diff --git "a/FinNLP/docs/FinNLP/docs/jupyter/Data_Sources_News.ipynb" "b/FinNLP/docs/FinNLP/docs/jupyter/Data_Sources_News.ipynb"
new file mode 100644--- /dev/null
+++ "b/FinNLP/docs/FinNLP/docs/jupyter/Data_Sources_News.ipynb"
@@ -0,0 +1,3949 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sys\n",
+    "sys.path.append(\"../../FinNLP\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### CNBS"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.cnbc_streaming import CNBC_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading ... 0 1 2 "
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = CNBC_Streaming()\n",
+    "news_downloader.download_streaming_search(keyword = \"apple\", rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(30, 30)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_downloader.dataframe.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['description', 'cn:lastPubDate', 'dateModified', 'cn:dateline',\n",
+       "       'cn:branding', 'section', 'cn:type', 'author', 'cn:source',\n",
+       "       'cn:subtype', 'duration', 'summary', 'expires', 'cn:sectionSubType',\n",
+       "       'cn:contentClassification', 'pubdateunix', '_id', 'url', '@id',\n",
+       "       'datePublished', 'cn:promoImage', 'cn:title', 'cn:keyword',\n",
+       "       'cn:liveURL', '_pubDate', '_type', '_index', 'brand', 'hint',\n",
+       "       'hint_detail'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_downloader.dataframe.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>description</th>\n",
+       "      <th>cn:lastPubDate</th>\n",
+       "      <th>dateModified</th>\n",
+       "      <th>cn:dateline</th>\n",
+       "      <th>cn:branding</th>\n",
+       "      <th>section</th>\n",
+       "      <th>cn:type</th>\n",
+       "      <th>author</th>\n",
+       "      <th>cn:source</th>\n",
+       "      <th>cn:subtype</th>\n",
+       "      <th>...</th>\n",
+       "      <th>cn:promoImage</th>\n",
+       "      <th>cn:title</th>\n",
+       "      <th>cn:keyword</th>\n",
+       "      <th>cn:liveURL</th>\n",
+       "      <th>_pubDate</th>\n",
+       "      <th>_type</th>\n",
+       "      <th>_index</th>\n",
+       "      <th>brand</th>\n",
+       "      <th>hint</th>\n",
+       "      <th>hint_detail</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>While Leah Ellis was earning her doctorate at ...</td>\n",
+       "      <td>2023-06-24T10:00:01+0000</td>\n",
+       "      <td>2023-06-24T10:00:01+0000</td>\n",
+       "      <td></td>\n",
+       "      <td>cnbc</td>\n",
+       "      <td>Clean Tech</td>\n",
+       "      <td>cnbcnewsstory</td>\n",
+       "      <td>Catherine Clifford</td>\n",
+       "      <td>[]</td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td>https://image.cnbcfm.com/api/v1/image/10726095...</td>\n",
+       "      <td>Meet the 33-year-old Canadian chemist and the ...</td>\n",
+       "      <td></td>\n",
+       "      <td>https://www.cnbc.com/2023/06/24/sublime-system...</td>\n",
+       "      <td>6/24/2023 10:00:01 PM</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>cnbc</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Amazon.com said on Friday it will take its inv...</td>\n",
+       "      <td>2023-06-24T04:50:41+0000</td>\n",
+       "      <td>2023-06-24T04:50:41+0000</td>\n",
+       "      <td></td>\n",
+       "      <td>cnbc</td>\n",
+       "      <td>Technology</td>\n",
+       "      <td>wirestory</td>\n",
+       "      <td></td>\n",
+       "      <td>[]</td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td>https://image.cnbcfm.com/api/v1/image/10726178...</td>\n",
+       "      <td>Amazon raises investment in India to $26 billi...</td>\n",
+       "      <td></td>\n",
+       "      <td>https://www.cnbc.com/2023/06/24/amazon-commits...</td>\n",
+       "      <td>6/24/2023 1:49:10 PM</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>cnbc</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2 rows × 30 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                         description  \\\n",
+       "0  While Leah Ellis was earning her doctorate at ...   \n",
+       "1  Amazon.com said on Friday it will take its inv...   \n",
+       "\n",
+       "             cn:lastPubDate              dateModified cn:dateline cn:branding  \\\n",
+       "0  2023-06-24T10:00:01+0000  2023-06-24T10:00:01+0000                    cnbc   \n",
+       "1  2023-06-24T04:50:41+0000  2023-06-24T04:50:41+0000                    cnbc   \n",
+       "\n",
+       "      section        cn:type              author cn:source cn:subtype  ...  \\\n",
+       "0  Clean Tech  cnbcnewsstory  Catherine Clifford        []             ...   \n",
+       "1  Technology      wirestory                            []             ...   \n",
+       "\n",
+       "                                       cn:promoImage  \\\n",
+       "0  https://image.cnbcfm.com/api/v1/image/10726095...   \n",
+       "1  https://image.cnbcfm.com/api/v1/image/10726178...   \n",
+       "\n",
+       "                                            cn:title cn:keyword  \\\n",
+       "0  Meet the 33-year-old Canadian chemist and the ...              \n",
+       "1  Amazon raises investment in India to $26 billi...              \n",
+       "\n",
+       "                                          cn:liveURL               _pubDate  \\\n",
+       "0  https://www.cnbc.com/2023/06/24/sublime-system...  6/24/2023 10:00:01 PM   \n",
+       "1  https://www.cnbc.com/2023/06/24/amazon-commits...   6/24/2023 1:49:10 PM   \n",
+       "\n",
+       "   _type  _index brand hint hint_detail  \n",
