├── .streamlit
    └── config.toml
├── README.md
├── main.py
├── prospects.csv
├── requirements.txt
└── template.pptx


/.streamlit/config.toml:
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1 | [theme]
2 | base="dark"
3 | primaryColor="FF8C00"
4 | 


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/README.md:
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 1 | [![Open in Streamlit](https://static.streamlit.io/badges/streamlit_badge_black_white.svg)](https://arsentievalex-instant-insight-web-app-main-gz753r.streamlit.app/)
 2 | 
 3 | # Instant Insight Web App (3rd place in Streamlit Hackathon for Snowflake Summit 2023)
 4 | 
 5 | This app is designed to generate an instant company research.
 6 | 
 7 | In a matter of few clicks, a user gets a PowerPoint presentation with the company overview, SWOT analysis, financials, and value propostion tailored for the selling product. The app works with the US public companies.
 8 | 
 9 | 
10 | Firstly, filter and select a company:
11 | 
12 | <img src="https://i.postimg.cc/44mPtfzz/instant-demo1.gif"/>
13 | 
14 | Wait for up to 30 sec and download a PowerPoint:
15 | 
16 | <img src="https://i.postimg.cc/3xSWgTjv/instant-demo2.gif"/>
17 | 
18 | 
19 | [App's URL](https://arsentievalex-instant-insight-web-app-main-gz753r.streamlit.app/)
20 | 
21 | Tech Stack:
22 | 
23 | • Database - Snowflake via Snowflake Connector
24 | 
25 | • Data Processing - Pandas
26 | 
27 | • Research Data - Yahoo Finance via Yahooquery, GPT 3.5 via LangChain
28 | 
29 | • Visualization - Plotly
30 | 
31 | • Frontend - Streamlit, AgGrid
32 | 
33 | • Presentation - Python-pptx
34 | 
35 | 


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/main.py:
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  1 | import pandas as pd
  2 | #import snowflake.connector
  3 | import streamlit as st
  4 | from streamlit_dynamic_filters import DynamicFilters
  5 | from st_aggrid import AgGrid
  6 | from st_aggrid.grid_options_builder import GridOptionsBuilder
  7 | from st_aggrid import GridUpdateMode, DataReturnMode
  8 | import warnings
  9 | from yahooquery import Ticker
 10 | import plotly.express as px
 11 | import plotly.graph_objects as go
 12 | from pptx import Presentation
 13 | from pptx.util import Inches
 14 | from datetime import date
 15 | from PIL import Image
 16 | import requests
 17 | import os
 18 | from io import BytesIO
 19 | from langchain.chat_models import ChatOpenAI
 20 | from langchain.schema import HumanMessage, SystemMessage
 21 | import traceback
 22 | import re
 23 | import ast
 24 | 
 25 | # hide future warnings (caused by st_aggrid)
 26 | warnings.simplefilter(action='ignore', category=FutureWarning)
 27 | 
 28 | # set page layout and define basic variables
 29 | st.set_page_config(layout="wide", page_icon='⚡', page_title="Instant Insight")
 30 | path = os.path.dirname(__file__)
 31 | today = date.today()
 32 | 
 33 | 
 34 | def resize_image(url):
 35 |     """function to resize logos while keeping aspect ratio. Accepts URL as an argument and return an image object"""
 36 | 
 37 |     # Open the image file
 38 |     image = Image.open(requests.get(url, stream=True).raw)
 39 | 
 40 |     # if a logo is too high or too wide then make the background container twice as big
 41 |     if image.height > 140:
 42 |         container_width = 220 * 2
 43 |         container_height = 140 * 2
 44 | 
 45 |     elif image.width > 220:
 46 |         container_width = 220 * 2
 47 |         container_height = 140 * 2
 48 |     else:
 49 |         container_width = 220
 50 |         container_height = 140
 51 | 
 52 |     # Create a new image with the same aspect ratio as the original image
 53 |     new_image = Image.new('RGBA', (container_width, container_height))
 54 | 
 55 |     # Calculate the position to paste the image so that it is centered
 56 |     x = (container_width - image.width) // 2
 57 |     y = (container_height - image.height) // 2
 58 | 
 59 |     # Paste the image onto the new image
 60 |     new_image.paste(image, (x, y))
 61 |     return new_image
 62 | 
 63 | 
 64 | def add_image(slide, image, left, top, width):
 65 |     """function to add an image to the PowerPoint slide and specify its position and width"""
 66 |     slide.shapes.add_picture(image, left=left, top=top, width=width)
 67 | 
 68 | 
 69 | def replace_text(replacements, slide):
 70 |     """function to replace text on a PowerPoint slide. Takes dict of {match: replacement, ... } and replaces all matches"""
 71 |     # Iterate through all shapes in the slide
 72 |     for shape in slide.shapes:
 73 |         for match, replacement in replacements.items():
 74 |             if shape.has_text_frame:
 75 |                 if (shape.text.find(match)) != -1:
 76 |                     text_frame = shape.text_frame
 77 |                     for paragraph in text_frame.paragraphs:
 78 |                         whole_text = "".join(run.text for run in paragraph.runs)
 79 |                         whole_text = whole_text.replace(str(match), str(replacement))
 80 |                         for idx, run in enumerate(paragraph.runs):
 81 |                             if idx != 0:
 82 |                                 p = paragraph._p
 83 |                                 p.remove(run._r)
 84 |                         if bool(paragraph.runs):
 85 |                             paragraph.runs[0].text = whole_text
 86 | 
 87 | 
 88 | def get_stock(ticker, period, interval):
 89 |     """function to get stock data from Yahoo Finance. Takes ticker, period and interval as arguments and returns a DataFrame"""
 90 |     hist = ticker.history(period=period, interval=interval)
 91 |     hist = hist.reset_index()
 92 |     # capitalize column names
 93 |     hist.columns = [x.capitalize() for x in hist.columns]
 94 |     return hist
 95 | 
 96 | 
 97 | def plot_graph(df, x, y, title, name):
 98 |     """function to plot a line graph. Takes DataFrame, x and y axis, title and name as arguments and returns a Plotly figure"""
 99 |     fig = px.line(df, x=x, y=y, template='simple_white',
100 |                   title='<b>{} {}</b>'.format(name, title))
101 |     fig.update_traces(line_color='#A27D4F')
102 |     fig.update_layout(paper_bgcolor='rgba(0,0,0,0)', plot_bgcolor='rgba(0,0,0,0)')
103 |     return fig
104 | 
105 | 
106 | def peers_plot(df, name, metric):
107 |     """function to plot a bar chart with peers. Takes DataFrame, name, metric and ticker as arguments and returns a Plotly figure"""
108 | 
109 |     # drop rows with missing metrics
110 |     df.dropna(subset=[metric], inplace=True)
111 | 
112 |     df_sorted = df.sort_values(metric, ascending=False)
113 | 
114 |     # iterate over the labels and add the colors to the color mapping dictionary, hightlight the selected ticker
115 |     color_map = {}
116 |     for label in df_sorted['Company Name']:
117 |         if label == name:
118 |             color_map[label] = '#A27D4F'
119 |         else:
120 |             color_map[label] = '#D9D9D9'
121 | 
122 |     fig = px.bar(df_sorted, y='Company Name', x=metric, template='simple_white', color='Company Name',
123 |                  color_discrete_map=color_map,
124 |                  orientation='h',
125 |                  title='<b>{} {} vs Peers FY22</b>'.format(name, metric))
126 |     fig.update_layout(paper_bgcolor='rgba(0,0,0,0)', plot_bgcolor='rgba(0,0,0,0)', showlegend=False, yaxis_title='')
127 |     return fig
128 | 
129 | 
130 | def esg_plot(name, df):
131 |     # Define colors for types
132 |     colors = {name: '#A27D4F', 'Peer Group': '#D9D9D9'}
133 | 
134 |     # Creating the bar chart
135 |     fig = go.Figure()
136 |     for type in df['Type'].unique():
137 |         fig.add_trace(go.Bar(
138 |             x=df[df['Type'] == type]['variable'],
139 |             y=df[df['Type'] == type]['value'],
140 |             name=type,
141 |             text=df[df['Type'] == type]['value'],
142 |             textposition='outside',
143 |             marker_color=colors[type]
144 |         ))
145 |     fig.update_layout(
146 |         height=700,
147 |         width=1000,
148 |         barmode='group',
149 |         title="ESG Score vs Peers Average",
150 |         xaxis_title="",
151 |         yaxis_title="Score",
152 |         legend_title="Type",
153 |         xaxis=dict(tickangle=0),
154 |         paper_bgcolor='rgba(0,0,0,0)',
155 |         plot_bgcolor='rgba(0,0,0,0)')
156 |     return fig
157 | 
158 | 
159 | def get_financials(df, col_name, metric_name):
160 |     """function to get financial metrics from a DataFrame. Takes DataFrame, column name and metric name as arguments and returns a DataFrame"""
161 |     metric = df.loc[:, ['asOfDate', col_name]]
162 |     metric_df = pd.DataFrame(metric).reset_index()
163 |     metric_df.columns = ['Symbol', 'Year', metric_name]
164 | 
165 |     return metric_df
166 | 
167 | 
168 | def generate_gpt_response(gpt_input, max_tokens, api_key, llm_model):
169 |     """function to generate a response from GPT-3. Takes input and max tokens as arguments and returns a response"""
170 |     # Create an instance of the OpenAI class
171 |     chat = ChatOpenAI(openai_api_key=api_key, model=llm_model,
172 |                       temperature=0, max_tokens=max_tokens)
173 | 
174 |     # Generate a response from the model
175 |     response = chat.predict_messages(
176 |         [SystemMessage(content='You are a helpful expert in finance, market and company research.'
177 |                                'You also have exceptional skills in selling B2B software products.'),
178 |          HumanMessage(
179 |              content=gpt_input)])
180 | 
181 |     return response.content.strip()
182 | 
183 | 
184 | def dict_from_string(response):
185 |     """function to parse GPT response with competitors tickers and convert it to a dict"""
186 |     # Find a substring that starts with '{' and ends with '}', across multiple lines
187 |     match = re.search(r'\{.*?\}', response, re.DOTALL)
188 | 
189 |     dictionary = None
190 |     if match:
191 |         try:
192 |             # Try to convert substring to dict
193 |             dictionary = ast.literal_eval(match.group())
194 |         except (ValueError, SyntaxError):
195 |             # Not a dictionary
196 |             return None
197 |     return dictionary
198 | 
199 | 
200 | def extract_comp_financials(tkr, comp_name, dict):
201 |     """function to extract financial metrics for competitors. Takes a ticker as an argument and appends financial metrics to dict"""
202 |     ticker = Ticker(tkr)
203 |     income_df = ticker.income_statement(frequency='a', trailing=False)
204 | 
205 |     subset = income_df.loc[:, ['asOfDate', 'TotalRevenue', 'SellingGeneralAndAdministration']].reset_index()
206 | 
207 |     # keep only 2022 data
208 |     subset = subset[subset['asOfDate'].dt.year == 2022].sort_values(by='asOfDate', ascending=False).head(1)
209 | 
210 |     # get values
211 |     total_revenue = subset['TotalRevenue'].values[0]
212 |     sg_and_a = subset['SellingGeneralAndAdministration'].values[0]
213 | 
214 |     # calculate sg&a as a percentage of total revenue
215 |     sg_and_a_pct = round(sg_and_a / total_revenue * 100, 2)
216 | 
217 |     # add values to dictionary
218 |     dict[comp_name]['Total Revenue'] = total_revenue
219 |     dict[comp_name]['SG&A % Of Revenue'] = sg_and_a_pct
220 | 
221 | 
222 | def convert_to_nested_dict(input_dict, nested_key):
223 |     """function to convert a dictionary to a nested dictionary. Takes a dictionary and a nested key as arguments and returns a dictionary"""
224 |     output_dict = {}
225 |     for key, value in input_dict.items():
226 |         output_dict[key] = {nested_key: value}
227 |     return output_dict
228 | 
229 | 
230 | def shorten_summary(text):
231 |     # Split the text into sentences using a regular expression pattern
232 |     sentences = re.split(r'(?<!\w\.\w.)(?<![A-Z][a-z]\.)(?<=\.|\?)\s', text)
233 | 
234 |     # Return the first two sentences or less if there are fewer sentences
235 |     sen = ' '.join(sentences[:2])
236 | 
237 |     # if the summary is less than 350 characters, return the summary
238 |     if len(sen) <= 400:
239 |         return sen
240 |     else:
241 |         # if the summary is more than 350 characters, return the first 350 characters and truncate the last word
242 |         truncated_sen = text[:400].rsplit(' ', 1)[0] + '...'
243 |         return truncated_sen
244 | 
245 | 
246 | def peers_summary(df, selected_ticker):
247 |     df = df[df['Ticker'] != selected_ticker]
248 | 
249 |     for tkr in df['Ticker']:
250 |         try:
251 |             profile = Ticker(tkr).asset_profile
252 |             summary = profile[tkr]['longBusinessSummary']
253 |             website = profile[tkr]['website']
254 | 
255 |             # keep only the first two sentences of the summary
256 |             short_summary = shorten_summary(summary)
257 |             logo_url = 'https://logo.clearbit.com/' + website
258 | 
259 |             # append short summary and logo_url to the df
260 |             df.loc[df['Ticker'] == tkr, 'Summary'] = short_summary
261 |             df.loc[df['Ticker'] == tkr, 'Logo'] = logo_url
262 |         except:
263 |             continue
264 |     # drop rows with missing summary
265 |     df = df.dropna(subset=['Summary'])
266 |     return df
267 | 
268 | 
269 | def fix_text_capitalization(text):
270 |     fixed_text = text.lower().capitalize()
271 |     return fixed_text
272 | 
273 | 
274 | def replace_multiple_symbols(string):
275 |     """function to fix description from yahoo finance, sometimes it has multiple dots at the end of the string"""
276 |     string = string.replace(':', '')
277 |     pattern = r'\.{2,}$'  # Matches two or more consecutive dots at the end of the string
278 |     replacement = '.'
279 | 
280 |     # Check if the string ends with multiple symbols
281 |     if re.search(pattern, string):
282 |         # Replace multiple symbols with a single symbol
283 |         string = re.sub(pattern, replacement, string)
284 |     return string
285 | 
286 | 
287 | def no_data_plot():
288 |     """plot to return when there is no data available"""
289 |     # Create a blank figure with a transparent background
290 |     fig = go.Figure()
291 | 
292 |     # Add a text annotation for "NO DATA AVAILABLE" at the center of the plot
293 |     fig.add_annotation(
294 |         x=0.5,
295 |         y=0.5,
296 |         xref='paper',
297 |         yref='paper',
298 |         text='NO DATA AVAILABLE',
299 |         showarrow=False,
300 |         font=dict(size=26, color='black'),
301 |     )
302 | 
303 |     # Customize layout to have a transparent background
304 |     fig.update_layout(
305 |         paper_bgcolor='rgba(0,0,0,0)',  # Transparent background
306 |         plot_bgcolor='rgba(0,0,0,0)',  # Transparent plot area
307 |         xaxis_showgrid=False,  # Hide x-axis gridlines
308 |         yaxis_showgrid=False,  # Hide y-axis gridlines
309 |         xaxis=dict(visible=False),  # Hide x-axis labels and ticks
310 |         yaxis=dict(visible=False),  # Hide y-axis labels and ticks
311 |     )
312 |     return fig
313 | 
314 | 
315 | #conn = st.connection("snowflake")
316 | #df = conn.query("SELECT * from prospects LIMIT 1000;", ttl=600)
317 | df = pd.read_csv('prospects.csv')
318 | 
319 | # Fix column names. Replace underscore with space, lowercase column names, and capitalize first words
320 | df.columns = df.columns.str.replace('_', ' ').str.lower().str.title()
321 | 
322 | with st.sidebar:
323 |     openai_key = st.text_input(label="Your OpenAI API key", help="Your API key is not stored anywhere")
324 |     llm_model = st.selectbox(label="Choose a model", options=["gpt-3.5-turbo", "gpt-4-turbo", "gpt-4", "gpt-4o"])
325 | 
326 | # create sidebar filters
327 | st.sidebar.write('**Use filters to select prospects** 👇')
328 | 
329 | # display dynamic multi select filters
330 | dynamic_filters = DynamicFilters(df, filters=['Sector', 'Industry', 'Prospect Status', 'Product'])
331 | dynamic_filters.display_filters(location='sidebar')
332 | df_filtered = dynamic_filters.filter_df()
333 | 
334 | 
335 | with st.sidebar:
336 |     st.markdown('''The dataset is taken from [Kaggle](https://www.kaggle.com/datasets/aramacus/usa-public-companies) and slightly modified for the purpose of this app.
337 |     ''', unsafe_allow_html=True)
338 |     st.markdown('''[GitHub Repo](https://github.com/arsentievalex/instant-insight-web-app)''', unsafe_allow_html=True)
339 |     st.markdown('''The app created by [Oleksandr Arsentiev](https://twitter.com/alexarsentiev) for the purpose of
340 |     Streamlit Summit Hackathon''', unsafe_allow_html=True)
341 | 
342 | ##############################################################################################################
343 | 
344 | st.title('Welcome to the Instant Insight App!⚡')
345 | 
346 | with st.expander('What is this app about?'):
347 |     st.write('''
348 |     This app is designed to generate an instant company research.\n
349 |     In a matter of few clicks, a user gets a PowerPoint presentation with the company overview, SWOT analysis, financials, and value propostion tailored for the selling product. 
350 |     The app works with the US public companies.
351 | 
352 |     Use Case Example:\n
353 |     Imagine working in sales for a B2B SaaS company that has hundreds of prospects and offers the following products: 
354 |     Accounting and Planning Software, CRM, Chatbot, and Cloud Data Storage.
355 |     You are tasked to do a basic prospect research and create presentations for your team. The prospects data is stored in a Snowflake database that feeds your CRM system.
356 |     You can use this app to quickly filter the prospects by sector, industry, prospect status, and product. 
357 |     Next, you can select the prospect you want to include in the presentation and click the button to generate the presentation.
358 |     And...that's it! You have the slides ready to be shared with your team.
359 | 
360 |     Tech Stack:\n
361 |     • Database - Snowflake via Snowflake Connector\n
362 |     • Data Processing - Pandas\n
363 |     • Research Data - Yahoo Finance via Yahooquery, GPT 3.5 via LangChain\n
364 |     • Visualization - Plotly\n
365 |     • Frontend - Streamlit, AgGrid\n
366 |     • Presentation - Python-pptx\n
367 |     ''')
368 | 
369 | num_of_cust = df_filtered.shape[0]
370 | st.metric(label='Number of Prospects', value=num_of_cust)
371 | 
372 | # button to create slides
373 | ui_container = st.container()
374 | with ui_container:
375 |     submit = st.button(label='Generate Presentation')
376 | 
377 | # select columns to show
378 | df_filtered = df_filtered[['Company Name', 'Sector', 'Industry', 'Prospect Status', 'Product']]
379 | 
380 | # creating AgGrid dynamic table and setting configurations
381 | gb = GridOptionsBuilder.from_dataframe(df_filtered)
382 | gb.configure_selection(selection_mode="single", use_checkbox=True)
383 | gb.configure_column(field='Company Name', width=270)
384 | gb.configure_column(field='Sector', width=260)
385 | gb.configure_column(field='Industry', width=350)
386 | gb.configure_column(field='Prospect Status', width=270)
387 | gb.configure_column(field='Product', width=240)
388 | 
389 | gridOptions = gb.build()
390 | 
391 | response = AgGrid(
392 |     df_filtered,
393 |     gridOptions=gridOptions,
394 |     enable_enterprise_modules=False,
395 |     height=600,
396 |     update_mode=GridUpdateMode.SELECTION_CHANGED,
397 |     data_return_mode=DataReturnMode.FILTERED_AND_SORTED,
398 |     fit_columns_on_grid_load=False,
399 |     theme='alpine',
400 |     allow_unsafe_jscode=True
401 | )
402 | 
403 | # get selected rows
404 | response_df = pd.DataFrame(response["selected_rows"])
405 | 
406 | # if user input is empty and button is clicked then show warning
407 | if submit and response_df.empty:
408 |     with ui_container:
409 |         st.warning("Please select a prospect!")
