {},
416
- "outputs": [],
417
- "source": [
418
- "import yfinance as yf\n",
419
- "\n",
420
- "\n",
421
- "from scipy.optimize import minimize\n",
422
- "\n",
423
- "\n",
424
- "\n",
425
- "import pandas as pd\n",
426
- "import numpy as np\n",
427
- "import matplotlib.pyplot as plt"
428
- ]
429
- },
430
- {
431
- "cell_type": "markdown",
432
- "id": "0d4befd2",
433
- "metadata": {},
434
- "source": [
435
- "## Get Stock Data"
436
- ]
437
- },
438
- {
439
- "cell_type": "code",
440
- "execution_count": 16,
441
- "id": "33dc5711",
442
- "metadata": {},
443
- "outputs": [],
444
- "source": [
445
- "def get_historical_returns(tickers, start_date, end_date):\n",
446
- " \"\"\"\n",
447
- " Fetch historical returns data for the given tickers.\n",
448
- "\n",
449
- " Args:\n",
450
- " - tickers: list of strings, tickers of assets\n",
451
- " - start_date: string, start date in the format 'YYYY-MM-DD'\n",
452
- " - end_date: string, end date in the format 'YYYY-MM-DD'\n",
453
- "\n",
454
- " Returns:\n",
455
- " - pandas DataFrame, historical returns data\n",
456
- " \"\"\"\n",
457
- " data = yf.download(tickers, start=start_date, end=end_date)['Adj Close']\n",
458
- " returns = data.pct_change().dropna()\n",
459
- " return returns\n",
460
- "\n",
461
- "def get_risk_free_rate_india():\n",
462
- " \"\"\"\n",
463
- " Get the risk-free rate for the Indian market using the yield of the 10-year Indian Government Bond.\n",
464
- "\n",
465
- " Returns:\n",
466
- " - float, risk-free rate\n",
467
- " \"\"\"\n",
468
- " # Ticker symbol for the 10-year Indian Government Bond yield\n",
469
- " bond_ticker = 'INR=X' # You can replace this with the actual ticker symbol for the bond\n",
470
- "\n",
471
- " # Fetch the bond data\n",
472
- " bond_data = yf.Ticker(bond_ticker)\n",
473
- "\n",
474
- " # Get the latest yield\n",
475
- " risk_free_rate_india = bond_data.history(period='1d')['Close'][-1] / 100\n",
476
- " return risk_free_rate_india"
477
- ]
478
- },
479
- {
480
- "cell_type": "code",
481
- "execution_count": 26,
482
- "id": "3fec74c6",
483
- "metadata": {},
484
- "outputs": [
485
- {
486
- "name": "stderr",
487
- "output_type": "stream",
488
- "text": [
489
- "[*********************100%%**********************] 8 of 8 completed\n",
490
- "/var/folders/jx/_r4pg95j3pzdd581p_wql9pc0000gn/T/ipykernel_17224/562231645.py:14: FutureWarning: The default fill_method='pad' in DataFrame.pct_change is deprecated and will be removed in a future version. Call ffill before calling pct_change to retain current behavior and silence this warning.\n",
491
- " returns = data.pct_change().dropna()\n",
492
- "/var/folders/jx/_r4pg95j3pzdd581p_wql9pc0000gn/T/ipykernel_17224/4250087689.py:15: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
493
- " risk_free_rate_india = bond_data.history(period='1d')['Close'][-1] / 100\n"
494
- ]
495
- }
496
- ],
497
- "source": [
498
- "equity_list = [\"TATAPOWER.NS\", \"TATAMOTORS.NS\", \"TATASTEEL.NS\", \"ZOMATO.NS\", \"NHPC.NS\", \"NCC.NS\", \"IREDA.NS\", \"IRCON.NS\"]\n",
499
- "\n",
500
- "equity_data = get_historical_returns(equity_list, \"1900-01-01\", \"2024-03-04\")\n",
501
- "\n",
502
- "risk_free_rate = get_risk_free_rate_india()"
503
- ]
504
- },
505
- {
506
- "cell_type": "code",
507
- "execution_count": 28,
508
- "id": "70190a08",
509
- "metadata": {},
510
- "outputs": [],
511
- "source": [
512
- "def sharpe_ratio(weights, returns, risk_free_rate):\n",
513
- " \"\"\"\n",
514
- " Calculate the Sharpe Ratio of a portfolio.\n",
515
- "\n",
516
- " Args:\n",
517
- " - weights: array-like, weights of assets in the portfolio\n",
518
- " - returns: pandas DataFrame, historical returns of assets\n",
519
- " - risk_free_rate: float, risk-free rate of return\n",
520
- "\n",
521
- " Returns:\n",
522
- " - float, Sharpe Ratio of the portfolio\n",
523
- " \"\"\"\n",
524
- " portfolio_return = np.sum(weights * returns.mean() * 252) # 252 trading days in a year\n",
525
- " portfolio_std_dev = np.sqrt(np.dot(weights.T, np.dot(returns.cov() * 252, weights)))\n",
526
- " sharpe_ratio = (portfolio_return - risk_free_rate) / portfolio_std_dev\n",
527
- " return -sharpe_ratio # Minimize negative Sharpe Ratio for maximization\n",
528
- "\n",
529
- "\n",
530
- "\n",
531
- "def optimize_portfolio(returns, risk_free_rate):\n",
532
- " \"\"\"\n",
533
- " Optimize portfolio to maximize the Sharpe Ratio.\n",
534
- "\n",
535
- " Args:\n",
536
- " - returns: pandas DataFrame, historical returns of assets\n",
537
- " - risk_free_rate: float, risk-free rate of return\n",
538
- "\n",
539
- " Returns:\n",
540
- " - array, optimal weights of assets in the portfolio\n",
541
- " \"\"\"\n",
542
- " num_assets = len(returns.columns)\n",
543
- " initial_weights = np.array([1 / num_assets] * num_assets)\n",
544
- " bounds = [(0, 1)] * num_assets # Bounds for asset weights (0 <= weight <= 1)\n",
545
- " constraints = ({'type': 'eq', 'fun': lambda weights: np.sum(weights) - 1}) # Sum of weights equals 1 constraint\n",
546
- "\n",
547
- " optimized_result = minimize(sharpe_ratio, initial_weights, args=(returns, risk_free_rate),\n",
548
- " method='SLSQP', bounds=bounds, constraints=constraints)\n",
549
- "\n",
550
- " return optimized_result.x"
551
- ]
552
- },
553
- {
554
- "cell_type": "code",
555
- "execution_count": 33,
556
- "id": "ebf6b6bf",
557
- "metadata": {},
558
- "outputs": [
559
- {
560
- "name": "stdout",
561
- "output_type": "stream",
562
- "text": [
563
- "TATAPOWER.NS : 0.0\n",
564
- "TATAMOTORS.NS : 0.236548217499089\n",
565
- "TATASTEEL.NS : 0.17568900379556238\n",
566
- "ZOMATO.NS : 0.07826482194498546\n",
567
- "NHPC.NS : 0.21116461887342103\n",
568
- "NCC.NS : 0.0\n",
569
- "IREDA.NS : 0.0\n",
570
- "IRCON.NS : 0.2983333378869751\n"
571
- ]
572
- }
573
- ],
574
- "source": [
575
- "optimal_weights = optimize_portfolio(equity_data, risk_free_rate)\n",
576
- "for i,j in zip(equity_list, optimal_weights):\n",
577
- " print(i, \" : \", j)"
578
- ]
579
- },
580
- {
581
- "cell_type": "code",
582
- "execution_count": null,
583
- "id": "2a5e7bdf",
584
- "metadata": {},
585
- "outputs": [],
586
- "source": []
587
- },
588
- {
589
- "cell_type": "markdown",
590
- "id": "3a6c6060",
591
- "metadata": {},
592
- "source": [
593
- "## <u>STEPS FOR IMPLEMENTING<u>\n",
594
- "\n",
595
- " 1) IMPORTING THE LIBRARIES\n",
596
- " 2) TWEETS EXTRACTION FROM STOCKNET\n",
597
- " 3) TWITTER DATA PRE-PROCESSING\n",
598
- " 4) ZERO-SHOT SENTIMENT CLASSIFICATION\n",
599
- " 5) FEATURE ENGINEERING OF TWEETS SENTIMENT VALUES\n",
600
- " 5.1) Number of Tweets for each individual days\n",
601
- " 5.2) Average of Emotion for each individual days\n",
602
- " 5.3) Median of Sentiment for each Single Day\n",
603
- " 5.4) Maximum Sentiment Value for each Single day\n",
604
- " 5.5) Minimum Sentiment Value for Each Single Day\n",
605
- " 5.6) Combining all the dataframes\n",
606
- " 6) STOCK DATA FROM STOCKNET\n",
607
- " 7) STOCK DATA AND FEATURE ENGINEERED SENTIMENT VALUES MERGING STEP\n",
608
- " 9) WITH SENTIMENT\n",
609
- " 9.1) DATASET PREPARATION FOR TRAINING\n",
610
- " 9.2) TRAINING\n",
611
- " 9.3) EVALUATING\n",
612
- " 9.4) GRAPHS AND METRICS"
613
- ]
614
- },
615
- {
616
- "cell_type": "code",
617
- "execution_count": null,
618
- "id": "e4137507",
619
- "metadata": {},
620
- "outputs": [],
621
- "source": []
622
- }
623
- ],
624
- "metadata": {
625
- "kernelspec": {
626
- "display_name": "Python 3 (ipykernel)",
627
- "language": "python",
628
- "name": "python3"
629
- },
630
- "language_info": {
631
- "codemirror_mode": {
632
- "name": "ipython",
633
- "version": 3
634
- },
635
- "file_extension": ".py",
636
- "mimetype": "text/x-python",
637
- "name": "python",
638
- "nbconvert_exporter": "python",
639
- "pygments_lexer": "ipython3",
640
- "version": "3.10.13"
641
- }
642
- },
643
- "nbformat": 4,
644
- "nbformat_minor": 5
645
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
CapiPort.py DELETED
@@ -1,80 +0,0 @@
1
- import yfinance as yf
2
-
3
- from scipy.optimize import minimize
4
-
5
- import pandas as pd
6
- import numpy as np
7
- import matplotlib.pyplot as plt
8
-
9
- def get_historical_returns(tickers, start_date, end_date):
10
- """
11
- Fetch historical returns data for the given tickers.
12
-
13
- Args:
14
- - tickers: list of strings, tickers of assets
15
- - start_date: string, start date in the format 'YYYY-MM-DD'
16
- - end_date: string, end date in the format 'YYYY-MM-DD'
17
-
18
- Returns:
19
- - pandas DataFrame, historical returns data
20
- """
21
- data = yf.download(tickers, start=start_date, end=end_date)['Adj Close']
22
- returns = data.pct_change().dropna()
23
- return returns
24
-
25
- def get_risk_free_rate_india():
26
- """
27
- Get the risk-free rate for the Indian market using the yield of the 10-year Indian Government Bond.
28
-
29
- Returns:
30
- - float, risk-free rate
31
- """
32
- # Ticker symbol for the 10-year Indian Government Bond yield
33
- bond_ticker = 'INR=X' # You can replace this with the actual ticker symbol for the bond
34
-
35
- # Fetch the bond data
36
- bond_data = yf.Ticker(bond_ticker)
37
-
38
- # Get the latest yield
39
- risk_free_rate_india = bond_data.history(period='1d')['Close'][-1] / 100
40
- return risk_free_rate_india
41
-
42
- def sharpe_ratio(weights, returns, risk_free_rate):
43
- """
44
- Calculate the Sharpe Ratio of a portfolio.
45
-
46
- Args:
47
- - weights: array-like, weights of assets in the portfolio
48
- - returns: pandas DataFrame, historical returns of assets
49
- - risk_free_rate: float, risk-free rate of return
50
-
51
- Returns:
52
- - float, Sharpe Ratio of the portfolio
53
- """
54
- portfolio_return = np.sum(weights * returns.mean() * 252) # 252 trading days in a year
55
- portfolio_std_dev = np.sqrt(np.dot(weights.T, np.dot(returns.cov() * 252, weights)))
56
- sharpe_ratio = (portfolio_return - risk_free_rate) / portfolio_std_dev
57
- return -sharpe_ratio # Minimize negative Sharpe Ratio for maximization
58
-
59
-
60
-
61
- def optimize_portfolio(returns, risk_free_rate):
62
- """
63
- Optimize portfolio to maximize the Sharpe Ratio.
64
-
65
- Args:
66
- - returns: pandas DataFrame, historical returns of assets
67
- - risk_free_rate: float, risk-free rate of return
68
-
69
- Returns:
70
- - array, optimal weights of assets in the portfolio
71
- """
72
- num_assets = len(returns.columns)
73
- initial_weights = np.array([1 / num_assets] * num_assets)
74
- bounds = [(0, 1)] * num_assets # Bounds for asset weights (0 <= weight <= 1)
75
- constraints = ({'type': 'eq', 'fun': lambda weights: np.sum(weights) - 1}) # Sum of weights equals 1 constraint
76
-
77
- optimized_result = minimize(sharpe_ratio, initial_weights, args=(returns, risk_free_rate),
78
- method='SLSQP', bounds=bounds, constraints=constraints)
79
-
80
- return optimized_result.x
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Data/Company List.csv ADDED
@@ -0,0 +1,2063 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ,Name,Ticker
2
+ 0,20 Microns Ltd.,20MICRONS
3
+ 1,360 One Wam Ltd.,360ONE
4
+ 2,3M India Ltd.,3MINDIA
5
+ 3,3P Land Holdings Ltd.,3PLAND
6
+ 4,3i Infotech Ltd.,3IINFOLTD
7
+ 5,5Paisa Capital Ltd.,5PAISA
8
+ 6,63 Moons Technologies Ltd.,63MOONS
9
+ 7,A2Z Infra Engineering Ltd.,A2ZINFRA
10
+ 8,AAA Technologies Ltd.,AAATECH
11
+ 9,ABB India Ltd.,ABB
12
+ 10,ABM International Ltd.,ABMINTLLTD
13
+ 11,ACC Ltd.,ACC
14
+ 12,ADF Foods Ltd.,ADFFOODS
15
+ 13,AGI Greenpac Ltd.,AGI
16
+ 14,AGS Transact Technologies Ltd.,AGSTRA
17
+ 15,AIA Engineering Ltd.,AIAENG
18
+ 16,AJR Infra and Tolling Ltd.,AJRINFRA
19
+ 17,AKG Exim Ltd.,AKG
20
+ 18,AMD Industries Ltd.,AMDIND
21
+ 19,AMJ Land Holdings Ltd.,AMJLAND
22
+ 20,APL Apollo Tubes Ltd.,APLAPOLLO
23
+ 21,ARSS Infrastructure Projects Ltd.,ARSSINFRA
24
+ 22,ART Nirman Ltd.,ARTNIRMAN
25
+ 23,ASK Automotive Ltd.,ASKAUTOLTD
26
+ 24,AVG Logistics Ltd.,AVG
27
+ 25,AVT Natural Products Ltd.,AVTNPL
28
+ 26,AXISCADES Technologies Ltd.,AXISCADES
29
+ 27,AYM Syntex Ltd.,AYMSYNTEX
30
+ 28,Aakash Exploration Services Ltd.,AAKASH
31
+ 29,Aarey Drugs & Pharmaceuticals Ltd.,AAREYDRUGS
32
+ 30,Aaron Industries Ltd.,AARON
33
+ 31,Aartech Solonics Ltd.,AARTECH
34
+ 32,Aarti Drugs Ltd.,AARTIDRUGS
35
+ 33,Aarti Industries Ltd.,AARTIIND
36
+ 34,Aarti Pharmalabs Ltd.,AARTIPHARM
37
+ 35,Aarti Surfactants Ltd.,AARTISURF
38
+ 36,Aarvee Denims and Exports Ltd.,AARVEEDEN
39
+ 37,Aarvi Encon Ltd.,AARVI
40
+ 38,Aavas Financiers Ltd.,AAVAS
41
+ 39,Aban Offshore Ltd.,ABAN
42
+ 40,Abans Holdings Ltd.,AHL
43
+ 41,Abbott India Ltd.,ABBOTINDIA
44
+ 42,Accelya Solutions India Ltd.,ACCELYA
45
+ 43,Accuracy Shipping Ltd.,ACCURACY
46
+ 44,Ace Integrated Solutions Ltd.,ACEINTEG
47
+ 45,Action Construction Equipment Ltd.,ACE
48
+ 46,Adani Energy Solutions Ltd.,ADANIENSOL
49
+ 47,Adani Enterprises Ltd.,ADANIENT
50
+ 48,Adani Green Energy Ltd.,ADANIGREEN
51
+ 49,Adani Ports & Special Economic Zone Ltd.,ADANIPORTS
52
+ 50,Adani Power Ltd.,ADANIPOWER
53
+ 51,Adani Total Gas Ltd.,ATGL
54
+ 52,Adani Wilmar Ltd.,AWL
55
+ 53,Aditya Birla Capital Ltd.,ABCAPITAL
56
+ 54,Aditya Birla Fashion and Retail Ltd.,ABFRL
57
+ 55,Aditya Birla Money Ltd.,BIRLAMONEY
58
+ 56,Aditya Birla Sun Life AMC Ltd.,ABSLAMC
59
+ 57,Ador Welding Ltd.,ADORWELD
60
+ 58,Adroit Infotech Ltd.,ADROITINFO
61
+ 59,Advanced Enzyme Technologies Ltd.,ADVENZYMES
62
+ 60,Advani Hotels & Resorts (India) Ltd.,ADVANIHOTR
63
+ 61,Aegis Logistics Ltd.,AEGISCHEM
64
+ 62,Aeroflex Industries Ltd.,AEROFLEX
65
+ 63,Aether Industries Ltd.,AETHER
66
+ 64,Affle (India) Ltd.,AFFLE
67
+ 65,Agarwal Industrial Corporation Ltd.,AGARIND
68
+ 66,Agri-Tech (India) Ltd.,AGRITECH
69
+ 67,Agro Phos India Ltd.,AGROPHOS
70
+ 68,Agro Tech Foods Ltd.,ATFL
71
+ 69,Ahlada Engineers Ltd.,AHLADA
72
+ 70,Ahluwalia Contracts (India) Ltd.,AHLUCONT
73
+ 71,Airan Ltd.,AIRAN
74
+ 72,Airo Lam Ltd.,AIROLAM
75
+ 73,Ajanta Pharma Ltd.,AJANTPHARM
76
+ 74,Ajmera Realty & Infra India Ltd.,AJMERA
77
+ 75,Ajooni Biotech Ltd.,AJOONI
78
+ 76,Akash Infra-Projects Ltd.,AKASH
79
+ 77,Aki India Ltd.,AKI
80
+ 78,Aksh Optifibre Ltd.,AKSHOPTFBR
81
+ 79,Akshar Spintex Ltd.,AKSHAR
82
+ 80,AksharChem (India) Ltd.,AKSHARCHEM
83
+ 81,Akzo Nobel India Ltd.,AKZOINDIA
84
+ 82,Alankit Ltd.,ALANKIT
85
+ 83,Albert David Ltd.,ALBERTDAVD
86
+ 84,Alembic Ltd.,ALEMBICLTD
87
+ 85,Alembic Pharmaceuticals Ltd.,APLLTD
88
+ 86,Alicon Castalloy Ltd.,ALICON
89
+ 87,Alkali Metals Ltd.,ALKALI
90
+ 88,Alkem Laboratories Ltd.,ALKEM
91
+ 89,Alkyl Amines Chemicals Ltd.,ALKYLAMINE
92
+ 90,Allcargo Gati Ltd.,ACLGATI
93
+ 91,Allcargo Logistics Ltd.,ALLCARGO
94
+ 92,Allcargo Terminals Ltd.,ATL
95
+ 93,Allied Digital Services Ltd.,ADSL
96
+ 94,Allsec Technologies Ltd.,ALLSEC
97
+ 95,Almondz Global Securities Ltd.,ALMONDZ
98
+ 96,Alok Industries Ltd.,ALOKINDS
99
+ 97,Alpa Laboratories Ltd.,ALPA
100
+ 98,Alphageo (India) Ltd.,ALPHAGEO
101
+ 99,Alps Industries Ltd.,ALPSINDUS
102
+ 100,Amara Raja Energy & Mobility Ltd.,ARE&M
103
+ 101,Amber Enterprises India Ltd.,AMBER
104
+ 102,Ambica Agarbathies & Aroma Industries Ltd.,AMBICAAGAR
105
+ 103,Ambika Cotton Mills Ltd.,AMBIKCO
106
+ 104,Ambuja Cements Ltd.,AMBUJACEM
107
+ 105,Ami Organics Ltd.,AMIORG
108
+ 106,Amines & Plasticizers Ltd.,AMNPLST
109
+ 107,Amrutanjan Health Care Ltd.,AMRUTANJAN
110
+ 108,Anand Rathi Wealth Ltd.,ANANDRATHI
111
+ 109,Anant Raj Ltd.,ANANTRAJ
112
+ 110,Andhra Cements Ltd.,ACL
113
+ 111,Andhra Paper Ltd.,ANDHRAPAP
114
+ 112,Andhra Sugars Ltd.,ANDHRSUGAR
115
+ 113,Andrew Yule & Company Ltd.,ANDREWYU
116
+ 114,Angel One Ltd.,ANGELONE
117
+ 115,Anik Industries Ltd.,ANIKINDS
118
+ 116,Anjani Portland Cement Ltd.,APCL
119
+ 117,Ankit Metal & Power Ltd.,ANKITMETAL
120
+ 118,Anmol India Ltd.,ANMOL
121
+ 119,Ansal Housing Ltd.,ANSALHSG
122
+ 120,Ansal Properties & Infrastructure Ltd.,ANSALAPI
123
+ 121,Antarctica Ltd.,ANTGRAPHIC
124
+ 122,Antony Waste Handling Cell Ltd.,AWHCL
125
+ 123,Anupam Rasayan India Ltd.,ANURAS
126
+ 124,Apar Industries Ltd.,APARINDS
127
+ 125,Apcotex Industries Ltd.,APCOTEXIND
128
+ 126,Apeejay Surrendra Park Hotels Ltd.,PARKHOTELS
129
+ 127,Apex Frozen Foods Ltd.,APEX
130
+ 128,Apollo Hospitals Enterprise Ltd.,APOLLOHOSP
131
+ 129,Apollo Micro Systems Ltd.,APOLLO
132
+ 130,Apollo Pipes Ltd.,APOLLOPIPE
133
+ 131,Apollo Sindoori Hotels Ltd.,APOLSINHOT
134
+ 132,Apollo Tyres Ltd.,APOLLOTYRE
135
+ 133,Aptech Ltd.,APTECHT
136
+ 134,Aptus Value Housing Finance India Ltd.,APTUS
137
+ 135,Archean Chemical Industries Ltd.,ACI
138
+ 136,Archidply Decor Ltd.,ADL
139
+ 137,Archidply Industries Ltd.,ARCHIDPLY
140
+ 138,Archies Ltd.,ARCHIES
141
+ 139,Aries Agro Ltd.,ARIES
142
+ 140,Arihant Capital Markets Ltd.,ARIHANTCAP
143
+ 141,Arihant Foundations & Housing Ltd.,ARIHANT
144
+ 142,Arihant Superstructures Ltd.,ARIHANTSUP
145
+ 143,Arman Financial Services Ltd.,ARMANFIN