+       "0      0       0  cnbc  NaN         NaN  \n",
+       "1      0       1  cnbc  NaN         NaN  \n",
+       "\n",
+       "[2 rows x 30 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_downloader.dataframe.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>datePublished</th>\n",
+       "      <th>cn:lastPubDate</th>\n",
+       "      <th>dateModified</th>\n",
+       "      <th>description</th>\n",
+       "      <th>section</th>\n",
+       "      <th>author</th>\n",
+       "      <th>summary</th>\n",
+       "      <th>cn:title</th>\n",
+       "      <th>cn:type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2023-06-24T14:00:01+0000</td>\n",
+       "      <td>2023-06-24T10:00:01+0000</td>\n",
+       "      <td>2023-06-24T10:00:01+0000</td>\n",
+       "      <td>While Leah Ellis was earning her doctorate at ...</td>\n",
+       "      <td>Clean Tech</td>\n",
+       "      <td>Catherine Clifford</td>\n",
+       "      <td>Sublime Systems is scaling up a green cement. ...</td>\n",
+       "      <td>Meet the 33-year-old Canadian chemist and the ...</td>\n",
+       "      <td>cnbcnewsstory</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2023-06-24T05:49:10+0000</td>\n",
+       "      <td>2023-06-24T04:50:41+0000</td>\n",
+       "      <td>2023-06-24T04:50:41+0000</td>\n",
+       "      <td>Amazon.com said on Friday it will take its inv...</td>\n",
+       "      <td>Technology</td>\n",
+       "      <td></td>\n",
+       "      <td>Modi and Jassy spoke about supporting Indian s...</td>\n",
+       "      <td>Amazon raises investment in India to $26 billi...</td>\n",
+       "      <td>wirestory</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2023-06-23T22:12:07+0000</td>\n",
+       "      <td>2023-06-23T18:29:45+0000</td>\n",
+       "      <td>2023-06-23T18:29:45+0000</td>\n",
+       "      <td>As Microsoft attempts to convince regulators t...</td>\n",
+       "      <td>Technology</td>\n",
+       "      <td>Jordan Novet</td>\n",
+       "      <td>Microsoft has been eager to grow in mobile gam...</td>\n",
+       "      <td>Microsoft says it looked at acquiring Zynga bu...</td>\n",
+       "      <td>cnbcnewsstory</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2023-06-23T21:51:15+0000</td>\n",
+       "      <td>2023-06-23T17:51:15+0000</td>\n",
+       "      <td>2023-06-23T17:51:15+0000</td>\n",
+       "      <td>The CEOs of Apple, Alphabet, Microsoft got a h...</td>\n",
+       "      <td>Technology</td>\n",
+       "      <td>Seema Mody</td>\n",
+       "      <td>Top tech execs met with Indian Prime Minister ...</td>\n",
+       "      <td>Apple's Tim Cook calls India 'huge opportunity...</td>\n",
+       "      <td>cnbcnewsstory</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2023-06-23T17:32:48+0000</td>\n",
+       "      <td>2023-06-23T13:36:59+0000</td>\n",
+       "      <td>2023-06-23T13:36:59+0000</td>\n",
+       "      <td>Tech executives like Apple CEO Tim Cook visit ...</td>\n",
+       "      <td>Fast Money Halftime Report</td>\n",
+       "      <td>Seema Mody</td>\n",
+       "      <td>Tech executives like Apple CEO Tim Cook visit ...</td>\n",
+       "      <td>Tech CEOs meet President Biden and Indian PM M...</td>\n",
+       "      <td>cnbcvideo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2023-06-23T12:30:17+0000</td>\n",
+       "      <td>2023-06-23T13:32:42+0000</td>\n",
+       "      <td>2023-06-23T13:32:42+0000</td>\n",
+       "      <td>Anyone want to buy or sell this tech rally? To...</td>\n",
+       "      <td>Pro: Pro Columnists</td>\n",
+       "      <td>Bob Pisani</td>\n",
+       "      <td>Following the rebalancing of S&amp;P indexes last ...</td>\n",
+       "      <td>Friday could offer a once-in-a-year chance to ...</td>\n",
+       "      <td>cnbcnewsstory</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2023-06-23T12:26:42+0000</td>\n",
+       "      <td>2023-06-23T11:47:06+0000</td>\n",
+       "      <td>2023-06-23T11:47:06+0000</td>\n",
+       "      <td>Here are Friday's biggest calls on Wall Street...</td>\n",
+       "      <td>Pro: Analyst Stock Picks</td>\n",
+       "      <td>Michael Bloom</td>\n",
+       "      <td>Here are Friday's biggest calls on Wall Street.</td>\n",
+       "      <td>Here are Friday's biggest analyst calls: Meta,...</td>\n",
+       "      <td>cnbcnewsstory</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2023-06-23T06:30:01+0000</td>\n",
+       "      <td>2023-06-23T02:30:01+0000</td>\n",
+       "      <td>2023-06-23T02:30:01+0000</td>\n",
+       "      <td>This report is from today's CNBC Daily Open, o...</td>\n",
+       "      <td>Daily Open</td>\n",
+       "      <td>Yeo Boon Ping</td>\n",
+       "      <td>Investors have been lulled by a sense of secur...</td>\n",
+       "      <td>CNBC Daily Open: Seeking shelter in tech</td>\n",
+       "      <td>cnbcnewsstory</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2023-06-23T05:45:33+0000</td>\n",
+       "      <td>2023-06-23T10:37:42+0000</td>\n",
+       "      <td>2023-06-23T10:37:42+0000</td>\n",
+       "      <td>AMSTERDAM — Artificial intelligence has a raci...</td>\n",
+       "      <td>Technology</td>\n",
+       "      <td>Ryan Browne</td>\n",
+       "      <td>When it comes to banking and financial service...</td>\n",
+       "      <td>A.I. has a discrimination problem. In banking,...</td>\n",
+       "      <td>cnbcnewsstory</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2023-06-22T23:43:01+0000</td>\n",
+       "      <td>2023-06-23T01:01:10+0000</td>\n",
+       "      <td>2023-06-23T01:01:10+0000</td>\n",