410 | 
411 | elif submit and openai_key == "":
412 |     with ui_container:
413 |         st.warning("Please input your OpenAI API key")
414 | 
415 | # if user input is not empty and button is clicked then generate slides
416 | elif submit and response_df is not None:
417 |     with ui_container:
418 |         with st.spinner('Generating awesome slides for you...⏳'):
419 | 
420 |             try:
421 |                 # define variables for selected prospect
422 |                 company_name = response_df['Company Name'].values[0]
423 |                 product = response_df['Product'].values[0]
424 | 
425 |                 # join df with response_df to get a ticker of selected prospect
426 |                 df_ticker = pd.merge(df, response_df, left_on='Company Name', right_on='Company Name')
427 |                 selected_ticker = df_ticker['Ticker'].values[0]
428 | 
429 |                 # open presentation template
430 |                 pptx = path + '//' + 'template.pptx'
431 |                 prs = Presentation(pptx)
432 | 
433 |                 ticker = Ticker(selected_ticker)
434 | 
435 |                 # get stock info
436 |                 name = ticker.price[selected_ticker]['shortName']
437 |                 sector = ticker.summary_profile[selected_ticker]['sector']
438 |                 industry = ticker.summary_profile[selected_ticker]['industry']
439 |                 employees = ticker.summary_profile[selected_ticker]['fullTimeEmployees']
440 |                 country = ticker.summary_profile[selected_ticker]['country']
441 |                 city = ticker.summary_profile[selected_ticker]['city']
442 |                 website = ticker.summary_profile[selected_ticker]['website']
443 |                 summary = ticker.summary_profile[selected_ticker]['longBusinessSummary']
444 |                 logo_url = 'https://logo.clearbit.com/' + website
445 | 
446 |                 # declare pptx variables
447 |                 title_slide = prs.slides[0]
448 |                 summary_slide = prs.slides[1]
449 |                 s_w_slide = prs.slides[2]
450 |                 vp_slide = prs.slides[4]
451 |                 key_people_slide = prs.slides[5]
452 |                 comp_slide = prs.slides[6]
453 |                 esg_slide = prs.slides[7]
454 | 
455 |                 # initiate a dictionary of placeholders and values to replace
456 |                 replaces_1 = {
457 |                     '{company}': name,
458 |                     '{date}': today}
459 | 
460 |                 replaces_2 = {
461 |                     '{c}': name,
462 |                     '{s}': sector,
463 |                     '{i}': industry,
464 |                     '{co}': country,
465 |                     '{ci}': city,
466 |                     '{ee}': "{:,}".format(employees),
467 |                     '{w}': website,
468 |                     '{summary}': summary
469 |                 }
470 | 
471 |                 # run the function to replace placeholders with values
472 |                 replace_text(replaces_1, title_slide)
473 |                 replace_text(replaces_2, summary_slide)
474 | 
475 |                 # check if a logo ulr returns code 200 (working link)
476 |                 if requests.get(logo_url).status_code == 200:
477 |                     # create logo image object
478 |                     logo = resize_image(logo_url)
479 |                     logo.save('logo.png')
480 |                     logo_im = 'logo.png'
481 | 
482 |                     # add logo to the slide
483 |                     add_image(prs.slides[1], image=logo_im, left=Inches(1.2), width=Inches(2), top=Inches(0.5))
484 |                     os.remove('logo.png')
485 | 
486 |                 ##############################################################################################################
487 |                 # create slides with financial plots
488 |                 # get financial data
489 |                 fin_df = ticker.all_financial_data()
490 | 
491 |                 # plot stock price
492 |                 stock_df = get_stock(ticker=ticker, period='5y', interval='1mo')
493 |                 stock_fig = plot_graph(df=stock_df, x='Date', y='Open', title='Stock Price USD', name=name)
494 | 
495 |                 stock_fig.write_image("stock.png")
496 |                 stock_im = 'stock.png'
497 | 
498 |                 add_image(prs.slides[3], image=stock_im, left=Inches(1.8), width=Inches(4.5), top=Inches(0.5))
499 |                 os.remove('stock.png')
500 | 
501 |                 # plot revenue
502 |                 rev_df = get_financials(df=fin_df, col_name='TotalRevenue', metric_name='Total Revenue')
503 |                 rev_fig = plot_graph(df=rev_df, x='Year', y='Total Revenue', title='Total Revenue USD', name=name)
504 | 
505 |                 rev_fig.write_image("rev.png")
506 |                 rev_im = 'rev.png'
507 | 
508 |                 add_image(prs.slides[3], image=rev_im, left=Inches(1.8), width=Inches(4.5), top=Inches(3.8))
509 |                 os.remove('rev.png')
510 | 
511 |                 # plot market cap
512 |                 debt_df = get_financials(df=fin_df, col_name='TotalDebt', metric_name='Total Debt')
513 |                 debt_fig = plot_graph(df=debt_df, x='Year', y='Total Debt', title='Total Debt USD', name=name)
514 | 
515 |                 debt_fig.write_image("marketcap.png")
516 |                 debt_im = 'marketcap.png'
517 | 
518 |                 add_image(prs.slides[3], image=debt_im, left=Inches(7.3), width=Inches(4.5), top=Inches(0.5))
519 |                 os.remove('marketcap.png')
520 | 
521 |                 # plot ebitda
522 |                 # adding try and except because some companies like banks don't have EBITDA data
523 |                 try:
524 |                     ebitda_df = get_financials(df=fin_df, col_name='NormalizedEBITDA', metric_name='EBITDA')
525 |                     ebitda_fig = plot_graph(df=ebitda_df, x='Year', y='EBITDA', title='EBITDA USD', name=name)
526 | 
527 |                     ebitda_fig.write_image("ebitda.png")
528 |                     ebitda_im = 'ebitda.png'
529 | 
530 |                     add_image(prs.slides[3], image=ebitda_im, left=Inches(7.3), width=Inches(4.5), top=Inches(3.8))
531 |                     os.remove('ebitda.png')
532 |                 except:
533 |                     pass
534 | 
535 |                 ############################################################################################################
536 |                 
537 |                 # create competitors slide
538 |                 input_competitors = """What are the top competitors of {} company with ticker {}?
539 |                                     Provide up to 4 most relevant public US competitors comparable by revenue and market cap.
540 |                                     Return output as a Python dictionary with company name as key and ticker as value.
541 |                                     Do not return anything else."""
542 | 
543 |                 # format template with company name and ticker
544 |                 input_competitors = input_competitors.format(name, selected_ticker)
545 | 
546 |                 # return response from GPT-3
547 |                 gpt_comp_response = generate_gpt_response(gpt_input=input_competitors, max_tokens=250, api_key=openai_key, llm_model=llm_model)
548 | 
549 |                 # extract dictionary from response
550 |                 peers_dict = dict_from_string(gpt_comp_response)
551 | 
552 |                 # check if any competitors were returned
553 |                 if peers_dict is not None:
554 | 
555 |                     # convert dict to nested dict to later hold financial data
556 |                     peers_dict_nested = convert_to_nested_dict(input_dict=peers_dict, nested_key='Ticker')
557 | 
558 |                     # add current ticker to the list
559 |                     peers_dict_nested[name] = {'Ticker': selected_ticker}
560 | 
561 |                     # extract financial data for each competitor
562 |                     for key, value in peers_dict_nested.items():
563 |                         try:
564 |                             extract_comp_financials(tkr=value['Ticker'], comp_name=key, dict=peers_dict_nested)
565 |                         # if ticker is not found, drop it from the peers dict and continue
566 |                         except:
567 |                             del peers_dict[key]
568 |                             continue
569 | 
570 |                     # create a dataframe with peers financial data
571 |                     peers_df = pd.DataFrame.from_dict(peers_dict_nested, orient='index')
572 |                     peers_df = peers_df.reset_index().rename(columns={'index': 'Company Name'})
573 | 
574 |                     # plot revenue vs peers graph
575 |                     sg_and_a_peers_fig = peers_plot(df=peers_df, name=name, metric='SG&A % Of Revenue')
576 | 
577 |                     sg_and_a_peers_fig.write_image("sg_and_a_peers.png")
578 |                     sg_and_a_peers_im = 'sg_and_a_peers.png'
579 | 
580 |                     add_image(prs.slides[6], image=sg_and_a_peers_im, left=Inches(0.8), width=Inches(4.8),
581 |                               top=Inches(0.5))
582 |                     os.remove('sg_and_a_peers.png')
583 | 
584 |                     # plot operating expenses vs peers graph
585 |                     rev_peers_fig = peers_plot(df=peers_df, name=name, metric='Total Revenue')
586 |                     rev_peers_fig.write_image("rev_peers.png")
587 |                     rev_peers_im = 'rev_peers.png'
588 | 
589 |                     add_image(prs.slides[6], image=rev_peers_im, left=Inches(0.8), width=Inches(4.8), top=Inches(3.8))
590 |                     os.remove('rev_peers.png')
591 | 
592 |                     # get competitor company descriptions
593 |                     peers_summary_df = peers_summary(df=peers_df, selected_ticker=selected_ticker)
594 | 
595 |                     # create a list of competitor descriptions and logos
596 |                     summary_list = peers_summary_df['Summary'].tolist()
597 |                     logo_list = peers_summary_df['Logo'].tolist()
598 | 
599 |                     # if there are less than 4 competitors, add empty strings to the list
600 |                     if len(summary_list) < 4:
601 |                         summary_list += [''] * (4 - len(summary_list))
602 | 
603 |                     # unpack list into variables
604 |                     c1, c2, c3, c4 = summary_list
605 | 
606 |                     # initiate a dictionary of placeholders and values to replace
607 |                     replaces_5 = {
608 |                         '{a}': c1,
609 |                         '{b}': c2,
610 |                         '{c}': c3,
611 |                         '{d}': c4}
612 | 
613 |                     # replace placeholders with values
614 |                     replace_text(replaces_5, comp_slide)
615 | 
616 |                     top_row = Inches(0.7)
617 | 
618 |                     for l in logo_list:
619 |                         # check if a logo ulr returns code 200 (working link)
620 |                         if requests.get(l).status_code == 200:
621 |                             # create logo image object
622 |                             logo = resize_image(l)
623 |                             logo.save('logo.png')
624 |                             logo_im = 'logo.png'
625 | 
626 |                             # add logo to the slide
627 |                             add_image(comp_slide, image=logo_im, left=Inches(5.4), width=Inches(1.2), top=top_row)
628 |                             top_row += Inches(1.8)
629 |                             os.remove('logo.png')
630 | 
631 |                 ############################################################################################################
632 | 
633 |                 # create strengths and weaknesses slide
634 | 
635 |                 input_swot = f"""
636 |                 Create a SWOT analysis of {name} company with ticker {selected_ticker}
637 |                 Return output as a Python dictionary with the following keys: Strengths, Weaknesses, 
638 |                 Opportunities, Threats. The values should be a brief description of each in string format.
639 |                 Do not return anything else. Be concise and specific.
640 |                 """
641 |                 
642 |                 # return response from GPT-3
643 |                 gpt_swot = generate_gpt_response(gpt_input=input_swot, max_tokens=1000, api_key=openai_key, llm_model=llm_model)
644 | 
645 |                 # extract dictionary from response
646 |                 swot_dict = dict_from_string(gpt_swot)
647 | 
648 |                 # create title for the slide
649 |                 swot_title = 'SWOT Analysis of {}'.format(name)
650 | 
651 |                 # initiate a dictionary of placeholders and values to replace
652 |                 replaces_3 = {
653 |                     '{s}': swot_dict['Strengths'],
654 |                     '{w}': swot_dict['Weaknesses'],
655 |                     '{o}': swot_dict['Opportunities'],
656 |                     '{t}': swot_dict['Threats'],
657 |                     '{swot_title}': swot_title}
658 | 
659 |                 # run the function to replace placeholders with values
660 |                 replace_text(replaces_3, s_w_slide)
661 | 
662 |                 ############################################################################################
663 |                 
664 |                 # create value prop slide
665 |                 input_vp = """"Create a brief value proposition using Value Proposition Canvas framework for {product} for 
666 |                 {name} company with ticker {ticker} that operates in {industry} industry.
667 |                 Return output as a Python dictionary with the following keys: Pains, Gains, Gain Creators, 
668 |                 Pain Relievers as a keys and text as values. Be specific and concise. Do not return anything else."""
669 | 
670 |                 input_vp = input_vp.format(product=product, name=name, ticker=selected_ticker, industry=industry)
671 | 
672 |                 # return response from GPT-3
673 |                 gpt_value_prop = generate_gpt_response(gpt_input=input_vp, max_tokens=1000, api_key=openai_key, llm_model=llm_model)
674 | 
675 |                 # extract dictionary from response
676 |                 value_prop_dict = dict_from_string(gpt_value_prop)
677 | 
678 |                 vp_title = 'Value Proposition of {} for {}'.format(product, name)
679 | 
680 |                 # initiate a dictionary of placeholders and values to replace
681 |                 replaces_4 = {
682 |                     '{p}': value_prop_dict['Pains'],
683 |                     '{g}': value_prop_dict['Gains'],
684 |                     '{gc}': value_prop_dict['Gain Creators'],
685 |                     '{pr}': value_prop_dict['Pain Relievers'],
686 |                     '{vp_title}': vp_title}
687 | 
688 |                 # run the function to replace placeholders with values
689 |                 replace_text(replaces_4, vp_slide)
690 | 
691 |                 ############################################################################################
692 | 
693 |                 # key people slide
694 |                 key_people = ticker.asset_profile[selected_ticker]['companyOfficers']
695 | 
696 |                 # create title, name and age lists from key_people
697 |                 kp_titles = []
698 |                 kp_names = []
699 |                 kp_age = []
700 | 
701 |                 for i in range(4):
702 |                     try:
703 |                         kp_titles.append(key_people[i]['title'])
704 |                         kp_names.append(key_people[i]['name'])
705 |                         kp_age.append(key_people[i]['age'])
706 |                     except:
707 |                         kp_titles.append('')
708 |                         kp_names.append('')
709 |                         kp_age.append('')
710 | 
711 |                 replaces_6 = {
712 |                     '{t1}': kp_titles[0],
713 |                     '{t2}': kp_titles[1],
714 |                     '{t3}': kp_titles[2],
715 |                     '{t4}': kp_titles[3],
716 |                     '{n1}': kp_names[0],
717 |                     '{n2}': kp_names[1],
718 |                     '{n3}': kp_names[2],
719 |                     '{n4}': kp_names[3],
720 |                     '{a1}': kp_age[0],
721 |                     '{a2}': kp_age[1],
722 |                     '{a3}': kp_age[2],
723 |                     '{a4}': kp_age[3],
724 |                     '{company_name}': name}
725 | 
726 |                 # run the function to replace placeholders with values
727 |                 replace_text(replaces_6, key_people_slide)
728 | 
729 |                 ############################################################################################
730 |             
731 |                 # corporate news
732 |                 news_df = ticker.corporate_events
733 | 
734 |                 # sort by date descending
735 |                 news_df = news_df.sort_values(by=['date'], ascending=False)
736 |                 # reset index
737 |                 news_df.reset_index(inplace=True)
738 | 
739 |                 # keep only top three rows
740 |                 news_df = news_df.head(3)
741 | 
742 |                 # clean description column
743 |                 news_df['fixed_description'] = news_df['description'].apply(fix_text_capitalization).apply(
744 |                     replace_multiple_symbols).apply(shorten_summary)
745 | 
746 |                 # Remove the timestamp and keep only the date
747 |                 news_df['date'] = news_df['date'].dt.date
748 | 
749 |                 # drop duplicates in headline columns
750 |                 news_df.drop_duplicates(subset=['headline'], inplace=True)
751 | 
752 |                 # drop rows with empty headline
753 |                 news_df.dropna(subset=['headline'], inplace=True)
754 | 
755 |                 # create title, name and age lists from key_people
756 |                 news_headlines = []
757 |                 news_dates = []
758 |                 news_desc = []
759 | 
760 |                 for i in range(3):
761 |                     try:
762 |                         news_headlines.append(news_df['headline'][i])
763 |                         news_dates.append(news_df['date'][i])
764 |                         news_desc.append(news_df['fixed_description'][i])
765 |                     except:
766 |                         news_headlines.append('')
767 |                         news_dates.append('')
768 |                         news_desc.append('')
769 | 
770 |                 replaces_7 = {
771 |                     '{h1}': news_headlines[0],
772 |                     '{h2}': news_headlines[1],
773 |                     '{h3}': news_headlines[2],
774 |                     '{d1}': news_dates[0],
775 |                     '{d2}': news_dates[1],
776 |                     '{d3}': news_dates[2],
777 |                     '{desc1}': news_desc[0],
778 |                     '{desc2}': news_desc[1],
779 |                     '{desc3}': news_desc[2]}
780 | 
781 |                 # run the function to replace placeholders with values
782 |                 replace_text(replaces_7, key_people_slide)
783 | 
784 |                 ############################################################################################
785 |             
786 |                 # ESG slide
787 |                 # get ESG scores from Yahoo Finance
788 |                 try:
789 |                     esg_scores = ticker.esg_scores
790 | 
791 |                     # get esg score data for the company
792 |                     total_esg = esg_scores[selected_ticker]['totalEsg']
793 |                     governance_score = esg_scores[selected_ticker]['governanceScore']
794 |                     environment_score = esg_scores[selected_ticker]['environmentScore']
795 |                     social_score = esg_scores[selected_ticker]['socialScore']
796 | 
797 |                     # get peer group data
798 |                     peer_group = esg_scores[selected_ticker]['peerGroup']
799 |                     peers_total_esg_avg = esg_scores[selected_ticker]['peerEsgScorePerformance']['avg']
800 |                     peers_governance_avg = esg_scores[selected_ticker]['peerGovernancePerformance']['avg']
801 |                     peers_env_avg = esg_scores[selected_ticker]['peerEnvironmentPerformance']['avg']
802 |                     peers_social_avg = esg_scores[selected_ticker]['peerSocialPerformance']['avg']
803 | 
804 |                     esg_dict = {'Type': [name, 'Peer Group'],
805 |                                 'Total ESG Score': [round(total_esg, 2), round(peers_total_esg_avg, 2)],
806 |                                 'Governance Score': [round(governance_score, 2), round(peers_governance_avg, 2)],
807 |                                 'Environment Score': [round(environment_score, 2), round(peers_env_avg, 2)],
808 |                                 'Social Score': [round(social_score, 2), round(peers_social_avg, 2)]}
809 | 
810 |                     esg_df = pd.DataFrame(esg_dict)
811 |                     # Pivot DataFrame
812 |                     esg_df_melted = esg_df.melt(id_vars='Type',
813 |                                                 value_vars=['Total ESG Score', 'Governance Score', 'Environment Score',
814 |                                                             'Social Score'])
815 |                     # run function to generate a bar chart with esg comparison
816 |                     esg_fig = esg_plot(name=name, df=esg_df_melted)
817 | 
818 |                     esg_fig.write_image("esg.png")
819 |                     esg_im = 'esg.png'
820 | 
821 |                     add_image(esg_slide, image=esg_im, left=Inches(3), width=Inches(7.7), top=Inches(1.6))
822 |                     os.remove('esg.png')
823 | 
824 |                 except Exception as e:
825 |                     # if the ESG data is not avaialble, return plot with a message (preferably the slide would be deleted, but there is no option for that in python-pptx)
826 |                     no_data_fig = no_data_plot()
827 |                     no_data_fig.write_image("no_data.png")
828 |                     no_data_im = 'no_data.png'
829 | 
830 |                     add_image(esg_slide, image=no_data_im, left=Inches(3), width=Inches(7.7), top=Inches(1.6))
831 |                     os.remove('no_data.png')
832 | 
833 |                 # replace title with company name
834 |                 replaces_8 = {'{company_name}': name}
835 |                 # run the function to replace placeholders with values
836 |                 replace_text(replaces_8, esg_slide)
837 | 
838 |                 ###########################################################################################
839 |             
840 |                 # create file name
841 |                 filename = '{} {}.pptx'.format(name, today)
842 | 
843 |                 # save presentation as binary output
844 |                 binary_output = BytesIO()
845 |                 prs.save(binary_output)
846 | 
847 |                 # display success message and download button
848 |                 with ui_container:
849 |                     st.success('The slides have been generated! :tada:')
850 | 
851 |                     st.download_button(label='Click to download PowerPoint',
852 |                                        data=binary_output.getvalue(),
853 |                                        file_name=filename)
854 | 
855 |             # if there is any error, display an error message
856 |             except Exception as e:
857 |                 with ui_container:
858 |                     st.write(e)
859 |                     # get more details on error
860 |                     st.write(traceback.format_exc())
861 |                     st.error("Oops, something went wrong, please try again or select a different prospect.")