146
+ 144,Aro Granite Industries Ltd.,AROGRANITE
147
+ 145,Arrow Greentech Ltd.,ARROWGREEN
148
+ 146,Arshiya Ltd.,ARSHIYA
149
+ 147,Artemis Medicare Services Ltd.,ARTEMISMED
150
+ 148,Arvee Laboratories (India) Ltd.,ARVEE
151
+ 149,Arvind Fashions Ltd.,ARVINDFASN
152
+ 150,Arvind Ltd.,ARVINDMILL
153
+ 151,Arvind SmartSpaces Ltd.,ARVSMART
154
+ 152,Asahi India Glass Ltd.,ASAHIINDIA
155
+ 153,Asahi Songwon Colors Ltd.,ASAHISONG
156
+ 154,Ashapura Minechem Ltd.,ASHAPURMIN
157
+ 155,Ashiana Housing Ltd.,ASHIANA
158
+ 156,Ashima Ltd.,ASHIMASYN
159
+ 157,Ashok Leyland Ltd.,ASHOKLEY
160
+ 158,Ashoka Buildcon Ltd.,ASHOKA
161
+ 159,Ashoka Metcast Ltd.,ASHOKAMET
162
+ 160,Asian Energy Services Ltd.,ASIANENE
163
+ 161,Asian Granito India Ltd.,ASIANTILES
164
+ 162,Asian Hotels (East) Ltd.,AHLEAST
165
+ 163,Asian Hotels (North) Ltd.,ASIANHOTNR
166
+ 164,Asian Hotels (West) Ltd.,AHLWEST
167
+ 165,Asian Paints Ltd.,ASIANPAINT
168
+ 166,Aspinwall and Company Ltd.,ASPINWALL
169
+ 167,Associated Alcohols & Breweries Ltd.,ASALCBR
170
+ 168,Astec Lifesciences Ltd.,ASTEC
171
+ 169,Aster DM Healthcare Ltd.,ASTERDM
172
+ 170,Astra Microwave Products Ltd.,ASTRAMICRO
173
+ 171,AstraZeneca Pharma India Ltd.,ASTRAZEN
174
+ 172,Astral Ltd.,ASTRAL
175
+ 173,Astron Paper & Board Mill Ltd.,ASTRON
176
+ 174,Atal Realtech Ltd.,ATALREAL
177
+ 175,Atam Valves Ltd.,ATAM
178
+ 176,Atlanta Ltd.,ATLANTAA
179
+ 177,Atul Auto Ltd.,ATULAUTO
180
+ 178,Atul Ltd.,ATUL
181
+ 179,Au Small Finance Bank Ltd.,AUBANK
182
+ 180,Aurionpro Solutions Ltd.,AURIONPRO
183
+ 181,Aurobindo Pharma Ltd.,AUROPHARMA
184
+ 182,Aurum Proptech Ltd.,AURUM
185
+ 183,Ausom Enterprise Ltd.,AUSOMENT
186
+ 184,Autoline Industries Ltd.,AUTOIND
187
+ 185,Autolite (India) Ltd.,AUTOLITIND
188
+ 186,Automotive Axles Ltd.,AUTOAXLES
189
+ 187,Automotive Stampings and Assemblies Ltd.,ASAL
190
+ 188,Avadh Sugar & Energy Ltd.,AVADHSUGAR
191
+ 189,Avalon Technologies Ltd.,AVALON
192
+ 190,Avanti Feeds Ltd.,AVANTIFEED
193
+ 191,Avenue Supermarts Ltd.,DMART
194
+ 192,Avonmore Capital & Management Services Ltd.,AVONMORE
195
+ 193,Avro India Ltd.,AVROIND
196
+ 194,Axis Bank Ltd.,AXISBANK
197
+ 195,Axita Cotton Ltd.,AXITA
198
+ 196,Azad Engineering Ltd.,AZAD
199
+ 197,B C Power Controls Ltd.,BCP
200
+ 198,B L Kashyap & Sons Ltd.,BLKASHYAP
201
+ 199,B&B Triplewall Containers Ltd.,BBTCL
202
+ 200,BAG Films & Media Ltd.,BAGFILMS
203
+ 201,BASF India Ltd.,BASF
204
+ 202,BCL Industries Ltd.,BCLIND
205
+ 203,BEML Land Assets Ltd.,BLAL
206
+ 204,BEML Ltd.,BEML
207
+ 205,BF Investment Ltd.,BFINVEST
208
+ 206,BF Utilities Ltd.,BFUTILITIE
209
+ 207,BGR Energy Systems Ltd.,BGRENERGY
210
+ 208,BKM Industries Ltd.,BKMINDST
211
+ 209,BLB Ltd.,BLBLIMITED
212
+ 210,BLS E-Services Ltd.,BLSE
213
+ 211,BLS International Services Ltd.,BLS
214
+ 212,BPL Ltd.,BPL
215
+ 213,BSE Ltd.,BSE
216
+ 214,BSL Ltd.,BSL
217
+ 215,Bafna Pharmaceuticals Ltd.,BAFNAPH
218
+ 216,Baid Finserv Ltd.,BAIDFIN
219
+ 217,Bajaj Auto Ltd.,BAJAJ-AUTO
220
+ 218,Bajaj Consumer Care Ltd.,BAJAJCON
221
+ 219,Bajaj Electricals Ltd.,BAJAJELEC
222
+ 220,Bajaj Finance Ltd.,BAJFINANCE
223
+ 221,Bajaj Finserv Ltd.,BAJAJFINSV
224
+ 222,Bajaj Healthcare Ltd.,BAJAJHCARE
225
+ 223,Bajaj Hindusthan Sugar Ltd.,BAJAJHIND
226
+ 224,Bajaj Holdings & Investment Ltd.,BAJAJHLDNG
227
+ 225,Bajel Projects Ltd.,BAJEL
228
+ 226,Bal Pharma Ltd.,BALPHARMA
229
+ 227,Balaji Amines Ltd.,BALAMINES
230
+ 228,Balaji Telefilms Ltd.,BALAJITELE
231
+ 229,Balaxi Pharmaceuticals Ltd.,BALAXI
232
+ 230,Balkrishna Industries Ltd.,BALKRISIND
233
+ 231,Balkrishna Paper Mills Ltd.,BALKRISHNA
234
+ 232,Ballarpur Industries Ltd.,BALLARPUR
235
+ 233,Balmer Lawrie & Company Ltd.,BALMLAWRIE
236
+ 234,Balrampur Chini Mills Ltd.,BALRAMCHIN
237
+ 235,Banaras Beads Ltd.,BANARBEADS
238
+ 236,Banco Products (India) Ltd.,BANCOINDIA
239
+ 237,Bandhan Bank Ltd.,BANDHANBNK
240
+ 238,Bang Overseas Ltd.,BANG
241
+ 239,Bank of Baroda,BANKBARODA
242
+ 240,Bank of India,BANKINDIA
243
+ 241,Bank of Maharashtra,MAHABANK
244
+ 242,Banka Bioloo Ltd.,BANKA
245
+ 243,Bannari Amman Spinning Mills Ltd.,BASML
246
+ 244,Bannari Amman Sugars Ltd.,BANARISUG
247
+ 245,Banswara Syntex Ltd.,BANSWRAS
248
+ 246,Barak Valley Cements Ltd.,BVCL
249
+ 247,Barbeque-Nation Hospitality Ltd.,BARBEQUE
250
+ 248,Bartronics India Ltd.,ASMS
251
+ 249,Bata India Ltd.,BATAINDIA
252
+ 250,Bayer Cropscience Ltd.,BAYERCROP
253
+ 251,Beardsell Ltd.,BEARDSELL
254
+ 252,Bedmutha Industries Ltd.,BEDMUTHA
255
+ 253,Berger Paints (India) Ltd.,BERGEPAINT
256
+ 254,Best Agrolife Ltd.,BESTAGRO
257
+ 255,Bhageria Industries Ltd.,BHAGERIA
258
+ 256,Bhagiradha Chemicals & Industries Ltd.,BHAGCHEM
259
+ 257,Bhagyanagar India Ltd.,BHAGYANGR
260
+ 258,Bhagyanagar Properties Ltd.,BHAGYAPROP
261
+ 259,Bhandari Hosiery Exports Ltd.,BHANDARI
262
+ 260,Bhansali Engineering Polymers Ltd.,BEPL
263
+ 261,Bharat Bijlee Ltd.,BBL
264
+ 262,Bharat Dynamics Ltd.,BDL
265
+ 263,Bharat Electronics Ltd.,BEL
266
+ 264,Bharat Forge Ltd.,BHARATFORG
267
+ 265,Bharat Gears Ltd.,BHARATGEAR
268
+ 266,Bharat Heavy Electricals Ltd.,BHEL
269
+ 267,Bharat Petroleum Corporation Ltd.,BPCL
270
+ 268,Bharat Rasayan Ltd.,BHARATRAS
271
+ 269,Bharat Road Network Ltd.,BRNL
272
+ 270,Bharat Wire Ropes Ltd.,BHARATWIRE
273
+ 271,Bharatiya Global Infomedia Ltd.,BGLOBAL
274
+ 272,Bharti Airtel Ltd.,BHARTIARTL
275
+ 273,Bhartiya International Ltd.,BIL
276
+ 274,Bigbloc Construction Ltd.,BIGBLOC
277
+ 275,Bikaji Foods International Ltd.,BIKAJI
278
+ 276,Binani Industries Ltd.,BINANIIND
279
+ 277,Biocon Ltd.,BIOCON
280
+ 278,Biofil Chemicals & Pharmaceuticals Ltd.,BIOFILCHEM
281
+ 279,Birla Cable Ltd.,BIRLACABLE
282
+ 280,Birla Corporation Ltd.,BIRLACORPN
283
+ 281,Birla Tyres Ltd.,BIRLATYRE
284
+ 282,Birlasoft Ltd.,BSOFT
285
+ 283,Black Box Ltd.,BBOX
286
+ 284,Bliss GVS Pharma Ltd.,BLISSGVS
287
+ 285,Blue Chip India Ltd.,BLUECHIP
288
+ 286,Blue Coast Hotels Ltd.,BLUECOAST
289
+ 287,Blue Dart Express Ltd.,BLUEDART
290
+ 288,Blue Jet Healthcare Ltd,BLUEJET
291
+ 289,Blue Star Ltd.,BLUESTARCO
292
+ 290,Bodal Chemicals Ltd.,BODALCHEM
293
+ 291,Bodhi Tree Multimedia Ltd.,BTML
294
+ 292,Bohra Industries Ltd.,BOHRAIND
295
+ 293,Bombay Burmah Trading Corporation Ltd.,BBTC
296
+ 294,Bombay Dyeing & Manufacturing Company Ltd.,BOMDYEING
297
+ 295,Bombay Rayon Fashions Ltd.,BRFL
298
+ 296,Bombay Super Hybrid Seeds Ltd.,BSHSL
299
+ 297,Borosil Ltd.,BOROLTD
300
+ 298,Borosil Renewables Ltd.,BORORENEW
301
+ 299,Bosch Ltd.,BOSCHLTD
302
+ 300,Brand Concepts Ltd.,BCONCEPTS
303
+ 301,Brigade Enterprises Ltd.,BRIGADE
304
+ 302,Brightcom Group Ltd.,BCG
305
+ 303,Britannia Industries Ltd.,BRITANNIA
306
+ 304,Brooks Laboratories Ltd.,BROOKS
307
+ 305,Burnpur Cement Ltd.,BURNPUR
308
+ 306,Butterfly Gandhimathi Appliances Ltd.,BUTTERFLY
309
+ 307,C & C Constructions Ltd.,CANDC
310
+ 308,C.E. Info Systems Ltd.,MAPMYINDIA
311
+ 309,CARE Ratings Ltd.,CARERATING
312
+ 310,CCL Products India Ltd.,CCL
313
+ 311,CESC Ltd.,CESC
314
+ 312,CG Power and Industrial Solutions Ltd.,CGPOWER
315
+ 313,CIE Automotive India Ltd.,CIEINDIA
316
+ 314,CL Educate Ltd.,CLEDUCATE
317
+ 315,CLC Industries Ltd.,SPENTEX
318
+ 316,CMI Ltd.,CMICABLES
319
+ 317,CMS Info Systems Ltd.,CMSINFO
320
+ 318,CSB Bank Ltd.,CSBBANK
321
+ 319,CSL Finance Ltd.,CSLFINANCE
322
+ 320,California Software Company Ltd.,CALSOFT
323
+ 321,Cambridge Technology Enterprises Ltd.,CTE
324
+ 322,Camlin Fine Sciences Ltd.,CAMLINFINE
325
+ 323,Campus Activewear Ltd.,CAMPUS
326
+ 324,Can Fin Homes Ltd.,CANFINHOME
327
+ 325,Canara Bank,CANBK
328
+ 326,Cantabil Retail India Ltd.,CANTABIL
329
+ 327,Capacit'e Infraprojects Ltd.,CAPACITE
330
+ 328,Capital Small Finance Bank Ltd.,CAPITALSFB
331
+ 329,Capital Trust Ltd.,CAPTRUST
332
+ 330,Caplin Point Laboratories Ltd.,CAPLIPOINT
333
+ 331,Capri Global Capital Ltd.,CGCL
334
+ 332,CarTrade Tech Ltd.,CARTRADE
335
+ 333,Carborundum Universal Ltd.,CARBORUNIV
336
+ 334,Career Point Ltd.,CAREERP
337
+ 335,Carysil Ltd.,CARYSIL
338
+ 336,Castrol India Ltd.,CASTROLIND
339
+ 337,Ceat Ltd.,CEATLTD
340
+ 338,Celebrity Fashions Ltd.,CELEBRITY
341
+ 339,Cello World Ltd.,CELLO
342
+ 340,Central Bank of India,CENTRALBK
343
+ 341,Central Depository Services (India) Ltd.,CDSL
344
+ 342,Centrum Capital Ltd.,CENTRUM
345
+ 343,Centum Electronics Ltd.,CENTUM
346
+ 344,Century Enka Ltd.,CENTENKA
347
+ 345,Century Extrusions Ltd.,CENTEXT
348
+ 346,Century Plyboards (India) Ltd.,CENTURYPLY
349
+ 347,Century Textiles & Industries Ltd.,CENTURYTEX
350
+ 348,Cera Sanitaryware Ltd.,CERA
351
+ 349,Cerebra Integrated Technologies Ltd.,CEREBRAINT
352
+ 350,Chalet Hotels Ltd.,CHALET
353
+ 351,Chaman Lal Setia Exports Ltd.,CLSEL
354
+ 352,Chambal Fertilisers & Chemicals Ltd.,CHAMBLFERT
355
+ 353,Chembond Chemicals Ltd.,CHEMBOND
356
+ 354,Chemcon Speciality Chemicals Ltd.,CHEMCON
357
+ 355,Chemfab Alkalis Ltd.,CHEMFAB
358
+ 356,Chemplast Sanmar Ltd.,CHEMPLASTS
359
+ 357,Chennai Petroleum Corporation Ltd.,CHENNPETRO
360
+ 358,Cheviot Company Ltd.,CHEVIOT
361
+ 359,Choice International Ltd.,CHOICEIN
362
+ 360,Cholamandalam Financial Holdings Ltd.,CHOLAHLDNG
363
+ 361,Cholamandalam Investment & Finance Company Ltd.,CHOLAFIN
364
+ 362,Cigniti Technologies Ltd.,CIGNITITEC
365
+ 363,Cineline India Ltd.,CINELINE
366
+ 364,Cinevista Ltd.,CINEVISTA
367
+ 365,Cipla Ltd.,CIPLA
368
+ 366,City Union Bank Ltd.,CUB
369
+ 367,Clean Science & Technology Ltd.,CLEAN
370
+ 368,Coal India Ltd.,COALINDIA
371
+ 369,Coastal Corporation Ltd.,COASTCORP
372
+ 370,Cochin Shipyard Ltd.,COCHINSHIP
373
+ 371,Coffee Day Enterprises Ltd.,COFFEEDAY
374
+ 372,Coforge Ltd.,COFORGE
375
+ 373,Colgate-Palmolive (India) Ltd.,COLPAL
376
+ 374,Commercial Syn Bags Ltd.,COMSYN
377
+ 375,Compuage Infocom Ltd.,COMPINFO
378
+ 376,Compucom Software Ltd.,COMPUSOFT
379
+ 377,Computer Age Management Services Ltd.,CAMS
380
+ 378,Concord Biotech Ltd.,CONCORDBIO
381
+ 379,Confidence Petroleum India Ltd.,CONFIPET
382
+ 380,Consolidated Construction Consortium Ltd.,CCCL
383
+ 381,Consolidated Finvest & Holdings Ltd.,CONSOFINVT
384
+ 382,Container Corporation of India Ltd.,CONCOR
385
+ 383,Control Print Ltd.,CONTROLPR
386
+ 384,Coral India Finance and Housing Ltd.,CORALFINAC
387
+ 385,Cords Cable Industries Ltd.,CORDSCABLE
388
+ 386,Coromandel International Ltd.,COROMANDEL
389
+ 387,Cosmo First Ltd.,COSMOFIRST
390
+ 388,Country Club Hospitality & Holidays Ltd.,CCHHL
391
+ 389,Country Condo's Ltd.,COUNCODOS
392
+ 390,Cox & Kings Ltd.,COX&KINGS
393
+ 391,Craftsman Automation Ltd.,CRAFTSMAN
394
+ 392,Creative Eye Ltd.,CREATIVEYE
395
+ 393,Creative Newtech Ltd.,CREATIVE
396
+ 394,CreditAccess Grameen Ltd.,CREDITACC
397
+ 395,Credo Brands Marketing Ltd.,MUFTI
398
+ 396,Crest Ventures Ltd.,CREST
399
+ 397,Crisil Ltd.,CRISIL
400
+ 398,Crompton Greaves Consumer Electricals Ltd.,CROMPTON
401
+ 399,Crown Lifters Ltd.,CROWN
402
+ 400,Cubex Tubings Ltd.,CUBEXTUB
403
+ 401,Cummins India Ltd.,CUMMINSIND
404
+ 402,Cupid Ltd.,CUPID
405
+ 403,Cyber Media (India) Ltd.,CYBERMEDIA
406
+ 404,Cybertech Systems & Software Ltd.,CYBERTECH
407
+ 405,Cyient DLM Ltd.,CYIENTDLM
408
+ 406,Cyient Ltd.,CYIENT
409
+ 407,D B Realty Ltd.,DBREALTY
410
+ 408,D P Abhushan Ltd.,DPABHUSHAN
411
+ 409,D P Wires Ltd.,DPWIRES
412
+ 410,D-Link (India) Ltd.,DLINKINDIA
413
+ 411,DB (International) Stock Brokers Ltd.,DBSTOCKBRO
414
+ 412,DB Corp Ltd.,DBCORP
415
+ 413,DC Infotech and Communication Ltd.,DCI
416
+ 414,DCB Bank Ltd.,DCBBANK
417
+ 415,DCM Financial Services Ltd.,DCMFINSERV
418
+ 416,DCM Ltd.,DCM
419
+ 417,DCM Nouvelle Ltd.,DCMNVL
420
+ 418,DCM Shriram Industries Ltd.,DCMSRIND
421
+ 419,DCM Shriram Ltd.,DCMSHRIRAM
422
+ 420,DCW Ltd.,DCW
423
+ 421,DCX Systems Ltd.,DCXINDIA
424
+ 422,DFM Foods Ltd.,DFMFOODS
425
+ 423,DIC India Ltd.,DICIND
426
+ 424,DJ Mediaprint & Logistics Ltd.,DJML
427
+ 425,DLF Ltd.,DLF
428
+ 426,DMCC Speciality Chemicals Ltd.,DMCC
429
+ 427,DOMS Industries Ltd.,DOMS
430
+ 428,DRC Systems India Ltd.,DRCSYSTEMS
431
+ 429,DSJ Keep Learning Ltd.,KEEPLEARN
432
+ 430,Dabur India Ltd.,DABUR
433
+ 431,Dalmia Bharat Ltd.,DALBHARAT
434
+ 432,Dalmia Bharat Sugar and Industries Ltd.,DALMIASUG
435
+ 433,Damodar Industries Ltd.,DAMODARIND
436
+ 434,Dangee Dums Ltd.,DANGEE
437
+ 435,Data Patterns (India) Ltd.,DATAPATTNS
438
+ 436,Datamatics Global Services Ltd.,DATAMATICS
439
+ 437,Davangere Sugar Company Ltd.,DAVANGERE
440
+ 438,De Nora India Ltd.,DENORA
441
+ 439,Debock Industries Ltd.,DIL
442
+ 440,Deccan Cements Ltd.,DECCANCE
443
+ 441,Deep Energy Resources Ltd.,DEEPENR
444
+ 442,Deep Industries Ltd.,DEEPINDS
445
+ 443,Deepak Fertilisers & Petrochemicals Corporation Ltd.,DEEPAKFERT
446
+ 444,Deepak Nitrite Ltd.,DEEPAKNTR
447
+ 445,Delhivery Ltd.,DELHIVERY
448
+ 446,Delphi World Money Ltd.,DELPHIFX
449
+ 447,Delta Corp Ltd.,DELTACORP
450
+ 448,Delta Manufacturing Ltd.,DELTAMAGNT
451
+ 449,Den Networks Ltd.,DEN
452
+ 450,Dev Information Technology Ltd.,DEVIT
453
+ 451,Devyani International Ltd.,DEVYANI
454
+ 452,Dhampur Bio Organics Ltd.,DBOL
455
+ 453,Dhampur Sugar Mills Ltd.,DHAMPURSUG
456
+ 454,Dhani Services Ltd.,DHANI
457
+ 455,Dhanlaxmi Bank Ltd.,DHANBANK
458
+ 456,Dhanuka Agritech Ltd.,DHANUKA
459
+ 457,Dharani Sugars & Chemicals Ltd.,DHARSUGAR
460
+ 458,Dharmaj Crop Guard Ltd.,DHARMAJ
461
+ 459,Dhruv Consultancy Services Ltd.,DHRUV
462
+ 460,Dhunseri Investments Ltd.,DHUNINV
463
+ 461,Dhunseri Tea & Industries Ltd.,DTIL
464
+ 462,Dhunseri Ventures Ltd.,DVL
465
+ 463,DiGiSPICE Technologies Ltd.,DIGISPICE
466
+ 464,Diamines & Chemicals Ltd.,DIAMINESQ
467
+ 465,Diamond Power Infrastructure Ltd.,DIACABS
468
+ 466,Digicontent Ltd.,DGCONTENT
469
+ 467,Digidrive Distributors Ltd.,DIGIDRIVE
470
+ 468,Digjam Ltd.,DIGJAMLMTD
471
+ 469,Diligent Media Corporation Ltd.,DNAMEDIA
472
+ 470,Dilip Buildcon Ltd.,DBL
473
+ 471,Dish TV India Ltd.,DISHTV
474
+ 472,Dishman Carbogen Amcis Ltd.,DCAL
475
+ 473,Divgi Torqtransfer Systems Ltd.,DIVGIITTS
476
+ 474,Divi's Laboratories Ltd.,DIVISLAB
477
+ 475,Dixon Technologies (India) Ltd.,DIXON
478
+ 476,Dodla Dairy Ltd.,DODLA
479
+ 477,Dolat Algotech Ltd.,DOLATALGO
480
+ 478,Dollar Industries Ltd.,DOLLAR
481
+ 479,Dolphin Offshore Enterprises (India) Ltd.,DOLPHIN
482
+ 480,Donear Industries Ltd.,DONEAR
483
+ 481,Dr. Lal Pathlabs Ltd.,LALPATHLAB
484
+ 482,Dr. Reddy's Laboratories Ltd.,DRREDDY
485
+ 483,Dreamfolks Services Ltd.,DREAMFOLKS
486
+ 484,Dredging Corporation Of India Ltd.,DREDGECORP
487
+ 485,Ducon Infratechnologies Ltd.,DUCON
488
+ 486,Dwarikesh Sugar Industries Ltd.,DWARKESH
489
+ 487,Dynacons Systems & Solutions Ltd.,DSSL
490
+ 488,Dynamatic Technologies Ltd.,DYNAMATECH
491
+ 489,Dynamic Cables Ltd.,DYCL
492
+ 490,Dynemic Products Ltd.,DYNPRO
493
+ 491,E2E Networks Ltd.,E2E
494
+ 492,EID Parry (India) Ltd.,EIDPARRY
495
+ 493,EIH Associated Hotels Ltd.,EIHAHOTELS
496
+ 494,EIH Ltd.,EIHOTEL
497
+ 495,EMS Ltd.,EMSLIMITED
498
+ 496,EPACK Durables Ltd.,EPACK
499
+ 497,EPL Ltd.,EPL
500
+ 498,ESAF Small Finance Bank Ltd.,ESAFSFB
501
+ 499,Eastern Silk Industries Ltd.,EASTSILK
502
+ 500,Easun Reyrolle Ltd.,EASUNREYRL
503
+ 501,Easy Trip Planners Ltd.,EASEMYTRIP
504
+ 502,Edelweiss Financial Services Ltd.,EDELWEISS
505
+ 503,Educomp Solutions Ltd.,EDUCOMP
506
+ 504,Eicher Motors Ltd.,EICHERMOT
507
+ 505,Eimco Elecon (India) Ltd.,EIMCOELECO
508
+ 506,Eldeco Housing & Industries Ltd.,ELDEHSG
509
+ 507,Elecon Engineering Company Ltd.,ELECON
510
+ 508,Electronics Mart India Ltd.,EMIL
511
+ 509,Electrosteel Castings Ltd.,ELECTCAST
512
+ 510,Electrotherm (India) Ltd.,ELECTHERM
513
+ 511,Elgi Equipments Ltd.,ELGIEQUIP
514
+ 512,Elgi Rubber Company Ltd.,ELGIRUBCO
515
+ 513,Elin Electronics Ltd.,ELIN
516
+ 514,Emami Ltd.,EMAMILTD
517
+ 515,Emami Paper Mills Ltd.,EMAMIPAP
518
+ 516,Emami Realty Ltd.,EMAMIREAL
519
+ 517,Emco Ltd.,EMCO
520
+ 518,Emkay Global Financial Services Ltd.,EMKAY
521
+ 519,Emmbi Industries Ltd.,EMMBI
522
+ 520,Endurance Technologies Ltd.,ENDURANCE
523
+ 521,Energy Development Company Ltd.,ENERGYDEV
524
+ 522,Engineers India Ltd.,ENGINERSIN
525
+ 523,Entero Healthcare Solutions Ltd.,ENTERO
526
+ 524,Entertainment Network (India) Ltd.,ENIL
527
+ 525,Epigral Ltd.,EPIGRAL
528
+ 526,Equippp Social Impact Technologies Ltd.,EQUIPPP
529
+ 527,Equitas Holdings Ltd.,EQUITAS
530
+ 528,Equitas Small Finance Bank Ltd.,EQUITASBNK
531
+ 529,Eris Lifesciences Ltd.,ERIS
532
+ 530,Eros International Media Ltd.,EROSMEDIA
533
+ 531,Esab India Ltd.,ESABINDIA
534
+ 532,Escorts Kubota Ltd.,ESCORTS
535
+ 533,Essar Shipping Ltd.,ESSARSHPNG
536
+ 534,Ester Industries Ltd.,ESTER
537
+ 535,Ethos Ltd.,ETHOSLTD
538
+ 536,Euro India Fresh Foods Ltd.,EIFFL
539
+ 537,Eurotex Industries & Exports Ltd.,EUROTEXIND
540
+ 538,Eveready Industries India Ltd.,EVEREADY
541
+ 539,Everest Industries Ltd.,EVERESTIND
542
+ 540,Everest Kanto Cylinder Ltd.,EKC
543
+ 541,Excel Industries Ltd.,EXCELINDUS