+       "      <td>This report is from today's CNBC Daily Open, o...</td>\n",
+       "      <td>Daily Open</td>\n",
+       "      <td>Yeo Boon Ping</td>\n",
+       "      <td>Investors have been lulled by a sense of secur...</td>\n",
+       "      <td>CNBC Daily Open: Rate hikes and red lights</td>\n",
+       "      <td>cnbcnewsstory</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              datePublished            cn:lastPubDate  \\\n",
+       "0  2023-06-24T14:00:01+0000  2023-06-24T10:00:01+0000   \n",
+       "1  2023-06-24T05:49:10+0000  2023-06-24T04:50:41+0000   \n",
+       "2  2023-06-23T22:12:07+0000  2023-06-23T18:29:45+0000   \n",
+       "3  2023-06-23T21:51:15+0000  2023-06-23T17:51:15+0000   \n",
+       "4  2023-06-23T17:32:48+0000  2023-06-23T13:36:59+0000   \n",
+       "5  2023-06-23T12:30:17+0000  2023-06-23T13:32:42+0000   \n",
+       "6  2023-06-23T12:26:42+0000  2023-06-23T11:47:06+0000   \n",
+       "7  2023-06-23T06:30:01+0000  2023-06-23T02:30:01+0000   \n",
+       "8  2023-06-23T05:45:33+0000  2023-06-23T10:37:42+0000   \n",
+       "9  2023-06-22T23:43:01+0000  2023-06-23T01:01:10+0000   \n",
+       "\n",
+       "               dateModified  \\\n",
+       "0  2023-06-24T10:00:01+0000   \n",
+       "1  2023-06-24T04:50:41+0000   \n",
+       "2  2023-06-23T18:29:45+0000   \n",
+       "3  2023-06-23T17:51:15+0000   \n",
+       "4  2023-06-23T13:36:59+0000   \n",
+       "5  2023-06-23T13:32:42+0000   \n",
+       "6  2023-06-23T11:47:06+0000   \n",
+       "7  2023-06-23T02:30:01+0000   \n",
+       "8  2023-06-23T10:37:42+0000   \n",
+       "9  2023-06-23T01:01:10+0000   \n",
+       "\n",
+       "                                         description  \\\n",
+       "0  While Leah Ellis was earning her doctorate at ...   \n",
+       "1  Amazon.com said on Friday it will take its inv...   \n",
+       "2  As Microsoft attempts to convince regulators t...   \n",
+       "3  The CEOs of Apple, Alphabet, Microsoft got a h...   \n",
+       "4  Tech executives like Apple CEO Tim Cook visit ...   \n",
+       "5  Anyone want to buy or sell this tech rally? To...   \n",
+       "6  Here are Friday's biggest calls on Wall Street...   \n",
+       "7  This report is from today's CNBC Daily Open, o...   \n",
+       "8  AMSTERDAM — Artificial intelligence has a raci...   \n",
+       "9  This report is from today's CNBC Daily Open, o...   \n",
+       "\n",
+       "                      section              author  \\\n",
+       "0                  Clean Tech  Catherine Clifford   \n",
+       "1                  Technology                       \n",
+       "2                  Technology        Jordan Novet   \n",
+       "3                  Technology          Seema Mody   \n",
+       "4  Fast Money Halftime Report          Seema Mody   \n",
+       "5         Pro: Pro Columnists          Bob Pisani   \n",
+       "6    Pro: Analyst Stock Picks       Michael Bloom   \n",
+       "7                  Daily Open       Yeo Boon Ping   \n",
+       "8                  Technology         Ryan Browne   \n",
+       "9                  Daily Open       Yeo Boon Ping   \n",
+       "\n",
+       "                                             summary  \\\n",
+       "0  Sublime Systems is scaling up a green cement. ...   \n",
+       "1  Modi and Jassy spoke about supporting Indian s...   \n",
+       "2  Microsoft has been eager to grow in mobile gam...   \n",
+       "3  Top tech execs met with Indian Prime Minister ...   \n",
+       "4  Tech executives like Apple CEO Tim Cook visit ...   \n",
+       "5  Following the rebalancing of S&P indexes last ...   \n",
+       "6    Here are Friday's biggest calls on Wall Street.   \n",
+       "7  Investors have been lulled by a sense of secur...   \n",
+       "8  When it comes to banking and financial service...   \n",
+       "9  Investors have been lulled by a sense of secur...   \n",
+       "\n",
+       "                                            cn:title        cn:type  \n",
+       "0  Meet the 33-year-old Canadian chemist and the ...  cnbcnewsstory  \n",
+       "1  Amazon raises investment in India to $26 billi...      wirestory  \n",
+       "2  Microsoft says it looked at acquiring Zynga bu...  cnbcnewsstory  \n",
+       "3  Apple's Tim Cook calls India 'huge opportunity...  cnbcnewsstory  \n",
+       "4  Tech CEOs meet President Biden and Indian PM M...      cnbcvideo  \n",
+       "5  Friday could offer a once-in-a-year chance to ...  cnbcnewsstory  \n",
+       "6  Here are Friday's biggest analyst calls: Meta,...  cnbcnewsstory  \n",
+       "7           CNBC Daily Open: Seeking shelter in tech  cnbcnewsstory  \n",
+       "8  A.I. has a discrimination problem. In banking,...  cnbcnewsstory  \n",
+       "9         CNBC Daily Open: Rate hikes and red lights  cnbcnewsstory  "
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"datePublished\", \"cn:lastPubDate\", \"dateModified\", \"description\", \"section\" ,\"author\", \"summary\" , \"cn:title\", \"cn:type\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Yicai / 第一财经"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.yicai_streaming import Yicai_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading ... 0 1 2 "
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = Yicai_Streaming()\n",
+    "news_downloader.download_streaming_search(keyword = \"茅台\", rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(60, 13)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_downloader.dataframe.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>author</th>\n",
+       "      <th>channelid</th>\n",