862 | 


--------------------------------------------------------------------------------
/prospects.csv:
--------------------------------------------------------------------------------
   1 | Ticker,Company Name,Sector,Industry Group,Industry,Sub Industry,Prospect Status,Product
   2 | TRC,Tejon Ranch Co,Real Estate,Real Estate,Real Estate Management & Development,Diversified Real Estate Activities ,Opportunity,Cloud Data Storage
   3 | KBR,Kbr Inc,Information Technology,Software & Services,IT Services,IT Consulting & Other Services,Unqualified Lead,Cloud Data Storage
   4 | WY,Weyerhaeuser Co,Real Estate,Real Estate,"Equity Real Estate 
   5 | Investment Trusts 
   6 | (REITs)",Specialized REITs ,Opportunity,Chatbot
   7 | PCH,Potlatchdeltic Corp,Real Estate,Real Estate,"Equity Real Estate 
   8 | Investment Trusts 
   9 | (REITs)",Specialized REITs ,Sales Qualified Lead (SQL),Cloud Data Storage
  10 | GCI,Gannett Co Inc,Communication Services,Media & Entertainment,Media,Publishing,Sales Accepted Lead (SAL),Planning Software
  11 | LEE,Lee Enterprises Inc,Communication Services,Media & Entertainment,Media,Publishing,Unqualified Lead,Planning Software
  12 | NYT,New York Times Co  -Cl A,Communication Services,Media & Entertainment,Media,Publishing,Sales Qualified Lead (SQL),CRM
  13 | NWSA,News Corp,Communication Services,Media & Entertainment,Media,Publishing,Marketing Qualified Lead (MQL),Chatbot
  14 | SCHL,Scholastic Corp,Communication Services,Media & Entertainment,Media,Publishing,Sales Qualified Lead (SQL),Accounting Software
  15 | VALU,Value Line Inc,Financials,Diversified Financials,Capital Markets,Financial Exchanges & Data,Opportunity,Planning Software
  16 | VRME,Verifyme Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Sales Accepted Lead (SAL),Accounting Software
  17 | OCC,Optical Cable Corp,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Accepted Lead (SAL),Cloud Data Storage
  18 | DDD,3D Systems Corp,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Sales Accepted Lead (SAL),Planning Software
  19 | IVAC,Intevac Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Opportunity,Planning Software
  20 | ACMR,Acm Research Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Accepted Lead (SAL),Cloud Data Storage
  21 | ASYS,Amtech Systems Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Accepted Lead (SAL),Cloud Data Storage
  22 | AMAT,Applied Materials Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Opportunity,Planning Software
  23 | ACLS,Axcelis Technologies Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Marketing Qualified Lead (MQL),Accounting Software
  24 | CVV,Cvd Equipment Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Marketing Qualified Lead (MQL),Planning Software
  25 | ENTG,Entegris Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Qualified Lead (SQL),Planning Software
  26 | KLIC,Kulicke & Soffa Industries,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Unqualified Lead,CRM
  27 | LRCX,Lam Research Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Qualified Lead (SQL),Planning Software
  28 | TRT,Trio-Tech International,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Accepted Lead (SAL),Planning Software
  29 | VECO,Veeco Instruments Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Unqualified Lead,Cloud Data Storage
  30 | HPQ,Hp Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Marketing Qualified Lead (MQL),Cloud Data Storage
  31 | SMCI,Super Micro Computer Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Marketing Qualified Lead (MQL),CRM
  32 | DELL,Dell Technologies Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Opportunity,Planning Software
  33 | HPE,Hewlett Packard Enterprise,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Sales Accepted Lead (SAL),Planning Software
  34 | OSS,One Stop Systems Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Sales Accepted Lead (SAL),Accounting Software
  35 | NTAP,Netapp Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Unqualified Lead,Planning Software
  36 | PSTG,Pure Storage Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Unqualified Lead,Accounting Software
  37 | QMCO,Quantum Corp,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Sales Accepted Lead (SAL),Accounting Software
  38 | WDC,Western Digital Corp,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Sales Accepted Lead (SAL),CRM
  39 | ATEN,A10 Networks Inc,Information Technology,Software & Services,Software,Systems Software,Opportunity,Cloud Data Storage
  40 | DTSS,Datasea Inc,Information Technology,Software & Services,Software,Systems Software,Sales Accepted Lead (SAL),Accounting Software
  41 | ANET,Arista Networks Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Accepted Lead (SAL),Accounting Software
  42 | CASA,Casa Systems Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Unqualified Lead,Chatbot
  43 | CSCO,Cisco Systems Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,Accounting Software
  44 | DGII,Digi International Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,Chatbot
  45 | EXTR,Extreme Networks Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Marketing Qualified Lead (MQL),CRM
  46 | INFN,Infinera Corp,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Accepted Lead (SAL),Chatbot
  47 | JNPR,Juniper Networks Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Unqualified Lead,Accounting Software
  48 | LTRX,Lantronix Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Accepted Lead (SAL),Cloud Data Storage
  49 | LITE,Lumentum Holdings Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,CRM
  50 | NTGR,Netgear Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Qualified Lead (SQL),Cloud Data Storage
  51 | VIAV,Viavi Solutions Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,Accounting Software
  52 | FTNT,Fortinet Inc,Information Technology,Software & Services,Software,Systems Software,Opportunity,Planning Software
  53 | MITK,Mitek Systems Inc,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),Accounting Software
  54 | ALOT,Astronova Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Opportunity,Accounting Software
  55 | KODK,Eastman Kodak Co,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Marketing Qualified Lead (MQL),Planning Software
  56 | TACT,Transact Technologies Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Sales Accepted Lead (SAL),Chatbot
  57 | XRX,Xerox Holdings Corp,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Sales Accepted Lead (SAL),Accounting Software
  58 | ZBRA,Zebra Technologies Cp  -Cl A,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Unqualified Lead,Cloud Data Storage
  59 | DBD,Diebold Nixdorf Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Opportunity,Chatbot
  60 | PAR,Par Technology Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Marketing Qualified Lead (MQL),CRM
  61 | IDN,Intellicheck Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Unqualified Lead,Accounting Software
  62 | CODI,Compass Diversified Holdings,Financials,Diversified Financials,Diversified Financial Services,Multi-Sector Holdings,Marketing Qualified Lead (MQL),CRM
  63 | LFUS,Littelfuse Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Sales Accepted Lead (SAL),CRM
  64 | GNSS,Genasys Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Qualified Lead (SQL),CRM
  65 | DGLY,Digital Ally Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Unqualified Lead,Chatbot
  66 | ROKU,Roku Inc,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Opportunity,Cloud Data Storage
  67 | ADTN,Adtran Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Marketing Qualified Lead (MQL),Chatbot
  68 | CALX,Calix Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Accepted Lead (SAL),Cloud Data Storage
  69 | CIEN,Ciena Corp,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Unqualified Lead,Accounting Software
  70 | INSG,Inseego Corp,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Unqualified Lead,Planning Software
  71 | AVNW,Aviat Networks Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,Chatbot
  72 | BKTI,Bk Technologies Corp,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Qualified Lead (SQL),Planning Software
  73 | CAMP,Calamp Corp,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,Planning Software
  74 | CLRO,Clearone Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Marketing Qualified Lead (MQL),Cloud Data Storage
  75 | COMM,Commscope Holding Co Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Unqualified Lead,Cloud Data Storage
  76 | CMTL,Comtech Telecommun,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Accepted Lead (SAL),Cloud Data Storage
  77 | SATS,Echostar Corp,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,Chatbot
  78 | EMKR,Emcore Corp,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,Cloud Data Storage
  79 | HLIT,Harmonic Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Marketing Qualified Lead (MQL),Planning Software
  80 | MSI,Motorola Solutions Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Accepted Lead (SAL),Cloud Data Storage
  81 | PCTI,Pctel Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,CRM
  82 | UI,Ubiquiti Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Qualified Lead (SQL),Chatbot
  83 | VSAT,Viasat Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Qualified Lead (SQL),Accounting Software
  84 | AAPL,Apple Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Sales Accepted Lead (SAL),Accounting Software
  85 | SCKT,Socket Mobile Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Unqualified Lead,Planning Software
  86 | SONM,Sonim Technologies Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Sales Accepted Lead (SAL),CRM
  87 | AIRG,Airgain Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Sales Accepted Lead (SAL),CRM
  88 | WTT,Wireless Telecom Group Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Marketing Qualified Lead (MQL),Accounting Software
  89 | OSPN,Onespan Inc,Information Technology,Software & Services,Software,Systems Software,Unqualified Lead,Chatbot
  90 | APDN,Applied Dna Sciences Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Sales Accepted Lead (SAL),Planning Software
  91 | ARLO,Arlo Technologies Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Sales Accepted Lead (SAL),CRM
  92 | NSSC,Napco Security Tech Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Unqualified Lead,Planning Software
  93 | UUU,Universal Security Instrumnt,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Opportunity,Chatbot
  94 | BDC,Belden Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Unqualified Lead,Planning Software
  95 | CTS,Cts Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Sales Accepted Lead (SAL),Chatbot
  96 | KTCC,Key Tronic Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Unqualified Lead,Planning Software
  97 | KN,Knowles Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Marketing Qualified Lead (MQL),CRM
  98 | VSH,Vishay Intertechnology Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Sales Accepted Lead (SAL),Chatbot
  99 | BHE,Benchmark Electronics Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Sales Qualified Lead (SQL),CRM
 100 | JBL,Jabil Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Opportunity,Planning Software
 101 | PLXS,Plexus Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Marketing Qualified Lead (MQL),CRM
 102 | ROG,Rogers Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Sales Accepted Lead (SAL),Planning Software
 103 | SANM,Sanmina Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Unqualified Lead,Chatbot
 104 | SGMA,Sigmatron International Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Sales Accepted Lead (SAL),Accounting Software
 105 | TTMI,Ttm Technologies Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Sales Accepted Lead (SAL),Planning Software
 106 | XPER,Xperi Holding Corp,Information Technology,Software & Services,Software,Systems Software,Sales Qualified Lead (SQL),CRM
 107 | AAOI,Applied Optoelectronics Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Accepted Lead (SAL),Chatbot
 108 | IPGP,Ipg Photonics Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Opportunity,Chatbot
 109 | KE,Kimball Electronics Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Marketing Qualified Lead (MQL),Chatbot
 110 | LASR,Nlight Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Sales Accepted Lead (SAL),Cloud Data Storage
 111 | VPG,Vishay Precision Group Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Sales Qualified Lead (SQL),Accounting Software
 112 | AMD,Advanced Micro Devices,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,Planning Software
 113 | AMKR,Amkor Technology Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Accepted Lead (SAL),Planning Software
 114 | ADI,Analog Devices,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,Planning Software
 115 | ATOM,Atomera Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Unqualified Lead,Chatbot
 116 | AXTI,Axt Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Unqualified Lead,Accounting Software
 117 | AVGO,Broadcom Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,Chatbot
 118 | CRUS,Cirrus Logic Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Marketing Qualified Lead (MQL),CRM
 119 | DIOD,Diodes Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Sales Qualified Lead (SQL),Chatbot
 120 | ENPH,Enphase Energy Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Unqualified Lead,Planning Software
 121 | MRAM,Everspin Technologies Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,Planning Software
 122 | GSIT,Gsi Technology Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Sales Accepted Lead (SAL),Accounting Software
 123 | PI,Impinj Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Marketing Qualified Lead (MQL),Accounting Software
 124 | INTC,Intel Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Marketing Qualified Lead (MQL),Chatbot
 125 | KOPN,Kopin Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Opportunity,Planning Software
 126 | LSCC,Lattice Semiconductor Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Marketing Qualified Lead (MQL),CRM
 127 | MTSI,M/Acom Technology Solutions,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Marketing Qualified Lead (MQL),Cloud Data Storage
 128 | MX,Magnachip Semiconductor Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Marketing Qualified Lead (MQL),Accounting Software
 129 | MXL,Maxlinear Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,CRM
 130 | MCHP,Microchip Technology Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Opportunity,Accounting Software
 131 | MU,Micron Technology Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Marketing Qualified Lead (MQL),Cloud Data Storage
 132 | MPWR,Monolithic Power Systems Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Marketing Qualified Lead (MQL),CRM
 133 | NVEC,Nve Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Opportunity,Planning Software
 134 | NVDA,Nvidia Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Sales Qualified Lead (SQL),Cloud Data Storage
 135 | ON,On Semiconductor Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Sales Accepted Lead (SAL),Accounting Software
 136 | PLAB,Photronics Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Accepted Lead (SAL),Chatbot
 137 | PXLW,Pixelworks Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Sales Accepted Lead (SAL),Cloud Data Storage
 138 | POWI,Power Integrations Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Opportunity,CRM
 139 | QRVO,Qorvo Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,Accounting Software
 140 | QCOM,Qualcomm Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,Planning Software
 141 | QUIK,Quicklogic Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,Planning Software
 142 | RBCN,Rubicon Technology Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Unqualified Lead,Chatbot
 143 | LEDS,Semileds Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,Chatbot
 144 | SMTC,Semtech Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Opportunity,CRM
 145 | SLAB,Silicon Laboratories Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Opportunity,CRM
 146 | SITM,Sitime Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,CRM
 147 | SWKS,Skyworks Solutions Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Opportunity,CRM
 148 | SEDG,Solaredge Technologies Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Qualified Lead (SQL),Planning Software
 149 | SYNA,Synaptics Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Marketing Qualified Lead (MQL),Cloud Data Storage
 150 | UCTT,Ultra Clean Holdings Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Qualified Lead (SQL),CRM
 151 | OLED,Universal Display Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,Cloud Data Storage
 152 | BELFB,Bel Fuse Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Unqualified Lead,Cloud Data Storage
 153 | APH,Amphenol Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Sales Qualified Lead (SQL),Chatbot
 154 | MEI,Methode Electronics Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Sales Accepted Lead (SAL),CRM
 155 | RFIL,R F Industries Ltd,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Opportunity,CRM
 156 | DMRC,Digimarc Corp,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Chatbot
 157 | CLFD,Clearfield Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Unqualified Lead,CRM
 158 | AKTS,Akoustis Technologies Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Opportunity,Accounting Software
 159 | GLW,Corning Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Sales Accepted Lead (SAL),Accounting Software
 160 | LGL,Lgl Group Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Unqualified Lead,Planning Software
 161 | MVIS,Microvision Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Sales Accepted Lead (SAL),Chatbot
 162 | AEIS,Advanced Energy Inds Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Opportunity,CRM
 163 | EMAN,Emagin Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Marketing Qualified Lead (MQL),Accounting Software
 164 | CODA,Coda Octopus Group Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Marketing Qualified Lead (MQL),Chatbot
 165 | PWFL,Powerfleet Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Opportunity,Accounting Software
 166 | CGNX,Cognex Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Sales Qualified Lead (SQL),Cloud Data Storage
 167 | ELSE,Electro-Sensors Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Unqualified Lead,CRM
 168 | SMIT,Schmitt Industries Inc/Or,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Sales Qualified Lead (SQL),Planning Software
 169 | MKSI,Mks Instruments Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Qualified Lead (SQL),Chatbot
 170 | ONTO,Onto Innovation Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Opportunity,Chatbot
 171 | BMI,Badger Meter Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Unqualified Lead,Cloud Data Storage
 172 | ITRI,Itron Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Opportunity,Cloud Data Storage
 173 | DAIO,Data I/O Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Sales Qualified Lead (SQL),Cloud Data Storage
 174 | FEIM,Frequency Electronics Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Unqualified Lead,Cloud Data Storage
 175 | KEYS,Keysight Technologies Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Sales Accepted Lead (SAL),Accounting Software
 176 | AEHR,Aehr Test Systems,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Unqualified Lead,Accounting Software
 177 | COHU,Cohu Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Opportunity,Cloud Data Storage
 178 | FORM,Formfactor Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Qualified Lead (SQL),CRM
 179 | INTT,Intest Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Unqualified Lead,Cloud Data Storage
 180 | TER,Teradyne Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Sales Qualified Lead (SQL),Chatbot
 181 | LPTH,Lightpath Technologies Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Marketing Qualified Lead (MQL),Accounting Software
 182 | LUNA,Luna Innovations Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Sales Accepted Lead (SAL),CRM
 183 | KLAC,Kla Corp,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Opportunity,Cloud Data Storage
 184 | BKYI,Bio-Key International Inc,Information Technology,Software & Services,Software,Systems Software,Opportunity,Cloud Data Storage
 185 | FARO,Faro Technologies Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Opportunity,Planning Software
 186 | TRMB,Trimble Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Opportunity,Accounting Software
 187 | OSIS,Osi Systems Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Marketing Qualified Lead (MQL),Cloud Data Storage
 188 | AVID,Avid Technology Inc,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Sales Qualified Lead (SQL),Accounting Software
 189 | BOXL,Boxlight Corp,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Opportunity,Chatbot
 190 | DAKT,Daktronics Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Opportunity,CRM