544
+ 542,Excel Realty N Infra Ltd.,EXCEL
545
+ 543,Exicom Tele-Systems Ltd.,EXICOM
546
+ 544,Exide Industries Ltd.,EXIDEIND
547
+ 545,Expleo Solutions Ltd.,EXPLEOSOL
548
+ 546,Exxaro Tiles Ltd.,EXXARO
549
+ 547,FCS Software Solutions Ltd.,FCSSOFT
550
+ 548,FDC Ltd.,FDC
551
+ 549,FIEM Industries Ltd.,FIEMIND
552
+ 550,FSN E-Commerce Ventures Ltd.,NYKAA
553
+ 551,Fairchem Organics Ltd.,FAIRCHEMOR
554
+ 552,Faze Three Ltd.,FAZE3Q
555
+ 553,Fedbank Financial Services Ltd.,FEDFINA
556
+ 554,Federal Bank Ltd.,FEDERALBNK
557
+ 555,Federal-Mogul Goetze (India) Ltd.,FMGOETZE
558
+ 556,Fiberweb (India) Ltd.,FIBERWEB
559
+ 557,Filatex India Ltd.,FILATEX
560
+ 558,Fine Organic Industries Ltd.,FINEORG
561
+ 559,Fineotex Chemical Ltd.,FCL
562
+ 560,Fino Payments Bank Ltd.,FINOPB
563
+ 561,Finolex Cables Ltd.,FINCABLES
564
+ 562,Finolex Industries Ltd.,FINPIPE
565
+ 563,Firstsource Solutions Ltd.,FSL
566
+ 564,Five-Star Business Finance Ltd.,FIVESTAR
567
+ 565,Flair Writing Industries Ltd,FLAIR
568
+ 566,Flexituff Ventures International Ltd.,FLEXITUFF
569
+ 567,Focus Lighting and Fixtures Ltd.,FOCUS
570
+ 568,Foods & Inns Ltd.,FOODSIN
571
+ 569,Force Motors Ltd.,FORCEMOT
572
+ 570,Fortis Healthcare Ltd.,FORTIS
573
+ 571,Foseco India Ltd.,FOSECOIND
574
+ 572,Fusion Micro Finance Ltd.,FUSION
575
+ 573,Future Consumer Ltd.,FCONSUMER
576
+ 574,Future Enterprises Ltd.,FEL
577
+ 575,Future Lifestyle Fashions Ltd.,FLFL
578
+ 576,Future Market Networks Ltd.,FMNL
579
+ 577,Future Retail Ltd.,FRETAIL
580
+ 578,Future Supply Chain Solutions Ltd.,FSC
581
+ 579,G M Breweries Ltd.,GMBREW
582
+ 580,G R Infraprojects Ltd.,GRINFRA
583
+ 581,G-Tec Jainx Education Ltd.,GTECJAINX
584
+ 582,GACM Technologies Ltd.,GATECH
585
+ 583,GAIL (India) Ltd.,GAIL
586
+ 584,GE Power India Ltd.,GEPIL
587
+ 585,GE T&D India Ltd.,GET&D
588
+ 586,GFL Ltd.,GFLLIMITED
589
+ 587,GHCL Ltd.,GHCL
590
+ 588,GHCL Textiles Ltd.,GHCLTEXTIL
591
+ 589,GIC Housing Finance Ltd.,GICHSGFIN
592
+ 590,GKW Ltd.,GKWLIMITED
593
+ 591,GMM Pfaudler Ltd.,GMMPFAUDLR
594
+ 592,GMR Airports Infrastructure Ltd.,GMRINFRA
595
+ 593,GMR Power and Urban Infra Ltd.,GMRP&UI
596
+ 594,GNA Axles Ltd.,GNA
597
+ 595,GOCL Corporation Ltd.,GOCLCORP
598
+ 596,GP Petroleums Ltd.,GULFPETRO
599
+ 597,GPT Healthcare Ltd.,GPTHEALTH
600
+ 598,GPT Infraprojects Ltd.,GPTINFRA
601
+ 599,GRM Overseas Ltd.,GRMOVER
602
+ 600,GRP Ltd.,GRPLTD
603
+ 601,GSS Infotech Ltd.,GSS
604
+ 602,GTL Infrastructure Ltd.,GTLINFRA
605
+ 603,GTL Ltd.,GTL
606
+ 604,GTN Textiles Ltd.,GTNTEX
607
+ 605,GTPL Hathway Ltd.,GTPL
608
+ 606,GVK Power & Infrastructure Ltd.,GVKPIL
609
+ 607,GVP Infotech Ltd.,GVPTECH
610
+ 608,Gabriel India Ltd.,GABRIEL
611
+ 609,Galaxy Surfactants Ltd.,GALAXYSURF
612
+ 610,Gallantt Ispat Ltd.,GALLISPAT
613
+ 611,Gallantt Ispat Ltd.,GALLANTT
614
+ 612,Gandhar Oil Refinery (India) Ltd.,GANDHAR
615
+ 613,Gandhi Special Tubes Ltd.,GANDHITUBE
616
+ 614,Ganesh Benzoplast Ltd.,GANESHBE
617
+ 615,Ganesh Housing Corporation Ltd.,GANESHHOUC
618
+ 616,Ganesha Ecosphere Ltd.,GANECOS
619
+ 617,Ganga Forging Ltd.,GANGAFORGE
620
+ 618,Ganges Securities Ltd.,GANGESSECU
621
+ 619,Gangotri Textile Ltd.,GANGOTRI
622
+ 620,Garden Reach Shipbuilders & Engineers Ltd.,GRSE
623
+ 621,Garware Hi-Tech Films Ltd.,GRWRHITECH
624
+ 622,Garware Technical Fibres Ltd.,GARFIBRES
625
+ 623,Gateway Distriparks Ltd.,GDL
626
+ 624,Gayatri Highways Ltd.,GAYAHWS
627
+ 625,Gayatri Projects Ltd.,GAYAPROJ
628
+ 626,GeeCee Ventures Ltd.,GEECEE
629
+ 627,Geekay Wires Ltd.,GEEKAYWIRE
630
+ 628,General Insurance Corporation of India,GICRE
631
+ 629,Generic Engineering Construction and Projects Ltd.,GENCON
632
+ 630,Genesys International Corporation Ltd.,GENESYS
633
+ 631,Gensol Engineering Ltd.,GENSOL
634
+ 632,Genus Paper & Boards Ltd.,GENUSPAPER
635
+ 633,Genus Power Infrastructures Ltd.,GENUSPOWER
636
+ 634,Geojit Financial Services Ltd.,GEOJITFSL
637
+ 635,Gillanders Arbuthnot & Company Ltd.,GILLANDERS
638
+ 636,Gillette India Ltd.,GILLETTE
639
+ 637,Ginni Filaments Ltd.,GINNIFILA
640
+ 638,Gland Pharma Ltd.,GLAND
641
+ 639,GlaxoSmithKline Pharmaceuticals Ltd.,GLAXO
642
+ 640,Glenmark Life Sciences Ltd.,GLS
643
+ 641,Glenmark Pharmaceuticals Ltd.,GLENMARK
644
+ 642,Global Education Ltd.,GLOBAL
645
+ 643,Global Health Ltd.,MEDANTA
646
+ 644,Global Surfaces Ltd.,GSLSU
647
+ 645,Global Vectra Helicorp Ltd.,GLOBALVECT
648
+ 646,Globe Textiles (India) Ltd.,GLOBE
649
+ 647,Globus Spirits Ltd.,GLOBUSSPR
650
+ 648,Go Fashion (India) Ltd.,GOCOLORS
651
+ 649,Goa Carbons Ltd.,GOACARBON
652
+ 650,Godawari Power & Ispat Ltd.,GPIL
653
+ 651,Godfrey Phillips India Ltd.,GODFRYPHLP
654
+ 652,Godha Cabcon & Insulation Ltd.,GODHA
655
+ 653,Godrej Agrovet Ltd.,GODREJAGRO
656
+ 654,Godrej Consumer Products Ltd.,GODREJCP
657
+ 655,Godrej Industries Ltd.,GODREJIND
658
+ 656,Godrej Properties Ltd.,GODREJPROP
659
+ 657,Goenka Diamond & Jewels Ltd.,GOENKA
660
+ 658,Gokaldas Exports Ltd.,GOKEX
661
+ 659,Gokul Agro Resources Ltd.,GOKULAGRO
662
+ 660,Gokul Refoils & Solvent Ltd.,GOKUL
663
+ 661,Golden Tobacco Ltd.,GOLDENTOBC
664
+ 662,Goldiam International Ltd.,GOLDIAM
665
+ 663,Goldstone Technologies Ltd.,GOLDTECH
666
+ 664,Goodluck India Ltd.,GOODLUCK
667
+ 665,Goodyear India Ltd.,GOODYEAR
668
+ 666,Goyal Aluminiums Ltd.,GOYALALUM
669
+ 667,Grand Foundry Ltd.,GFSTEELS
670
+ 668,Granules India Ltd.,GRANULES
671
+ 669,Graphite India Ltd.,GRAPHITE
672
+ 670,Grasim Industries Ltd.,GRASIM
673
+ 671,Grauer & Weil (India) Ltd.,GRAUWEIL
674
+ 672,Gravita India Ltd.,GRAVITA
675
+ 673,Great Eastern Shipping Company Ltd.,GESHIP
676
+ 674,Greaves Cotton Ltd.,GREAVESCOT
677
+ 675,Greenlam Industries Ltd.,GREENLAM
678
+ 676,Greenpanel Industries Ltd.,GREENPANEL
679
+ 677,Greenply Industries Ltd.,GREENPLY
680
+ 678,Grindwell Norton Ltd.,GRINDWELL
681
+ 679,Gufic BioSciences Ltd.,GUFICBIO
682
+ 680,Gujarat Alkalies & Chemicals Ltd.,GUJALKALI
683
+ 681,Gujarat Ambuja Exports Ltd.,GAEL
684
+ 682,Gujarat Apollo Industries Ltd.,GUJAPOLLO
685
+ 683,Gujarat Fluorochemicals Ltd.,FLUOROCHEM
686
+ 684,Gujarat Gas Ltd.,GUJGASLTD
687
+ 685,Gujarat Industries Power Company Ltd.,GIPCL
688
+ 686,Gujarat Lease Financing Ltd.,GLFL
689
+ 687,Gujarat Mineral Development Corporation Ltd.,GMDCLTD
690
+ 688,Gujarat Narmada Valley Fertilizers & Chemicals Ltd.,GNFC
691
+ 689,Gujarat Pipavav Port Ltd.,GPPL
692
+ 690,Gujarat Raffia Industries Ltd.,GUJRAFFIA
693
+ 691,Gujarat Sidhee Cement Ltd.,GSCLCEMENT
694
+ 692,Gujarat State Fertilizer & Chemicals Ltd.,GSFC
695
+ 693,Gujarat State Petronet Ltd.,GSPL
696
+ 694,Gulf Oil Lubricants India Ltd.,GULFOILLUB
697
+ 695,Gulshan Polyols Ltd.,GULPOLY
698
+ 696,HB Stockholdings Ltd.,HBSL
699
+ 697,HBL Power Systems Ltd.,HBLPOWER
700
+ 698,HCL Infosystems Ltd.,HCL-INSYS
701
+ 699,HCL Technologies Ltd.,HCLTECH
702
+ 700,HDFC Asset Management Company Ltd.,HDFCAMC
703
+ 701,HDFC Bank Ltd.,HDFCBANK
704
+ 702,HDFC Life Insurance Company Ltd.,HDFCLIFE
705
+ 703,HEC Infra Projects Ltd.,HECPROJECT
706
+ 704,HEG Ltd.,HEG
707
+ 705,HFCL Ltd.,HFCL
708
+ 706,HG Infra Engineering Ltd.,HGINFRA
709
+ 707,HIL Ltd.,HIL
710
+ 708,HLE Glascoat Ltd.,HLEGLAS
711
+ 709,HLV Ltd.,HLVLTD
712
+ 710,HMA Agro Industries Ltd.,HMAAGRO
713
+ 711,HMT Ltd.,HMT
714
+ 712,HOV Services Ltd.,HOVS
715
+ 713,HP Adhesives Ltd.,HPAL
716
+ 714,HPL Electric & Power Ltd.,HPL
717
+ 715,HT Media Ltd.,HTMEDIA
718
+ 716,Happiest Minds Technologies Ltd.,HAPPSTMNDS
719
+ 717,Happy Forgings Ltd.,HAPPYFORGE
720
+ 718,Hardwyn India Ltd.,HARDWYN
721
+ 719,Hariom Pipe Industries Ltd.,HARIOMPIPE
722
+ 720,Harrisons Malayalam Ltd.,HARRMALAYA
723
+ 721,Harsha Engineers International Ltd.,HARSHA
724
+ 722,Hathway Cable & Datacom Ltd.,HATHWAY
725
+ 723,Hatsun Agro Products Ltd.,HATSUN
726
+ 724,Havells India Ltd.,HAVELLS
727
+ 725,Heads UP Ventures Ltd.,HEADSUP
728
+ 726,Healthcare Global Enterprises Ltd.,HCG
729
+ 727,Heidelberg Cement India Ltd.,HEIDELBERG
730
+ 728,Hemisphere Properties India Ltd.,HEMIPROP
731
+ 729,Heranba Industries Ltd.,HERANBA
732
+ 730,Hercules Hoists Ltd.,HERCULES
733
+ 731,Heritage Foods Ltd.,HERITGFOOD
734
+ 732,Hero MotoCorp Ltd.,HEROMOTOCO
735
+ 733,Hester Biosciences Ltd.,HESTERBIO
736
+ 734,Heubach Colorants India Ltd.,HEUBACHIND
737
+ 735,Hexa Tradex Ltd.,HEXATRADEX
738
+ 736,Hi-Tech Pipes Ltd.,HITECH
739
+ 737,Hikal Ltd.,HIKAL
740
+ 738,Hilton Metal Forging Ltd.,HILTON
741
+ 739,Himadri Speciality Chemical Ltd.,HSCL
742
+ 740,Himatsingka Seide Ltd.,HIMATSEIDE
743
+ 741,Hind Rectifiers Ltd.,HIRECT
744
+ 742,Hindalco Industries Ltd.,HINDALCO
745
+ 743,Hindcon Chemicals Ltd.,HINDCON
746
+ 744,Hindprakash Industries Ltd.,HPIL
747
+ 745,Hinduja Global Solutions Ltd.,HGS
748
+ 746,Hindustan Aeronautics Ltd.,HAL
749
+ 747,Hindustan Composites Ltd.,HINDCOMPOS
750
+ 748,Hindustan Construction Company Ltd.,HCC
751
+ 749,Hindustan Copper Ltd.,HINDCOPPER
752
+ 750,Hindustan Foods Ltd.,HNDFDS
753
+ 751,Hindustan Media Ventures Ltd.,HMVL
754
+ 752,Hindustan Motors Ltd.,HINDMOTORS
755
+ 753,Hindustan Oil Exploration Company Ltd.,HINDOILEXP
756
+ 754,Hindustan Petroleum Corporation Ltd.,HINDPETRO
757
+ 755,Hindustan Unilever Ltd.,HINDUNILVR
758
+ 756,Hindustan Zinc Ltd.,HINDZINC
759
+ 757,Hindusthan National Glass & Industries Ltd.,HINDNATGLS
760
+ 758,Hindware Home Innovation Ltd.,HINDWAREAP
761
+ 759,Hisar Metal Industries Ltd.,HISARMETAL
762
+ 760,Hitachi Energy India Ltd.,POWERINDIA
763
+ 761,Hitech Corporation Ltd.,HITECHCORP
764
+ 762,Home First Finance Company India Ltd.,HOMEFIRST
765
+ 763,Honasa Consumer Ltd.,HONASA
766
+ 764,Honda India Power Products Ltd.,HONDAPOWER
767
+ 765,Honeywell Automation India Ltd.,HONAUT
768
+ 766,Housing Development & Infrastructure Ltd.,HDIL
769
+ 767,Housing Development Finance Corporation Ltd.,HDFC
770
+ 768,Housing and Urban Development Corporation Ltd.,HUDCO
771
+ 769,Hubtown Ltd.,HUBTOWN
772
+ 770,Huhtamaki India Ltd.,HUHTAMAKI
773
+ 771,I G Petrochemicals Ltd.,IGPL
774
+ 772,ICDS Ltd.,ICDSLTD
775
+ 773,ICE Make Refrigeration Ltd.,ICEMAKE
776
+ 774,ICICI Bank Ltd.,ICICIBANK
777
+ 775,ICICI Lombard General Insurance Company Ltd.,ICICIGI
778
+ 776,ICICI Prudential Life Insurance Company Ltd.,ICICIPRULI
779
+ 777,ICICI Securities Ltd.,ISEC
780
+ 778,ICRA Ltd.,ICRA
781
+ 779,IDBI Bank Ltd.,IDBI
782
+ 780,IDFC First Bank Ltd.,IDFCFIRSTB
783
+ 781,IDFC Ltd.,IDFC
784
+ 782,IFB Agro Industries Ltd.,IFBAGRO
785
+ 783,IFB Industries Ltd.,IFBIND
786
+ 784,IFCI Ltd.,IFCI
787
+ 785,IFGL Refractories Ltd.,IFGLEXPOR
788
+ 786,IIFL Finance Ltd.,IIFL
789
+ 787,IIFL Securities Ltd.,IIFLSEC
790
+ 788,IKIO Lighting Ltd.,IKIO
791
+ 789,IL&FS Engineering & Construction Company Ltd.,IL&FSENGG
792
+ 790,IL&FS Investment Managers Ltd.,IVC
793
+ 791,IL&FS Transportation Networks Ltd.,IL&FSTRANS
794
+ 792,IMP Powers Ltd.,INDLMETER
795
+ 793,IOL Chemicals and Pharmaceuticals Ltd.,IOLCP
796
+ 794,IRB Infrastructure Developers Ltd.,IRB
797
+ 795,IRIS Business Services Ltd.,IRIS
798
+ 796,IRIS Clothings Ltd.,IRISDOREME
799
+ 797,IRM Energy Ltd.,IRMENERGY
800
+ 798,ISGEC Heavy Engineering Ltd.,ISGEC
801
+ 799,ISMT Ltd.,ISMTLTD
802
+ 800,ITC Ltd.,ITC
803
+ 801,ITD Cementation India Ltd.,ITDCEM
804
+ 802,ITI Ltd.,ITI
805
+ 803,IVP Ltd.,IVP
806
+ 804,IZMO Ltd.,IZMO
807
+ 805,Igarashi Motors India Ltd.,IGARASHI
808
+ 806,Imagicaaworld Entertainment Ltd.,IMAGICAA
809
+ 807,Impex Ferro Tech Ltd.,IMPEXFERRO
810
+ 808,Incredible Industries Ltd.,INCREDIBLE
811
+ 809,Ind-Swift Laboratories Ltd.,INDSWFTLAB
812
+ 810,Ind-Swift Ltd.,INDSWFTLTD
813
+ 811,Indbank Merchant Banking Services Ltd.,INDBANK
814
+ 812,India Cements Ltd.,INDIACEM
815
+ 813,India Glycols Ltd.,INDIAGLYCO
816
+ 814,India Motor Parts & Accessories Ltd.,IMPAL
817
+ 815,India Nippon Electricals Ltd.,INDNIPPON
818
+ 816,India Pesticides Ltd.,IPL
819
+ 817,India Power Corporation Ltd.,DPSCLTD
820
+ 818,India Shelter Finance Corporation Ltd.,INDIASHLTR
821
+ 819,India Tourism Development Corporation Ltd.,ITDC
822
+ 820,IndiaMART InterMESH Ltd.,INDIAMART
823
+ 821,Indiabulls Enterprises Ltd.,IEL
824
+ 822,Indiabulls Housing Finance Ltd.,IBULHSGFIN
825
+ 823,Indiabulls Real Estate Ltd.,IBREALEST
826
+ 824,Indian Bank,INDIANB
827
+ 825,Indian Energy Exchange Ltd.,IEX
828
+ 826,Indian Hotels Company Ltd.,INDHOTEL
829
+ 827,Indian Hume Pipe Company Ltd.,INDIANHUME
830
+ 828,Indian Metals & Ferro Alloys Ltd.,IMFA
831
+ 829,Indian Oil Corporation Ltd.,IOC
832
+ 830,Indian Overseas Bank,IOB
833
+ 831,Indian Railway Catering & Tourism Corporation Ltd.,IRCTC
834
+ 832,Indian Railway Finance Corporation Ltd.,IRFC
835
+ 833,Indian Renewable Energy Development Agency Ltd.,IREDA
836
+ 834,Indian Terrain Fashions Ltd.,INDTERRAIN
837
+ 835,Indigo Paints Ltd.,INDIGOPNTS
838
+ 836,Indo Amines Ltd.,INDOAMIN
839
+ 837,Indo Borax & Chemicals Ltd.,INDOBORAX
840
+ 838,Indo Count Industries Ltd.,ICIL
841
+ 839,Indo National Ltd.,NIPPOBATRY
842
+ 840,Indo Rama Synthetics (India) Ltd.,INDORAMA
843
+ 841,Indo Tech Transformers Ltd.,INDOTECH
844
+ 842,Indo Thai Securities Ltd.,INDOTHAI
845
+ 843,Indoco Remedies Ltd.,INDOCO
846
+ 844,Indosolar Ltd.,INDOSOLAR
847
+ 845,Indostar Capital Finance Ltd.,INDOSTAR
848
+ 846,Indowind Energy Ltd.,INDOWIND
849
+ 847,Indraprastha Gas Ltd.,IGL
850
+ 848,Indraprastha Medical Corporation Ltd.,INDRAMEDCO
851
+ 849,Indus Towers Ltd.,INDUSTOWER
852
+ 850,IndusInd Bank Ltd.,INDUSINDBK
853
+ 851,Industrial Investment Trust Ltd.,IITL
854
+ 852,Infibeam Avenues Ltd.,INFIBEAM
855
+ 853,Info Edge (India) Ltd.,NAUKRI
856
+ 854,InfoBeans Technologies Ltd.,INFOBEAN
857
+ 855,Infomedia Press Ltd.,INFOMEDIA
858
+ 856,Infosys Ltd.,INFY
859
+ 857,Ingersoll-Rand (India) Ltd.,INGERRAND
860
+ 858,Innova Captab Ltd.,INNOVACAP
861
+ 859,Inox Green Energy Services Ltd.,INOXGREEN
862
+ 860,Inox India Ltd.,INOXINDIA
863
+ 861,Inox Leisure Ltd.,INOXLEISUR
864
+ 862,Inox Wind Energy Ltd.,IWEL
865
+ 863,Inox Wind Ltd.,INOXWIND
866
+ 864,Insecticides (India) Ltd.,INSECTICID
867
+ 865,Inspirisys Solutions Ltd.,INSPIRISYS
868
+ 866,Integra Essentia Ltd.,ESSENTIA
869
+ 867,Intellect Design Arena Ltd.,INTELLECT
870
+ 868,Intense Technologies Ltd.,INTENTECH
871
+ 869,InterGlobe Aviation Ltd.,INDIGO
872
+ 870,International Conveyors Ltd.,INTLCONV
873
+ 871,Intrasoft Technologies Ltd.,ISFT
874
+ 872,Inventure Growth & Securities Ltd.,INVENTURE
875
+ 873,Ion Exchange (India) Ltd.,IONEXCHANG
876
+ 874,Ipca Laboratories Ltd.,IPCALAB
877
+ 875,Ircon International Ltd.,IRCON
878
+ 876,J B Chemicals & Pharmaceuticals Ltd.,JBCHEPHARM
879
+ 877,J Kumar Infraprojects Ltd.,JKIL
880
+ 878,JBF Industries Ltd.,JBFIND
881
+ 879,JBM Auto Ltd.,JBMA
882
+ 880,JHS Svendgaard Laboratories Ltd.,JHS
883
+ 881,JIK Industries Ltd.,JIKIND
884
+ 882,JITF Infralogistics Ltd.,JITFINFRA
885
+ 883,JK Cement Ltd.,JKCEMENT
886
+ 884,JK Lakshmi Cement Ltd.,JKLAKSHMI
887
+ 885,JK Paper Ltd.,JKPAPER
888
+ 886,JK Tyre & Industries Ltd.,JKTYRE
889
+ 887,JM Financial Ltd.,JMFINANCIL
890
+ 888,JMC Projects (India) Ltd.,JMCPROJECT
891
+ 889,JMT Auto Ltd.,JMTAUTOLTD
892
+ 890,JSW Energy Ltd.,JSWENERGY
893
+ 891,JSW Holdings Ltd.,JSWHL
894
+ 892,JSW Infrastructure Ltd.,JSWINFRA
895
+ 893,JSW Ispat Special Products Ltd.,JSWISPL
896
+ 894,JSW Steel Ltd.,JSWSTEEL
897
+ 895,JTEKT India Ltd.,JTEKTINDIA
898
+ 896,JTL Industries Ltd.,JTLIND
899
+ 897,Jagran Prakashan Ltd.,JAGRAN
900
+ 898,Jagsonpal Pharmaceuticals Ltd.,JAGSNPHARM
901
+ 899,Jai Balaji Industries Ltd.,JAIBALAJI
902
+ 900,Jai Corp Ltd.,JAICORPLTD
903
+ 901,Jain Irrigation Systems Ltd.,JISLJALEQS
904
+ 902,Jain Studios Ltd.,JAINSTUDIO
905
+ 903,Jaiprakash Associates Ltd.,JPASSOCIAT
906
+ 904,Jaiprakash Power Ventures Ltd.,JPPOWER
907
+ 905,Jammu & Kashmir Bank Ltd.,J&KBANK
908
+ 906,Jamna Auto Industries Ltd.,JAMNAAUTO
909
+ 907,Jana Small Finance Bank Ltd.,JSFB
910
+ 908,Jash Engineering Ltd.,JASH
911
+ 909,Jay Bharat Maruti Ltd.,JAYBARMARU
912
+ 910,Jay Shree Tea & Industries Ltd.,JAYSREETEA
913
+ 911,Jayant Agro Organics Ltd.,JAYAGROGN
914
+ 912,Jayaswal Neco Industries Ltd.,JAYNECOIND
915
+ 913,Jaypee Infratech Ltd.,JPINFRATEC
916
+ 914,Jet Airways (India) Ltd.,JETAIRWAYS
917
+ 915,Jet Freight Logistics Ltd.,JETFREIGHT
918
+ 916,Jindal Cotex Ltd.,JINDCOT
919
+ 917,Jindal Drilling & Industries Ltd.,JINDRILL
920
+ 918,Jindal Photo Ltd.,JINDALPHOT
921
+ 919,Jindal Poly Films Ltd.,JINDALPOLY
922
+ 920,Jindal Poly Investment & Finance Company Ltd.,JPOLYINVST
923
+ 921,Jindal Saw Ltd.,JINDALSAW
924
+ 922,Jindal Stainless (Hisar) Ltd.,JSLHISAR
925
+ 923,Jindal Stainless Ltd.,JSL
926
+ 924,Jindal Steel & Power Ltd.,JINDALSTEL
927
+ 925,Jindal Worldwide Ltd.,JINDWORLD
928
+ 926,Jio Financial Services Ltd.,JIOFIN
929
+ 927,Jiya Eco Products Ltd.,JIYAECO
930
+ 928,Jocil Ltd.,JOCIL
931
+ 929,Johnson Controls-Hitachi Air Conditioning India Ltd.,JCHAC
932
+ 930,Jubilant Foodworks Ltd.,JUBLFOOD