+       "      <th>creationDate</th>\n",
+       "      <th>desc</th>\n",
+       "      <th>id</th>\n",
+       "      <th>previewImage</th>\n",
+       "      <th>source</th>\n",
+       "      <th>tags</th>\n",
+       "      <th>title</th>\n",
+       "      <th>topics</th>\n",
+       "      <th>typeo</th>\n",
+       "      <th>url</th>\n",
+       "      <th>weight</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td></td>\n",
+       "      <td>100000320</td>\n",
+       "      <td>06-21 11:41</td>\n",
+       "      <td></td>\n",
+       "      <td>101788593</td>\n",
+       "      <td></td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>北斗星通;游资;龙虎;买入;通信</td>\n",
+       "      <td>机构抄底超讯通信  游资封板北斗星通丨龙虎榜</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>/news/101788593.html</td>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[周艾琳]</td>\n",
+       "      <td>53</td>\n",
+       "      <td>06-20 21:55</td>\n",
+       "      <td>2003年7月，第一家QFII瑞银宣布买入宝钢股份 、上港集箱等4只蓝筹公司股票，受到了国内...</td>\n",
+       "      <td>101788183</td>\n",
+       "      <td>2023/06/e42c4bda8cc367f523764c90447ab5a3.jpg</td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>外资;A股;基金;QFII;RQFII;瑞银</td>\n",
+       "      <td>QFII投资A股走过20年，外资驶向何方？</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>/news/101788183.html</td>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  author  channelid creationDate  \\\n",
+       "0         100000320  06-21 11:41   \n",
+       "1  [周艾琳]         53  06-20 21:55   \n",
+       "\n",
+       "                                                desc         id  \\\n",
+       "0                                                     101788593   \n",
+       "1  2003年7月，第一家QFII瑞银宣布买入宝钢股份 、上港集箱等4只蓝筹公司股票，受到了国内...  101788183   \n",
+       "\n",
+       "                                   previewImage source  \\\n",
+       "0                                                 第一财经   \n",
+       "1  2023/06/e42c4bda8cc367f523764c90447ab5a3.jpg   第一财经   \n",
+       "\n",
+       "                     tags                   title topics  typeo  \\\n",
+       "0        北斗星通;游资;龙虎;买入;通信  机构抄底超讯通信  游资封板北斗星通丨龙虎榜            10   \n",
+       "1  外资;A股;基金;QFII;RQFII;瑞银   QFII投资A股走过20年，外资驶向何方？            10   \n",
+       "\n",
+       "                    url  weight  \n",
+       "0  /news/101788593.html      50  \n",
+       "1  /news/101788183.html      50  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_downloader.dataframe.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>author</th>\n",
+       "      <th>creationDate</th>\n",
+       "      <th>desc</th>\n",
+       "      <th>source</th>\n",
+       "      <th>title</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td></td>\n",
+       "      <td>06-21 11:41</td>\n",
+       "      <td></td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>机构抄底超讯通信  游资封板北斗星通丨龙虎榜</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[周艾琳]</td>\n",
+       "      <td>06-20 21:55</td>\n",
+       "      <td>2003年7月，第一家QFII瑞银宣布买入宝钢股份 、上港集箱等4只蓝筹公司股票，受到了国内...</td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>QFII投资A股走过20年，外资驶向何方？</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td></td>\n",
+       "      <td>06-20 11:46</td>\n",
+       "      <td></td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>北向资金抄底贵州&lt;i&gt;茅台&lt;/i&gt; 游资联手封板中远海科丨龙虎榜</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td></td>\n",
+       "      <td>06-20 11:45</td>\n",
+       "      <td></td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>22股获北向资金加仓超亿元</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td></td>\n",
+       "      <td>06-20 11:36</td>\n",
+       "      <td></td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>北向资金抄底贵州&lt;i&gt;茅台&lt;/i&gt; 游资联手封板中远海科丨龙虎榜</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td></td>\n",
+       "      <td>06-20 06:23</td>\n",
+       "      <td>第一财经每日早间精选热点新闻，点击「听新闻」，一键收听。</td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>布林肯结束访华，外交部美大司司长介绍情况；2023高考网上咨询周时间安排公布丨早报</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>[第一财经]</td>\n",
+       "      <td>06-19 19:06</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>今日股市0619丨50大跌小票指数强势 分化局面会否延续？</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td></td>\n",
+       "      <td>06-19 19:05</td>\n",
+       "      <td></td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>今日股市0619丨50大跌小票指数强势 分化局面会否延续？</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>[一财资讯]</td>\n",
+       "      <td>06-19 17:46</td>\n",
+       "      <td>净买入额居前三的是贵州&lt;i&gt;茅台&lt;/i&gt;、药明康德、新易盛，分别获净买入3.48亿元、3.3...</td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>北向资金净卖出14.47亿元，贵州&lt;i&gt;茅台&lt;/i&gt;、药明康德等获加仓</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td></td>\n",
+       "      <td>06-19 15:39</td>\n",
+       "      <td></td>\n",
+       "      <td>第一财经</td>\n",
+       "      <td>三大指数小幅收跌 TMT赛道持续大涨｜尾市盘点</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   author creationDate                                               desc  \\\n",
+       "0          06-21 11:41                                                      \n",
+       "1   [周艾琳]  06-20 21:55  2003年7月，第一家QFII瑞银宣布买入宝钢股份 、上港集箱等4只蓝筹公司股票，受到了国内...   \n",
+       "2          06-20 11:46                                                      \n",
+       "3          06-20 11:45                                                      \n",
+       "4          06-20 11:36                                                      \n",
+       "5          06-20 06:23                       第一财经每日早间精选热点新闻，点击「听新闻」，一键收听。   \n",