 191 | T,At&T Inc,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Integrated Telecommunication Services,Marketing Qualified Lead (MQL),Planning Software
 192 | ATNI,Atn International Inc,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Integrated Telecommunication Services,Unqualified Lead,Accounting Software
 193 | VZ,Verizon Communications Inc,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Integrated Telecommunication Services,Sales Qualified Lead (SQL),CRM
 194 | SHEN,Shenandoah Telecommun Co,Communication Services,Telecommunication Services,Wireless Telecommunication Services,Wireless Telecommunication Services,Unqualified Lead,Cloud Data Storage
 195 | SPOK,Spok Holdings Inc,Communication Services,Telecommunication Services,Wireless Telecommunication Services,Wireless Telecommunication Services,Marketing Qualified Lead (MQL),Cloud Data Storage
 196 | S,Sprint Corp,Communication Services,Telecommunication Services,Wireless Telecommunication Services,Wireless Telecommunication Services,Sales Accepted Lead (SAL),Cloud Data Storage
 197 | TMUS,T-Mobile Us Inc,Communication Services,Telecommunication Services,Wireless Telecommunication Services,Wireless Telecommunication Services,Sales Accepted Lead (SAL),Planning Software
 198 | USM,Us Cellular Corp,Communication Services,Telecommunication Services,Wireless Telecommunication Services,Wireless Telecommunication Services,Marketing Qualified Lead (MQL),Cloud Data Storage
 199 | CCOI,Cogent Communications Hldgs,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Alternative Carriers,Sales Qualified Lead (SQL),Planning Software
 200 | CNSL,Consolidated Comm Hldgs Inc,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Integrated Telecommunication Services,Unqualified Lead,CRM
 201 | IDT,Idt Corp,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Integrated Telecommunication Services,Opportunity,Planning Software
 202 | OOMA,Ooma Inc,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Integrated Telecommunication Services,Marketing Qualified Lead (MQL),Cloud Data Storage
 203 | WOW,Wideopenwest Inc,Communication Services,Media & Entertainment,Media,Cable & Satellite,Sales Qualified Lead (SQL),Planning Software
 204 | BBGI,Beasley Broadcast Group Inc,Communication Services,Media & Entertainment,Media,Broadcasting,Sales Qualified Lead (SQL),Cloud Data Storage
 205 | CMLS,Cumulus Media Inc,Communication Services,Media & Entertainment,Media,Broadcasting,Unqualified Lead,Cloud Data Storage
 206 | IHRT,Iheartmedia Inc,Communication Services,Media & Entertainment,Media,Broadcasting,Opportunity,Planning Software
 207 | LSXMK,Liberty Media Siriusxm Group,Communication Services,Media & Entertainment,Media,Cable & Satellite,Unqualified Lead,Chatbot
 208 | MDIA,Mediaco Holding Inc,Communication Services,Media & Entertainment,Media,Broadcasting,Marketing Qualified Lead (MQL),Accounting Software
 209 | SGA,Saga Communications  -Cl A,Communication Services,Media & Entertainment,Media,Broadcasting,Sales Qualified Lead (SQL),Planning Software
 210 | SALM,Salem Media Group Inc,Communication Services,Media & Entertainment,Media,Broadcasting,Unqualified Lead,CRM
 211 | SIRI,Sirius Xm Holdings Inc,Communication Services,Media & Entertainment,Media,Cable & Satellite,Sales Accepted Lead (SAL),Cloud Data Storage
 212 | TSQ,Townsquare Media Inc,Communication Services,Media & Entertainment,Media,Broadcasting,Unqualified Lead,CRM
 213 | UONEK,Urban One Inc,Communication Services,Media & Entertainment,Media,Broadcasting,Opportunity,Cloud Data Storage
 214 | AMCX,Amc Networks Inc,Communication Services,Media & Entertainment,Media,Broadcasting,Sales Qualified Lead (SQL),CRM
 215 | EVC,Entravision Communications,Communication Services,Media & Entertainment,Media,Broadcasting,Sales Qualified Lead (SQL),CRM
 216 | SSP,Ew Scripps  -Cl A,Communication Services,Media & Entertainment,Media,Broadcasting,Sales Qualified Lead (SQL),Cloud Data Storage
 217 | FOXA,Fox Corp,Communication Services,Media & Entertainment,Media,Broadcasting,Sales Accepted Lead (SAL),Cloud Data Storage
 218 | GTN,Gray Television Inc,Communication Services,Media & Entertainment,Media,Broadcasting,Opportunity,Accounting Software
 219 | NXST,Nexstar Media Group,Communication Services,Media & Entertainment,Media,Broadcasting,Unqualified Lead,CRM
 220 | SBGI,Sinclair Broadcast Gp  -Cl A,Communication Services,Media & Entertainment,Media,Broadcasting,Marketing Qualified Lead (MQL),Planning Software
 221 | TGNA,Tegna Inc,Communication Services,Media & Entertainment,Media,Broadcasting,Sales Accepted Lead (SAL),CRM
 222 | ATUS,Altice Usa Inc,Communication Services,Media & Entertainment,Media,Cable & Satellite,Opportunity,Cloud Data Storage
 223 | CABO,Cable One Inc,Communication Services,Media & Entertainment,Media,Cable & Satellite,Sales Qualified Lead (SQL),Cloud Data Storage
 224 | CHTR,Charter Communications Inc,Communication Services,Media & Entertainment,Media,Cable & Satellite,Opportunity,CRM
 225 | CMCSA,Comcast Corp,Communication Services,Media & Entertainment,Media,Cable & Satellite,Marketing Qualified Lead (MQL),Accounting Software
 226 | DISH,Dish Network Corp,Communication Services,Media & Entertainment,Media,Cable & Satellite,Unqualified Lead,Planning Software
 227 | DIS,Disney (Walt) Co,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Sales Accepted Lead (SAL),Accounting Software
 228 | EGHT,8X8 Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Chatbot
 229 | KVHI,Kvh Industries Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Qualified Lead (SQL),Cloud Data Storage
 230 | VISL,Vislink Technologies Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,Planning Software
 231 | ATEX,Anterix Inc,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Alternative Carriers,Opportunity,Planning Software
 232 | GSAT,Globalstar Inc,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Alternative Carriers,Unqualified Lead,Chatbot
 233 | IRDM,Iridium Communications Inc,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Alternative Carriers,Opportunity,CRM
 234 | GOGO,Gogo Inc,Communication Services,Telecommunication Services,Wireless Telecommunication Services,Wireless Telecommunication Services,Opportunity,CRM
 235 | INPX,Inpixon,Information Technology,Software & Services,IT Services,IT Consulting & Other Services,Sales Accepted Lead (SAL),Planning Software
 236 | BSQR,Bsquare Corp,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Chatbot
 237 | CDW,Cdw Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Technology Distributors,Marketing Qualified Lead (MQL),Accounting Software
 238 | PLUS,Eplus Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Technology Distributors,Sales Qualified Lead (SQL),CRM
 239 | NSIT,Insight Enterprises Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Technology Distributors,Sales Qualified Lead (SQL),Cloud Data Storage
 240 | SCSC,Scansource Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Technology Distributors,Unqualified Lead,CRM
 241 | SNX,Synnex Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Technology Distributors,Sales Accepted Lead (SAL),CRM
 242 | AMRK,A-Mark Precious Metals Inc,Financials,Diversified Financials,Diversified Financial Services,Specialized Finance,Unqualified Lead,Chatbot
 243 | TESS,Tessco Technologies Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Opportunity,Chatbot
 244 | AEY,Addvantage Technologies Gp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Technology Distributors,Opportunity,Planning Software
 245 | ARW,Arrow Electronics Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Technology Distributors,Sales Accepted Lead (SAL),Cloud Data Storage
 246 | AVT,Avnet Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Technology Distributors,Marketing Qualified Lead (MQL),Cloud Data Storage
 247 | TAIT,Taitron Components  -Cl A,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Technology Distributors,Unqualified Lead,Chatbot
 248 | CNNE,Cannae Holdings Inc,Financials,Diversified Financials,Diversified Financial Services,Multi-Sector Holdings,Marketing Qualified Lead (MQL),Cloud Data Storage
 249 | EZPW,Ezcorp Inc  -Cl A,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Marketing Qualified Lead (MQL),Planning Software
 250 | FCFS,Firstcash Inc,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Marketing Qualified Lead (MQL),Accounting Software
 251 | CNXN,Pc Connection Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Technology Distributors,Marketing Qualified Lead (MQL),Planning Software
 252 | SRCE,1St Source Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,CRM
 253 | AMAL,Amalgamated Bk New York N Y,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 254 | AMTB,Amerant Bancorp Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 255 | AMNB,American Natl Bankshares,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Chatbot
 256 | ABCB,Ameris Bancorp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 257 | ATLO,Ames National Corp,Financials,Banks,Banks,Regional Banks,Opportunity,CRM
 258 | AROW,Arrow Financial Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 259 | ASB,Associated Banc-Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Cloud Data Storage
 260 | AUB,Atlantic Union Bankshrs Crp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Chatbot
 261 | AUBN,Auburn National Bancorp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 262 | BANC,Banc Of California Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 263 | BANF,Bancfirst Corp/Ok,Financials,Banks,Banks,Regional Banks,Opportunity,CRM
 264 | TBBK,Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 265 | BFC,Bank First Corp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Accounting Software
 266 | BAC,Bank Of America Corp,Financials,Banks,Banks,Diversified Banks,Sales Accepted Lead (SAL),Accounting Software
 267 | BOH,Bank Of Hawaii Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),CRM
 268 | BMRC,Bank Of Marin Bancorp,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 269 | BPRN,Bank Of Princeton,Financials,Banks,Banks,Regional Banks,Unqualified Lead,CRM
 270 | BOTJ,Bank Of The James Financial,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Cloud Data Storage
 271 | OZK,Bank Ozk,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 272 | BKSC,Bank South Carolina Corp,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Planning Software
 273 | BSVN,Bank7 Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 274 | BFIN,Bankfinancial Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 275 | BKU,Bankunited Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 276 | BWFG,Bankwell Financial Group Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Cloud Data Storage
 277 | BANR,Banner Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 278 | BHB,Bar Harbor Bankshares,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 279 | BCML,Baycom Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 280 | BCBP,Bcb Bancorp Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Accounting Software
 281 | BHLB,Berkshire Hills Bancorp Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 282 | BRBS,Blue Ridge Bankshares Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Chatbot
 283 | BOKF,Bok Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Planning Software
 284 | BRKL,Brookline Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 285 | BFST,Business First Bancshs Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 286 | BY,Byline Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Accounting Software
 287 | CFFI,C&F Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 288 | CADE,Cadence Bancorporation,Financials,Banks,Banks,Regional Banks,Unqualified Lead,CRM
 289 | CATC,Cambridge Bancorp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Chatbot
 290 | CAC,Camden National Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,CRM
 291 | CBNK,Capital Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Accounting Software
 292 | CCBG,Capital City Bk Group Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 293 | CSTR,Capstar Financial Hldgs Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Chatbot
 294 | CARE,Carter Bank & Trust,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Chatbot
 295 | CATY,Cathay General Bancorp,Financials,Banks,Banks,Regional Banks,Opportunity,CRM
 296 | CBFV,Cb Financial Services Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 297 | CPF,Central Pacific Financial Cp,Financials,Banks,Banks,Regional Banks,Opportunity,Cloud Data Storage
 298 | CVCY,Central Valley Cmnty Bancorp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 299 | CHMG,Chemung Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 300 | CZNC,Citizens & Northern Corp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 301 | CZWI,Citizens Community Bancorp,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 302 | CFG,Citizens Financial Group Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 303 | CIZN,Citizens Holding Co,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Cloud Data Storage
 304 | CIVB,Civista Bancshares Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Cloud Data Storage
 305 | CCNE,Cnb Financial Corp/Pa,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 306 | CVLY,Codorus Valley Bancorp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 307 | COLB,Columbia Banking System Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Chatbot
 308 | CMA,Comerica Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Accounting Software
 309 | CBSH,Commerce Bancshares Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Planning Software
 310 | CBU,Community Bank System Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Cloud Data Storage
 311 | TCFC,Community Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 312 | CTBI,Community Trust Bancorp Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Cloud Data Storage
 313 | CFB,Crossfirst Bankshares Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Accounting Software
 314 | CFR,Cullen/Frost Bankers Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Cloud Data Storage
 315 | CUBI,Customers Bancorp Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),CRM
 316 | CVBF,Cvb Financial Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Cloud Data Storage
 317 | EWBC,East West Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Planning Software
 318 | EQBK,Equity Bancshares Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 319 | ESQ,Esquire Fincl Hold Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Cloud Data Storage
 320 | EVBN,Evans Bancorp Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 321 | FNB,F N B Corp/Fl,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 322 | FMAO,Farmers & Merchants Bcp/Oh,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 323 | FMNB,Farmers Natl Banc Corp/Oh,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Accounting Software
 324 | FBK,Fb Financial Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 325 | FITB,Fifth Third Bancorp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),CRM
 326 | FISI,Financial Institutions Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Chatbot
 327 | FNLC,First Bancorp Inc/Me,Financials,Banks,Banks,Regional Banks,Opportunity,CRM
 328 | FBP,First Bancorp P R,Financials,Banks,Banks,Regional Banks,Unqualified Lead,CRM
 329 | FBNC,First Bancorp/Nc,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 330 | FBMS,First Bancshares Inc/Ms,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 331 | FRBA,First Bank,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 332 | BUSE,First Busey Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,CRM
 333 | FBIZ,First Business Finl Srv Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Chatbot
 334 | FCAP,First Capital Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 335 | FCNCA,First Citizens Bancsh  -Cl A,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 336 | FCBC,First Cmnty Bancshares Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Cloud Data Storage
 337 | FCF,First Commonwlth Finl Cp/Pa,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 338 | FCCO,First Community Corp/Sc,Financials,Banks,Banks,Regional Banks,Opportunity,Cloud Data Storage
 339 | THFF,First Financial Corp/In,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 340 | FFNW,First Financial Northwest,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Accounting Software
 341 | FFBC,First Finl Bancorp Inc/Oh,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 342 | FFIN,First Finl Bankshares Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 343 | FFWM,First Foundation Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 344 | FGBI,First Guaranty Bancshares,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Chatbot
 345 | FHB,First Hawaiian Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Chatbot
 346 | FHN,First Horizon National Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Planning Software
 347 | INBK,First Internet Bancorp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 348 | FIBK,First Interstate Bancsystem,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 349 | FLIC,First Long Island Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 350 | FRME,First Merchants Corp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Cloud Data Storage
 351 | FMBH,First Mid Bancshares Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 352 | FXNC,First National Corp/Va,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Chatbot
 353 | FRC,First Republic Bank,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Chatbot
 354 | FSFG,First Savings Financial Gp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 355 | FUNC,First United Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 356 | FUSB,First Us Bancshares Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 357 | MYFW,First Wstrn Finncil Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 358 | FFIC,Flushing Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),CRM
 359 | FNCB,Fncb Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 360 | FRAF,Franklin Financial Svcs Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 361 | FULT,Fulton Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 362 | FVCB,Fvcbankcorp Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Chatbot
 363 | GABC,German American Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Planning Software
 364 | GBCI,Glacier Bancorp Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 365 | GSBC,Great Southern Bancorp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 366 | GNTY,Guaranty Bancshares Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 367 | HWC,Hancock Whitney Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 368 | HAFC,Hanmi Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 369 | HONE,Harborone Bancorp Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Cloud Data Storage
 370 | HWBK,Hawthorn Bancshares Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 371 | HBT,Hbt Financial Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Planning Software
 372 | HTLF,Heartland Financial Usa Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Cloud Data Storage
 373 | HTBK,Heritage Commerce Corp,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 374 | HFWA,Heritage Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Chatbot
 375 | HOMB,Home Bancshares Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 376 | HTBI,Hometrust Bancshares Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 377 | HOPE,Hope Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 378 | HBNC,Horizon Bancorp Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 379 | HBAN,Huntington Bancshares,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 380 | INDB,Independent Bank Corp/Ma,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 381 | IBCP,Independent Bank Corp/Mi,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Accounting Software
 382 | IBTX,Independent Bk Grp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Planning Software
 383 | IBOC,Intl Bancshares Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),CRM
 384 | ISTR,Investar Holding Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 385 | JPM,Jpmorgan Chase & Co,Financials,Banks,Banks,Diversified Banks,Marketing Qualified Lead (MQL),CRM
 386 | KEY,Keycorp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 387 | LBAI,Lakeland Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 388 | LKFN,Lakeland Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Planning Software
 389 | LARK,Landmark Bancorp Inc/Ks,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 390 | LCNB,Lcnb Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 391 | LMST,Limestone Bancorp Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 392 | LOB,Live Oak Bancshares Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 393 | MTB,M & T Bank Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 394 | MCBC,Macatawa Bank Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,CRM