933
+ 931,Jubilant Industries Ltd.,JUBLINDS
934
+ 932,Jubilant Ingrevia Ltd.,JUBLINGREA
935
+ 933,Jubilant Pharmova Ltd.,JUBLPHARMA
936
+ 934,Jullundur Motor Agency (Delhi) Ltd.,JMA
937
+ 935,Juniper Hotels Ltd.,JUNIPER
938
+ 936,Jupiter Life Line Hospitals Ltd.,JLHL
939
+ 937,Jupiter Wagons Ltd.,JWL
940
+ 938,Just Dial Ltd.,JUSTDIAL
941
+ 939,Jyothy Labs Ltd.,JYOTHYLAB
942
+ 940,Jyoti CNC Automation Ltd.,JYOTICNC
943
+ 941,Jyoti Structures Ltd.,JYOTISTRUC
944
+ 942,KBC Global Ltd.,KBCGLOBAL
945
+ 943,KCP Ltd.,KCP
946
+ 944,KCP Sugar & Industries Corporation Ltd.,KCPSUGIND
947
+ 945,KDDL Ltd.,KDDL
948
+ 946,KEC International Ltd.,KEC
949
+ 947,KEI Industries Ltd.,KEI
950
+ 948,KFIN Technologies Ltd.,KFINTECH
951
+ 949,KIOCL Ltd.,KIOCL
952
+ 950,KM Sugar Mills Ltd.,KMSUGAR
953
+ 951,KNR Constructions Ltd.,KNRCON
954
+ 952,KPI Green Energy Ltd.,KPIGREEN
955
+ 953,KPIT Technologies Ltd.,KPITTECH
956
+ 954,KPR Mill Ltd.,KPRMILL
957
+ 955,KRBL Ltd.,KRBL
958
+ 956,KSB Ltd.,KSB
959
+ 957,Kabra Extrusion Technik Ltd.,KABRAEXTRU
960
+ 958,Kajaria Ceramics Ltd.,KAJARIACER
961
+ 959,Kakatiya Cement Sugar & Industries Ltd.,KAKATCEM
962
+ 960,Kalpataru Projects International Ltd.,KPIL
963
+ 961,Kalyan Jewellers India Ltd.,KALYANKJIL
964
+ 962,Kalyani Forge Ltd.,KALYANIFRG
965
+ 963,Kalyani Investment Company Ltd.,KICL
966
+ 964,Kalyani Steels Ltd.,KSL
967
+ 965,Kamat Hotels (India) Ltd.,KAMATHOTEL
968
+ 966,Kamdhenu Ltd.,KAMDHENU
969
+ 967,Kamdhenu Ventures Ltd.,KAMOPAINTS
970
+ 968,Kanani Industries Ltd.,KANANIIND
971
+ 969,Kanoria Chemicals & Industries Ltd.,KANORICHEM
972
+ 970,Kanpur Plastipack Ltd.,KANPRPLA
973
+ 971,Kansai Nerolac Paints Ltd.,KANSAINER
974
+ 972,Kapston Services Ltd.,KAPSTON
975
+ 973,Karma Energy Ltd.,KARMAENG
976
+ 974,Karnataka Bank Ltd.,KTKBANK
977
+ 975,Karur Vysya Bank Ltd.,KARURVYSYA
978
+ 976,Kaushalya Infrastructure Development Corpn.Ltd.,KAUSHALYA
979
+ 977,Kaveri Seed Company Ltd.,KSCL
980
+ 978,Kavveri Telecom Products Ltd.,KAVVERITEL
981
+ 979,Kaya Ltd.,KAYA
982
+ 980,Kaynes Technology India Ltd.,KAYNES
983
+ 981,Kellton Tech Solutions Ltd.,KELLTONTEC
984
+ 982,Kennametal India Ltd.,KENNAMET
985
+ 983,Kernex Microsystems (India) Ltd.,KERNEX
986
+ 984,Kesoram Industries Ltd.,KESORAMIND
987
+ 985,Kewal Kiran Clothing Ltd.,KKCL
988
+ 986,Keynote Financial Services Ltd.,KEYFINSERV
989
+ 987,Keystone Realtors Ltd.,RUSTOMJEE
990
+ 988,Khadim India Ltd.,KHADIM
991
+ 989,Khaitan (India) Ltd.,KHAITANLTD
992
+ 990,Khaitan Chemicals & Fertilizers Ltd.,KHAICHEM
993
+ 991,Khandwala Securities Ltd.,KHANDSE
994
+ 992,Kilitch Drugs(I) Ltd.,KILITCH
995
+ 993,Kingfa Science & Technology (India) Ltd.,KINGFA
996
+ 994,Kiri Industries Ltd.,KIRIINDUS
997
+ 995,Kirloskar Brothers Ltd.,KIRLOSBROS
998
+ 996,Kirloskar Electric Company Ltd.,KECL
999
+ 997,Kirloskar Ferrous Industries Ltd.,KIRLFER
1000
+ 998,Kirloskar Industries Ltd.,KIRLOSIND
1001
+ 999,Kirloskar Oil Engines Ltd.,KIRLOSENG
1002
+ 1000,Kirloskar Pneumatic Company Ltd.,KIRLPNU
1003
+ 1001,Kitex Garments Ltd.,KITEX
1004
+ 1002,Kohinoor Foods Ltd.,KOHINOOR
1005
+ 1003,Kokuyo Camlin Ltd.,KOKUYOCMLN
1006
+ 1004,Kolte-Patil Developers Ltd.,KOLTEPATIL
1007
+ 1005,Kopran Ltd.,KOPRAN
1008
+ 1006,Kotak Mahindra Bank Ltd.,KOTAKBANK
1009
+ 1007,Kothari Petrochemicals Ltd.,KOTHARIPET
1010
+ 1008,Kothari Products Ltd.,KOTHARIPRO
1011
+ 1009,Kothari Sugars & Chemicals Ltd.,KOTARISUG
1012
+ 1010,Kovai Medical Center and Hospital Ltd.,KOVAI
1013
+ 1011,Krebs Biochemicals & Industries Ltd.,KREBSBIO
1014
+ 1012,Kridhan Infra Ltd.,KRIDHANINF
1015
+ 1013,Krishana Phoschem Ltd.,KRISHANA
1016
+ 1014,Krishna Institute of Medical Sciences Ltd.,KIMS
1017
+ 1015,Kriti Industries (India) Ltd.,KRITI
1018
+ 1016,Kriti Nutrients Ltd.,KRITINUT
1019
+ 1017,Kritika Wires Ltd.,KRITIKA
1020
+ 1018,Krsnaa Diagnostics Ltd.,KRSNAA
1021
+ 1019,Kshitij Polyline Ltd.,KSHITIJPOL
1022
+ 1020,Ksolves India Ltd.,KSOLVES
1023
+ 1021,Kuantum Papers Ltd.,KUANTUM
1024
+ 1022,L&T Finance Holdings Ltd.,L&TFH
1025
+ 1023,L&T Technology Services Ltd.,LTTS
1026
+ 1024,LCC Infotech Ltd.,LCCINFOTEC
1027
+ 1025,LG Balakrishnan & Bros Ltd.,LGBBROSLTD
1028
+ 1026,LGB Forge Ltd.,LGBFORGE
1029
+ 1027,LIC Housing Finance Ltd.,LICHSGFIN
1030
+ 1028,LT Foods Ltd.,LTFOODS
1031
+ 1029,LTIMindtree Ltd.,LTIM
1032
+ 1030,La Opala RG Ltd.,LAOPALA
1033
+ 1031,Lagnam Spintex Ltd.,LAGNAM
1034
+ 1032,Lakshmi Finance & Industrial Corporation Ltd.,LFIC
1035
+ 1033,Lakshmi Machine Works Ltd.,LAXMIMACH
1036
+ 1034,Lakshmi Precision Screws Ltd.,LAKPRE
1037
+ 1035,Lambodhara Textiles Ltd.,LAMBODHARA
1038
+ 1036,Lancer Container Lines Ltd.,LANCER
1039
+ 1037,Landmark Cars Ltd.,LANDMARK
1040
+ 1038,Landmark Property Development Company Ltd.,LPDC
1041
+ 1039,Larsen & Toubro Ltd.,LT
1042
+ 1040,Lasa Supergenerics Ltd.,LASA
1043
+ 1041,Latent View Analytics Ltd.,LATENTVIEW
1044
+ 1042,Latteys Industries Ltd.,LATTEYS
1045
+ 1043,Laurus Labs Ltd.,LAURUSLABS
1046
+ 1044,Laxmi Cotspin Ltd.,LAXMICOT
1047
+ 1045,Laxmi Goldorna House Ltd.,LGHL
1048
+ 1046,Laxmi Organic Industries Ltd.,LXCHEM
1049
+ 1047,Lemon Tree Hotels Ltd.,LEMONTREE
1050
+ 1048,Lexus Granito (India) Ltd.,LEXUS
1051
+ 1049,Libas Consumer Products Ltd.,LIBAS
1052
+ 1050,Liberty Shoes Ltd.,LIBERTSHOE
1053
+ 1051,Life Insurance Corporation of India,LICI
1054
+ 1052,Likhitha Infrastructure Ltd.,LIKHITHA
1055
+ 1053,Linc Ltd.,LINC
1056
+ 1054,Lincoln Pharmaceuticals Ltd.,LINCOLN
1057
+ 1055,Linde India Ltd.,LINDEINDIA
1058
+ 1056,Lloyds Engineering Works Ltd.,LLOYDSENGG
1059
+ 1057,Lloyds Metals & Energy Ltd.,LLOYDSME
1060
+ 1058,Lokesh Machines Ltd.,LOKESHMACH
1061
+ 1059,Lords Chloro Alkali Ltd.,LORDSCHLO
1062
+ 1060,Lorenzini Apparels Ltd.,LAL
1063
+ 1061,Lotus Eye Hospital and Institute Ltd.,LOTUSEYE
1064
+ 1062,Lovable Lingerie Ltd.,LOVABLE
1065
+ 1063,Loyal Textiles Mills Ltd.,LOYALTEX
1066
+ 1064,Lumax Auto Technologies Ltd.,LUMAXTECH
1067
+ 1065,Lumax Industries Ltd.,LUMAXIND
1068
+ 1066,Lupin Ltd.,LUPIN
1069
+ 1067,Lux Industries Ltd.,LUXIND
1070
+ 1068,Lyka Labs Ltd.,LYKALABS
1071
+ 1069,Lypsa Gems & Jewellery Ltd.,LYPSAGEMS
1072
+ 1070,M K Proteins Ltd.,MKPL
1073
+ 1071,M M Forgings Ltd.,MMFL
1074
+ 1072,MBL Infrastructure Ltd.,MBLINFRA
1075
+ 1073,MEP Infrastructure Developers Ltd.,MEP
1076
+ 1074,MIC Electronics Ltd.,MICEL
1077
+ 1075,MIRC Electronics Ltd.,MIRCELECTR
1078
+ 1076,MITCON Consultancy & Engineering Services Ltd.,MITCON
1079
+ 1077,MMP Industries Ltd.,MMP
1080
+ 1078,MMTC Ltd.,MMTC
1081
+ 1079,MOIL Ltd.,MOIL
1082
+ 1080,MPS Infotecnics Ltd.,VISESHINFO
1083
+ 1081,MPS Ltd.,MPSLTD
1084
+ 1082,MRF Ltd.,MRF
1085
+ 1083,MRO-TEK Realty Ltd.,MRO-TEK
1086
+ 1084,MSP Steel & Power Ltd.,MSPL
1087
+ 1085,MSTC Ltd.,MSTCLTD
1088
+ 1086,MT Educare Ltd.,MTEDUCARE
1089
+ 1087,MTAR Technologies Ltd.,MTARTECH
1090
+ 1088,Maan Aluminium Ltd.,MAANALU
1091
+ 1089,Macpower CNC Machines Ltd.,MACPOWER
1092
+ 1090,Macrotech Developers Ltd.,LODHA
1093
+ 1091,Madhav Copper Ltd.,MCL
1094
+ 1092,Madhav Marbles & Granites Ltd.,MADHAV
1095
+ 1093,Madhucon Projects Ltd.,MADHUCON
1096
+ 1094,Madhya Bharat Agro Products Ltd.,MBAPL
1097
+ 1095,Madras Fertilizers Ltd.,MADRASFERT
1098
+ 1096,Magadh Sugar & Energy Ltd.,MAGADSUGAR
1099
+ 1097,Magnum Ventures Ltd.,MAGNUM
1100
+ 1098,Maha Rashtra Apex Corporation Ltd.,MAHAPEXLTD
1101
+ 1099,Mahalaxmi Rubtech Ltd.,MHLXMIRU
1102
+ 1100,Mahamaya Steel Industries Ltd.,MAHASTEEL
1103
+ 1101,Mahanagar Gas Ltd.,MGL
1104
+ 1102,Mahanagar Telephone Nigam Ltd.,MTNL
1105
+ 1103,Maharashtra Scooters Ltd.,MAHSCOOTER
1106
+ 1104,Maharashtra Seamless Ltd.,MAHSEAMLES
1107
+ 1105,Maheshwari Logistics Ltd.,MAHESHWARI
1108
+ 1106,Mahindra & Mahindra Financial Services Ltd.,M&MFIN
1109
+ 1107,Mahindra & Mahindra Ltd.,M&M
1110
+ 1108,Mahindra EPC Irrigation Ltd.,MAHEPC
1111
+ 1109,Mahindra Holidays & Resorts India Ltd.,MHRIL
1112
+ 1110,Mahindra Lifespace Developers Ltd.,MAHLIFE
1113
+ 1111,Mahindra Logistics Ltd.,MAHLOG
1114
+ 1112,Maithan Alloys Ltd.,MAITHANALL
1115
+ 1113,Mallcom (India) Ltd.,MALLCOM
1116
+ 1114,Malu Paper Mills Ltd.,MALUPAPER
1117
+ 1115,Man Industries (India) Ltd.,MANINDS
1118
+ 1116,Man Infraconstruction Ltd.,MANINFRA
1119
+ 1117,Manaksia Aluminium Company Ltd.,MANAKALUCO
1120
+ 1118,Manaksia Coated Metals & Industries Ltd.,MANAKCOAT
1121
+ 1119,Manaksia Ltd.,MANAKSIA
1122
+ 1120,Manaksia Steels Ltd.,MANAKSTEEL
1123
+ 1121,Manali Petrochemicals Ltd.,MANALIPETC
1124
+ 1122,Manappuram Finance Ltd.,MANAPPURAM
1125
+ 1123,Mangalam Cement Ltd.,MANGLMCEM
1126
+ 1124,Mangalam Drugs and Organics Ltd.,MANGALAM
1127
+ 1125,Mangalam Global Enterprise Ltd.,MGEL
1128
+ 1126,Mangalam Organics Ltd.,MANORG
1129
+ 1127,Mangalam Timber Products Ltd.,MANGTIMBER
1130
+ 1128,Mangalore Chemicals & Fertilizers Ltd.,MANGCHEFER
1131
+ 1129,Mangalore Refinery And Petrochemicals Ltd.,MRPL
1132
+ 1130,Mankind Pharma Ltd.,MANKIND
1133
+ 1131,Manoj Vaibhav Gems N Jewellers Ltd.,MVGJL
1134
+ 1132,Manomay Tex India Ltd.,MANOMAY
1135
+ 1133,Manorama Industries Ltd.,MANORAMA
1136
+ 1134,Manugraph India Ltd.,MANUGRAPH
1137
+ 1135,Maral Overseas Ltd.,MARALOVER
1138
+ 1136,Marathon Nextgen Realty Ltd.,MARATHON
1139
+ 1137,Marico Ltd.,MARICO
1140
+ 1138,Marine Electricals (India) Ltd.,MARINE
1141
+ 1139,Marksans Pharma Ltd.,MARKSANS
1142
+ 1140,Marshall Machines Ltd.,MARSHALL
1143
+ 1141,Maruti Suzuki India Ltd.,MARUTI
1144
+ 1142,Mas Financial Services Ltd.,MASFIN
1145
+ 1143,Mask Investments Ltd.,MASKINVEST
1146
+ 1144,Mastek Ltd.,MASTEK
1147
+ 1145,Matrimony.com Ltd.,MATRIMONY
1148
+ 1146,Mawana Sugars Ltd.,MAWANASUG
1149
+ 1147,Max Financial Services Ltd.,MFSL
1150
+ 1148,Max Healthcare Institute Ltd.,MAXHEALTH
1151
+ 1149,Max India Ltd.,MAXIND
1152
+ 1150,Max Ventures and Industries Ltd.,MAXVIL
1153
+ 1151,Mayur Uniquoters Ltd.,MAYURUNIQ
1154
+ 1152,Mazagon Dock Shipbuilders Ltd.,MAZDOCK
1155
+ 1153,Mazda Ltd.,MAZDA
1156
+ 1154,McDowell Holdings Ltd.,MCDHOLDING
1157
+ 1155,McLeod Russel (India) Ltd.,MCLEODRUSS
1158
+ 1156,McNally Bharat Engineering Company Ltd.,MBECL
1159
+ 1157,Medi Assist Healthcare Services Ltd.,MEDIASSIST
1160
+ 1158,Medicamen Biotech Ltd.,MEDICAMEQ
1161
+ 1159,Medico Remedies Ltd.,MEDICO
1162
+ 1160,Medplus Health Services Ltd.,MEDPLUS
1163
+ 1161,Megasoft Ltd.,MEGASOFT
1164
+ 1162,Megastar Foods Ltd.,MEGASTAR
1165
+ 1163,Meghmani Organics Ltd.,MOL
1166
+ 1164,Melstar Information Technology Ltd.,MELSTAR
1167
+ 1165,Menon Bearings Ltd.,MENONBE
1168
+ 1166,Mercator Ltd.,MERCATOR
1169
+ 1167,Metalyst Forgings Ltd.,METALFORGE
1170
+ 1168,Metro Brands Ltd.,METROBRAND
1171
+ 1169,Metropolis Healthcare Ltd.,METROPOLIS
1172
+ 1170,MindTree Ltd.,MINDTREE
1173
+ 1171,Minda Corporation Ltd.,MINDACORP
1174
+ 1172,Mindteck (India) Ltd.,MINDTECK
1175
+ 1173,Mirza International Ltd.,MIRZAINT
1176
+ 1174,Mishra Dhatu Nigam Ltd.,MIDHANI
1177
+ 1175,Mittal Life Style Ltd.,MITTAL
1178
+ 1176,Modi Rubber Ltd.,MODIRUBBER
1179
+ 1177,Modison Ltd.,MODISONLTD
1180
+ 1178,Mohit Industries Ltd.,MOHITIND
1181
+ 1179,Mohota Industries Ltd.,MOHOTAIND
1182
+ 1180,Moksh Ornaments Ltd.,MOKSH
1183
+ 1181,Mold-Tek Packaging Ltd.,MOLDTKPAC
1184
+ 1182,Mold-Tek Technologies Ltd.,MOLDTECH
1185
+ 1183,Monarch Networth Capital Ltd.,MONARCH
1186
+ 1184,Monte Carlo Fashions Ltd.,MONTECARLO
1187
+ 1185,Morarjee Textiles Ltd.,MORARJEE
1188
+ 1186,Morepen Laboratories Ltd.,MOREPENLAB
1189
+ 1187,Motherson Sumi Wiring India Ltd.,MSUMI
1190
+ 1188,Motilal Oswal Financial Services Ltd.,MOTILALOFS
1191
+ 1189,Motisons Jewellers Ltd.,MOTISONS
1192
+ 1190,Motor & General Finance Ltd.,MOTOGENFIN
1193
+ 1191,MphasiS Ltd.,MPHASIS
1194
+ 1192,Mrs. Bectors Food Specialities Ltd.,BECTORFOOD
1195
+ 1193,Mufin Green Finance Ltd.,MUFIN
1196
+ 1194,Mukand Engineers Ltd.,MUKANDENGG
1197
+ 1195,Mukand Ltd.,MUKANDLTD
1198
+ 1196,Mukta Arts Ltd.,MUKTAARTS
1199
+ 1197,Multi Commodity Exchange of India Ltd.,MCX
1200
+ 1198,Munjal Auto Industries Ltd.,MUNJALAU
1201
+ 1199,Munjal Showa Ltd.,MUNJALSHOW
1202
+ 1200,Murudeshwar Ceramics Ltd.,MURUDCERA
1203
+ 1201,Music Broadcast Ltd.,RADIOCITY
1204
+ 1202,Muthoot Capital Services Ltd.,MUTHOOTCAP
1205
+ 1203,Muthoot Finance Ltd.,MUTHOOTFIN
1206
+ 1204,Muthoot Microfin Ltd.,MUTHOOTMF
1207
+ 1205,N K Industries Ltd.,NKIND
1208
+ 1206,N R Agarwal Industries Ltd.,NRAIL
1209
+ 1207,NACL Industries Ltd.,NACLIND
1210
+ 1208,NAVA Ltd.,NAVA
1211
+ 1209,NBCC (India) Ltd.,NBCC
1212
+ 1210,NBI Industrial Finance Company Ltd.,NBIFIN
1213
+ 1211,NCC Ltd.,NCC
1214
+ 1212,NCL Industries Ltd.,NCLIND
1215
+ 1213,NDL Ventures Ltd.,NDLVENTURE
1216
+ 1214,NDR Auto Components Ltd.,NDRAUTO
1217
+ 1215,NGL Fine - Chem Ltd.,NGLFINE
1218
+ 1216,NHPC Ltd.,NHPC
1219
+ 1217,NIIT Learning Systems Ltd.,NIITMTS
1220
+ 1218,NIIT Ltd.,NIITLTD
1221
+ 1219,NLC India Ltd.,NLCINDIA
1222
+ 1220,NMDC Ltd.,NMDC
1223
+ 1221,NMDC Steel Ltd.,NSLNISP
1224
+ 1222,NOCIL Ltd.,NOCIL
1225
+ 1223,NRB Bearings Ltd.,NRBBEARING
1226
+ 1224,NRB Industrial Bearings Ltd.,NIBL
1227
+ 1225,NTPC Ltd.,NTPC
1228
+ 1226,Naga Dhunseri Group Ltd.,NDGL
1229
+ 1227,Nagarjuna Fertilizers and Chemicals Ltd.,NAGAFERT
1230
+ 1228,Nagreeka Capital & Infrastructure Ltd.,NAGREEKCAP
1231
+ 1229,Nagreeka Exports Ltd.,NAGREEKEXP
1232
+ 1230,Nahar Capital & Financial Services Ltd.,NAHARCAP
1233
+ 1231,Nahar Industrial Enterprises Ltd.,NAHARINDUS
1234
+ 1232,Nahar Poly Films Ltd.,NAHARPOLY
1235
+ 1233,Nahar Spinning Mills Ltd.,NAHARSPING
1236
+ 1234,Nakoda Group Of Industries Ltd.,NGIL
1237
+ 1235,Nalwa Sons Investments Ltd.,NSIL
1238
+ 1236,Nandan Denim Ltd.,NDL
1239
+ 1237,Nandani Creation Ltd.,JAIPURKURT
1240
+ 1238,Narayana Hrudayalaya Ltd.,NH
1241
+ 1239,Narmada Agrobase Ltd.,NARMADA
1242
+ 1240,Natco Pharma Ltd.,NATCOPHARM
1243
+ 1241,Nath Bio-Genes (India) Ltd.,NATHBIOGEN
1244
+ 1242,National Aluminium Company Ltd.,NATIONALUM
1245
+ 1243,National Fertilizers Ltd.,NFL
1246
+ 1244,National Steel and Agro Industries Ltd.,NATNLSTEEL
1247
+ 1245,Navin Fluorine International Ltd.,NAVINFLUOR
1248
+ 1246,Navkar Corporation Ltd.,NAVKARCORP
1249
+ 1247,Navneet Education Ltd.,NAVNETEDUL
1250
+ 1248,Nazara Technologies Ltd.,NAZARA
1251
+ 1249,Nectar Lifesciences Ltd.,NECLIFE
1252
+ 1250,Nelcast Ltd.,NELCAST
1253
+ 1251,Nelco Ltd.,NELCO
1254
+ 1252,Neogen Chemicals Ltd.,NEOGEN
1255
+ 1253,Nesco Ltd.,NESCO
1256
+ 1254,Nestle India Ltd.,NESTLEIND
1257
+ 1255,Netweb Technologies India Ltd.,NETWEB
1258
+ 1256,Network18 Media & Investments Ltd.,NETWORK18
1259
+ 1257,Neueon Towers Ltd.,NTL
1260
+ 1258,Neuland Laboratories Ltd.,NEULANDLAB
1261
+ 1259,New Delhi Television Ltd.,NDTV
1262
+ 1260,Newgen Software Technologies Ltd.,NEWGEN
1263
+ 1261,Next Mediaworks Ltd.,NEXTMEDIA
1264
+ 1262,Nila Infrastructures Ltd.,NILAINFRA
1265
+ 1263,Nila Spaces Ltd.,NILASPACES
1266
+ 1264,Nilkamal Ltd.,NILKAMAL
1267
+ 1265,Nintec Systems Ltd.,NINSYS
1268
+ 1266,Nippon Life India Asset Management Ltd.,NAM-INDIA
1269
+ 1267,Niraj Cement Structurals Ltd.,NIRAJ
1270
+ 1268,Nitco Ltd.,NITCO
1271
+ 1269,Nitin Fire Protection Industries Ltd.,NITINFIRE
1272
+ 1270,Nitin Spinners Ltd.,NITINSPIN
1273
+ 1271,Nitiraj Engineers Ltd.,NITIRAJ
1274
+ 1272,Noida Toll Bridge Company Ltd.,NOIDATOLL
1275
+ 1273,Norben Tea & Exports Ltd.,NORBTEAEXP
1276
+ 1274,North Eastern Carrying Corporation Ltd.,NECCLTD
1277
+ 1275,Nova Agritech Ltd.,NOVAAGRI
1278
+ 1276,Novartis India Ltd.,NOVARTIND
1279
+ 1277,Nucleus Software Exports Ltd.,NUCLEUS
1280
+ 1278,Nupur Recyclers Ltd.,NRL
1281
+ 1279,Nureca Ltd.,NURECA
1282
+ 1280,Nuvama Wealth Management Ltd.,NUVAMA
1283
+ 1281,Nuvoco Vistas Corporation Ltd.,NUVOCO
1284
+ 1282,Oberoi Realty Ltd.,OBEROIRLTY
1285
+ 1283,Oil And Natural Gas Corporation Ltd.,ONGC
1286
+ 1284,Oil Country Tubular Ltd.,OILCOUNTUB
1287
+ 1285,Oil India Ltd.,OIL
1288
+ 1286,Olectra Greentech Ltd.,OLECTRA
1289
+ 1287,Om Infra Ltd.,OMINFRAL
1290
+ 1288,Omax Autos Ltd.,OMAXAUTO
1291
+ 1289,Omaxe Ltd.,OMAXE
1292
+ 1290,Omkar Speciality Chemicals Ltd.,OMKARCHEM
1293
+ 1291,OnMobile Global Ltd.,ONMOBILE
1294
+ 1292,One Point One Solutions Ltd.,ONEPOINT
1295
+ 1293,One97 Communications Ltd.,PAYTM
1296
+ 1294,Onelife Capital Advisors Ltd.,ONELIFECAP
1297
+ 1295,Onward Technologies Ltd.,ONWARDTEC
1298
+ 1296,Optiemus Infracom Ltd.,OPTIEMUS
1299
+ 1297,Opto Circuits India Ltd.,OPTOCIRCUI
1300
+ 1298,Oracle Financial Services Software Ltd.,OFSS
1301
+ 1299,Orbit Exports Ltd.,ORBTEXP
1302
+ 1300,Orchid Pharma Ltd.,ORCHPHARMA
1303
+ 1301,Oricon Enterprises Ltd.,ORICONENT
1304
+ 1302,Orient Bell Ltd.,ORIENTBELL
1305
+ 1303,Orient Cement Ltd.,ORIENTCEM
1306
+ 1304,Orient Ceratech Ltd.,ORIENTCER
1307
+ 1305,Orient Electric Ltd.,ORIENTELEC
1308
+ 1306,Orient Green Power Company Ltd.,GREENPOWER
1309
+ 1307,Orient Paper & Industries Ltd.,ORIENTPPR
1310
+ 1308,Orient Press Ltd.,ORIENTLTD
1311
+ 1309,Oriental Aromatics Ltd.,OAL
1312