+       "6  [第一财经]  06-19 19:06                                                      \n",
+       "7          06-19 19:05                                                      \n",
+       "8  [一财资讯]  06-19 17:46  净买入额居前三的是贵州<i>茅台</i>、药明康德、新易盛，分别获净买���3.48亿元、3.3...   \n",
+       "9          06-19 15:39                                                      \n",
+       "\n",
+       "  source                                      title  \n",
+       "0   第一财经                     机构抄底超讯通信  游资封板北斗星通丨龙虎榜  \n",
+       "1   第一财经                      QFII投资A股走过20年，外资驶向何方？  \n",
+       "2   第一财经           北向资金抄底贵州<i>茅台</i> 游资联手封板中远海科丨龙虎榜  \n",
+       "3   第一财经                              22股获北向资金加仓超亿元  \n",
+       "4   第一财经           北向资金抄底贵州<i>茅台</i> 游资联手封板中远海科丨龙虎榜  \n",
+       "5   第一财经  布林肯结束访华，外交部美大司司长介绍情况；2023高考网上咨询周时间安排公布丨早报  \n",
+       "6                     今日股市0619丨50大跌小票指数强势 分化局面会否延续？  \n",
+       "7   第一财经              今日股市0619丨50大跌小票指数强势 分化局面会否延续？  \n",
+       "8   第一财经       北向资金净卖出14.47亿元，贵州<i>茅台</i>、药明康德等获加仓   \n",
+       "9   第一财经                    三大指数小幅收跌 TMT赛道持续大涨｜尾市盘点  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"author\", \"creationDate\", \"desc\" ,\"source\", \"title\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Investor Place"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.investorplace_streaming import InvestorPlace_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading ... 0 1 2 "
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = InvestorPlace_Streaming()\n",
+    "news_downloader.download_streaming_search(keyword = \"apple\", rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>time</th>\n",
+       "      <th>author</th>\n",
+       "      <th>summary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[Trillion-Dollar Tech: 3 Stocks Poised for Unp...</td>\n",
+       "      <td>Jun 19, 2023</td>\n",
+       "      <td>Faisal Humayun, InvestorPlace Contributor</td>\n",
+       "      <td>These are the tech stocks to buy for multibagg...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[Trillion-Dollar Tech: 3 Stocks Poised for Unp...</td>\n",
+       "      <td>Jun 22, 2023</td>\n",
+       "      <td>Chris MacDonald, InvestorPlace Contributor</td>\n",
+       "      <td>Warren Buffett is undoubtedly one of the great...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>[Invest Like a Billionaire: 3 Long-Term Stocks...</td>\n",
+       "      <td>Jun 18, 2023</td>\n",
+       "      <td>Joel Baglole, InvestorPlace Contributor</td>\n",
+       "      <td>With markets now recovering from the downturn ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>[Invest Like a Billionaire: 3 Long-Term Stocks...</td>\n",
+       "      <td>Jun 16, 2023</td>\n",
+       "      <td>Louis Navellier and the InvestorPlace Research...</td>\n",
+       "      <td>The best tech stocks to watch are involved in ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>[3 Tech Titans Leading the Charge Toward $10 T...</td>\n",
+       "      <td>Jun 19, 2023</td>\n",
+       "      <td>Will Ashworth, InvestorPlace Contributor</td>\n",
+       "      <td>Avoiding bad stocks requires investors to get ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>[3 Tech Titans Leading the Charge Toward $10 T...</td>\n",
+       "      <td>Jun 19, 2023</td>\n",
+       "      <td>Tyrik Torres, InvestorPlace Contributor</td>\n",
+       "      <td>While AI software companies tend to get more b...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>[7 Tech Stocks to Watch Out For in 2023 … and ...</td>\n",
+       "      <td>Jun 16, 2023</td>\n",
+       "      <td>Chris MacDonald, InvestorPlace Contributor</td>\n",
+       "      <td>Many long-term conservative investors pay atte...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>[7 Tech Stocks to Watch Out For in 2023 … and ...</td>\n",
+       "      <td>Jun 16, 2023</td>\n",
+       "      <td>Louis Navellier and the InvestorPlace Research...</td>\n",
+       "      <td>Every stock has its ups and downs, but reliabl...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>[3 Smart Takes on 3 Dumb Stocks]</td>\n",
+       "      <td>Jun 23, 2023</td>\n",
+       "      <td>Samuel O'Brient, InvestorPlace Financial News ...</td>\n",
+       "      <td>Even as tech stocks rally, short sellers are s...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>[3 Smart Takes on 3 Dumb Stocks]</td>\n",
+       "      <td>Jun 18, 2023</td>\n",
+       "      <td>Chris Markoch, InvestorPlace Contributor</td>\n",
+       "      <td>Here are seven high cash flow stocks that prov...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               title          time  \\\n",
+       "0  [Trillion-Dollar Tech: 3 Stocks Poised for Unp...  Jun 19, 2023   \n",
+       "1  [Trillion-Dollar Tech: 3 Stocks Poised for Unp...  Jun 22, 2023   \n",
+       "2  [Invest Like a Billionaire: 3 Long-Term Stocks...  Jun 18, 2023   \n",
+       "3  [Invest Like a Billionaire: 3 Long-Term Stocks...  Jun 16, 2023   \n",
+       "4  [3 Tech Titans Leading the Charge Toward $10 T...  Jun 19, 2023   \n",
+       "5  [3 Tech Titans Leading the Charge Toward $10 T...  Jun 19, 2023   \n",
+       "6  [7 Tech Stocks to Watch Out For in 2023 … and ...  Jun 16, 2023   \n",
+       "7  [7 Tech Stocks to Watch Out For in 2023 … and ...  Jun 16, 2023   \n",
+       "8                   [3 Smart Takes on 3 Dumb Stocks]  Jun 23, 2023   \n",
+       "9                   [3 Smart Takes on 3 Dumb Stocks]  Jun 18, 2023   \n",
+       "\n",
+       "                                              author  \\\n",