 395 | MNSB,Mainstreet Bancshares Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 396 | MLVF,Malvern Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 397 | MBWM,Mercantile Bank Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 398 | MCBS,Metrocity Bankshares Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 399 | MCB,Metropolitan Bank Hldng,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Cloud Data Storage
 400 | MPB,Mid Penn Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 401 | MBCN,Middlefield Banc Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Chatbot
 402 | MSBI,Midland States Bancorp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),CRM
 403 | MOFG,Midwestone Financial Group,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 404 | MVBF,Mvb Financial Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Cloud Data Storage
 405 | NBTB,N B T Bancorp Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 406 | NBHC,National Bank Hldgs Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 407 | NKSH,National Bankshares Inc Va,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Chatbot
 408 | NRIM,Northrim Bancorp Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Chatbot
 409 | NWFL,Norwood Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),CRM
 410 | OVLY,Oak Valley Bancorp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),CRM
 411 | OFG,Ofg Bancorp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Chatbot
 412 | OVBC,Ohio Valley Banc Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 413 | ONB,Old National Bancorp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 414 | OPOF,Old Point Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Chatbot
 415 | OPHC,Optimumbank Holdings Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Cloud Data Storage
 416 | OBNK,Origin Bancorp,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 417 | ORRF,Orrstown Financial Svcs Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Chatbot
 418 | PPBI,Pacific Premier Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Accounting Software
 419 | PACW,Pacwest Bancorp,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 420 | PRK,Park National Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Chatbot
 421 | PKBK,Parke Bancorp Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 422 | PBHC,Pathfinder Bancorp Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 423 | PNBK,Patriot National Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Planning Software
 424 | PCB,Pcb Bancorp,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Accounting Software
 425 | PGC,Peapack-Gladstone Finan Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 426 | PWOD,Penns Woods Bancorp Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),CRM
 427 | PEBO,Peoples Bancorp Inc/Oh,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 428 | PEBK,Peoples Bancorp Nc Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Chatbot
 429 | PFIS,Peoples Financial Services,Financials,Banks,Banks,Regional Banks,Unqualified Lead,CRM
 430 | PNFP,Pinnacle Finl Partners Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Accounting Software
 431 | PLBC,Plumas Bancorp,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 432 | PNC,Pnc Financial Svcs Group Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Chatbot
 433 | BPOP,Popular Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 434 | PFBC,Preferred Bank Los Angeles,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Accounting Software
 435 | PB,Prosperity Bancshares Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 436 | QCRH,Qcr Holdings Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Accounting Software
 437 | RBB,Rbb Bancorp,Financials,Banks,Banks,Regional Banks,Opportunity,Accounting Software
 438 | RRBI,Red River Bancshares Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 439 | RF,Regions Financial Corp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),CRM
 440 | RNST,Renasant Corp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Chatbot
 441 | RBCAA,Republic Bancorp Inc/Ky,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 442 | FRBK,Republic First Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 443 | RMBI,Richmond Mutual Banco Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 444 | STBA,S & T Bancorp Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Chatbot
 445 | SAL,Salisbury Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 446 | SASR,Sandy Spring Bancorp Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Planning Software
 447 | SBFG,Sb Financial Group Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),CRM
 448 | SBCF,Seacoast Banking Corp/Fl,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 449 | SFBS,Servisfirst Bancshares Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 450 | SHBI,Shore Bancshares Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Cloud Data Storage
 451 | BSRR,Sierra Bancorp/Ca,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 452 | SBNY,Signature Bank/Ny,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 453 | SI,Silvergate Capital Corp,Financials,Banks,Banks,Regional Banks,Opportunity,CRM
 454 | SFNC,Simmons First Natl Cp  -Cl A,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 455 | SMBK,Smartfinancial Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Cloud Data Storage
 456 | SPFI,South Plains Financial Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Chatbot
 457 | SSB,South State Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),CRM
 458 | SFST,Southern First Bankshares,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Chatbot
 459 | SBSI,Southside Bancshares Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Planning Software
 460 | SYBT,Stock Yards Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Accounting Software
 461 | SMMF,Summit Financial Group Inc,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 462 | SSBI,Summit State Bank,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Chatbot
 463 | SIVB,Svb Financial Group,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 464 | SNV,Synovus Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 465 | TCBI,Texas Capital Bancshares Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 466 | TMP,Tompkins Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Planning Software
 467 | TOWN,Townebank,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Planning Software
 468 | TCBK,Trico Bancshares,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 469 | TFC,Truist Financial Corp,Financials,Banks,Banks,Regional Banks,Opportunity,CRM
 470 | TRMK,Trustmark Corp,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 471 | USB,U S Bancorp,Financials,Banks,Banks,Diversified Banks,Sales Qualified Lead (SQL),Chatbot
 472 | UMBF,Umb Financial Corp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Planning Software
 473 | UNB,Union Bankshares Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Planning Software
 474 | UBSI,United Bankshares Inc/Wv,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),CRM
 475 | UCBI,United Community Banks Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Planning Software
 476 | UBFO,United Security Bancshars Ca,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Planning Software
 477 | UNTY,Unity Bancorp Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),CRM
 478 | UVSP,Univest Financial Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 479 | VLY,Valley National Bancorp,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 480 | VBTX,Veritex Holdings Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 481 | VBFC,Village Bank And Trust Finl,Financials,Banks,Banks,Regional Banks,Opportunity,CRM
 482 | WASH,Washington Tr Bancorp Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Accounting Software
 483 | WBS,Webster Financial Corp,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),CRM
 484 | WFC,Wells Fargo & Co,Financials,Banks,Banks,Diversified Banks,Marketing Qualified Lead (MQL),CRM
 485 | WSBC,Wesbanco Inc,Financials,Banks,Banks,Regional Banks,Opportunity,Planning Software
 486 | WTBA,West Bancorporation Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),CRM
 487 | WABC,Westamerica Bancorporation,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),CRM
 488 | WAL,Western Alliance Bancorp,Financials,Banks,Banks,Regional Banks,Unqualified Lead,Accounting Software
 489 | WTFC,Wintrust Financial Corp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Chatbot
 490 | ZION,Zions Bancorporation Na,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),Cloud Data Storage
 491 | BWB,Bridgewater Bancshares,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),Planning Software
 492 | HMST,Homestreet Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Marketing Qualified Lead (MQL),Cloud Data Storage
 493 | LBC,Luther Burbank Corp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Accounting Software
 494 | MBIN,Merchants Bancorp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Opportunity,Planning Software
 495 | WAFD,Washington Federal Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),Chatbot
 496 | BK,Bank Of New York Mellon Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,Cloud Data Storage
 497 | NTRS,Northern Trust Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,CRM
 498 | STT,State Street Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Chatbot
 499 | DCOM,Dime Community Bancshares,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Planning Software
 500 | EBMT,Eagle Bancorp Montana Inc,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),Accounting Software
 501 | OCFC,Oceanfirst Financial Corp,Financials,Banks,Banks,Regional Banks,Opportunity,Chatbot
 502 | SFBC,Sound Financial Bancorp Inc,Financials,Banks,Banks,Regional Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 503 | AX,Axos Financial Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Chatbot
 504 | CFFN,Capitol Federal Finl Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Chatbot
 505 | CARV,Carver Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Accounting Software
 506 | CFBK,Central Federal Corp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),CRM
 507 | CNNB,Cincinnati Bancorp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Opportunity,Planning Software
 508 | CLBK,Columbia Financial Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),Accounting Software
 509 | FFBW,Ffbw Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,Cloud Data Storage
 510 | GCBC,Greene County Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,Chatbot
 511 | HMNF,Hmn Financial Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,Accounting Software
 512 | HFBL,Home Federal Bancorp Inc/La,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,Cloud Data Storage
 513 | IROQ,If Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Cloud Data Storage
 514 | LSBK,Lake Shore Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Opportunity,Chatbot
 515 | CASH,Meta Financial Group Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Opportunity,Chatbot
 516 | MSVB,Mid-Southern Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Chatbot
 517 | NFBK,Northfield Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),CRM
 518 | NWBI,Northwest Bancshares Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,Accounting Software
 519 | OFED,Oconee Federal Financial Cp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),CRM
 520 | OCN,Ocwen Financial Corp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Chatbot
 521 | PDLB,Pdl Community Bancorp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),CRM
 522 | PROV,Provident Financial Holdings,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),Cloud Data Storage
 523 | RVSB,Riverview Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),Accounting Software
 524 | SBT,Sterling Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Marketing Qualified Lead (MQL),Planning Software
 525 | TBNK,Territorial Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),CRM
 526 | TFSL,Tfs Financial Corp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,Cloud Data Storage
 527 | TRST,Trustco Bank Corp/Ny,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,Planning Software
 528 | WSBF,Waterstone Financial Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Chatbot
 529 | WNEB,Western New Eng Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,CRM
 530 | WSFS,Wsfs Financial Corp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Chatbot
 531 | FNWB,First Northwest Bancrp,Financials,Banks,Banks,Regional Banks,Sales Qualified Lead (SQL),CRM
 532 | BSBK,Bogota Financial Corp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,Cloud Data Storage
 533 | ESSA,Essa Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Opportunity,Chatbot
 534 | FSBW,Fs Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,Accounting Software
 535 | HIFS,Hingham Instn For Savings,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Cloud Data Storage
 536 | KRNY,Kearny Financial Corp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Marketing Qualified Lead (MQL),Planning Software
 537 | MGYR,Magyar Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Unqualified Lead,Accounting Software
 538 | NYCB,New York Cmnty Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),CRM
 539 | PVBC,Provident Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),Cloud Data Storage
 540 | PFS,Provident Financial Svcs Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),CRM
 541 | RBKB,Rhinebeck Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Opportunity,Planning Software
 542 | SMBC,Southern Missouri Bancp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Marketing Qualified Lead (MQL),Chatbot
 543 | TSBK,Timberland Bancorp Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Accounting Software
 544 | EEFT,Euronet Worldwide Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Sales Qualified Lead (SQL),CRM
 545 | IMXI,International Money Expr Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Opportunity,Accounting Software
 546 | MA,Mastercard Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Sales Qualified Lead (SQL),Cloud Data Storage
 547 | USIO,Usio Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Sales Qualified Lead (SQL),CRM
 548 | V,Visa Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Sales Qualified Lead (SQL),Chatbot
 549 | WU,Western Union Co,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Marketing Qualified Lead (MQL),CRM
 550 | AGM,Federal Agriculture Mtg Cp,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Marketing Qualified Lead (MQL),Accounting Software
 551 | NAVI,Navient Corp,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Opportunity,Accounting Software
 552 | AXP,American Express Co,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Sales Qualified Lead (SQL),Cloud Data Storage
 553 | ATLC,Atlanticus Holdings Corp,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Sales Qualified Lead (SQL),Planning Software
 554 | COF,Capital One Financial Corp,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Opportunity,CRM
 555 | CACC,Credit Acceptance Corp,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Opportunity,CRM
 556 | CURO,Curo Group Hldgs Corp,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Sales Qualified Lead (SQL),Chatbot
 557 | DFS,Discover Financial Svcs,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Opportunity,Planning Software
 558 | ENVA,Enova International Inc,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Sales Qualified Lead (SQL),CRM
 559 | LC,Lendingclub Corp,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Unqualified Lead,Chatbot
 560 | NNI,Nelnet Inc,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Sales Accepted Lead (SAL),Cloud Data Storage
 561 | OMF,Onemain Holdings Inc,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Opportunity,Accounting Software
 562 | OPRT,Oportun Financial Corp,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Unqualified Lead,Cloud Data Storage
 563 | RM,Regional Management Corp,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Marketing Qualified Lead (MQL),CRM
 564 | SLM,Slm Corp,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Marketing Qualified Lead (MQL),CRM
 565 | SYF,Synchrony Financial,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Unqualified Lead,Chatbot
 566 | WRLD,World Acceptance Corp/De,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Unqualified Lead,CRM
 567 | ECPG,Encore Capital Group Inc,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Sales Qualified Lead (SQL),Planning Software
 568 | PRAA,Pra Group Inc,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Opportunity,Chatbot
 569 | SWKH,Swk Holdings Corp,Financials,Diversified Financials,Diversified Financial Services,Specialized Finance,Sales Qualified Lead (SQL),Accounting Software
 570 | CPSS,Consumer Portfolio Svcs Inc,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Sales Qualified Lead (SQL),Accounting Software
 571 | AIHS,Senmiao Technology,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Sales Accepted Lead (SAL),Cloud Data Storage
 572 | IMH,Impac Mortgage Holdings Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Opportunity,CRM
 573 | COOP,Mr Cooper Group Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Opportunity,CRM
 574 | PFSI,Pennymac Financial Services,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Marketing Qualified Lead (MQL),CRM
 575 | SNFCA,Security Natl Finl Cp  -Cl A,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),CRM
 576 | VEL,Velocity Financial Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Accepted Lead (SAL),Accounting Software
 577 | WD,Walker & Dunlop Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),Chatbot
 578 | TREE,Lendingtree Inc,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Opportunity,Chatbot
 579 | ALLY,Ally Financial Inc,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Unqualified Lead,Chatbot
 580 | C,Citigroup Inc,Financials,Banks,Banks,Diversified Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 581 | HTH,Hilltop Holdings Inc,Financials,Banks,Banks,Regional Banks,Marketing Qualified Lead (MQL),CRM
 582 | EMO,Clearbridge Eng Midstrm Opp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,CRM
 583 | OXLC,Oxford Lane Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),Accounting Software
 584 | NDP,Tortoise Energy Independence,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),CRM
 585 | AC,Associated Capital Group Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Chatbot
 586 | CME,Cme Group Inc,Financials,Diversified Financials,Capital Markets,Financial Exchanges & Data,Sales Qualified Lead (SQL),Planning Software
 587 | EVR,Evercore Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Opportunity,CRM
 588 | ICE,Intercontinental Exchange,Financials,Diversified Financials,Capital Markets,Financial Exchanges & Data,Sales Qualified Lead (SQL),Accounting Software
 589 | MKTX,Marketaxess Holdings Inc,Financials,Diversified Financials,Capital Markets,Financial Exchanges & Data,Unqualified Lead,Planning Software
 590 | NDAQ,Nasdaq Inc,Financials,Diversified Financials,Capital Markets,Financial Exchanges & Data,Unqualified Lead,Planning Software
 591 | PJT,Pjt Partners Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Sales Accepted Lead (SAL),Planning Software
 592 | SNEX,Stonex Group Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Sales Accepted Lead (SAL),Chatbot
 593 | IDEX,Ideanomics Inc,Information Technology,Software & Services,Software,Application Software,Opportunity,Accounting Software
 594 | JEF,Jefferies Financial Grp Inc,Financials,Diversified Financials,Diversified Financial Services,Multi-Sector Holdings,Marketing Qualified Lead (MQL),CRM
 595 | AMP,Ameriprise Financial Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),Planning Software
 596 | BGCP,Bgc Partners Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Unqualified Lead,Planning Software
 597 | COHN,Cohen & Company Inc,Financials,Diversified Financials,Capital Markets,Diversified Capital Markets,Sales Qualified Lead (SQL),Planning Software
 598 | FRHC,Freedom Holding Corp,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Sales Qualified Lead (SQL),CRM
 599 | GS,Goldman Sachs Group Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Marketing Qualified Lead (MQL),Accounting Software
 600 | IBKR,Interactive Brokers Group,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Sales Qualified Lead (SQL),CRM
 601 | LPLA,Lpl Financial Holdings Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Unqualified Lead,Planning Software
 602 | MS,Morgan Stanley,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Opportunity,Accounting Software
 603 | OPY,Oppenheimer Holdings Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Unqualified Lead,Chatbot
 604 | PIPR,Piper Sandler Cos,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Opportunity,Chatbot
 605 | RJF,Raymond James Financial Corp,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Opportunity,Accounting Software
 606 | SIEB,Siebert Financial Corp,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Unqualified Lead,Chatbot