+ 1310,Oriental Carbon & Chemicals Ltd.,OCCL
1313
+ 1311,Oriental Hotels Ltd.,ORIENTHOT
1314
+ 1312,Oriental Trimex Ltd.,ORIENTALTL
1315
+ 1313,Orissa Bengal Carrier Ltd.,OBCL
1316
+ 1314,Ortel Communications Ltd.,ORTEL
1317
+ 1315,Ortin Laboratories Ltd.,ORTINLAB
1318
+ 1316,Osia Hyper Retail Ltd.,OSIAHYPER
1319
+ 1317,Oswal Agro Mills Ltd.,OSWALAGRO
1320
+ 1318,Oswal Green Tech Ltd.,OSWALGREEN
1321
+ 1319,PAE Ltd.,PAEL
1322
+ 1320,PB Fintech Ltd.,POLICYBZR
1323
+ 1321,PBA Infrastructure Ltd.,PBAINFRA
1324
+ 1322,PC Jeweller Ltd.,PCJEWELLER
1325
+ 1323,PCBL Ltd.,PCBL
1326
+ 1324,PDS Ltd.,PDSL
1327
+ 1325,PG Electroplast Ltd.,PGEL
1328
+ 1326,PI Industries Ltd.,PIIND
1329
+ 1327,PNB Gilts Ltd.,PNBGILTS
1330
+ 1328,PNB Housing Finance Ltd.,PNBHOUSING
1331
+ 1329,PNC Infratech Ltd.,PNCINFRA
1332
+ 1330,PPAP Automotive Ltd.,PPAP
1333
+ 1331,PSP Projects Ltd.,PSPPROJECT
1334
+ 1332,PTC India Financial Services Ltd.,PFS
1335
+ 1333,PTC India Ltd.,PTC
1336
+ 1334,PTC Industries Ltd.,PTCIL
1337
+ 1335,PTL Enterprises Ltd.,PTL
1338
+ 1336,PVP Ventures Ltd.,PVP
1339
+ 1337,PVR INOX Ltd.,PVRINOX
1340
+ 1338,Page Industries Ltd.,PAGEIND
1341
+ 1339,Paisalo Digital Ltd.,PAISALO
1342
+ 1340,Pakka Ltd.,PAKKA
1343
+ 1341,Palash Securities Ltd.,PALASHSECU
1344
+ 1342,Palred Technologies Ltd.,PALREDTEC
1345
+ 1343,Panacea Biotec Ltd.,PANACEABIO
1346
+ 1344,Panache Digilife Ltd.,PANACHE
1347
+ 1345,Panama Petrochem Ltd.,PANAMAPET
1348
+ 1346,Pansari Developers Ltd.,PANSARI
1349
+ 1347,Par Drugs & Chemicals Ltd.,PAR
1350
+ 1348,Paradeep Phosphates Ltd.,PARADEEP
1351
+ 1349,Parag Milk Foods Ltd.,PARAGMILK
1352
+ 1350,Paramount Communications Ltd.,PARACABLES
1353
+ 1351,Paras Defence and Space Technologies Ltd.,PARAS
1354
+ 1352,Paras Petrofils Ltd.,PARASPETRO
1355
+ 1353,Parenteral Drugs (India) Ltd.,PDPL
1356
+ 1354,Parsvnath Developers Ltd.,PARSVNATH
1357
+ 1355,Pasupati Acrylon Ltd.,PASUPTAC
1358
+ 1356,Patanjali Foods Ltd.,PATANJALI
1359
+ 1357,Patel Engineering Ltd.,PATELENG
1360
+ 1358,Patel Integrated Logistics Ltd.,PATINTLOG
1361
+ 1359,Patspin India Ltd.,PATSPINLTD
1362
+ 1360,Pavna Industries Ltd.,PAVNAIND
1363
+ 1361,Pearl Global Industries Ltd.,PGIL
1364
+ 1362,Pearl Polymers Ltd.,PEARLPOLY
1365
+ 1363,Peninsula Land Ltd.,PENINLAND
1366
+ 1364,Pennar Industries Ltd.,PENIND
1367
+ 1365,Persistent Systems Ltd.,PERSISTENT
1368
+ 1366,Petronet LNG Ltd.,PETRONET
1369
+ 1367,Pfizer Ltd.,PFIZER
1370
+ 1368,Phoenix Mills Ltd.,PHOENIXLTD
1371
+ 1369,Pidilite Industries Ltd.,PIDILITIND
1372
+ 1370,Pil Italica Lifestyle Ltd.,PILITA
1373
+ 1371,Pilani Investment and Industries Corporation Ltd.,PILANIINVS
1374
+ 1372,Pioneer Distilleries Ltd.,PIONDIST
1375
+ 1373,Pioneer Embroideries Ltd.,PIONEEREMB
1376
+ 1374,Piramal Enterprises Ltd.,PEL
1377
+ 1375,Piramal Pharma Ltd.,PPLPHARMA
1378
+ 1376,Pitti Engineering Ltd.,PITTIENG
1379
+ 1377,Pix Transmissions Ltd.,PIXTRANS
1380
+ 1378,Plastiblends India Ltd.,PLASTIBLEN
1381
+ 1379,Platinum Industries Ltd.,PLATIND
1382
+ 1380,Plaza Wires Ltd.,PLAZACABLE
1383
+ 1381,Poddar Housing and Development Ltd.,PODDARHOUS
1384
+ 1382,Poddar Pigments Ltd.,PODDARMENT
1385
+ 1383,Pokarna Ltd.,POKARNA
1386
+ 1384,Poly Medicure Ltd.,POLYMED
1387
+ 1385,Polycab India Ltd.,POLYCAB
1388
+ 1386,Polyplex Corporation Ltd.,POLYPLEX
1389
+ 1387,Pondy Oxides & Chemicals Ltd.,POCL
1390
+ 1388,Ponni Sugars (Erode) Ltd.,PONNIERODE
1391
+ 1389,Poonawalla Fincorp Ltd.,POONAWALLA
1392
+ 1390,Power Finance Corporation Ltd.,PFC
1393
+ 1391,Power Grid Corporation of India Ltd.,POWERGRID
1394
+ 1392,Power Mech Projects Ltd.,POWERMECH
1395
+ 1393,Power and Instrumentation (Gujarat) Ltd.,PIGL
1396
+ 1394,Pradip Overseas Ltd.,PRADIP
1397
+ 1395,Praj Industries Ltd.,PRAJIND
1398
+ 1396,Prajay Engineers Syndicate Ltd.,PRAENG
1399
+ 1397,Prakash Industries Ltd.,PRAKASH
1400
+ 1398,Prakash Pipes Ltd.,PPL
1401
+ 1399,Prakash Steelage Ltd.,PRAKASHSTL
1402
+ 1400,Prataap Snacks Ltd.,DIAMONDYD
1403
+ 1401,Praxis Home Retail Ltd.,PRAXIS
1404
+ 1402,Precision Camshafts Ltd.,PRECAM
1405
+ 1403,Precision Wires India Ltd.,PRECWIRE
1406
+ 1404,Precot Ltd.,PRECOT
1407
+ 1405,Premier Explosives Ltd.,PREMEXPLN
1408
+ 1406,Premier Ltd.,PREMIER
1409
+ 1407,Premier Polyfilm Ltd.,PREMIERPOL
1410
+ 1408,Pressman Advertising Ltd.,PRESSMN
1411
+ 1409,Prestige Estates Projects Ltd.,PRESTIGE
1412
+ 1410,Pricol Ltd.,PRICOLLTD
1413
+ 1411,Prime Focus Ltd.,PFOCUS
1414
+ 1412,Prime Securities Ltd.,PRIMESECU
1415
+ 1413,Prince Pipes & Fittings Ltd.,PRINCEPIPE
1416
+ 1414,Prism Johnson Ltd.,PRSMJOHNSN
1417
+ 1415,Priti International Ltd.,PRITI
1418
+ 1416,Pritika Auto Industries Ltd.,PRITIKAUTO
1419
+ 1417,Pritish Nandy Communications Ltd.,PNC
1420
+ 1418,Privi Speciality Chemicals Ltd.,PRIVISCL
1421
+ 1419,Procter & Gamble Health Ltd.,PGHL
1422
+ 1420,Procter & Gamble Hygiene & Healthcare Ltd.,PGHH
1423
+ 1421,Prozone Realty Ltd.,PROZONER
1424
+ 1422,Prudent Corporate Advisory Services Ltd.,PRUDENT
1425
+ 1423,Prudential Sugar Corporation Ltd.,PRUDMOULI
1426
+ 1424,Pudumjee Paper Products Ltd.,PDMJEPAPER
1427
+ 1425,Punj Lloyd Ltd.,PUNJLLOYD
1428
+ 1426,Punjab & Sind Bank,PSB
1429
+ 1427,Punjab Chemicals and Crop Protection Ltd.,PUNJABCHEM
1430
+ 1428,Punjab National Bank,PNB
1431
+ 1429,Puravankara Ltd.,PURVA
1432
+ 1430,Pyramid Technoplast Ltd.,PYRAMID
1433
+ 1431,Quess Corp Ltd.,QUESS
1434
+ 1432,Quick Heal Technologies Ltd.,QUICKHEAL
1435
+ 1433,Quintegra Solutions Ltd.,QUINTEGRA
1436
+ 1434,R R Kabel Ltd.,RRKABEL
1437
+ 1435,R Systems International Ltd.,RSYSTEMS
1438
+ 1436,RBL Bank Ltd.,RBLBANK
1439
+ 1437,RBZ Jewellers Ltd.,RBZJEWEL
1440
+ 1438,REC Ltd.,RECLTD
1441
+ 1439,RHI Magnesita India Ltd.,RHIM
1442
+ 1440,RKEC Projects Ltd.,RKEC
1443
+ 1441,RPG Life Sciences Ltd.,RPGLIFE
1444
+ 1442,RPP Infra Projects Ltd.,RPPINFRA
1445
+ 1443,RPSG Ventures Ltd.,RPSGVENT
1446
+ 1444,RS Software (India) Ltd.,RSSOFTWARE
1447
+ 1445,RSWM Ltd.,RSWM
1448
+ 1446,Race Eco Chain Ltd.,RACE
1449
+ 1447,Radaan Mediaworks (I) Ltd.,RADAAN
1450
+ 1448,Radha Madhav Corporation Ltd.,RMCL
1451
+ 1449,Radhika Jeweltech Ltd.,RADHIKAJWE
1452
+ 1450,Radiant Cash Management Services Ltd.,RADIANTCMS
1453
+ 1451,Radico Khaitan Ltd.,RADICO
1454
+ 1452,Rail Vikas Nigam Ltd.,RVNL
1455
+ 1453,Railtel Corporation of India Ltd.,RAILTEL
1456
+ 1454,Rain Industries Ltd.,RAIN
1457
+ 1455,Rainbow Childrens Medicare Ltd.,RAINBOW
1458
+ 1456,Raj Oil Mills Ltd.,ROML
1459
+ 1457,Raj Rayon Industries Ltd.,RAJRILTD
1460
+ 1458,Raj Television Network Ltd.,RAJTV
1461
+ 1459,Rajdarshan Industries Ltd.,ARENTERP
1462
+ 1460,Rajesh Exports Ltd.,RAJESHEXPO
1463
+ 1461,Rajnandini Metal Ltd.,RAJMET
1464
+ 1462,Rajratan Global Wire Ltd.,RAJRATAN
1465
+ 1463,Rajshree Polypack Ltd.,RPPL
1466
+ 1464,Rajshree Sugars & Chemicals Ltd.,RAJSREESUG
1467
+ 1465,Rajvir Industries Ltd.,RAJVIR
1468
+ 1466,Rallis India Ltd.,RALLIS
1469
+ 1467,Ram Ratna Wires Ltd.,RAMRAT
1470
+ 1468,Rama Phosphates Ltd.,RAMAPHO
1471
+ 1469,Rama Steel Tubes Ltd.,RAMASTEEL
1472
+ 1470,Ramco Industries Ltd.,RAMCOIND
1473
+ 1471,Ramco Systems Ltd.,RAMCOSYS
1474
+ 1472,Ramkrishna Forgings Ltd.,RKFORGE
1475
+ 1473,Ramky Infrastructure Ltd.,RAMKY
1476
+ 1474,Rana Sugars Ltd.,RANASUG
1477
+ 1475,Rane (Madras) Ltd.,RML
1478
+ 1476,Rane Brake Lining Ltd.,RBL
1479
+ 1477,Rane Engine Valve Ltd.,RANEENGINE
1480
+ 1478,Rane Holdings Ltd.,RANEHOLDIN
1481
+ 1479,Rashi Peripherals Ltd.,RPTECH
1482
+ 1480,Rashtriya Chemicals & Fertilizers Ltd.,RCF
1483
+ 1481,RateGain Travel Technologies Ltd.,RATEGAIN
1484
+ 1482,Ratnamani Metals & Tubes Ltd.,RATNAMANI
1485
+ 1483,Ratnaveer Precision Engineering Ltd.,RATNAVEER
1486
+ 1484,RattanIndia Enterprises Ltd.,RTNINDIA
1487
+ 1485,RattanIndia Power Ltd.,RTNPOWER
1488
+ 1486,Ravi Kumar Distilleries Ltd.,RKDL
1489
+ 1487,Ravinder Heights Ltd.,RVHL
1490
+ 1488,Raymond Ltd.,RAYMOND
1491
+ 1489,Redington Ltd.,REDINGTON
1492
+ 1490,Redtape Ltd.,REDTAPE
1493
+ 1491,Refex Industries Ltd.,REFEX
1494
+ 1492,Regency Ceramics Ltd.,REGENCERAM
1495
+ 1493,Relaxo Footwears Ltd.,RELAXO
1496
+ 1494,Reliance Capital Ltd.,RELCAPITAL
1497
+ 1495,Reliance Chemotex Industries Ltd.,RELCHEMQ
1498
+ 1496,Reliance Communications Ltd.,RCOM
1499
+ 1497,Reliance Home Finance Ltd.,RHFL
1500
+ 1498,Reliance Industrial InfraStructure Ltd.,RIIL
1501
+ 1499,Reliance Industries Ltd.,RELIANCE
1502
+ 1500,Reliance Infrastructure Ltd.,RELINFRA
1503
+ 1501,Reliance Naval and Engineering Ltd.,RNAVAL
1504
+ 1502,Reliance Power Ltd.,RPOWER
1505
+ 1503,Religare Enterprises Ltd.,RELIGARE
1506
+ 1504,Remsons Industries Ltd.,REMSONSIND
1507
+ 1505,Renaissance Global Ltd.,RGL
1508
+ 1506,Repco Home Finance Ltd.,REPCOHOME
1509
+ 1507,Repro India Ltd.,REPRO
1510
+ 1508,Responsive Industries Ltd.,RESPONIND
1511
+ 1509,Restaurant Brands Asia Ltd.,RBA
1512
+ 1510,Rico Auto Industries Ltd.,RICOAUTO
1513
+ 1511,Rishabh Instruments Ltd.,RISHABH
1514
+ 1512,Ritco Logistics Ltd.,RITCO
1515
+ 1513,Rites Ltd.,RITES
1516
+ 1514,Robust Hotels Ltd.,RHL
1517
+ 1515,Rohit Ferro-Tech Ltd.,ROHITFERRO
1518
+ 1516,Rolex Rings Ltd.,ROLEXRINGS
1519
+ 1517,Rollatainers Ltd.,ROLLT
1520
+ 1518,Rolta India Ltd.,ROLTA
1521
+ 1519,Rossari Biotech Ltd.,ROSSARI
1522
+ 1520,Rossell India Ltd.,ROSSELLIND
1523
+ 1521,Roto Pumps Ltd.,ROTO
1524
+ 1522,Route Mobile Ltd.,ROUTE
1525
+ 1523,Royal Orchid Hotels Ltd.,ROHLTD
1526
+ 1524,Ruby Mills Ltd.,RUBYMILLS
1527
+ 1525,Ruchi Infrastructure Ltd.,RUCHINFRA
1528
+ 1526,Ruchira Papers Ltd.,RUCHIRA
1529
+ 1527,Rudrabhishek Enterprises Ltd.,REPL
1530
+ 1528,Rupa & Company Ltd.,RUPA
1531
+ 1529,Rushil Decor Ltd.,RUSHIL
1532
+ 1530,S & S Power Switchgear Ltd.,S&SPOWER
1533
+ 1531,S Chand & Company Ltd.,SCHAND
1534
+ 1532,S H Kelkar & Company Ltd.,SHK
1535
+ 1533,S P Apparels Ltd.,SPAL
1536
+ 1534,SAB Events & Governance Now Media Ltd.,SABEVENTS
1537
+ 1535,SAL Steel Ltd.,SALSTEEL
1538
+ 1536,SBC Exports Ltd.,SBC
1539
+ 1537,SBFC Finance Ltd.,SBFC
1540
+ 1538,SBI Cards and Payment Services Ltd.,SBICARD
1541
+ 1539,SBI Life Insurance Company Ltd.,SBILIFE
1542
+ 1540,SEL Manufacturing Company Ltd.,SELMC
1543
+ 1541,SEPC Ltd.,SEPC
1544
+ 1542,SIL Investments Ltd.,SILINV
1545
+ 1543,SIS Ltd.,SIS
1546
+ 1544,SITI Networks Ltd.,SITINET
1547
+ 1545,SJS Enterprises Ltd.,SJS
1548
+ 1546,SJVN Ltd.,SJVN
1549
+ 1547,SKF India Ltd.,SKFINDIA
1550
+ 1548,SKIL Infrastructure Ltd.,SKIL
1551
+ 1549,SKM Egg Products Export (India) Ltd.,SKMEGGPROD
1552
+ 1550,SMC Global Securities Ltd.,SMCGLOBAL
1553
+ 1551,SML Isuzu Ltd.,SMLISUZU
1554
+ 1552,SMS Lifesciences India Ltd.,SMSLIFE
1555
+ 1553,SMS Pharmaceuticals Ltd.,SMSPHARMA
1556
+ 1554,SORIL Infra Resources Ltd.,SORILINFRA
1557
+ 1555,SPL Industries Ltd.,SPLIL
1558
+ 1556,SPML Infra Ltd.,SPMLINFRA
1559
+ 1557,SREI Infrastructure Finance Ltd.,SREINFRA
1560
+ 1558,SRF Ltd.,SRF
1561
+ 1559,SRG Housing Finance Ltd.,SRGHFL
1562
+ 1560,STEL Holdings Ltd.,STEL
1563
+ 1561,STL Global Ltd.,SGL
1564
+ 1562,SVP Global Textiles Ltd.,SVPGLOB
1565
+ 1563,Sadbhav Engineering Ltd.,SADBHAV
1566
+ 1564,Sadbhav Infrastructure Project Ltd.,SADBHIN
1567
+ 1565,Sadhana Nitro Chem Ltd.,SADHNANIQ
1568
+ 1566,Safari Industries (India) Ltd.,SAFARI
1569
+ 1567,Sagar Cements Ltd.,SAGCEM
1570
+ 1568,Sagardeep Alloys Ltd.,SAGARDEEP
1571
+ 1569,Sah Polymers Ltd.,SAH
1572
+ 1570,Sahyadri Industries Ltd.,SAHYADRI
1573
+ 1571,Sai Silks (Kalamandir) Ltd.,KALAMANDIR
1574
+ 1572,Sakar Healthcare Ltd.,SAKAR
1575
+ 1573,Saksoft Ltd.,SAKSOFT
1576
+ 1574,Sakthi Sugars Ltd.,SAKHTISUG
1577
+ 1575,Sakuma Exports Ltd.,SAKUMA
1578
+ 1576,Salasar Exteriors and Contour Ltd.,SECL
1579
+ 1577,Salasar Techno Engineering Ltd.,SALASAR
1580
+ 1578,Salona Cotspin Ltd.,SALONA
1581
+ 1579,Salzer Electronics Ltd.,SALZERELEC
1582
+ 1580,Sambhaav Media Ltd.,SAMBHAAV
1583
+ 1581,Samhi Hotels Ltd.,SAMHI
1584
+ 1582,Sampann Utpadan India Ltd.,SAMPANN
1585
+ 1583,Samvardhana Motherson International Ltd.,MOTHERSON
1586
+ 1584,Sanco Industries Ltd.,SANCO
1587
+ 1585,Sandesh Ltd.,SANDESH
1588
+ 1586,Sandhar Technologies Ltd.,SANDHAR
1589
+ 1587,Sandur Manganese & Iron Ores Ltd.,SANDUMA
1590
+ 1588,Sangam (India) Ltd.,SANGAMIND
1591
+ 1589,Sanghi Industries Ltd.,SANGHIIND
1592
+ 1590,Sanghvi Movers Ltd.,SANGHVIMOV
1593
+ 1591,Sanginita Chemicals Ltd.,SANGINITA
1594
+ 1592,Sanofi India Ltd.,SANOFI
1595
+ 1593,Sansera Engineering Ltd.,SANSERA
1596
+ 1594,Sapphire Foods India Ltd.,SAPPHIRE
1597
+ 1595,Sarda Energy & Minerals Ltd.,SARDAEN
1598
+ 1596,Saregama India Ltd.,SAREGAMA
1599
+ 1597,Sarla Performance Fibers Ltd.,SARLAPOLY
1600
+ 1598,Sarthak Metals Ltd.,SMLT
1601
+ 1599,Sarveshwar Foods Ltd.,SARVESHWAR
1602
+ 1600,Sasken Technologies Ltd.,SASKEN
1603
+ 1601,Sastasundar Ventures Ltd.,SASTASUNDR
1604
+ 1602,Sat Industries Ltd.,SATINDLTD
1605
+ 1603,Sathavahana Ispat Ltd.,SATHAISPAT
1606
+ 1604,Satia Industries Ltd.,SATIA
1607
+ 1605,Satin Creditcare Network Ltd.,SATIN
1608
+ 1606,Saurashtra Cements Ltd.,SAURASHCEM
1609
+ 1607,Savita Oil Technologies Ltd.,SOTL
1610
+ 1608,Schaeffler India Ltd.,SCHAEFFLER
1611
+ 1609,Schneider Electric Infrastructure Ltd.,SCHNEIDER
1612
+ 1610,Seamec Ltd.,SEAMECLTD
1613
+ 1611,SecMark Consultancy Ltd.,SECMARK
1614
+ 1612,SecUR Credentials Ltd.,SECURCRED
1615
+ 1613,Securekloud Technologies Ltd.,SECURKLOUD
1616
+ 1614,Sejal Glass Ltd.,SEJALLTD
1617
+ 1615,Selan Exploration Technology Ltd.,SELAN
1618
+ 1616,Semac Consultants Ltd.,SEMAC
1619
+ 1617,Senco Gold Ltd.,SENCO
1620
+ 1618,Sequent Scientific Ltd.,SEQUENT
1621
+ 1619,Servotech Power Systems Ltd.,SERVOTECH
1622
+ 1620,Seshasayee Paper & Boards Ltd.,SESHAPAPER
1623
+ 1621,Setco Automotive Ltd.,SETCO
1624
+ 1622,Setubandhan Infrastructure Ltd.,SETUINFRA
1625
+ 1623,Seya Industries Ltd.,SEYAIND
1626
+ 1624,Shah Alloys Ltd.,SHAHALLOYS
1627
+ 1625,Shah Metacorp Ltd.,SHAH
1628
+ 1626,Shaily Engineering Plastics Ltd.,SHAILY
1629
+ 1627,Shakti Pumps (India) Ltd.,SHAKTIPUMP
1630
+ 1628,Shalby Ltd.,SHALBY
1631
+ 1629,Shalimar Paints Ltd.,SHALPAINTS
1632
+ 1630,Shankara Building Products Ltd.,SHANKARA
1633
+ 1631,Shanthi Gears Ltd.,SHANTIGEAR
1634
+ 1632,Shanti Overseas (India) Ltd.,SHANTI
1635
+ 1633,Sharda Cropchem Ltd.,SHARDACROP
1636
+ 1634,Sharda Motor Industries Ltd.,SHARDAMOTR
1637
+ 1635,Share India Securities Ltd.,SHAREINDIA
1638
+ 1636,Sheela Foam Ltd.,SFL
1639
+ 1637,Sheetal Cool Products Ltd.,SCPL
1640
+ 1638,Shekhawati Poly Yarn Ltd.,SPYL
1641
+ 1639,Shemaroo Entertainment Ltd.,SHEMAROO
1642
+ 1640,Shilpa Medicare Ltd.,SHILPAMED
1643
+ 1641,Shipping Corporation of India Ltd.,SCI
1644
+ 1642,Shiva Mills Ltd.,SHIVAMILLS
1645
+ 1643,Shiva Texyarn Ltd.,SHIVATEX
1646
+ 1644,Shivalik Bimetal Controls Ltd.,SBCL
1647
+ 1645,Shivalik Rasayan Ltd.,SHIVALIK
1648
+ 1646,Shivam Autotech Ltd.,SHIVAMAUTO
1649
+ 1647,Shoppers Stop Ltd.,SHOPERSTOP
1650
+ 1648,Shradha Infraprojects Ltd.,SHRADHA
1651
+ 1649,Shree Cements Ltd.,SHREECEM
1652
+ 1650,Shree Digvijay Cement Company Ltd.,SHREDIGCEM
1653
+ 1651,Shree Pushkar Chemicals & Fertilisers Ltd.,SHREEPUSHK
1654
+ 1652,Shree Ram Proteins Ltd.,SRPL
1655
+ 1653,Shree Rama Multi-Tech Ltd.,SHREERAMA
1656
+ 1654,Shree Rama Newsprint Ltd.,RAMANEWS
1657
+ 1655,Shree Renuka Sugars Ltd.,RENUKA
1658
+ 1656,Shree Vasu Logistics Ltd.,SVLL
1659
+ 1657,Shreeoswal Seeds and Chemicals Ltd.,OSWALSEEDS
1660
+ 1658,Shrenik Ltd.,SHRENIK
1661
+ 1659,Shreyans Industries Ltd.,SHREYANIND
1662
+ 1660,Shreyas Shipping & Logistics Ltd.,SHREYAS
1663
+ 1661,Shriram City Union Finance Ltd.,SHRIRAMCIT
1664
+ 1662,Shriram Finance Ltd.,SHRIRAMFIN
1665
+ 1663,Shriram Pistons & Rings Ltd.,SHRIPISTON
1666
+ 1664,Shriram Properties Ltd.,SHRIRAMPPS
1667
+ 1665,Shyam Century Ferrous Ltd.,SHYAMCENT
1668
+ 1666,Shyam Metalics and Energy Ltd.,SHYAMMETL
1669
+ 1667,Shyam Telecom Ltd.,SHYAMTEL
1670
+ 1668,Sical Logistics Ltd.,SICALLOG
1671
+ 1669,Siemens Ltd.,SIEMENS
1672
+ 1670,Sigachi Industries Ltd.,SIGACHI
1673
+ 1671,Sigma Solve Ltd.,SIGMA
1674
+ 1672,Signet Industries Ltd.,SIGIND
1675
+ 1673,Signpost India Ltd.,SIGNPOST
1676
+ 1674,Sikko Industries Ltd.,SIKKO
1677
+ 1675,Silgo Retail Ltd.,SILGO
1678
+ 1676,Silly Monks Entertainment Ltd.,SILLYMONKS
1679
+ 1677,Silver Touch Technologies Ltd.,SILVERTUC
1680
+ 1678,Simbhaoli Sugars Ltd.,SIMBHALS
1681
+ 1679,Simplex Infrastructures Ltd.,SIMPLEXINF
1682
+ 1680,Sindhu Trade Links Ltd.,SINDHUTRAD
1683
+ 1681,Sintercom India Ltd.,SINTERCOM
1684
+ 1682,Sintex Industries Ltd.,SINTEX
1685
+ 1683,Sintex Plastics Technology Ltd.,SPTL
1686
+ 1684,Sirca Paints India Ltd.,SIRCA
1687
+ 1685,Siyaram Silk Mills Ltd.,SIYSIL
1688
+ 1686,Skipper Ltd.,SKIPPER
1689
+ 1687,Sky Gold Ltd.,SKYGOLD
1690
+ 1688,Smartlink Holdings Ltd.,SMARTLINK
1691
+ 1689,Snowman Logistics Ltd.,SNOWMAN
1692
+ 1690,Sobha Ltd.,SOBHA
1693
+ 1691,SoftTech Engineers Ltd.,SOFTTECH
1694
+ 1692,Solar Industries India Ltd.,SOLARINDS
1695