+       "0          Faisal Humayun, InvestorPlace Contributor   \n",
+       "1         Chris MacDonald, InvestorPlace Contributor   \n",
+       "2            Joel Baglole, InvestorPlace Contributor   \n",
+       "3  Louis Navellier and the InvestorPlace Research...   \n",
+       "4           Will Ashworth, InvestorPlace Contributor   \n",
+       "5            Tyrik Torres, InvestorPlace Contributor   \n",
+       "6         Chris MacDonald, InvestorPlace Contributor   \n",
+       "7  Louis Navellier and the InvestorPlace Research...   \n",
+       "8  Samuel O'Brient, InvestorPlace Financial News ...   \n",
+       "9           Chris Markoch, InvestorPlace Contributor   \n",
+       "\n",
+       "                                             summary  \n",
+       "0  These are the tech stocks to buy for multibagg...  \n",
+       "1  Warren Buffett is undoubtedly one of the great...  \n",
+       "2  With markets now recovering from the downturn ...  \n",
+       "3  The best tech stocks to watch are involved in ...  \n",
+       "4  Avoiding bad stocks requires investors to get ...  \n",
+       "5  While AI software companies tend to get more b...  \n",
+       "6  Many long-term conservative investors pay atte...  \n",
+       "7  Every stock has its ups and downs, but reliabl...  \n",
+       "8  Even as tech stocks rally, short sellers are s...  \n",
+       "9  Here are seven high cash flow stocks that prov...  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"title\", \"time\" ,\"author\", \"summary\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "### Guru Focus"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.gurufocus_streaming import GuruFocus_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Only support first page now!\n"
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = GuruFocus_Streaming()\n",
+    "news_downloader.download_streaming_search(keyword = \"AAPL\", rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>view</th>\n",
+       "      <th>source</th>\n",
+       "      <th>datetime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3 Magic Formula Stocks Popular With Gurus</td>\n",
+       "      <td>0 Views</td>\n",
+       "      <td>Margaret Moran</td>\n",
+       "      <td>2023-06-23 17:38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jeremy Grantham: The Super Bubble Is About to Pop</td>\n",
+       "      <td>60 Views</td>\n",
+       "      <td>Ben Alaimo</td>\n",
+       "      <td>2023-06-23 09:21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5 High GF Score Stocks That Outperformed the M...</td>\n",
+       "      <td>106 Views</td>\n",
+       "      <td>James Li</td>\n",
+       "      <td>2023-06-21 19:36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>New Feature: DuPont Analysis Chart for Enhance...</td>\n",
+       "      <td>259 Views</td>\n",
+       "      <td>Vera Yuan</td>\n",
+       "      <td>2023-06-21 16:55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>The Most-Sold Guru Stocks of the 1st Quarter</td>\n",
+       "      <td>261 Views</td>\n",
+       "      <td>Margaret Moran</td>\n",
+       "      <td>2023-06-16 17:32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>AI Revolution and Debt Ceiling Resolution</td>\n",
+       "      <td>198 Views</td>\n",
+       "      <td>Wade W. Slome, CFA, CFP</td>\n",
+       "      <td>2023-06-05 21:03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Nvidia vs. ARK Invest: Which Is the Better Gro...</td>\n",
+       "      <td>332 Views</td>\n",
+       "      <td>Joey Frenette</td>\n",
+       "      <td>2023-05-27 02:05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Top 5 1st Quarter Trades of CYPRESS ASSET MANA...</td>\n",
+       "      <td>0 Views</td>\n",
+       "      <td>GuruFocus Editor</td>\n",
+       "      <td>2023-05-26 14:08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Mill Creek Capital Advisors, LLC Buys 2, Sells...</td>\n",
+       "      <td>0 Views</td>\n",
+       "      <td>GuruFocus Editor</td>\n",
+       "      <td>2023-05-25 18:10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Jim Simons' Renaissance Technologies Chops Pos...</td>\n",
+       "      <td>380 Views</td>\n",
+       "      <td>James Li</td>\n",
+       "      <td>2023-05-24 18:43</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               title       view  \\\n",
+       "0          3 Magic Formula Stocks Popular With Gurus    0 Views   \n",
+       "1  Jeremy Grantham: The Super Bubble Is About to Pop   60 Views   \n",
+       "2  5 High GF Score Stocks That Outperformed the M...  106 Views   \n",
+       "3  New Feature: DuPont Analysis Chart for Enhance...  259 Views   \n",
+       "4       The Most-Sold Guru Stocks of the 1st Quarter  261 Views   \n",
+       "5          AI Revolution and Debt Ceiling Resolution  198 Views   \n",
+       "6  Nvidia vs. ARK Invest: Which Is the Better Gro...  332 Views   \n",
+       "7  Top 5 1st Quarter Trades of CYPRESS ASSET MANA...    0 Views   \n",
+       "8  Mill Creek Capital Advisors, LLC Buys 2, Sells...    0 Views   \n",
+       "9  Jim Simons' Renaissance Technologies Chops Pos...  380 Views   \n",
+       "\n",
+       "                    source          datetime  \n",
+       "0           Margaret Moran  2023-06-23 17:38  \n",
+       "1               Ben Alaimo  2023-06-23 09:21  \n",
+       "2                 James Li  2023-06-21 19:36  \n",
+       "3                Vera Yuan  2023-06-21 16:55  \n",
+       "4           Margaret Moran  2023-06-16 17:32  \n",
+       "5  Wade W. Slome, CFA, CFP  2023-06-05 21:03  \n",
+       "6            Joey Frenette  2023-05-27 02:05  \n",