 607 | SF,Stifel Financial Corp,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Unqualified Lead,CRM
 608 | AMTD,Td Ameritrade Holding Corp,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Sales Accepted Lead (SAL),Chatbot
 609 | VIRT,Virtu Financial Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Marketing Qualified Lead (MQL),Chatbot
 610 | AMG,Affiliated Managers Grp Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Chatbot
 611 | APO,Apollo Global Mgmt Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,Planning Software
 612 | ARES,Ares Management Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),CRM
 613 | APAM,Artisan Partners Asset Mgmt,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 614 | AINC,Ashford Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,Accounting Software
 615 | BLK,Blackrock Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,CRM
 616 | BX,Blackstone Group Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),CRM
 617 | BSIG,Brightsphere Invest Grp Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Planning Software
 618 | CG,Carlyle Group Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),Accounting Software
 619 | CNS,Cohen & Steers Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,Chatbot
 620 | DHIL,Diamond Hill Investment Grp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Accounting Software
 621 | FHI,Federated Hermes Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,Planning Software
 622 | FOCS,Focus Financl Prtnr Llc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),Accounting Software
 623 | BEN,Franklin Resources Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,CRM
 624 | GHL,Greenhill & Co Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Sales Qualified Lead (SQL),CRM
 625 | HLNE,Hamilton Lane Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Chatbot
 626 | HNNA,Hennessy Advisors Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),Planning Software
 627 | HLI,Houlihan Lokey Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Opportunity,Cloud Data Storage
 628 | KKR,Kkr & Co Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),CRM
 629 | MSCI,Msci Inc,Financials,Diversified Financials,Capital Markets,Financial Exchanges & Data,Sales Qualified Lead (SQL),Accounting Software
 630 | TROW,Price (T. Rowe) Group,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,CRM
 631 | SCHW,Schwab (Charles) Corp,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Unqualified Lead,Cloud Data Storage
 632 | SCU,Sculptor Capital Management,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Chatbot
 633 | SEIC,Sei Investments Co,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,Chatbot
 634 | SAMG,Silvercrest Asset Mgt,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,Accounting Software
 635 | GROW,U S Global Investors Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 636 | VCTR,Victory Cptl Hldgs Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),Accounting Software
 637 | VRTS,Virtus Investment Ptnrs Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Accounting Software
 638 | WHG,Westwood Holdings Group Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,Cloud Data Storage
 639 | EFC,Ellington Financial Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 640 | Trusts (REITs)",Mortgage REITs,Sales Qualified Lead (SQL),Accounting Software
 641 | PFG,Principal Financial Grp Inc,Financials,Insurance,Insurance,Life & Health Insurance,Unqualified Lead,Cloud Data Storage
 642 | ENV,Envestnet Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Planning Software
 643 | EQH,Equitable Holdings Inc,Financials,Diversified Financials,Diversified Financial Services,Other Diversified Financial Services,Sales Accepted Lead (SAL),CRM
 644 | VOYA,Voya Financial Inc,Financials,Diversified Financials,Diversified Financial Services,Other Diversified Financial Services,Sales Accepted Lead (SAL),Cloud Data Storage
 645 | AEL,American Eqty Invt Life Hldg,Financials,Insurance,Insurance,Life & Health Insurance,Opportunity,Cloud Data Storage
 646 | BHF,Brighthouse Finanl Inc,Financials,Insurance,Insurance,Life & Health Insurance,Marketing Qualified Lead (MQL),Chatbot
 647 | CIA,Citizens Inc,Financials,Insurance,Insurance,Life & Health Insurance,Unqualified Lead,Chatbot
 648 | GNW,Genworth Financial Inc,Financials,Insurance,Insurance,Life & Health Insurance,Unqualified Lead,Chatbot
 649 | GL,Globe Life Inc,Financials,Insurance,Insurance,Life & Health Insurance,Marketing Qualified Lead (MQL),CRM
 650 | LNC,Lincoln National Corp,Financials,Insurance,Insurance,Life & Health Insurance,Sales Qualified Lead (SQL),Accounting Software
 651 | MET,Metlife Inc,Financials,Insurance,Insurance,Life & Health Insurance,Marketing Qualified Lead (MQL),Chatbot
 652 | NWLI,National Western Life Group,Financials,Insurance,Insurance,Life & Health Insurance,Opportunity,CRM
 653 | PRI,Primerica Inc,Financials,Insurance,Insurance,Life & Health Insurance,Unqualified Lead,Chatbot
 654 | PRU,Prudential Financial Inc,Financials,Insurance,Insurance,Life & Health Insurance,Sales Qualified Lead (SQL),Accounting Software
 655 | RGA,Reinsurance Group Amer Inc,Financials,Insurance,Insurance,Reinsurance,Marketing Qualified Lead (MQL),Planning Software
 656 | VERY,Vericity Inc,Financials,Insurance,Insurance,Life & Health Insurance,Opportunity,Accounting Software
 657 | AFL,Aflac Inc,Financials,Insurance,Insurance,Life & Health Insurance,Opportunity,Planning Software
 658 | AAME,Atlantic American Corp,Financials,Insurance,Insurance,Multi-line Insurance,Sales Qualified Lead (SQL),CRM
 659 | CNO,Cno Financial Group Inc,Financials,Insurance,Insurance,Life & Health Insurance,Opportunity,Planning Software
 660 | UNM,Unum Group,Financials,Insurance,Insurance,Life & Health Insurance,Unqualified Lead,CRM
 661 | TRUP,Trupanion Inc,Financials,Insurance,Insurance,Life & Health Insurance,Sales Qualified Lead (SQL),CRM
 662 | ALL,Allstate Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),CRM
 663 | AFG,American Financial Group Inc,Financials,Insurance,Insurance,Multi-line Insurance,Sales Qualified Lead (SQL),Accounting Software
 664 | AIG,American International Group,Financials,Insurance,Insurance,Multi-line Insurance,Marketing Qualified Lead (MQL),CRM
 665 | AMSF,Amerisafe Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Qualified Lead (SQL),Planning Software
 666 | WRB,Berkley (W R) Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Unqualified Lead,Chatbot
 667 | CINF,Cincinnati Financial Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Cloud Data Storage
 668 | CNA,Cna Financial Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Planning Software
 669 | CNFR,Conifer Holdings Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Unqualified Lead,Chatbot
 670 | DGICA,Donegal Group Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Unqualified Lead,Cloud Data Storage
 671 | EIG,Employers Holdings Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Accepted Lead (SAL),Cloud Data Storage
 672 | HALL,Hallmark Financial Services,Financials,Insurance,Insurance,Property & Casualty Insurance,Opportunity,Accounting Software
 673 | THG,Hanover Insurance Group Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Unqualified Lead,CRM
 674 | HIG,Hartford Financial Services,Financials,Insurance,Insurance,Multi-line Insurance,Marketing Qualified Lead (MQL),Chatbot
 675 | HCI,Hci Group Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Accepted Lead (SAL),Accounting Software
 676 | HRTG,Heritage Insurance Holdings,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Accepted Lead (SAL),Cloud Data Storage
 677 | HMN,Horace Mann Educators Corp,Financials,Insurance,Insurance,Multi-line Insurance,Sales Accepted Lead (SAL),Accounting Software
 678 | KMPR,Kemper Corp/De,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Qualified Lead (SQL),CRM
 679 | KINS,Kingstone Cos Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Opportunity,Planning Software
 680 | KFS,Kingsway Financial Svcs Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Chatbot
 681 | KNSL,Kinsale Capital Group Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Accounting Software
 682 | L,Loews Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Chatbot
 683 | MKL,Markel Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Unqualified Lead,Chatbot
 684 | MCY,Mercury General Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Accepted Lead (SAL),Planning Software
 685 | NODK,Ni Holdings Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Qualified Lead (SQL),Planning Software
 686 | ORI,Old Republic Intl Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Qualified Lead (SQL),Accounting Software
 687 | PLMR,Palomar Holdings Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Accounting Software
 688 | PRA,Proassurance Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Unqualified Lead,Chatbot
 689 | PGR,Progressive Corp-Ohio,Financials,Insurance,Insurance,Property & Casualty Insurance,Opportunity,Accounting Software
 690 | RLI,Rli Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Accounting Software
 691 | SAFT,Safety Insurance Group Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Unqualified Lead,CRM
 692 | SIGI,Selective Ins Group Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Accounting Software
 693 | TIPT,Tiptree Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Accounting Software
 694 | TRV,Travelers Cos Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Opportunity,Planning Software
 695 | UNAM,Unico American Corp,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),CRM
 696 | UFCS,United Fire Group Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Opportunity,Chatbot
 697 | UIHC,United Insurance Holdings Co,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Qualified Lead (SQL),Planning Software
 698 | UVE,Universal Insurance Hldgs,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Accepted Lead (SAL),CRM
 699 | MTG,Mgic Investment Corp/Wi,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Opportunity,Accounting Software
 700 | NMIH,Nmi Holdings Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),Chatbot
 701 | RDN,Radian Group Inc,Financials,Banks,Thrifts & Mortgage Finance,Thrifts & Mortgage Finance,Sales Qualified Lead (SQL),Planning Software
 702 | AMBC,Ambac Financial Group Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Cloud Data Storage
 703 | AIZ,Assurant Inc,Financials,Insurance,Insurance,Multi-line Insurance,Unqualified Lead,Chatbot
 704 | MBI,Mbia Inc,Financials,Insurance,Insurance,Property & Casualty Insurance,Opportunity,Cloud Data Storage
 705 | FNF,Fidelity Natl Finl Fnf Group,Financials,Insurance,Insurance,Property & Casualty Insurance,Unqualified Lead,CRM
 706 | FAF,First American Financial Cp,Financials,Insurance,Insurance,Property & Casualty Insurance,Sales Accepted Lead (SAL),Cloud Data Storage
 707 | ITIC,Investors Title Co,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Cloud Data Storage
 708 | STC,Stewart Information Services,Financials,Insurance,Insurance,Property & Casualty Insurance,Marketing Qualified Lead (MQL),Accounting Software
 709 | AJG,Arthur J Gallagher & Co,Financials,Insurance,Insurance,Insurance Brokers,Marketing Qualified Lead (MQL),Accounting Software
 710 | BRO,Brown & Brown Inc,Financials,Insurance,Insurance,Insurance Brokers,Opportunity,Chatbot
 711 | BRP,Brp Group Inc,Financials,Insurance,Insurance,Insurance Brokers,Opportunity,Chatbot
 712 | EHTH,Ehealth Inc,Financials,Insurance,Insurance,Insurance Brokers,Marketing Qualified Lead (MQL),Cloud Data Storage
 713 | ERIE,Erie Indemnity Co,Financials,Insurance,Insurance,Property & Casualty Insurance,Unqualified Lead,Planning Software
 714 | GSHD,Goosehead Insurance,Financials,Insurance,Insurance,Insurance Brokers,Marketing Qualified Lead (MQL),Chatbot
 715 | MMC,Marsh & Mclennan Cos,Financials,Insurance,Insurance,Insurance Brokers,Sales Accepted Lead (SAL),Accounting Software
 716 | SLQT,Selectquote Inc,Financials,Insurance,Insurance,Insurance Brokers,Sales Accepted Lead (SAL),Cloud Data Storage
 717 | AAMC,Altisource Asset Mgmt Corp,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Services ,Sales Qualified Lead (SQL),Accounting Software
 718 | CBRE,Cbre Group Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Services ,Opportunity,Accounting Software
 719 | CTO,Cto Realty Growth Inc,Real Estate,Real Estate,"Equity Real Estate 
 720 | Investment Trusts 
 721 | (REITs)",Diversified REITs,Opportunity,Cloud Data Storage
 722 | KW,Kennedy-Wilson Holdings Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Operating Companies,Sales Qualified Lead (SQL),Accounting Software
 723 | FRPH,Frp Holdings Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Operating Companies,Sales Accepted Lead (SAL),Cloud Data Storage
 724 | GYRO,Gyrodyne Llc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Operating Companies,Sales Accepted Lead (SAL),Accounting Software
 725 | MAYS,Mays (J.W.) Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Operating Companies,Marketing Qualified Lead (MQL),Accounting Software
 726 | RFL,Rafael Holdings Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Operating Companies,Sales Accepted Lead (SAL),Accounting Software
 727 | TPHS,Trinity Place Holdings Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Operating Companies,Opportunity,Chatbot
 728 | ARL,American Realty Investors,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Operating Companies,Sales Accepted Lead (SAL),CRM
 729 | NEN,New England Realty Assc  -Lp,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Operating Companies,Sales Qualified Lead (SQL),Accounting Software
 730 | TCI,Transcontinental Rlty Invs,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Operating Companies,Sales Accepted Lead (SAL),Accounting Software
 731 | EXPI,Exp World Holdings Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Services ,Unqualified Lead,CRM
 732 | JLL,Jones Lang Lasalle Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Services ,Sales Accepted Lead (SAL),Planning Software
 733 | MMI,Marcus & Millichap Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Services ,Opportunity,Planning Software
 734 | NMRK,Newmark Group Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Services ,Unqualified Lead,Accounting Software
 735 | RMAX,Re/Max Holdings Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Services ,Sales Qualified Lead (SQL),Planning Software
 736 | RDFN,Redfin Corp,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Services ,Marketing Qualified Lead (MQL),Planning Software
 737 | FPH,Five Point Holdings Llc,Real Estate,Real Estate,Real Estate Management & Development,Diversified Real Estate Activities ,Marketing Qualified Lead (MQL),Planning Software
 738 | FOR,Forestar Group Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Development ,Marketing Qualified Lead (MQL),Cloud Data Storage
 739 | HHC,Howard Hughes Corp,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Development ,Marketing Qualified Lead (MQL),Chatbot
 740 | MLP,Maui Land & Pineapple Co,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Development ,Marketing Qualified Lead (MQL),Accounting Software
 741 | CKX,Ckx Lands Inc,Real Estate,Real Estate,Real Estate Management & Development,Real Estate Operating Companies,Opportunity,Cloud Data Storage
 742 | IDCC,Interdigital Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Accounting Software
 743 | NTIP,Network-1 Technologies Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Qualified Lead (SQL),Chatbot
 744 | DLB,Dolby Laboratories Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Components,Sales Accepted Lead (SAL),Chatbot
 745 | CEVA,Ceva Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Opportunity,CRM
 746 | RMBS,Rambus Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductors,Unqualified Lead,Accounting Software
 747 | TURN,180 Degree Cptl Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,CRM
 748 | ARCC,Ares Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),Chatbot
 749 | BCSF,Bain Cap Specialty Fin Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,Accounting Software
 750 | BBDC,Barings Bdc Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),Accounting Software
 751 | BKCC,Blackrock Capital Invt Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 752 | TCPC,Blackrock Tcp Capital,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),CRM
 753 | EQS,Equus Total Return Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),Chatbot
 754 | FDUS,Fidus Investment Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,Cloud Data Storage
 755 | SVVC,Firsthand Technology Valu Fd,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),Cloud Data Storage
 756 | FSK,Fs Kkr Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),Accounting Software
 757 | GLAD,Gladstone Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 758 | GAIN,Gladstone Investment Corp/De,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),CRM
 759 | GSBD,Goldman Sachs Bdc Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,Chatbot
 760 | GBDC,Golub Capital Bdc Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Cloud Data Storage
 761 | GECC,Great Elm Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 762 | HTGC,Hercules Capital Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),Chatbot
 763 | HRZN,Horizon Technology Finance,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),Accounting Software
 764 | ICMB,Investcorp Crdt Mngmt Bdc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Chatbot
 765 | MAIN,Main Street Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Accounting Software
 766 | MRCC,Monroe Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,CRM
 767 | NMFC,New Mountain Finance Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,Accounting Software
 768 | NEWT,Newtek Business Services Cp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),Cloud Data Storage
 769 | OFS,Ofs Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),CRM
 770 | PFLT,Pennantpark Floating Rt Cap,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),CRM
 771 | PTMN,Portman Ridge Finance Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,CRM
 772 | PSEC,Prospect Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),CRM
 773 | RAND,Rand Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,Chatbot
 774 | SAR,Saratoga Investment Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),CRM
 775 | TSLX,Sixth Street Specialty Lendi,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Qualified Lead (SQL),Chatbot
 776 | SLRC,Solar Capital Ltd,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,Cloud Data Storage
 777 | SCM,Stellus Capital Investment,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Opportunity,Planning Software
 778 | SSSS,Suro Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Sales Accepted Lead (SAL),Accounting Software
 779 | TPVG,Triplepoint Venture Gwth Bdc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,Cloud Data Storage
 780 | WHF,Whitehorse Finance Inc,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Unqualified Lead,Cloud Data Storage
 781 | MITT,Ag Mortgage Investment Trust,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 782 | Trusts (REITs)",Mortgage REITs,Sales Qualified Lead (SQL),CRM
 783 | AGNC,Agnc Investment Corp,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 784 | Trusts (REITs)",Mortgage REITs,Sales Accepted Lead (SAL),Chatbot
 785 | NLY,Annaly Capital Management,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 786 | Trusts (REITs)",Mortgage REITs,Marketing Qualified Lead (MQL),Planning Software
 787 | ARI,Apollo Commercial Re Fin Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 788 | Trusts (REITs)",Mortgage REITs,Opportunity,Accounting Software
 789 | ABR,Arbor Realty Trust Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 790 | Trusts (REITs)",Mortgage REITs,Opportunity,Planning Software
 791 | ACRE,Ares Commercial Real Estate,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 792 | Trusts (REITs)",Mortgage REITs,Sales Accepted Lead (SAL),Planning Software
 793 | ARR,Armour Residential Reit Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 794 | Trusts (REITs)",Mortgage REITs,Marketing Qualified Lead (MQL),CRM
 795 | BXMT,Blackstone Mortgage Tr Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 796 | Trusts (REITs)",Mortgage REITs,Unqualified Lead,Accounting Software
 797 | BRMK,Broadmark Realty Capital Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 798 | Trusts (REITs)",Mortgage REITs,Unqualified Lead,CRM
 799 | CHMI,Cherry Hill Mtg Invst,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 800 | Trusts (REITs)",Mortgage REITs,Unqualified Lead,Planning Software
 801 | CIM,Chimera Investment Corp,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 802 | Trusts (REITs)",Mortgage REITs,Sales Accepted Lead (SAL),Chatbot
 803 | DX,Dynex Capital Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 804 | Trusts (REITs)",Mortgage REITs,Marketing Qualified Lead (MQL),Cloud Data Storage
 805 | EARN,Ellington Residential Mtg,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 806 | Trusts (REITs)",Mortgage REITs,Opportunity,CRM