+ 1693,Solara Active Pharma Sciences Ltd.,SOLARA
1696
+ 1694,Som Distilleries & Breweries Ltd.,SDBL
1697
+ 1695,Soma Textiles & Industries Ltd.,SOMATEX
1698
+ 1696,Somany Ceramics Ltd.,SOMANYCERA
1699
+ 1697,Somi Conveyor Beltings Ltd.,SOMICONVEY
1700
+ 1698,Sona BLW Precision Forgings Ltd.,SONACOMS
1701
+ 1699,Sonam Ltd.,SONAMLTD
1702
+ 1700,Sonata Software Ltd.,SONATSOFTW
1703
+ 1701,South Indian Bank Ltd.,SOUTHBANK
1704
+ 1702,South West Pinnacle Exploration Ltd.,SOUTHWEST
1705
+ 1703,Southern Petrochemicals Industries Corporation Ltd.,SPIC
1706
+ 1704,Spacenet Enterprises India Ltd.,SPCENET
1707
+ 1705,Spandana Sphoorty Financial Ltd.,SPANDANA
1708
+ 1706,Speciality Restaurants Ltd.,SPECIALITY
1709
+ 1707,Spencers Retail Ltd.,SPENCERS
1710
+ 1708,Spicejet Ltd.,SPICEJET
1711
+ 1709,Sportking India Ltd.,SPORTKING
1712
+ 1710,Sree Rayalaseema Hi-Strength Hypo Ltd.,SRHHYPOLTD
1713
+ 1711,Sreeleathers Ltd.,SREEL
1714
+ 1712,Sri Adhikari Brothers Television Network Ltd.,SABTN
1715
+ 1713,Sri Havisha Hospitality and Infrastructure Ltd.,HAVISHA
1716
+ 1714,Srikalahasthi Pipes Ltd.,SRIPIPES
1717
+ 1715,Standard Industries Ltd.,SIL
1718
+ 1716,Star Cement Ltd.,STARCEMENT
1719
+ 1717,Star Health and Allied Insurance Company Ltd.,STARHEALTH
1720
+ 1718,Star Paper Mills Ltd.,STARPAPER
1721
+ 1719,Starteck Finance Ltd.,STARTECK
1722
+ 1720,State Bank of India,SBIN
1723
+ 1721,State Trading Corporation Of India Ltd.,STCINDIA
1724
+ 1722,Steel Authority of India (SAIL) Ltd.,SAIL
1725
+ 1723,Steel Cast Ltd.,STEELCAS
1726
+ 1724,Steel City Securities Ltd.,STEELCITY
1727
+ 1725,Steel Exchange India Ltd.,STEELXIND
1728
+ 1726,Steel Strips Wheels Ltd.,SSWL
1729
+ 1727,Sterling Tools Ltd.,STERTOOLS
1730
+ 1728,Sterling and Wilson Renewable Energy Ltd.,SWSOLAR
1731
+ 1729,Sterlite Technologies Ltd.,STLTECH
1732
+ 1730,Stove Kraft Ltd.,STOVEKRAFT
1733
+ 1731,Strides Pharma Science Ltd.,STAR
1734
+ 1732,Stylam Industries Ltd.,STYLAMIND
1735
+ 1733,Styrenix Performance Materials Ltd.,STYRENIX
1736
+ 1734,Subex Ltd.,SUBEXLTD
1737
+ 1735,Subros Ltd.,SUBROS
1738
+ 1736,Sudarshan Chemical Industries Ltd.,SUDARSCHEM
1739
+ 1737,Sukhjit Starch & Chemicals Ltd.,SUKHJITS
1740
+ 1738,Sula Vineyards Ltd.,SULA
1741
+ 1739,Sumeet Industries Ltd.,SUMEETINDS
1742
+ 1740,Sumit Woods Ltd.,SUMIT
1743
+ 1741,Sumitomo Chemical India Ltd.,SUMICHEM
1744
+ 1742,Summit Securities Ltd.,SUMMITSEC
1745
+ 1743,Sun Pharma Advanced Research Company Ltd.,SPARC
1746
+ 1744,Sun Pharmaceutical Industries Ltd.,SUNPHARMA
1747
+ 1745,Sun TV Network Ltd.,SUNTV
1748
+ 1746,Sundaram Brake Lining Ltd.,SUNDRMBRAK
1749
+ 1747,Sundaram Finance Holdings Ltd.,SUNDARMHLD
1750
+ 1748,Sundaram Finance Ltd.,SUNDARMFIN
1751
+ 1749,Sundaram Multi Pap Ltd.,SUNDARAM
1752
+ 1750,Sundaram-Clayton Ltd.,SUNCLAY
1753
+ 1751,Sundram Fasteners Ltd.,SUNDRMFAST
1754
+ 1752,Sunflag Iron & Steel Company Ltd.,SUNFLAG
1755
+ 1753,Sunteck Realty Ltd.,SUNTECK
1756
+ 1754,Super Spinning Mills Ltd.,SUPERSPIN
1757
+ 1755,Superhouse Ltd.,SUPERHOUSE
1758
+ 1756,Suprajit Engineering Ltd.,SUPRAJIT
1759
+ 1757,Supreme Engineering Ltd.,SUPREMEENG
1760
+ 1758,Supreme Industries Ltd.,SUPREMEIND
1761
+ 1759,Supreme Infrastructure India Ltd.,SUPREMEINF
1762
+ 1760,Supreme Petrochem Ltd.,SPLPETRO
1763
+ 1761,Supriya Lifescience Ltd.,SUPRIYA
1764
+ 1762,Suraj Estate Developers Ltd.,SURAJEST
1765
+ 1763,Surana Solar Ltd.,SURANASOL
1766
+ 1764,Surana Telecom and Power Ltd.,SURANAT&P
1767
+ 1765,Suratwwala Business Group Ltd.,SBGLP
1768
+ 1766,Surya Roshni Ltd.,SURYAROSNI
1769
+ 1767,Suryalakshmi Cotton Mills Ltd.,SURYALAXMI
1770
+ 1768,Suryoday Small Finance Bank Ltd.,SURYODAY
1771
+ 1769,Sutlej Textiles & Industries Ltd.,SUTLEJTEX
1772
+ 1770,Suven Life Sciences Ltd.,SUVEN
1773
+ 1771,Suven Pharmaceuticals Ltd.,SUVENPHAR
1774
+ 1772,Suvidhaa Infoserve Ltd.,SUVIDHAA
1775
+ 1773,Suzlon Energy Ltd.,SUZLON
1776
+ 1774,Swan Energy Ltd.,SWANENERGY
1777
+ 1775,Swaraj Engines Ltd.,SWARAJENG
1778
+ 1776,Swelect Energy Systems Ltd.,SWELECTES
1779
+ 1777,Symphony Ltd.,SYMPHONY
1780
+ 1778,Syncom Formulation (India) Ltd.,SYNCOMF
1781
+ 1779,Synergy Green Industries Ltd.,SGIL
1782
+ 1780,Syngene International Ltd.,SYNGENE
1783
+ 1781,Syrma SGS Technology Ltd.,SYRMA
1784
+ 1782,T T Ltd.,TTL
1785
+ 1783,TARC Ltd.,TARC
1786
+ 1784,TCI Developers Ltd.,TCIDEVELOP
1787
+ 1785,TCI Express Ltd.,TCIEXP
1788
+ 1786,TCI Finance Ltd.,TCIFINANCE
1789
+ 1787,TCNS Clothing Co. Ltd.,TCNSBRANDS
1790
+ 1788,TCPL Packaging Ltd.,TCPLPACK
1791
+ 1789,TD Power Systems Ltd.,TDPOWERSYS
1792
+ 1790,TECIL Chemicals & Hydro Power Ltd.,TECILCHEM
1793
+ 1791,TGB Banquets and Hotels Ltd.,TGBHOTELS
1794
+ 1792,TIL Ltd.,TIL
1795
+ 1793,TPL Plastech Ltd.,TPLPLASTEH
1796
+ 1794,TRF Ltd.,TRF
1797
+ 1795,TTK Healthcare Ltd.,TTKHLTCARE
1798
+ 1796,TTK Prestige Ltd.,TTKPRESTIG
1799
+ 1797,TV Today Network Ltd.,TVTODAY
1800
+ 1798,TV Vision Ltd.,TVVISION
1801
+ 1799,TV18 Broadcast Ltd.,TV18BRDCST
1802
+ 1800,TVS Electronics Ltd.,TVSELECT
1803
+ 1801,TVS Holdings Ltd.,TVSHLTD
1804
+ 1802,TVS Motor Company Ltd.,TVSMOTOR
1805
+ 1803,TVS Srichakra Ltd.,TVSSRICHAK
1806
+ 1804,TVS Supply Chain Solutions Ltd.,TVSSCS
1807
+ 1805,Tainwala Chemicals & Plastics (India) Ltd.,TAINWALCHM
1808
+ 1806,Taj GVK Hotels & Resorts Ltd.,TAJGVK
1809
+ 1807,Take Solutions Ltd.,TAKE
1810
+ 1808,Talbros Automotive Components Ltd.,TALBROAUTO
1811
+ 1809,Tamil Nadu Newsprint And Papers Ltd.,TNPL
1812
+ 1810,Tamilnad Mercantile Bank Ltd.,TMB
1813
+ 1811,Tamilnadu Petroproducts Ltd.,TNPETRO
1814
+ 1812,Tamilnadu Telecommunications Ltd.,TNTELE
1815
+ 1813,Tanla Platforms Ltd.,TANLA
1816
+ 1814,Tantia Constructions Ltd.,TCLCONS
1817
+ 1815,Tarapur Transformers Ltd.,TARAPUR
1818
+ 1816,Tarmat Ltd.,TARMAT
1819
+ 1817,Tarsons Products Ltd.,TARSONS
1820
+ 1818,Tasty Bite Eatables Ltd.,TASTYBITE
1821
+ 1819,Tata Chemicals Ltd.,TATACHEM
1822
+ 1820,Tata Coffee Ltd.,TATACOFFEE
1823
+ 1821,Tata Communications Ltd.,TATACOMM
1824
+ 1822,Tata Consultancy Services Ltd.,TCS
1825
+ 1823,Tata Consumer Products Ltd.,TATACONSUM
1826
+ 1824,Tata Elxsi Ltd.,TATAELXSI
1827
+ 1825,Tata Investment Corporation Ltd.,TATAINVEST
1828
+ 1826,Tata Metaliks Ltd.,TATAMETALI
1829
+ 1827,Tata Motors Ltd.,TATAMOTORS
1830
+ 1828,Tata Power Company Ltd.,TATAPOWER
1831
+ 1829,Tata Steel BSL Ltd.,BHUSANSTL
1832
+ 1830,Tata Steel Long Products Ltd.,TATASTLLP
1833
+ 1831,Tata Steel Ltd.,TATASTEEL
1834
+ 1832,Tata Technologies Ltd.,TATATECH
1835
+ 1833,Tata Teleservices (Maharashtra) Ltd.,TTML
1836
+ 1834,Tatva Chintan Pharma Chem Ltd.,TATVA
1837
+ 1835,TeamLease Services Ltd.,TEAMLEASE
1838
+ 1836,Teamo Productions HQ Ltd.,TPHQ
1839
+ 1837,Tech Mahindra Ltd.,TECHM
1840
+ 1838,Techindia Nirman Ltd.,TECHIN
1841
+ 1839,Techno Electric & Engineering Company Ltd.,TECHNOE
1842
+ 1840,Technocraft Industries (India) Ltd.,TIIL
1843
+ 1841,Tega Industries Ltd.,TEGA
1844
+ 1842,Tejas Networks Ltd.,TEJASNET
1845
+ 1843,Tembo Global Industries Ltd.,TEMBO
1846
+ 1844,Tera Software Ltd.,TERASOFT
1847
+ 1845,Texmaco Infrastructure & Holdings Ltd.,TEXINFRA
1848
+ 1846,Texmaco Rail & Engineering Ltd.,TEXRAIL
1849
+ 1847,Texmo Pipes & Products Ltd.,TEXMOPIPES
1850
+ 1848,Thangamayil Jewellery Ltd.,THANGAMAYL
1851
+ 1849,The Anup Engineering Ltd.,ANUP
1852
+ 1850,The Byke Hospitality Ltd.,BYKE
1853
+ 1851,The Fertilisers and Chemicals Travancore Ltd.,FACT
1854
+ 1852,The Grob Tea Company Ltd.,GROBTEA
1855
+ 1853,The Hi-Tech Gears Ltd.,HITECHGEAR
1856
+ 1854,The Indian Card Clothing Company Ltd.,INDIANCARD
1857
+ 1855,The Investment Trust of India Ltd.,THEINVEST
1858
+ 1856,The New India Assurance Company Ltd.,NIACL
1859
+ 1857,The Orissa Minerals Development Company Ltd.,ORISSAMINE
1860
+ 1858,The Peria Karamalai Tea & Produce Company Ltd.,PKTEA
1861
+ 1859,The Ramco Cements Ltd.,RAMCOCEM
1862
+ 1860,The United Nilgiri Tea Estates Company Ltd.,UNITEDTEA
1863
+ 1861,The Western India Plywood Ltd.,WIPL
1864
+ 1862,Thejo Engineering Ltd.,THEJO
1865
+ 1863,Themis Medicare Ltd.,THEMISMED
1866
+ 1864,Thermax Ltd.,THERMAX
1867
+ 1865,Thirumalai Chemicals Ltd.,TIRUMALCHM
1868
+ 1866,Thomas Cook (India) Ltd.,THOMASCOOK
1869
+ 1867,Thomas Scott (India) Ltd.,THOMASCOTT
1870
+ 1868,Thyrocare Technologies Ltd.,THYROCARE
1871
+ 1869,Tide Water Oil Company India Ltd.,TIDEWATER
1872
+ 1870,Tijaria Polypipes Ltd.,TIJARIA
1873
+ 1871,Tilaknagar Industries Ltd.,TI
1874
+ 1872,Time Technoplast Ltd.,TIMETECHNO
1875
+ 1873,Times Guaranty Ltd.,TIMESGTY
1876
+ 1874,Timken India Ltd.,TIMKEN
1877
+ 1875,Tinplate Company of India Ltd.,TINPLATE
1878
+ 1876,Tips Films Ltd.,TIPSFILMS
1879
+ 1877,Tips Industries Ltd.,TIPSINDLTD
1880
+ 1878,Tirupati Forge Ltd.,TIRUPATIFL
1881
+ 1879,Titagarh Rail Systems Ltd.,TITAGARH
1882
+ 1880,Titan Company Ltd.,TITAN
1883
+ 1881,Tokyo Plast International Ltd.,TOKYOPLAST
1884
+ 1882,Torrent Pharmaceuticals Ltd.,TORNTPHARM
1885
+ 1883,Torrent Power Ltd.,TORNTPOWER
1886
+ 1884,Total Transport Systems Ltd.,TOTAL
1887
+ 1885,Touchwood Entertainment Ltd.,TOUCHWOOD
1888
+ 1886,Tourism Finance Corporation of India Ltd.,TFCILTD
1889
+ 1887,Tracxn Technologies Ltd.,TRACXN
1890
+ 1888,Transformers & Rectifiers (India) Ltd.,TRIL
1891
+ 1889,Transport Corporation of India Ltd.,TCI
1892
+ 1890,Transwarranty Finance Ltd.,TFL
1893
+ 1891,Tree House Education & Accessories Ltd.,TREEHOUSE
1894
+ 1892,Trejhara Solutions Ltd.,TREJHARA
1895
+ 1893,Trent Ltd.,TRENT
1896
+ 1894,Tribhovandas Bhimji Zaveri Ltd.,TBZ
1897
+ 1895,Trident Ltd.,TRIDENT
1898
+ 1896,Trigyn Technologies Ltd.,TRIGYN
1899
+ 1897,Triveni Engineering & Industries Ltd.,TRIVENI
1900
+ 1898,Triveni Turbine Ltd.,TRITURBINE
1901
+ 1899,TruCap Finance Ltd.,TRU
1902
+ 1900,Tube Investments of India Ltd.,TIINDIA
1903
+ 1901,Twentyfirst Century Management Services Ltd.,21STCENMGM
1904
+ 1902,UCAL Ltd.,UCAL
1905
+ 1903,UCO Bank,UCOBANK
1906
+ 1904,UFO Moviez India Ltd.,UFO
1907
+ 1905,UNO Minda Ltd.,UNOMINDA
1908
+ 1906,UPL Ltd.,UPL
1909
+ 1907,UTI Asset Management Company Ltd.,UTIAMC
1910
+ 1908,Udaipur Cement Works Ltd.,UDAICEMENT
1911
+ 1909,Udayshivakumar Infra Ltd.,USK
1912
+ 1910,Uflex Ltd.,UFLEX
1913
+ 1911,Ugar Sugar Works Ltd.,UGARSUGAR
1914
+ 1912,Ugro Capital Ltd.,UGROCAP
1915
+ 1913,Ujaas Energy Ltd.,UJAAS
1916
+ 1914,Ujjivan Financial Services Ltd.,UJJIVAN
1917
+ 1915,Ujjivan Small Finance Bank Ltd.,UJJIVANSFB
1918
+ 1916,UltraTech Cement Ltd.,ULTRACEMCO
1919
+ 1917,Uma Exports Ltd.,UMAEXPORTS
1920
+ 1918,Umang Dairies Ltd.,UMANGDAIRY
1921
+ 1919,Unichem Laboratories Ltd.,UNICHEMLAB
1922
+ 1920,Uniinfo Telecom Services Ltd.,UNIINFO
1923
+ 1921,Union Bank of India,UNIONBANK
1924
+ 1922,Uniparts India Ltd.,UNIPARTS
1925
+ 1923,Uniphos Enterprises Ltd.,UNIENTER
1926
+ 1924,Unitech Ltd.,UNITECH
1927
+ 1925,United Breweries Ltd.,UBL
1928
+ 1926,United Drilling Tools Ltd.,UNIDT
1929
+ 1927,United Polyfab Gujarat Ltd.,UNITEDPOLY
1930
+ 1928,United Spirits Ltd.,MCDOWELL-N
1931
+ 1929,Univa Foods Ltd.,UNIVAFOODS
1932
+ 1930,Univastu India Ltd.,UNIVASTU
1933
+ 1931,Universal Cables Ltd.,UNIVCABLES
1934
+ 1932,Universus Photo Imagings Ltd.,UNIVPHOTO
1935
+ 1933,Updater Services Ltd.,UDS
1936
+ 1934,Uravi T & Wedge Lamps Ltd.,URAVI
1937
+ 1935,Urja Global Ltd.,URJA
1938
+ 1936,Usha Martin Education & Solutions Ltd.,UMESLTD
1939
+ 1937,Usha Martin Ltd.,USHAMART
1940
+ 1938,Utkarsh Small Finance Bank Ltd.,UTKARSHBNK
1941
+ 1939,Uttam Galva Steels Ltd.,UTTAMSTL
1942
+ 1940,Uttam Sugar Mills Ltd.,UTTAMSUGAR
1943
+ 1941,V-Guard Industries Ltd.,VGUARD
1944
+ 1942,V-Mart Retail Ltd.,VMART
1945
+ 1943,V2 Retail Ltd.,V2RETAIL
1946
+ 1944,VIP Clothing Ltd.,VIPCLOTHNG
1947
+ 1945,VIP Industries Ltd.,VIPIND
1948
+ 1946,VL E-Governance & IT Solutions Ltd.,VLEGOV
1949
+ 1947,VLS Finance Ltd.,VLSFINANCE
1950
+ 1948,VRL Logistics Ltd.,VRLLOG
1951
+ 1949,VST Industries Ltd.,VSTIND
1952
+ 1950,VST Tillers Tractors Ltd.,VSTTILLERS
1953
+ 1951,Va Tech Wabag Ltd.,WABAG
1954
+ 1952,Vadilal Industries Ltd.,VADILALIND
1955
+ 1953,Vaibhav Global Ltd.,VAIBHAVGBL
1956
+ 1954,Vaishali Pharma Ltd.,VAISHALI
1957
+ 1955,Vakrangee Ltd.,VAKRANGEE
1958
+ 1956,Valiant Laboratories Ltd.,VALIANTLAB
1959
+ 1957,Valiant Organics Ltd.,VALIANTORG
1960
+ 1958,Vardhman Acrylics Ltd.,VARDHACRLC
1961
+ 1959,Vardhman Holdings Ltd.,VHL
1962
+ 1960,Vardhman Polytex Ltd.,VARDMNPOLY
1963
+ 1961,Vardhman Special Steels Ltd.,VSSL
1964
+ 1962,Vardhman Textiles Ltd.,VTL
1965
+ 1963,Varroc Engineering Ltd.,VARROC
1966
+ 1964,Varun Beverages Ltd.,VBL
1967
+ 1965,Vascon Engineers Ltd.,VASCONEQ
1968
+ 1966,Vaswani Industries Ltd.,VASWANI
1969
+ 1967,Vaxtex Cotfab Ltd.,VCL
1970
+ 1968,Vedant Fashions Ltd.,MANYAVAR
1971
+ 1969,Vedanta Ltd.,VEDL
1972
+ 1970,Venky's (India) Ltd.,VENKEYS
1973
+ 1971,Venus Pipes & Tubes Ltd.,VENUSPIPES
1974
+ 1972,Venus Remedies Ltd.,VENUSREM
1975
+ 1973,Veranda Learning Solutions Ltd.,VERANDA
1976
+ 1974,Vertoz Advertising Ltd.,VERTOZ
1977
+ 1975,Vesuvius India Ltd.,VESUVIUS
1978
+ 1976,Veto Switchgears & Cables Ltd.,VETO
1979
+ 1977,Vibhor Steel Tubes Ltd.,VSTL
1980
+ 1978,Viceroy Hotels Ltd.,VICEROY
1981
+ 1979,Vidhi Specialty Food Ingredients Ltd.,VIDHIING
1982
+ 1980,Vijaya Diagnostic Centre Ltd.,VIJAYA
1983
+ 1981,Viji Finance Ltd.,VIJIFIN
1984
+ 1982,Vikas Ecotech Ltd.,VIKASECO
1985
+ 1983,Vikas Lifecare Ltd.,VIKASLIFE
1986
+ 1984,Vikas WSP Ltd.,VIKASWSP
1987
+ 1985,Vimta Labs Ltd.,VIMTALABS
1988
+ 1986,Vinati Organics Ltd.,VINATIORGA
1989
+ 1987,Vindhya Telelinks Ltd.,VINDHYATEL
1990
+ 1988,Vineet Laboratories Ltd.,VINEETLAB
1991
+ 1989,Vinny Overseas Ltd.,VINNY
1992
+ 1990,Vinyl Chemicals (I) Ltd.,VINYLINDIA
1993
+ 1991,Vipul Ltd.,VIPULLTD
1994
+ 1992,Virinchi Ltd.,VIRINCHI
1995
+ 1993,Visa Steel Ltd.,VISASTEEL
1996
+ 1994,Visagar Polytex Ltd.,VIVIDHA
1997
+ 1995,Visaka Industries Ltd.,VISAKAIND
1998
+ 1996,Vishal Fabrics Ltd.,VISHAL
1999
+ 1997,Vishnu Chemicals Ltd.,VISHNU
2000
+ 1998,Vishnu Prakash R Punglia Ltd.,VPRPL
2001
+ 1999,Vishwaraj Sugar Industries Ltd.,VISHWARAJ
2002
+ 2000,Vivimed Labs Ltd.,VIVIMEDLAB
2003
+ 2001,Vodafone Idea Ltd.,IDEA
2004
+ 2002,Voltamp Transformers Ltd.,VOLTAMP
2005
+ 2003,Voltas Ltd.,VOLTAS
2006
+ 2004,W S Industries (India) Ltd.,WSI
2007
+ 2005,Walchandnagar Industries Ltd.,WALCHANNAG
2008
+ 2006,Wanbury Ltd.,WANBURY
2009
+ 2007,Waterbase Ltd.,WATERBASE
2010
+ 2008,We Win Ltd.,WEWIN
2011
+ 2009,Wealth First Portfolio Managers Ltd.,WEALTH
2012
+ 2010,Websol Energy Systems Ltd.,WEBELSOLAR
2013
+ 2011,Weizmann Ltd.,WEIZMANIND
2014
+ 2012,Welspun Corp Ltd.,WELCORP
2015
+ 2013,Welspun Enterprises Ltd.,WELENT
2016
+ 2014,Welspun Investments & Commercials Ltd.,WELINV
2017
+ 2015,Welspun Living Ltd.,WELSPUNLIV
2018
+ 2016,Wendt (India) Ltd.,WENDT
2019
+ 2017,West Coast Paper Mills Ltd.,WSTCSTPAPR
2020
+ 2018,Westlife Foodworld Ltd.,WESTLIFE
2021
+ 2019,Wheels India Ltd.,WHEELS
2022
+ 2020,Whirlpool of India Ltd.,WHIRLPOOL
2023
+ 2021,Williamson Magor & Company Ltd.,WILLAMAGOR
2024
+ 2022,WinPro Industries Ltd.,WINPRO
2025
+ 2023,Windlas Biotech Ltd.,WINDLAS
2026
+ 2024,Windsor Machines Ltd.,WINDMACHIN
2027
+ 2025,Winsome Yarns Ltd.,WINSOME
2028
+ 2026,Wipro Ltd.,WIPRO
2029
+ 2027,Wockhardt Ltd.,WOCKPHARMA
2030
+ 2028,Wonder Electricals Ltd.,WEL
2031
+ 2029,Wonderla Holidays Ltd.,WONDERLA
2032
+ 2030,Worth Peripherals Ltd.,WORTH
2033
+ 2031,Xchanging Solutions Ltd.,XCHANGING
2034
+ 2032,Xelpmoc Design and Tech Ltd.,XELPMOC
2035
+ 2033,Xpro India Ltd.,XPROINDIA
2036
+ 2034,YES Bank Ltd.,YESBANK
2037
+ 2035,Yaari Digital Integrated Services Ltd,YAARI
2038
+ 2036,Yasho Industries Ltd.,YASHO
2039
+ 2037,Yatharth Hospital & Trauma Care Services Ltd.,YATHARTH
2040
+ 2038,Yatra Online Ltd.,YATRA
2041
+ 2039,Yuken India Ltd.,YUKEN
2042
+ 2040,ZF Commercial Vehicle Control Systems India Ltd.,ZFCVINDIA
2043
+ 2041,Zaggle Prepaid Ocean Services Ltd.,ZAGGLE
2044
+ 2042,Zee Entertainment Enterprises Ltd.,ZEEL
2045
+ 2043,Zee Learn Ltd.,ZEELEARN
2046
+ 2044,Zee Media Corporation Ltd.,ZEEMEDIA
2047
+ 2045,Zen Technologies Ltd.,ZENTEC
2048
+ 2046,Zenith Exports Ltd.,ZENITHEXPO
2049
+ 2047,Zenith Steel Pipes & Industries Ltd.,ZENITHSTL
2050
+ 2048,Zensar Technologies Ltd.,ZENSARTECH
2051
+ 2049,Zim Laboratories Ltd.,ZIMLAB
2052
+ 2050,Zodiac Clothing Company Ltd.,ZODIACLOTH
2053
+ 2051,Zodiac Energy Ltd.,ZODIAC
2054
+ 2052,Zodiac JRD MKJ Ltd.,ZODJRDMKJ
2055
+ 2053,Zomato Ltd.,ZOMATO
2056
+ 2054,Zota Healthcare Ltd.,ZOTA
2057
+ 2055,Zuari Agro Chemicals Ltd.,ZUARI
2058
+ 2056,Zuari Industries Ltd.,ZUARIIND
2059
+ 2057,Zydus Lifesciences Ltd.,ZYDUSLIFE
2060
+ 2058,Zydus Wellness Ltd.,ZYDUSWELL
2061
+ 2059,eClerx Services Ltd.,ECLERX
2062
+ 2060,eMudhra Ltd.,EMUDHRA
2063
+ 2061,ideaForge Technology Ltd.,IDEAFORGE
EQUITY_L.csv → Data/EQUITY_L.csv RENAMED
File without changes
Data/index.html ADDED
The diff for this file is too large to render. See raw diff
 