+       "7         GuruFocus Editor  2023-05-26 14:08  \n",
+       "8         GuruFocus Editor  2023-05-25 18:10  \n",
+       "9                 James Li  2023-05-24 18:43  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"title\", \"view\" ,\"source\", \"datetime\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Alliance News"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.alliancenews_streaming import AllianceNews_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "news_downloader = AllianceNews_Streaming()\n",
+    "news_downloader.download_streaming_search(rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(36, 16)"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_downloader.dataframe.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>urlId</th>\n",
+       "      <th>title</th>\n",
+       "      <th>summary</th>\n",
+       "      <th>created</th>\n",
+       "      <th>updated</th>\n",
+       "      <th>thumbnailUrl</th>\n",
+       "      <th>source</th>\n",
+       "      <th>taxonomies</th>\n",
+       "      <th>type</th>\n",
+       "      <th>author</th>\n",
+       "      <th>meta</th>\n",
+       "      <th>sponsor</th>\n",
+       "      <th>parent</th>\n",
+       "      <th>contentId</th>\n",
+       "      <th>displayTaxonomies</th>\n",
+       "      <th>parentTaxonomy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>/news/new-york-market-close-stocks-down-dollar...</td>\n",
+       "      <td>NEW YORK MARKET CLOSE: Stocks down, dollar up ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>2023-06-23T21:18:34</td>\n",
+       "      <td>2023-06-23T21:18:34</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'code': 'ALLIANCE', 'title': 'Alliance News',...</td>\n",
+       "      <td>[{'termId': 'CTMRR', 'parentTermId': None, 'ti...</td>\n",
+       "      <td>news</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'NEW YORK MARKET CLOSE: Stocks down,...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>al1687551514259519100</td>\n",
+       "      <td>[{'termId': 'TPCOM', 'parentTermId': 'PTMKT', ...</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               urlId  \\\n",
+       "0  /news/new-york-market-close-stocks-down-dollar...   \n",
+       "\n",
+       "                                               title summary  \\\n",
+       "0  NEW YORK MARKET CLOSE: Stocks down, dollar up ...    None   \n",
+       "\n",
+       "               created              updated thumbnailUrl  \\\n",
+       "0  2023-06-23T21:18:34  2023-06-23T21:18:34         None   \n",
+       "\n",
+       "                                              source  \\\n",
+       "0  {'code': 'ALLIANCE', 'title': 'Alliance News',...   \n",
+       "\n",
+       "                                          taxonomies  type author  \\\n",
+       "0  [{'termId': 'CTMRR', 'parentTermId': None, 'ti...  news   None   \n",
+       "\n",
+       "                                                meta sponsor parent  \\\n",
+       "0  {'title': 'NEW YORK MARKET CLOSE: Stocks down,...    None   None   \n",
+       "\n",
+       "               contentId                                  displayTaxonomies  \\\n",
+       "0  al1687551514259519100  [{'termId': 'TPCOM', 'parentTermId': 'PTMKT', ...   \n",
+       "\n",
+       "  parentTaxonomy  \n",
+       "0           None  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_downloader.dataframe.head(1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>created</th>\n",
+       "      <th>updated</th>\n",
+       "      <th>title</th>\n",
+       "      <th>summary</th>\n",
+       "      <th>meta</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2023-06-23T21:18:34</td>\n",
+       "      <td>2023-06-23T21:18:34</td>\n",
+       "      <td>NEW YORK MARKET CLOSE: Stocks down, dollar up ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'NEW YORK MARKET CLOSE: Stocks down,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2023-06-23T19:34:05</td>\n",
+       "      <td>2023-06-23T19:34:05</td>\n",
+       "      <td>IN BRIEF: Blackstone Loan Financing proposes w...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'IN BRIEF: Blackstone Loan Financing...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2023-06-23T18:34:41</td>\n",
+       "      <td>2023-06-23T18:34:41</td>\n",
+       "      <td>IN BRIEF: Bonhill expects to complete sale of ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'IN BRIEF: Bonhill expects to comple...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2023-06-23T18:01:27</td>\n",
+       "      <td>2023-06-23T18:01:27</td>\n",
+       "      <td>UPDATE: SRT Marine Systems raises GBP4.6 milli...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'UPDATE: SRT Marine Systems raises G...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2023-06-23T18:00:27</td>\n",
+       "      <td>2023-06-23T18:00:27</td>\n",
+       "      <td>IN BRIEF: New Energy One Acquisition confirms ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'IN BRIEF: New Energy One Acquisitio...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2023-06-23T17:41:15</td>\n",
+       "      <td>2023-06-23T17:41:15</td>\n",
+       "      <td>IN BRIEF: Kropz makes draw down request on bri...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'IN BRIEF: Kropz makes draw down req...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2023-06-23T17:31:17</td>\n",
+       "      <td>2023-06-23T17:31:17</td>\n",
+       "      <td>IN BRIEF: XPS Pensions discusses National Pens...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'IN BRIEF: XPS Pensions discusses Na...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2023-06-23T17:25:54</td>\n",