 807 | GPMT,Granite Point Mortge Trs Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 808 | Trusts (REITs)",Mortgage REITs,Marketing Qualified Lead (MQL),Accounting Software
 809 | AJX,Great Ajax Corp,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 810 | Trusts (REITs)",Mortgage REITs,Unqualified Lead,Cloud Data Storage
 811 | HASI,Hannon Armstrong Sust Infr,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 812 | Trusts (REITs)",Mortgage REITs,Opportunity,Cloud Data Storage
 813 | IVR,Invesco Mortgage Capital Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 814 | Trusts (REITs)",Mortgage REITs,Sales Accepted Lead (SAL),Accounting Software
 815 | KREF,Kkr Real Estate Fin Tr Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 816 | Trusts (REITs)",Mortgage REITs,Sales Qualified Lead (SQL),Planning Software
 817 | LADR,Ladder Capital Corp,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 818 | Trusts (REITs)",Mortgage REITs,Opportunity,CRM
 819 | LOAN,Manhattan Bridge Capital Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 820 | Trusts (REITs)",Mortgage REITs,Sales Qualified Lead (SQL),CRM
 821 | MFA,Mfa Financial Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 822 | Trusts (REITs)",Mortgage REITs,Unqualified Lead,Cloud Data Storage
 823 | NYMT,New York Mortgage Trust Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 824 | Trusts (REITs)",Mortgage REITs,Opportunity,Accounting Software
 825 | ORC,Orchid Island Capital Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 826 | Trusts (REITs)",Mortgage REITs,Opportunity,CRM
 827 | PMT,Pennymac Mortgage Invest Tr,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 828 | Trusts (REITs)",Mortgage REITs,Sales Qualified Lead (SQL),Planning Software
 829 | RC,Ready Capital Corp,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 830 | Trusts (REITs)",Mortgage REITs,Sales Accepted Lead (SAL),Accounting Software
 831 | RWT,Redwood Trust Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 832 | Trusts (REITs)",Mortgage REITs,Opportunity,CRM
 833 | STWD,Starwood Property Trust Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 834 | Trusts (REITs)",Mortgage REITs,Opportunity,Accounting Software
 835 | TRTX,Tpg Re Finance Trt Inc,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 836 | Trusts (REITs)",Mortgage REITs,Sales Qualified Lead (SQL),Cloud Data Storage
 837 | TWO,Two Harbors Investment Corp,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 838 | Trusts (REITs)",Mortgage REITs,Opportunity,Accounting Software
 839 | WMC,Western Asset Mtg Capital Cp,Financials,Diversified Financials,"Mortgage Real Estate Investment 
 840 | Trusts (REITs)",Mortgage REITs,Sales Accepted Lead (SAL),Planning Software
 841 | AKR,Acadia Realty Trust,Real Estate,Real Estate,"Equity Real Estate 
 842 | Investment Trusts 
 843 | (REITs)",Retail REITs,Unqualified Lead,Cloud Data Storage
 844 | ADC,Agree Realty Corp,Real Estate,Real Estate,"Equity Real Estate 
 845 | Investment Trusts 
 846 | (REITs)",Retail REITs,Opportunity,CRM
 847 | ALEX,Alexander & Baldwin Inc,Real Estate,Real Estate,"Equity Real Estate 
 848 | Investment Trusts 
 849 | (REITs)",Diversified REITs,Sales Qualified Lead (SQL),Cloud Data Storage
 850 | ALX,Alexander'S Inc,Real Estate,Real Estate,"Equity Real Estate 
 851 | Investment Trusts 
 852 | (REITs)",Retail REITs,Opportunity,CRM
 853 | ARE,Alexandria R E Equities Inc,Real Estate,Real Estate,"Equity Real Estate 
 854 | Investment Trusts 
 855 | (REITs)",Office REITs ,Sales Accepted Lead (SAL),Accounting Software
 856 | PINE,Alpine Income Property Trust,Real Estate,Real Estate,"Equity Real Estate 
 857 | Investment Trusts 
 858 | (REITs)",Diversified REITs,Sales Qualified Lead (SQL),Chatbot
 859 | AAT,American Assets Trust Inc,Real Estate,Real Estate,"Equity Real Estate 
 860 | Investment Trusts 
 861 | (REITs)",Diversified REITs,Sales Accepted Lead (SAL),CRM
 862 | AMH,American Homes 4 Rent,Real Estate,Real Estate,"Equity Real Estate 
 863 | Investment Trusts 
 864 | (REITs)",Residential REITs,Opportunity,CRM
 865 | AMT,American Tower Corp,Real Estate,Real Estate,"Equity Real Estate 
 866 | Investment Trusts 
 867 | (REITs)",Specialized REITs ,Marketing Qualified Lead (MQL),Cloud Data Storage
 868 | COLD,Americold Realty Trust,Real Estate,Real Estate,"Equity Real Estate 
 869 | Investment Trusts 
 870 | (REITs)",Industrial REITs,Unqualified Lead,Chatbot
 871 | AIV,Apartment Invst & Mgmt Co,Real Estate,Real Estate,"Equity Real Estate 
 872 | Investment Trusts 
 873 | (REITs)",Residential REITs,Opportunity,Cloud Data Storage
 874 | APLE,Apple Hospitality Reit Inc,Real Estate,Real Estate,"Equity Real Estate 
 875 | Investment Trusts 
 876 | (REITs)",Hotel & Resort REITs ,Opportunity,Planning Software
 877 | AHH,Armada Hoffler Properties,Real Estate,Real Estate,"Equity Real Estate 
 878 | Investment Trusts 
 879 | (REITs)",Diversified REITs,Sales Qualified Lead (SQL),Chatbot
 880 | AHT,Ashford Hospitality Trust,Real Estate,Real Estate,"Equity Real Estate 
 881 | Investment Trusts 
 882 | (REITs)",Hotel & Resort REITs ,Marketing Qualified Lead (MQL),Planning Software
 883 | AVB,Avalonbay Communities Inc,Real Estate,Real Estate,"Equity Real Estate 
 884 | Investment Trusts 
 885 | (REITs)",Residential REITs,Sales Accepted Lead (SAL),Planning Software
 886 | BXP,Boston Properties Inc,Real Estate,Real Estate,"Equity Real Estate 
 887 | Investment Trusts 
 888 | (REITs)",Office REITs ,Unqualified Lead,Chatbot
 889 | BHR,Braemar Hotels & Resorts Inc,Real Estate,Real Estate,"Equity Real Estate 
 890 | Investment Trusts 
 891 | (REITs)",Hotel & Resort REITs ,Unqualified Lead,Planning Software
 892 | BDN,Brandywine Realty Trust,Real Estate,Real Estate,"Equity Real Estate 
 893 | Investment Trusts 
 894 | (REITs)",Office REITs ,Opportunity,Accounting Software
 895 | BRX,Brixmor Property Group Inc,Real Estate,Real Estate,"Equity Real Estate 
 896 | Investment Trusts 
 897 | (REITs)",Retail REITs,Sales Qualified Lead (SQL),CRM
 898 | BRT,Brt Apartments Corp,Real Estate,Real Estate,"Equity Real Estate 
 899 | Investment Trusts 
 900 | (REITs)",Residential REITs,Sales Accepted Lead (SAL),Cloud Data Storage
 901 | CPT,Camden Property Trust,Real Estate,Real Estate,"Equity Real Estate 
 902 | Investment Trusts 
 903 | (REITs)",Residential REITs,Marketing Qualified Lead (MQL),CRM
 904 | CTRE,Caretrust Reit Inc,Real Estate,Real Estate,"Equity Real Estate 
 905 | Investment Trusts 
 906 | (REITs)",Health Care REITs ,Sales Accepted Lead (SAL),Accounting Software
 907 | CBL,Cbl & Associates Pptys Inc,Real Estate,Real Estate,"Equity Real Estate 
 908 | Investment Trusts 
 909 | (REITs)",Retail REITs,Opportunity,Planning Software
 910 | CLDT,Chatham Lodging Trust,Real Estate,Real Estate,"Equity Real Estate 
 911 | Investment Trusts 
 912 | (REITs)",Hotel & Resort REITs ,Unqualified Lead,CRM
 913 | CMCT,Cim Commerical Trust,Real Estate,Real Estate,"Equity Real Estate 
 914 | Investment Trusts 
 915 | (REITs)",Office REITs ,Sales Qualified Lead (SQL),Accounting Software
 916 | CIO,City Office Reit Inc,Real Estate,Real Estate,"Equity Real Estate 
 917 | Investment Trusts 
 918 | (REITs)",Office REITs ,Opportunity,Chatbot
 919 | CLPR,Clipper Realty Inc,Real Estate,Real Estate,"Equity Real Estate 
 920 | Investment Trusts 
 921 | (REITs)",Residential REITs,Sales Accepted Lead (SAL),Accounting Software
 922 | CHCT,Community Healthcare Trust,Real Estate,Real Estate,"Equity Real Estate 
 923 | Investment Trusts 
 924 | (REITs)",Health Care REITs ,Sales Qualified Lead (SQL),Cloud Data Storage
 925 | CORR,Corenergy Infrastructure Tr,Real Estate,Real Estate,"Equity Real Estate 
 926 | Investment Trusts 
 927 | (REITs)",Specialized REITs ,Sales Accepted Lead (SAL),Accounting Software
 928 | OFC,Corporate Office Propert,Real Estate,Real Estate,"Equity Real Estate 
 929 | Investment Trusts 
 930 | (REITs)",Office REITs ,Unqualified Lead,CRM
 931 | CUZ,Cousins Properties Inc,Real Estate,Real Estate,"Equity Real Estate 
 932 | Investment Trusts 
 933 | (REITs)",Office REITs ,Sales Qualified Lead (SQL),Accounting Software
 934 | CCI,Crown Castle Intl Corp,Real Estate,Real Estate,"Equity Real Estate 
 935 | Investment Trusts 
 936 | (REITs)",Specialized REITs ,Sales Accepted Lead (SAL),Cloud Data Storage
 937 | CUBE,Cubesmart,Real Estate,Real Estate,"Equity Real Estate 
 938 | Investment Trusts 
 939 | (REITs)",Specialized REITs ,Sales Accepted Lead (SAL),Planning Software
 940 | DRH,Diamondrock Hospitality Co,Real Estate,Real Estate,"Equity Real Estate 
 941 | Investment Trusts 
 942 | (REITs)",Hotel & Resort REITs ,Sales Accepted Lead (SAL),Cloud Data Storage
 943 | DLR,Digital Realty Trust Inc,Real Estate,Real Estate,"Equity Real Estate 
 944 | Investment Trusts 
 945 | (REITs)",Specialized REITs ,Sales Accepted Lead (SAL),Planning Software
 946 | DHC,Diversified Healthcare Trust,Real Estate,Real Estate,"Equity Real Estate 
 947 | Investment Trusts 
 948 | (REITs)",Health Care REITs ,Marketing Qualified Lead (MQL),Accounting Software
 949 | DEI,Douglas Emmett Inc,Real Estate,Real Estate,"Equity Real Estate 
 950 | Investment Trusts 
 951 | (REITs)",Office REITs ,Sales Accepted Lead (SAL),Cloud Data Storage
 952 | DEA,Easterly Government Pptys,Real Estate,Real Estate,"Equity Real Estate 
 953 | Investment Trusts 
 954 | (REITs)",Office REITs ,Marketing Qualified Lead (MQL),Planning Software
 955 | EGP,Eastgroup Properties,Real Estate,Real Estate,"Equity Real Estate 
 956 | Investment Trusts 
 957 | (REITs)",Industrial REITs,Opportunity,Chatbot
 958 | ESRT,Empire State Realty Tr Inc,Real Estate,Real Estate,"Equity Real Estate 
 959 | Investment Trusts 
 960 | (REITs)",Diversified REITs,Opportunity,Chatbot
 961 | EPR,Epr Properties,Real Estate,Real Estate,"Equity Real Estate 
 962 | Investment Trusts 
 963 | (REITs)",Specialized REITs ,Marketing Qualified Lead (MQL),Cloud Data Storage
 964 | EQIX,Equinix Inc,Real Estate,Real Estate,"Equity Real Estate 
 965 | Investment Trusts 
 966 | (REITs)",Specialized REITs ,Sales Accepted Lead (SAL),CRM
 967 | EQC,Equity Commonwealth,Real Estate,Real Estate,"Equity Real Estate 
 968 | Investment Trusts 
 969 | (REITs)",Office REITs ,Sales Accepted Lead (SAL),CRM
 970 | ELS,Equity Lifestyle Properties,Real Estate,Real Estate,"Equity Real Estate 
 971 | Investment Trusts 
 972 | (REITs)",Residential REITs,Marketing Qualified Lead (MQL),Accounting Software
 973 | EQR,Equity Residential,Real Estate,Real Estate,"Equity Real Estate 
 974 | Investment Trusts 
 975 | (REITs)",Residential REITs,Sales Qualified Lead (SQL),Chatbot
 976 | EPRT,Essential Ppt Rlty Tst,Real Estate,Real Estate,"Equity Real Estate 
 977 | Investment Trusts 
 978 | (REITs)",Diversified REITs,Opportunity,CRM
 979 | ESS,Essex Property Trust,Real Estate,Real Estate,"Equity Real Estate 
 980 | Investment Trusts 
 981 | (REITs)",Residential REITs,Unqualified Lead,Chatbot
 982 | EXR,Extra Space Storage Inc,Real Estate,Real Estate,"Equity Real Estate 
 983 | Investment Trusts 
 984 | (REITs)",Specialized REITs ,Sales Qualified Lead (SQL),Accounting Software
 985 | FPI,Farmland Partners Inc,Real Estate,Real Estate,"Equity Real Estate 
 986 | Investment Trusts 
 987 | (REITs)",Specialized REITs ,Sales Qualified Lead (SQL),Accounting Software
 988 | FRT,Federal Realty Investment Tr,Real Estate,Real Estate,"Equity Real Estate 
 989 | Investment Trusts 
 990 | (REITs)",Retail REITs,Unqualified Lead,CRM
 991 | FR,First Indl Realty Trust Inc,Real Estate,Real Estate,"Equity Real Estate 
 992 | Investment Trusts 
 993 | (REITs)",Industrial REITs,Sales Qualified Lead (SQL),Accounting Software
 994 | FCPT,Four Corners Property Tr Inc,Real Estate,Real Estate,"Equity Real Estate 
 995 | Investment Trusts 
 996 | (REITs)",Specialized REITs ,Marketing Qualified Lead (MQL),Accounting Software
 997 | FSP,Franklin Street Properties,Real Estate,Real Estate,"Equity Real Estate 
 998 | Investment Trusts 
 999 | (REITs)",Office REITs ,Marketing Qualified Lead (MQL),Planning Software
1000 | GLPI,Gaming & Leisure Pptys,Real Estate,Real Estate,"Equity Real Estate 
1001 | Investment Trusts 
1002 | (REITs)",Specialized REITs ,Opportunity,Accounting Software
1003 | GEO,Geo Group Inc,Real Estate,Real Estate,"Equity Real Estate 
1004 | Investment Trusts 
1005 | (REITs)",Specialized REITs ,Sales Accepted Lead (SAL),CRM
1006 | GTY,Getty Realty Corp,Real Estate,Real Estate,"Equity Real Estate 
1007 | Investment Trusts 
1008 | (REITs)",Retail REITs,Sales Accepted Lead (SAL),Cloud Data Storage
1009 | GOOD,Gladstone Commercial Corp,Real Estate,Real Estate,"Equity Real Estate 
1010 | Investment Trusts 
1011 | (REITs)",Diversified REITs,Sales Accepted Lead (SAL),Chatbot
1012 | LAND,Gladstone Land Corp,Real Estate,Real Estate,"Equity Real Estate 
1013 | Investment Trusts 
1014 | (REITs)",Specialized REITs ,Sales Accepted Lead (SAL),Chatbot
1015 | GMRE,Global Medical Reit,Real Estate,Real Estate,"Equity Real Estate 
1016 | Investment Trusts 
1017 | (REITs)",Health Care REITs ,Unqualified Lead,Accounting Software
1018 | GNL,Global Net Lease Inc,Real Estate,Real Estate,"Equity Real Estate 
1019 | Investment Trusts 
1020 | (REITs)",Diversified REITs,Unqualified Lead,Cloud Data Storage
1021 | HR,Healthcare Realty Trust Inc,Real Estate,Real Estate,"Equity Real Estate 
1022 | Investment Trusts 
1023 | (REITs)",Health Care REITs ,Marketing Qualified Lead (MQL),Cloud Data Storage
1024 | PEAK,Healthpeak Properties Inc,Real Estate,Real Estate,"Equity Real Estate 
1025 | Investment Trusts 
1026 | (REITs)",Health Care REITs ,Unqualified Lead,Accounting Software
1027 | HT,Hersha Hospitality Trust,Real Estate,Real Estate,"Equity Real Estate 
1028 | Investment Trusts 
1029 | (REITs)",Hotel & Resort REITs ,Sales Qualified Lead (SQL),Chatbot
1030 | HIW,Highwoods Properties Inc,Real Estate,Real Estate,"Equity Real Estate 
1031 | Investment Trusts 
1032 | (REITs)",Office REITs ,Sales Qualified Lead (SQL),Planning Software
1033 | HST,Host Hotels & Resorts Inc,Real Estate,Real Estate,"Equity Real Estate 
1034 | Investment Trusts 
1035 | (REITs)",Hotel & Resort REITs ,Marketing Qualified Lead (MQL),Chatbot
1036 | HPP,Hudson Pacific Pptys Inc,Real Estate,Real Estate,"Equity Real Estate 
1037 | Investment Trusts 
1038 | (REITs)",Office REITs ,Marketing Qualified Lead (MQL),Cloud Data Storage
1039 | IRT,Independence Realty Trust,Real Estate,Real Estate,"Equity Real Estate 
1040 | Investment Trusts 
1041 | (REITs)",Residential REITs,Opportunity,Cloud Data Storage
1042 | ILPT,Indstrl Lgst Prpt Trst,Real Estate,Real Estate,"Equity Real Estate 
1043 | Investment Trusts 
1044 | (REITs)",Industrial REITs,Opportunity,Chatbot
1045 | IIPR,Innovative Industrial Pptys,Real Estate,Real Estate,"Equity Real Estate 
1046 | Investment Trusts 
1047 | (REITs)",Industrial REITs,Sales Qualified Lead (SQL),Cloud Data Storage
1048 | IHT,Innsuites Hospitality Tr,Real Estate,Real Estate,"Equity Real Estate 
1049 | Investment Trusts 
1050 | (REITs)",Hotel & Resort REITs ,Opportunity,CRM
1051 | INVH,Invitation Homes Inc,Real Estate,Real Estate,"Equity Real Estate 
1052 | Investment Trusts 
1053 | (REITs)",Residential REITs,Sales Qualified Lead (SQL),Cloud Data Storage
1054 | IRM,Iron Mountain Inc,Real Estate,Real Estate,"Equity Real Estate 
1055 | Investment Trusts 
1056 | (REITs)",Specialized REITs ,Sales Qualified Lead (SQL),Planning Software
1057 | STAR,Istar Inc,Real Estate,Real Estate,"Equity Real Estate 
1058 | Investment Trusts 
1059 | (REITs)",Diversified REITs,Sales Qualified Lead (SQL),CRM
1060 | JBGS,Jbg Smith Pptys,Real Estate,Real Estate,"Equity Real Estate 
1061 | Investment Trusts 
1062 | (REITs)",Office REITs ,Marketing Qualified Lead (MQL),Chatbot
1063 | KRC,Kilroy Realty Corp,Real Estate,Real Estate,"Equity Real Estate 
1064 | Investment Trusts 
1065 | (REITs)",Office REITs ,Unqualified Lead,Cloud Data Storage
1066 | KIM,Kimco Realty Corp,Real Estate,Real Estate,"Equity Real Estate 
1067 | Investment Trusts 
1068 | (REITs)",Retail REITs,Sales Qualified Lead (SQL),Cloud Data Storage
1069 | LAMR,Lamar Advertising Co  -Cl A,Real Estate,Real Estate,"Equity Real Estate 
1070 | Investment Trusts 
1071 | (REITs)",Specialized REITs ,Sales Qualified Lead (SQL),Cloud Data Storage
1072 | LXP,Lexington Realty Trust,Real Estate,Real Estate,"Equity Real Estate 
1073 | Investment Trusts 
1074 | (REITs)",Industrial REITs,Sales Accepted Lead (SAL),Cloud Data Storage
1075 | LSI,Life Storage Inc,Real Estate,Real Estate,"Equity Real Estate 
1076 | Investment Trusts 
1077 | (REITs)",Specialized REITs ,Unqualified Lead,Planning Software
1078 | LTC,Ltc Properties Inc,Real Estate,Real Estate,"Equity Real Estate 
1079 | Investment Trusts 
1080 | (REITs)",Health Care REITs ,Opportunity,Cloud Data Storage
1081 | MAC,Macerich Co,Real Estate,Real Estate,"Equity Real Estate 
1082 | Investment Trusts 
1083 | (REITs)",Retail REITs,Sales Accepted Lead (SAL),Chatbot
1084 | MDRR,Medalist Divrsfd Reit,Real Estate,Real Estate,"Equity Real Estate 
1085 | Investment Trusts 
1086 | (REITs)",Diversified REITs,Marketing Qualified Lead (MQL),Planning Software
1087 | MPW,Medical Properties Trust,Real Estate,Real Estate,"Equity Real Estate 
1088 | Investment Trusts 
1089 | (REITs)",Health Care REITs ,Sales Qualified Lead (SQL),Chatbot
1090 | MAA,Mid-America Apt Cmntys Inc,Real Estate,Real Estate,"Equity Real Estate 
1091 | Investment Trusts 
1092 | (REITs)",Residential REITs,Unqualified Lead,Planning Software
1093 | NHI,National Health Investors,Real Estate,Real Estate,"Equity Real Estate 
1094 | Investment Trusts 
1095 | (REITs)",Health Care REITs ,Unqualified Lead,Accounting Software
1096 | NNN,National Retail Properties,Real Estate,Real Estate,"Equity Real Estate 
1097 | Investment Trusts 
1098 | (REITs)",Retail REITs,Sales Qualified Lead (SQL),Accounting Software
1099 | NSA,National Storage Affiliates,Real Estate,Real Estate,"Equity Real Estate 
1100 | Investment Trusts 
1101 | (REITs)",Specialized REITs ,Opportunity,Accounting Software
1102 | NXRT,Nexpoint Residential Tr Inc,Real Estate,Real Estate,"Equity Real Estate 
1103 | Investment Trusts 
1104 | (REITs)",Residential REITs,Sales Accepted Lead (SAL),Chatbot
1105 | OPI,Office Properties Income Tr,Real Estate,Real Estate,"Equity Real Estate 
1106 | Investment Trusts 
1107 | (REITs)",Office REITs ,Unqualified Lead,Accounting Software
1108 | OHI,Omega Healthcare Invs Inc,Real Estate,Real Estate,"Equity Real Estate 
1109 | Investment Trusts 
1110 | (REITs)",Health Care REITs ,Opportunity,CRM
1111 | OLP,One Liberty Properties Inc,Real Estate,Real Estate,"Equity Real Estate 
1112 | Investment Trusts 
1113 | (REITs)",Diversified REITs,Marketing Qualified Lead (MQL),CRM
1114 | OUT,Outfront Media Inc,Real Estate,Real Estate,"Equity Real Estate 
1115 | Investment Trusts 
1116 | (REITs)",Specialized REITs ,Sales Qualified Lead (SQL),Chatbot
1117 | PGRE,Paramount Group Inc,Real Estate,Real Estate,"Equity Real Estate 
1118 | Investment Trusts 
1119 | (REITs)",Office REITs ,Sales Qualified Lead (SQL),Cloud Data Storage
1120 | PK,Park Hotels & Resorts,Real Estate,Real Estate,"Equity Real Estate 
1121 | Investment Trusts 
1122 | (REITs)",Hotel & Resort REITs ,Opportunity,Chatbot
1123 | PEB,Pebblebrook Hotel Trust,Real Estate,Real Estate,"Equity Real Estate 
1124 | Investment Trusts 
1125 | (REITs)",Hotel & Resort REITs ,Opportunity,Accounting Software
1126 | DOC,Physicians Realty Tr,Real Estate,Real Estate,"Equity Real Estate 
1127 | Investment Trusts 
1128 | (REITs)",Health Care REITs ,Sales Accepted Lead (SAL),Planning Software
1129 | PDM,Piedmont Office Realty Trust,Real Estate,Real Estate,"Equity Real Estate 
1130 | Investment Trusts 
1131 | (REITs)",Office REITs ,Opportunity,Planning Software
1132 | PLYM,Plymouth Indl Reit Inc,Real Estate,Real Estate,"Equity Real Estate 
1133 | Investment Trusts 
1134 | (REITs)",Industrial REITs,Sales Accepted Lead (SAL),Chatbot
1135 | PSTL,Postal Realty Trust Inc,Real Estate,Real Estate,"Equity Real Estate 
1136 | Investment Trusts 
1137 | (REITs)",Office REITs ,Unqualified Lead,Planning Software
1138 | PW,Power Reit,Real Estate,Real Estate,"Equity Real Estate 
1139 | Investment Trusts 
1140 | (REITs)",Specialized REITs ,Sales Qualified Lead (SQL),Cloud Data Storage
1141 | PLD,Prologis Inc,Real Estate,Real Estate,"Equity Real Estate 
1142 | Investment Trusts 
1143 | (REITs)",Industrial REITs,Unqualified Lead,Chatbot
1144 | PSA,Public Storage,Real Estate,Real Estate,"Equity Real Estate 
1145 | Investment Trusts 
1146 | (REITs)",Specialized REITs ,Unqualified Lead,Cloud Data Storage
1147 | RYN,Rayonier Inc,Real Estate,Real Estate,"Equity Real Estate 
1148 | Investment Trusts 
1149 | (REITs)",Specialized REITs ,Marketing Qualified Lead (MQL),CRM
1150 | O,Realty Income Corp,Real Estate,Real Estate,"Equity Real Estate 
1151 | Investment Trusts 
1152 | (REITs)",Retail REITs,Marketing Qualified Lead (MQL),CRM
1153 | REG,Regency Centers Corp,Real Estate,Real Estate,"Equity Real Estate 
1154 | Investment Trusts 
1155 | (REITs)",Retail REITs,Unqualified Lead,Planning Software
1156 | ROIC,Retail Opportunity Invts Cp,Real Estate,Real Estate,"Equity Real Estate 
1157 | Investment Trusts 
1158 | (REITs)",Retail REITs,Unqualified Lead,Cloud Data Storage
1159 | REXR,Rexford Indus Realty,Real Estate,Real Estate,"Equity Real Estate 
1160 | Investment Trusts 