Notebooks/.ipynb_checkpoints/CapiPort-checkpoint.ipynb ADDED
The diff for this file is too large to render. See raw diff
 
Notebooks/CapiPort.ipynb ADDED
The diff for this file is too large to render. See raw diff
 
Notebooks/Untitled.ipynb ADDED
@@ -0,0 +1,311 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "code",
5
+ "execution_count": 5,
6
+ "id": "621c09fe",
7
+ "metadata": {},
8
+ "outputs": [],
9
+ "source": [
10
+ "from bs4 import BeautifulSoup\n",
11
+ "import pandas as pd\n",
12
+ "\n",
13
+ "c = 0\n",
14
+ "\n",
15
+ "df = 0\n",
16
+ "\n",
17
+ "# Read HTML content from the file\n",
18
+ "with open(\"index.html\", \"r\", encoding=\"utf-8\") as file:\n",
19
+ " html_content = file.read()\n",
20
+ "\n",
21
+ "# Parse the HTML content\n",
22
+ "soup = BeautifulSoup(html_content, \"html.parser\")\n",
23
+ "\n",
24
+ "# Find the table\n",
25
+ "table = soup.find(\"table\")\n",
26
+ "\n",
27
+ "# Extract table data\n",
28
+ "if table:\n",
29
+ " rows = table.find_all(\"tr\")\n",
30
+ " data = []\n",
31
+ " for row in rows:\n",
32
+ " columns = row.find_all(\"td\")\n",
33
+ " if columns: # Ensure it's not a header row or empty row\n",
34
+ " row_data = [column.text.strip() for column in columns]\n",
35
+ " data.append(row_data)\n",
36
+ " c += 1\n",
37
+ " # Create DataFrame\n",
38
+ " df = pd.DataFrame(data)\n",
39
+ " \n",
40
+ " # Extract first part and last word from the first column\n",
41
+ " df['Name'] = df[0].str.split().str[:-1].str.join(\" \")\n",
42
+ " df['Ticker'] = df[0].str.split().str[-1]\n",
43
+ " df[['Name', 'Ticker']].to_csv(\"Company List.csv\")\n",
44
+ "else:\n",
45
+ " print(\"Table not found in the HTML content.\")\n"
46
+ ]
47
+ },
48
+ {
49
+ "cell_type": "code",
50
+ "execution_count": 6,
51
+ "id": "38efd2c9",
52
+ "metadata": {},
53
+ "outputs": [
54
+ {
55
+ "name": "stdout",
56
+ "output_type": "stream",
57
+ "text": [
58
+ "2063\n"
59
+ ]
60
+ }
61
+ ],
62
+ "source": [
63
+ "print(c)"
64
+ ]
65
+ },
66
+ {
67
+ "cell_type": "code",
68
+ "execution_count": 7,
69
+ "id": "6c185203",
70
+ "metadata": {},
71
+ "outputs": [
72
+ {
73
+ "data": {
74
+ "text/html": [
75
+ "<div>\n",
76
+ "<style scoped>\n",
77
+ " .dataframe tbody tr th:only-of-type {\n",
78
+ " vertical-align: middle;\n",
79
+ " }\n",
80
+ "\n",
81
+ " .dataframe tbody tr th {\n",
82
+ " vertical-align: top;\n",
83
+ " }\n",
84
+ "\n",
85
+ " .dataframe thead th {\n",
86
+ " text-align: right;\n",
87
+ " }\n",
88
+ "</style>\n",
89
+ "<table border=\"1\" class=\"dataframe\">\n",
90
+ " <thead>\n",
91
+ " <tr style=\"text-align: right;\">\n",
92
+ " <th></th>\n",
93
+ " <th>0</th>\n",
94
+ " <th>1</th>\n",
95
+ " <th>2</th>\n",
96
+ " <th>3</th>\n",
97
+ " <th>4</th>\n",
98
+ " <th>Name</th>\n",
99
+ " <th>Ticker</th>\n",
100
+ " </tr>\n",
101
+ " </thead>\n",
102
+ " <tbody>\n",
103
+ " <tr>\n",
104
+ " <th>count</th>\n",
105
+ " <td>2062</td>\n",
106
+ " <td>2062</td>\n",
107
+ " <td>2062</td>\n",
108
+ " <td>2062</td>\n",
109
+ " <td>2062</td>\n",
110
+ " <td>2062</td>\n",
111
+ " <td>2062</td>\n",
112
+ " </tr>\n",
113
+ " <tr>\n",
114
+ " <th>unique</th>\n",
115
+ " <td>2062</td>\n",
116
+ " <td>2044</td>\n",
117
+ " <td>2060</td>\n",
118
+ " <td>2056</td>\n",
119
+ " <td>125</td>\n",
120
+ " <td>2061</td>\n",
121
+ " <td>2062</td>\n",
122
+ " </tr>\n",
123
+ " <tr>\n",
124
+ " <th>top</th>\n",
125
+ " <td>20 Microns Ltd. 20MICRONS</td>\n",
126
+ " <td>₹1.14 -4.16%</td>\n",
127
+ " <td>₹8.8/₹3.79</td>\n",
128
+ " <td>₹128.05 Crs</td>\n",
129
+ " <td>Pharmaceuticals</td>\n",
130
+ " <td>Gallantt Ispat Ltd.</td>\n",
131
+ " <td>20MICRONS</td>\n",
132
+ " </tr>\n",
133
+ " <tr>\n",
134
+ " <th>freq</th>\n",
135
+ " <td>1</td>\n",
136
+ " <td>4</td>\n",
137
+ " <td>2</td>\n",
138
+ " <td>2</td>\n",
139
+ " <td>105</td>\n",
140
+ " <td>2</td>\n",
141
+ " <td>1</td>\n",
142
+ " </tr>\n",
143
+ " </tbody>\n",
144
+ "</table>\n",
145
+ "</div>"
146
+ ],
147
+ "text/plain": [
148
+ " 0 1 2 3 \\\n",
149
+ "count 2062 2062 2062 2062 \n",
150
+ "unique 2062 2044 2060 2056 \n",
151
+ "top 20 Microns Ltd. 20MICRONS ₹1.14 -4.16% ₹8.8/₹3.79 ₹128.05 Crs \n",
152
+ "freq 1 4 2 2 \n",
153
+ "\n",
154
+ " 4 Name Ticker \n",
155
+ "count 2062 2062 2062 \n",
156
+ "unique 125 2061 2062 \n",
157
+ "top Pharmaceuticals Gallantt Ispat Ltd. 20MICRONS \n",
158
+ "freq 105 2 1 "
159
+ ]
160
+ },
161
+ "execution_count": 7,
162
+ "metadata": {},
163
+ "output_type": "execute_result"
164
+ }
165
+ ],
166
+ "source": [
167
+ "df.describe()"
168
+ ]
169
+ },
170
+ {
171
+ "cell_type": "code",
172
+ "execution_count": 8,
173
+ "id": "ebfb97f3",
174
+ "metadata": {},
175
+ "outputs": [
176
+ {
177
+ "data": {
178
+ "text/plain": [
179
+ "2062"
180
+ ]
181
+ },
182
+ "execution_count": 8,
183
+ "metadata": {},
184
+ "output_type": "execute_result"
185
+ }
186
+ ],
187
+ "source": [
188
+ "len(df)"
189
+ ]
190
+ },
191
+ {
192
+ "cell_type": "code",
193
+ "execution_count": 9,
194
+ "id": "70727a81",
195
+ "metadata": {},
196
+ "outputs": [],
197
+ "source": [
198
+ "duplicates = df[df.duplicated(subset='Name', keep=False)]"
199
+ ]
200
+ },
201
+ {
202
+ "cell_type": "code",
203
+ "execution_count": 10,
204
+ "id": "75f68012",
205
+ "metadata": {},
206
+ "outputs": [
207
+ {
208
+ "data": {
209
+ "text/html": [
210
+ "<div>\n",
211
+ "<style scoped>\n",
212
+ " .dataframe tbody tr th:only-of-type {\n",
213
+ " vertical-align: middle;\n",
214
+ " }\n",
215
+ "\n",
216
+ " .dataframe tbody tr th {\n",
217
+ " vertical-align: top;\n",
218
+ " }\n",
219
+ "\n",
220
+ " .dataframe thead th {\n",
221
+ " text-align: right;\n",
222
+ " }\n",
223
+ "</style>\n",
224
+ "<table border=\"1\" class=\"dataframe\">\n",
225
+ " <thead>\n",
226
+ " <tr style=\"text-align: right;\">\n",
227
+ " <th></th>\n",
228
+ " <th>0</th>\n",
229
+ " <th>1</th>\n",
230
+ " <th>2</th>\n",
231
+ " <th>3</th>\n",
232
+ " <th>4</th>\n",
233
+ " <th>Name</th>\n",
234
+ " <th>Ticker</th>\n",
235
+ " </tr>\n",
236
+ " </thead>\n",
237
+ " <tbody>\n",
238
+ " <tr>\n",
239
+ " <th>610</th>\n",
240
+ " <td>Gallantt Ispat Ltd.\\n ...</td>\n",
241
+ " <td>₹64.15 -0.77%</td>\n",
242
+ " <td>₹76/₹44.64</td>\n",
243
+ " <td>₹1807.11 Crs</td>\n",
244
+ " <td>Iron &amp; Steel</td>\n",
245
+ " <td>Gallantt Ispat Ltd.</td>\n",
246
+ " <td>GALLISPAT</td>\n",
247
+ " </tr>\n",
248
+ " <tr>\n",
249
+ " <th>611</th>\n",
250
+ " <td>Gallantt Ispat Ltd.\\n ...</td>\n",
251
+ " <td>₹216.94 +1.33%</td>\n",
252
+ " <td>₹236.4/₹49.54</td>\n",
253
+ " <td>₹5235.8 Crs</td>\n",
254
+ " <td>Iron &amp; Steel</td>\n",
255
+ " <td>Gallantt Ispat Ltd.</td>\n",
256
+ " <td>GALLANTT</td>\n",
257
+ " </tr>\n",
258
+ " </tbody>\n",
259
+ "</table>\n",
260
+ "</div>"
261
+ ],
262
+ "text/plain": [
263
+ " 0 1 \\\n",
264
+ "610 Gallantt Ispat Ltd.\\n ... ₹64.15 -0.77% \n",
265
+ "611 Gallantt Ispat Ltd.\\n ... ₹216.94 +1.33% \n",
266
+ "\n",
267
+ " 2 3 4 Name Ticker \n",
268
+ "610 ₹76/₹44.64 ₹1807.11 Crs Iron & Steel Gallantt Ispat Ltd. GALLISPAT \n",
269
+ "611 ₹236.4/₹49.54 ₹5235.8 Crs Iron & Steel Gallantt Ispat Ltd. GALLANTT "
270
+ ]
271
+ },
272
+ "execution_count": 10,
273
+ "metadata": {},
274
+ "output_type": "execute_result"
275
+ }
276
+ ],
277
+ "source": [
278
+ "duplicates"
279
+ ]
280
+ },
281
+ {
282
+ "cell_type": "code",
283
+ "execution_count": null,
284
+ "id": "a0f8f58d",
285
+ "metadata": {},
286
+ "outputs": [],
287
+ "source": []
288
+ }
289
+ ],
290
+ "metadata": {
291
+ "kernelspec": {
292
+ "display_name": "Python 3 (ipykernel)",
293
+ "language": "python",
294
+ "name": "python3"
295
+ },
296
+ "language_info": {
297
+ "codemirror_mode": {
298
+ "name": "ipython",
299
+ "version": 3
300
+ },
301
+ "file_extension": ".py",
302
+ "mimetype": "text/x-python",
303
+ "name": "python",
304
+ "nbconvert_exporter": "python",
305
+ "pygments_lexer": "ipython3",
306
+ "version": "3.10.13"
307
+ }
308
+ },
309
+ "nbformat": 4,
310
+ "nbformat_minor": 5
311
+ }
__pycache__/CapiPort.cpython-310.pyc CHANGED
Binary files a/__pycache__/CapiPort.cpython-310.pyc and b/__pycache__/CapiPort.cpython-310.pyc differ
 
main.py CHANGED
@@ -1,31 +1,212 @@
1
- import CapiPort
2
- import streamlit as st
3
  import pandas as pd
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4
 
5
- df = pd.read_csv("EQUITY_L.csv")
 
 
 
6
 
7
- CompanySymbol = (df["SYMBOL"] + '.NS').to_list()
8
- CompanyName = df["NAME OF COMPANY"].to_list()
 
9
 
10
- CompanyDict = dict()
 
 
 
11
 
12
- for CSymbol, CName in zip(CompanySymbol, CompanyName):
13
- CompanyDict[CName] = CSymbol
 
14
 
15
- EquitiesInvested = st.multiselect('Select Multiple Companies', CompanyName, default = None)
 
 
 
 
 
 
 
 
 
16
 
17
- st.write("Need at Least two Companies to provide the Optimal Portfolio.")
 
 
 
 
 
18
 
19
- if len(EquitiesInvested) > 1:
20
- EquitiesInvested = [CompanyDict[i] for i in EquitiesInvested]
 
 
 
 
21
 
22
- st.write(EquitiesInvested)
 
 
 
 
 
 
 
 
 
 
 
23
 
24
- equity_data = CapiPort.get_historical_returns(EquitiesInvested, "1900-01-01", "2024-03-04")
 
 
 
 
 
 
 
 
 
 
 
25
 
26
- risk_free_rate = CapiPort.get_risk_free_rate_india()
27
 
28
- optimal_weights = CapiPort.optimize_portfolio(equity_data, risk_free_rate)
29
 
30
- for i,j in zip(EquitiesInvested, optimal_weights):
31
- st.write(i, " : ", j)
 
 
 
1
  import pandas as pd
2
+ import numpy as np
3
+ import yfinance as yf
4
+ import streamlit as st
5
+ import plotly.graph_objects as go
6
+
7
+ list_df = pd.read_csv("Data/Company List.csv")
8
+
9
+ company_name = list_df["Name"].to_list()
10
+ company_symbol = (list_df["Ticker"] + '.NS').to_list()
11
+
12
+ company_dict = dict()
13
+
14
+ for CSymbol, CName in zip(company_symbol, company_name):
15
+ company_dict[CName] = CSymbol
16
+
17
+ com_sel_name = st.multiselect('Select Multiple Companies', company_name, default = None)
18
+ com_sel = [company_dict[i] for i in com_sel_name]
19
+
20
+ num_tick = len(com_sel)
21
+
22
+ if num_tick > 1:
23
+
24
+ com_data = yf.download(com_sel, start="2019-03-01", end="2024-03-01")['Adj Close']
25
+ com_data.dropna(inplace = True)
26
+
27
+ st.dataframe(com_data, use_container_width=True)
28
+
29
+ ## Log-Return of Company Dataset
30
+ log_return = np.log(1 + com_data.pct_change())
31
+
32
+ ## Generate Random Weights
33
+ rand_weig = np.array(np.random.random(num_tick))
34
+
35
+ ## Rebalancing Random Weights
36
+ rebal_weig = rand_weig / np.sum(rand_weig)
37
+
38
+ ## Calculate the Expected Returns, Annualize it by * 247.0
39
+ exp_ret = np.sum((log_return.mean() * rebal_weig) * 247)
40
+
41
+ ## Calculate the Expected Volatility, Annualize it by * 247.0
42
+ exp_vol = np.sqrt(
43
+ np.dot(
44
+ rebal_weig.T,
45
+ np.dot(
46
+ log_return.cov() * 247,
47
+ rebal_weig
48
+ )
49
+ )
50
+ )
51
+
52
+ ## Calculate the Sharpe Ratio.
53
+ sharpe_ratio = exp_ret / exp_vol
54
+
55
+ # Put the weights into a data frame to see them better.
56
+ weights_df = pd.DataFrame(data={
57
+ 'company_name': com_sel_name,
58
+ 'random_weights': rand_weig,
59
+ 'rebalance_weights': rebal_weig
60
+ })
61
+
62
+ st.write('PORTFOLIO WEIGHTS:')
63
+ st.dataframe(weights_df, use_container_width=True)
64
+
65
+
66
+ # Do the same with the other metrics.
67
+ metrics_df = pd.DataFrame(data={
68
+ 'Expected Portfolio Returns': exp_ret,
69
+ 'Expected Portfolio Volatility': exp_vol,
70
+ 'Portfolio Sharpe Ratio': sharpe_ratio
71
+ }, index=[0])
72
+
73
+ st.write('PORTFOLIO METRICS:')
74
+ st.dataframe(metrics_df, use_container_width=True)
75
+
76
+ ## Let's get started with Monte Carlo Simulations
77
+
78
+ ## How many times should we run Monte Carlo
79
+ num_of_port = 5000
80
+
81
+ ## Create an Array to store the weights as they are generated
82
+ all_weights = np.zeros((num_of_port, num_tick))
83
+
84
+ ## Create an Array to store the returns as they are generated
85
+ ret_arr = np.zeros(num_of_port)
86
+
87
+ ## Create an Array to store the volatilities as they are generated
88
+ vol_arr = np.zeros(num_of_port)
89
+
90
+ ## Create an Array to store the Sharpe Ratios as they are generated
91
+ sharpe_arr = np.zeros(num_of_port)
92
+
93
+ ## Let's start the Monte Carlo Simulation
94
+
95
+ for ind in range(num_of_port):
96
+ ## Let's first Calculate the Weights
97
+ weig = np.array(np.random.random(num_tick))
98
+ weig = weig / np.sum(weig)
99
+
100
+ ## Append the Weights to Weigths array
101
+ all_weights[ind, :] = weig
102
+
103
+ ## Calculate and Append the Expected Log Returns to Returns Array
104
+ ret_arr[ind] = np.sum((log_return.mean() * weig) * 247)
105
+
106
+ ## Calculate and Append the Volatility to the Volatitlity Array
107
+ vol_arr[ind] = np.sqrt(
108
+ np.dot(weig.T, np.dot(log_return.cov() * 247, weig))
109
+ )
110
+
111
+ ## Calculate and Append the Sharpe Ratio to Sharpe Ratio Array
112
+ sharpe_arr[ind] = ret_arr[ind] / vol_arr[ind]
113
+
114
+ ## Let's create a Data Frame with Weights, Returns, Volatitlity, and the Sharpe Ratio
115
+ sim_data = [ret_arr, vol_arr, sharpe_arr, all_weights]
116
+
117
+ ## Create a Data Frame using above, then Transpose it
118
+ sim_df = pd.DataFrame(data=sim_data).T
119
+
120
+ ## Give the columns in Simulation Data Proper Names
121
+ sim_df.columns = [
122
+ 'Returns',
123
+ 'Volatility',
124
+ 'Sharpe Ratio',
125
+ 'Portfolio Weights'
126
+ ]
127
+
128
+ ## Make sure the Data Types are correct in the Data Frame
129
+ sim_df = sim_df.infer_objects()
130
+
131
+ # Print out the results.
132
+ st.write('SIMULATIONS RESULT:')
133
+ st.dataframe(sim_df.head(), use_container_width=True)
134
+
135
+ # Return the Max Sharpe Ratio from the run.
136
+ max_sharpe_ratio = sim_df.loc[sim_df['Sharpe Ratio'].idxmax()]
137
+
138
+ # Return the Min Volatility from the run.
139
+ min_volatility = sim_df.loc[sim_df['Volatility'].idxmin()]
140
 
141
+ max_sharpe_weights_df = pd.DataFrame(data={
142
+ 'company_name': com_sel_name,
143
+ 'random_weights': max_sharpe_ratio["Portfolio Weights"],
144
+ })
145
 
146
+ st.write('MAX SHARPE RATIO:')
147
+ st.dataframe(max_sharpe_ratio, use_container_width=True)
148
+ st.dataframe(max_sharpe_weights_df, use_container_width=True)
149
 
150
+ min_volatility_weights_df = pd.DataFrame(data={
151
+ 'company_name': com_sel_name,
152
+ 'random_weights': min_volatility["Portfolio Weights"],
153
+ })
154
 
155
+ st.write('MIN VOLATILITY:')
156
+ st.dataframe(min_volatility, use_container_width=True)
157
+ st.dataframe(min_volatility_weights_df, use_container_width=True)
158
 
159
+ fig = go.Figure(data=go.Scatter(
160
+ x=sim_df['Volatility'],
161
+ y=sim_df['Returns'],
162
+ mode='markers',
163
+ marker=dict(
164
+ color=sim_df['Sharpe Ratio'],
165
+ colorscale='RdYlBu',
166
+ size=10
167
+ )
168
+ ))
169
 
170
+ # Add color bar
171
+ fig.update_layout(
172
+ coloraxis_colorbar=dict(
173
+ title='Sharpe Ratio'
174
+ )
175
+ )
176
 
177
+ # Add title and axis labels
178
+ fig.update_layout(
179
+ title='Portfolio Returns Vs. Risk',
180
+ xaxis=dict(title='Standard Deviation'),
181
+ yaxis=dict(title='Returns')
182
+ )
183
 
184
+ # Plot the Max Sharpe Ratio, using a `Red Star`.
185
+ fig.add_trace(go.Scatter(
186
+ x=[max_sharpe_ratio[1]],
187
+ y=[max_sharpe_ratio[0]],
188
+ mode='markers',
189
+ marker=dict(
190
+ color='red',
191
+ symbol='star',
192
+ size=20
193
+ ),
194
+ name='Max Sharpe Ratio'
195
+ ))
196
 
197
+ # Plot the Min Volatility, using a `Blue Star`.
198
+ fig.add_trace(go.Scatter(
199
+ x=[min_volatility[1]],
200
+ y=[min_volatility[0]],
201
+ mode='markers',
202
+ marker=dict(
203
+ color='blue',
204
+ symbol='star',
205
+ size=20
206
+ ),
207
+ name='Min Volatility'
208
+ ))
209
 
210
+ st.plotly_chart(fig, use_container_width=True)
211
 
 
212
 
 
 
requirements.txt DELETED
@@ -1,6 +0,0 @@
1
- streamlit~=1.31.1
2
- pandas~=2.1.1
3
- yfinance~=0.2.37
4
- numpy~=1.26.1
5
- matplotlib~=3.8.0
6
- scipy~=1.11.3