1161 | (REITs)",Industrial REITs,Unqualified Lead,Chatbot
1162 | RLJ,Rlj Lodging Trust,Real Estate,Real Estate,"Equity Real Estate 
1163 | Investment Trusts 
1164 | (REITs)",Hotel & Resort REITs ,Marketing Qualified Lead (MQL),Accounting Software
1165 | RPT,Rpt Realty,Real Estate,Real Estate,"Equity Real Estate 
1166 | Investment Trusts 
1167 | (REITs)",Retail REITs,Unqualified Lead,Accounting Software
1168 | RHP,Ryman Hospitality Pptys Inc,Real Estate,Real Estate,"Equity Real Estate 
1169 | Investment Trusts 
1170 | (REITs)",Hotel & Resort REITs ,Sales Qualified Lead (SQL),Cloud Data Storage
1171 | SBRA,Sabra Health Care Reit Inc,Real Estate,Real Estate,"Equity Real Estate 
1172 | Investment Trusts 
1173 | (REITs)",Health Care REITs ,Marketing Qualified Lead (MQL),Chatbot
1174 | SAFE,Safehold Inc,Real Estate,Real Estate,"Equity Real Estate 
1175 | Investment Trusts 
1176 | (REITs)",Specialized REITs ,Unqualified Lead,Accounting Software
1177 | BFS,Saul Centers Inc,Real Estate,Real Estate,"Equity Real Estate 
1178 | Investment Trusts 
1179 | (REITs)",Retail REITs,Marketing Qualified Lead (MQL),Chatbot
1180 | SBAC,Sba Communications Corp,Real Estate,Real Estate,"Equity Real Estate 
1181 | Investment Trusts 
1182 | (REITs)",Specialized REITs ,Sales Accepted Lead (SAL),Accounting Software
1183 | SRG,Seritage Growth Properties,Real Estate,Real Estate,"Equity Real Estate 
1184 | Investment Trusts 
1185 | (REITs)",Retail REITs,Sales Accepted Lead (SAL),Cloud Data Storage
1186 | DOCU,Docusign Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Cloud Data Storage
1187 | DOMO,Domo Inc,Information Technology,Software & Services,Software,Application Software,Opportunity,Planning Software
1188 | DBX,Dropbox Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Chatbot
1189 | DT,Dynatrace Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Cloud Data Storage
1190 | EGAN,Egain Corp,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),Planning Software
1191 | EVBG,Everbridge Inc,Information Technology,Software & Services,Software,Application Software,Opportunity,Accounting Software
1192 | FIVN,Five9 Inc,Information Technology,Software & Services,Software,Application Software,Marketing Qualified Lead (MQL),Accounting Software
1193 | HUBS,Hubspot Inc,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),CRM
1194 | INUV,Inuvo Inc,Information Technology,Software & Services,Software,Application Software,Opportunity,Cloud Data Storage
1195 | ISDR,Issuer Direct Corp,Information Technology,Software & Services,Software,Application Software,Opportunity,Cloud Data Storage
1196 | KLR,Kaleyra Inc,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),Cloud Data Storage
1197 | LPSN,Liveperson Inc,Information Technology,Software & Services,Software,Application Software,Marketing Qualified Lead (MQL),Cloud Data Storage
1198 | MRIN,Marin Software Inc,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),Cloud Data Storage
1199 | MODN,Model N Inc,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),CRM
1200 | NEWR,New Relic Inc,Information Technology,Software & Services,Software,Application Software,Marketing Qualified Lead (MQL),Chatbot
1201 | NTNX,Nutanix Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Accounting Software
1202 | OBLG,Oblong Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Planning Software
1203 | ORCL,Oracle Corp,Information Technology,Software & Services,Software,Systems Software,Opportunity,Planning Software
1204 | PD,Pagerduty Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Planning Software
1205 | PANW,Palo Alto Networks Inc,Information Technology,Software & Services,Software,Systems Software,Marketing Qualified Lead (MQL),Chatbot
1206 | PAYC,Paycom Software Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),CRM
1207 | SPSC,Sps Commerce Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Planning Software
1208 | SNCR,Synchronoss Technologies,Information Technology,Software & Services,Software,Application Software,Opportunity,Accounting Software
1209 | TENB,Tenable Holdings Inc,Information Technology,Software & Services,Software,Systems Software,Marketing Qualified Lead (MQL),Chatbot
1210 | TDC,Teradata Corp,Information Technology,Software & Services,Software,Systems Software,Opportunity,Chatbot
1211 | TTD,Trade Desk Inc,Information Technology,Software & Services,Software,Application Software,Marketing Qualified Lead (MQL),Planning Software
1212 | UPLD,Upland Software Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Planning Software
1213 | VERB,Verb Technology Co Inc,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),Cloud Data Storage
1214 | VERI,Veritone Inc,Information Technology,Software & Services,Software,Application Software,Opportunity,Cloud Data Storage
1215 | WDAY,Workday Inc,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),Cloud Data Storage
1216 | WK,Workiva Inc,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),Planning Software
1217 | YEXT,Yext Inc,Information Technology,Software & Services,Software,Application Software,Opportunity,Planning Software
1218 | ZM,Zoom Video Comunications Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Planning Software
1219 | ZS,Zscaler Inc,Information Technology,Software & Services,Software,Systems Software,Opportunity,Planning Software
1220 | ZUO,Zuora Inc,Information Technology,Software & Services,Software,Systems Software,Sales Accepted Lead (SAL),Chatbot
1221 | NCR,Ncr Corp,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Opportunity,Accounting Software
1222 | PDFS,Pdf Solutions Inc,Information Technology,Semiconductors & Semiconductor Equipment,Semiconductors & Semiconductor Equipment,Semiconductor Equipment ,Unqualified Lead,Planning Software
1223 | BAND,Bandwidth Inc,Communication Services,Telecommunication Services,Diversified Telecommunication Services,Alternative Carriers,Marketing Qualified Lead (MQL),Cloud Data Storage
1224 | CDLX,Cardlytics Inc,Communication Services,Media & Entertainment,Media,Advertising,Unqualified Lead,Chatbot
1225 | SCOR,Comscore Inc,Communication Services,Media & Entertainment,Media,Advertising,Sales Accepted Lead (SAL),Planning Software
1226 | TTGT,Techtarget Inc,Communication Services,Media & Entertainment,Media,Advertising,Sales Qualified Lead (SQL),Planning Software
1227 | GAIA,Gaia Inc,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Opportunity,Accounting Software
1228 | GOOGL,Alphabet Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Unqualified Lead,Accounting Software
1229 | ANGI,Angi Homeservices Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Qualified Lead (SQL),CRM
1230 | CARG,Cargurus Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Accepted Lead (SAL),Planning Software
1231 | CARS,Cars.Com Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Qualified Lead (SQL),Chatbot
1232 | EB,Eventbrite Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Accepted Lead (SAL),Cloud Data Storage
1233 | EVER,Everquote Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Accepted Lead (SAL),Chatbot
1234 | META,Facebook Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Unqualified Lead,Cloud Data Storage
1235 | IZEA,Izea Worldwide Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Marketing Qualified Lead (MQL),Accounting Software
1236 | LTRPA,Liberty Tripadvisor Holdings,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Accepted Lead (SAL),CRM
1237 | MTCH,Match Group Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Opportunity,Chatbot
1238 | PINS,Pinterest Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Marketing Qualified Lead (MQL),CRM
1239 | IPDN,Professional Diversity Netwk,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Qualified Lead (SQL),CRM
1240 | QNST,Quinstreet Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Accepted Lead (SAL),Planning Software
1241 | SNAP,Snap Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Accepted Lead (SAL),Accounting Software
1242 | SLGG,Super League Gaming Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Qualified Lead (SQL),Cloud Data Storage
1243 | TKAT,Takung Art Co Ltd,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Marketing Qualified Lead (MQL),Accounting Software
1244 | TZOO,Travelzoo,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Unqualified Lead,Accounting Software
1245 | TRIP,Tripadvisor Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Unqualified Lead,Cloud Data Storage
1246 | CDNS,Cadence Design Systems Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),CRM
1247 | CRNC,Cerence Inc,Information Technology,Software & Services,Software,Application Software,Opportunity,Chatbot
1248 | APPS,Digital Turbine Inc,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),Cloud Data Storage
1249 | EBIX,Ebix Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Cloud Data Storage
1250 | GWRE,Guidewire Software Inc,Information Technology,Software & Services,Software,Application Software,Marketing Qualified Lead (MQL),Planning Software
1251 | INTU,Intuit Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Cloud Data Storage
1252 | MSFT,Microsoft Corp,Information Technology,Software & Services,Software,Systems Software,Sales Qualified Lead (SQL),CRM
1253 | MSTR,Microstrategy Inc,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),Cloud Data Storage
1254 | NTWK,Netsol Technologies Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Cloud Data Storage
1255 | PCYG,Park City Group Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Cloud Data Storage
1256 | PEGA,Pegasystems Inc,Information Technology,Software & Services,Software,Application Software,Marketing Qualified Lead (MQL),Chatbot
1257 | PTC,Ptc Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Planning Software
1258 | QLYS,Qualys Inc,Information Technology,Software & Services,Software,Systems Software,Opportunity,Planning Software
1259 | RPD,Rapid7 Inc,Information Technology,Software & Services,Software,Systems Software,Sales Accepted Lead (SAL),Cloud Data Storage
1260 | CRM,Salesforce.Com Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Chatbot
1261 | SEAC,Seachange International Inc,Information Technology,Software & Services,Software,Application Software,Opportunity,Cloud Data Storage
1262 | SCWX,Secureworks Corp,Information Technology,Software & Services,Software,Systems Software,Sales Accepted Lead (SAL),Chatbot
1263 | NOW,Servicenow Inc,Information Technology,Software & Services,Software,Systems Software,Sales Accepted Lead (SAL),CRM
1264 | SMSI,Smith Micro Software Inc,Information Technology,Software & Services,Software,Application Software,Marketing Qualified Lead (MQL),Accounting Software
1265 | SWI,Solarwinds Corp,Information Technology,Software & Services,Software,Systems Software,Sales Accepted Lead (SAL),Cloud Data Storage
1266 | SPLK,Splunk Inc,Information Technology,Software & Services,Software,Application Software,Opportunity,Planning Software
1267 | SSNC,Ss&C Technologies Hldgs Inc,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Planning Software
1268 | SNPS,Synopsys Inc,Information Technology,Software & Services,Software,Application Software,Opportunity,Chatbot
1269 | VRNS,Varonis Systems Inc,Information Technology,Software & Services,Software,Systems Software,Sales Qualified Lead (SQL),CRM
1270 | VHC,Virnetx Holding Corp,Information Technology,Software & Services,Software,Application Software,Sales Accepted Lead (SAL),Accounting Software
1271 | IMMR,Immersion Corp,Information Technology,Technology Hardware & Equipment,"Technology Hardware, Storage & Peripherals","Technology Hardware, Storage & Peripherals",Opportunity,Chatbot
1272 | NATI,National Instruments Corp,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Marketing Qualified Lead (MQL),Cloud Data Storage
1273 | CREX,Creative Realities Inc,Communication Services,Media & Entertainment,Media,Advertising,Marketing Qualified Lead (MQL),CRM
1274 | DJCO,Daily Journal Corp,Communication Services,Media & Entertainment,Media,Publishing,Sales Accepted Lead (SAL),Cloud Data Storage
1275 | LBRDK,Liberty Broadband Corp,Communication Services,Media & Entertainment,Media,Cable & Satellite,Marketing Qualified Lead (MQL),Accounting Software
1276 | ATVI,Activision Blizzard Inc,Communication Services,Media & Entertainment,Entertainment,Interactive Home Entertainment,Marketing Qualified Lead (MQL),Planning Software
1277 | EA,Electronic Arts Inc,Communication Services,Media & Entertainment,Entertainment,Interactive Home Entertainment,Sales Accepted Lead (SAL),CRM
1278 | SCPL,Sciplay Corp,Communication Services,Media & Entertainment,Entertainment,Interactive Home Entertainment,Opportunity,Accounting Software
1279 | TTWO,Take-Two Interactive Sftwr,Communication Services,Media & Entertainment,Entertainment,Interactive Home Entertainment,Unqualified Lead,CRM
1280 | ZDGE,Zedge Inc,Communication Services,Media & Entertainment,Interactive Media & Services,Interactive Media & Services,Sales Accepted Lead (SAL),Chatbot
1281 | BR,Broadridge Financial Solutns,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Marketing Qualified Lead (MQL),Accounting Software
1282 | CACI,Caci Intl Inc  -Cl A,Information Technology,Software & Services,IT Services,IT Consulting & Other Services,Opportunity,Planning Software
1283 | CSPI,Csp Inc,Information Technology,Software & Services,IT Services,IT Consulting & Other Services,Opportunity,Cloud Data Storage
1284 | JKHY,Henry (Jack) & Associates,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Unqualified Lead,Cloud Data Storage
1285 | LDOS,Leidos Holdings Inc,Information Technology,Software & Services,IT Services,IT Consulting & Other Services,Marketing Qualified Lead (MQL),Cloud Data Storage
1286 | SAIC,Science Applications Intl Cp,Information Technology,Software & Services,IT Services,IT Consulting & Other Services,Opportunity,Planning Software
1287 | UIS,Unisys Corp,Information Technology,Software & Services,IT Services,IT Consulting & Other Services,Opportunity,Cloud Data Storage
1288 | FICO,Fair Isaac Corp,Information Technology,Software & Services,Software,Application Software,Sales Qualified Lead (SQL),Planning Software
1289 | MANH,Manhattan Associates Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Chatbot
1290 | TYL,Tyler Technologies Inc,Information Technology,Software & Services,Software,Application Software,Marketing Qualified Lead (MQL),CRM
1291 | VRNT,Verint Systems Inc,Information Technology,Software & Services,Software,Application Software,Unqualified Lead,Cloud Data Storage
1292 | VMW,Vmware Inc -Cl A,Information Technology,Software & Services,Software,Systems Software,Sales Accepted Lead (SAL),Accounting Software
1293 | FFIV,F5 Networks Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Qualified Lead (SQL),Chatbot
1294 | NTCT,Netscout Systems Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Marketing Qualified Lead (MQL),Cloud Data Storage
1295 | RBBN,Ribbon Communications Inc,Information Technology,Technology Hardware & Equipment,Communications Equipment,Communications Equipment,Sales Qualified Lead (SQL),Cloud Data Storage
1296 | ADP,Automatic Data Processing,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Opportunity,Cloud Data Storage
1297 | BKI,Black Knight Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Sales Qualified Lead (SQL),Accounting Software
1298 | CSGS,Csg Systems Intl Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Unqualified Lead,Planning Software
1299 | EVTC,Evertec Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Opportunity,CRM
1300 | PAYS,Paysign Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Marketing Qualified Lead (MQL),Chatbot
1301 | PFSW,Pfsweb Inc,Information Technology,Software & Services,IT Services,IT Consulting & Other Services,Marketing Qualified Lead (MQL),Cloud Data Storage
1302 | PRTH,Priority Technlgy Hldngs Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Marketing Qualified Lead (MQL),Planning Software
1303 | RPAY,Repay Holdings Corp,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Opportunity,Cloud Data Storage
1304 | SQ,Square Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Marketing Qualified Lead (MQL),Cloud Data Storage
1305 | STCN,Steel Connect Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Sales Accepted Lead (SAL),Planning Software
1306 | VRRM,Verra Mobility Corp,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Sales Accepted Lead (SAL),CRM
1307 | WEX,Wex Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Marketing Qualified Lead (MQL),CRM
1308 | GDOT,Green Dot Corp,Financials,Diversified Financials,Consumer Finance,Consumer Finance,Marketing Qualified Lead (MQL),CRM
1309 | RILY,B. Riley Financial Inc,Financials,Diversified Financials,Capital Markets,Investment Banking & Brokerage,Marketing Qualified Lead (MQL),Planning Software
1310 | CASS,Cass Information Systems Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Sales Accepted Lead (SAL),Cloud Data Storage
1311 | SRT,Startek Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Sales Accepted Lead (SAL),CRM
1312 | TTEC,Ttec Holdings Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Opportunity,Chatbot
1313 | EEX,Emerald Holding Inc,Communication Services,Media & Entertainment,Media,Advertising,Marketing Qualified Lead (MQL),Chatbot
1314 | MCHX,Marchex Inc,Communication Services,Media & Entertainment,Media,Advertising,Sales Accepted Lead (SAL),Cloud Data Storage
1315 | SGRP,Spar Group Inc,Communication Services,Media & Entertainment,Media,Advertising,Sales Accepted Lead (SAL),Chatbot
1316 | CSSE,Chicken Soup For Soul Entnt,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Opportunity,Accounting Software
1317 | WWE,World Wrestling Entmt Inc,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Marketing Qualified Lead (MQL),Accounting Software
1318 | CIDM,Cinedigm Corp,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Sales Accepted Lead (SAL),Cloud Data Storage
1319 | AMC,Amc Entertainment Holdings,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Sales Accepted Lead (SAL),CRM
1320 | CNK,Cinemark Holdings Inc,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Unqualified Lead,Chatbot
1321 | MCS,Marcus Corp,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Marketing Qualified Lead (MQL),Cloud Data Storage
1322 | RDI,Reading Intl Inc  -Cl A,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Sales Accepted Lead (SAL),Planning Software
1323 | NFLX,Netflix Inc,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Sales Qualified Lead (SQL),Chatbot
1324 | BATRK,Liberty Media Braves Group,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Sales Qualified Lead (SQL),Accounting Software
1325 | LYV,Live Nation Entertainment,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Marketing Qualified Lead (MQL),CRM
1326 | MSGE,Madison Square Gard Ent,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Marketing Qualified Lead (MQL),Cloud Data Storage
1327 | MSGS,Madison Square Garden Sports,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Sales Accepted Lead (SAL),Cloud Data Storage
1328 | IT,Gartner Inc,Information Technology,Software & Services,IT Services,IT Consulting & Other Services,Opportunity,Accounting Software
1329 | DLPN,Dolphin Entertainment Inc,Communication Services,Media & Entertainment,Entertainment,Movies & Entertainment,Sales Accepted Lead (SAL),CRM
1330 | CETX,Cemtrex Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Manufacturing Services,Unqualified Lead,CRM
1331 | ITI,Iteris Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Unqualified Lead,CRM
1332 | PAYX,Paychex Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Unqualified Lead,Cloud Data Storage
1333 | REFR,Research Frontiers Inc,Information Technology,Technology Hardware & Equipment,"Electronic Equipment, Instruments & Components",Electronic Equipment & Instruments ,Opportunity,Accounting Software
1334 | GRNQ,Greenpro Capital Corp,Financials,Diversified Financials,Capital Markets,Asset Management & Custody Banks,Marketing Qualified Lead (MQL),CRM
1335 | MMS,Maximus Inc,Information Technology,Software & Services,IT Services,Data Processing & Outsourced Services,Sales Accepted Lead (SAL),Accounting Software
1336 | RMR,Rmr Group Inc,Real Estate,Real Estate,Real Estate Management & Development,Diversified Real Estate Activities ,Sales Qualified Lead (SQL),Cloud Data Storage
1337 | HCKT,Hackett Group Inc,Information Technology,Software & Services,IT Services,IT Consulting & Other Services,Sales Accepted Lead (SAL),Chatbot
1338 | 


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/requirements.txt:
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 1 | streamlit
 2 | streamlit_dynamic_filters
 3 | streamlit-aggrid
 4 | pandas
 5 | python-pptx~=0.6.21
 6 | openpyxl
 7 | Pillow==9.3.0
 8 | requests
 9 | plotly
10 | yahooquery==2.3.3
11 | kaleido
12 | openai
13 | snowflake-connector-python
14 | langchain
15 | langchain-community
16 | langchain-core
17 | snowflake-snowpark-python
18 | pyarrow
19 | 
20 | 


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/template.pptx:
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https://raw.githubusercontent.com/arsentievalex/instant-insight-web-app/8989a94b5dc03cc83365d3a8bf940a427a1ed0e2/template.pptx


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