+       "      <td>2023-06-23T17:25:54</td>\n",
+       "      <td>DIRECTOR DEALINGS: GSK CFO buys shares worth G...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'DIRECTOR DEALINGS: GSK CFO buys sha...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2023-06-23T17:21:29</td>\n",
+       "      <td>2023-06-23T17:21:29</td>\n",
+       "      <td>IN BRIEF: Gilead Sciences says test results sh...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'IN BRIEF: Gilead Sciences says test...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2023-06-23T17:07:24</td>\n",
+       "      <td>2023-06-23T17:07:24</td>\n",
+       "      <td>IN THE KNOW: AB Foods \"fundamentally strong\" w...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'title': 'IN THE KNOW: AB Foods \"fundamentall...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               created              updated  \\\n",
+       "0  2023-06-23T21:18:34  2023-06-23T21:18:34   \n",
+       "1  2023-06-23T19:34:05  2023-06-23T19:34:05   \n",
+       "2  2023-06-23T18:34:41  2023-06-23T18:34:41   \n",
+       "3  2023-06-23T18:01:27  2023-06-23T18:01:27   \n",
+       "4  2023-06-23T18:00:27  2023-06-23T18:00:27   \n",
+       "5  2023-06-23T17:41:15  2023-06-23T17:41:15   \n",
+       "6  2023-06-23T17:31:17  2023-06-23T17:31:17   \n",
+       "7  2023-06-23T17:25:54  2023-06-23T17:25:54   \n",
+       "8  2023-06-23T17:21:29  2023-06-23T17:21:29   \n",
+       "9  2023-06-23T17:07:24  2023-06-23T17:07:24   \n",
+       "\n",
+       "                                               title summary  \\\n",
+       "0  NEW YORK MARKET CLOSE: Stocks down, dollar up ...    None   \n",
+       "1  IN BRIEF: Blackstone Loan Financing proposes w...    None   \n",
+       "2  IN BRIEF: Bonhill expects to complete sale of ...    None   \n",
+       "3  UPDATE: SRT Marine Systems raises GBP4.6 milli...    None   \n",
+       "4  IN BRIEF: New Energy One Acquisition confirms ...    None   \n",
+       "5  IN BRIEF: Kropz makes draw down request on bri...    None   \n",
+       "6  IN BRIEF: XPS Pensions discusses National Pens...    None   \n",
+       "7  DIRECTOR DEALINGS: GSK CFO buys shares worth G...    None   \n",
+       "8  IN BRIEF: Gilead Sciences says test results sh...    None   \n",
+       "9  IN THE KNOW: AB Foods \"fundamentally strong\" w...    None   \n",
+       "\n",
+       "                                                meta  \n",
+       "0  {'title': 'NEW YORK MARKET CLOSE: Stocks down,...  \n",
+       "1  {'title': 'IN BRIEF: Blackstone Loan Financing...  \n",
+       "2  {'title': 'IN BRIEF: Bonhill expects to comple...  \n",
+       "3  {'title': 'UPDATE: SRT Marine Systems raises G...  \n",
+       "4  {'title': 'IN BRIEF: New Energy One Acquisitio...  \n",
+       "5  {'title': 'IN BRIEF: Kropz makes draw down req...  \n",
+       "6  {'title': 'IN BRIEF: XPS Pensions discusses Na...  \n",
+       "7  {'title': 'DIRECTOR DEALINGS: GSK CFO buys sha...  \n",
+       "8  {'title': 'IN BRIEF: Gilead Sciences says test...  \n",
+       "9  {'title': 'IN THE KNOW: AB Foods \"fundamentall...  "
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"created\", \"updated\", \"title\", \"summary\", \"meta\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Talk Market"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.talkmarkets_streaming import TalkMarkets_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading... 0 1 2 "
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = TalkMarkets_Streaming()\n",
+    "news_downloader.download_streaming_search(keyword = \"apple\", rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(60, 12)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_downloader.dataframe.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cacheUrl</th>\n",
+       "      <th>clicktrackUrl</th>\n",
+       "      <th>content</th>\n",
+       "      <th>contentNoFormatting</th>\n",
+       "      <th>title</th>\n",
+       "      <th>titleNoFormatting</th>\n",
+       "      <th>formattedUrl</th>\n",
+       "      <th>unescapedUrl</th>\n",
+       "      <th>url</th>\n",
+       "      <th>visibleUrl</th>\n",
+       "      <th>richSnippet</th>\n",
+       "      <th>breadcrumbUrl</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>http://www.google.com/search?q=cache:PUjyIRJA8...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "      <td>23 hours ago &lt;b&gt;...&lt;/b&gt; &lt;b&gt;Apple&lt;/b&gt;, 187, 3.0...</td>\n",
+       "      <td>23 hours ago ... Apple, 187, 3.04, 1.65%, 187....</td>\n",
+       "      <td>Equitymaster India | Sensex Today Trades Lower...</td>\n",
+       "      <td>Equitymaster India | Sensex Today Trades Lower...</td>\n",
+       "      <td>https://talkmarkets.com/.../sensex-today-trade...</td>\n",
+       "      <td>https://talkmarkets.com/content/global-markets...</td>\n",
+       "      <td>https://talkmarkets.com/content/global-markets...</td>\n",
+       "      <td>talkmarkets.com</td>\n",
+       "      <td>{'cseImage': {'src': 'https://www.eqimg.com/im...</td>\n",
+       "      <td>{'host': 'talkmarkets.com', 'crumbs': ['sensex...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                            cacheUrl  \\\n",
+       "0  http://www.google.com/search?q=cache:PUjyIRJA8...   \n",
+       "\n",
+       "                                       clicktrackUrl  \\\n",
+       "0  https://www.google.com/url?client=internal-ele...   \n",
+       "\n",
+       "                                             content  \\\n",
+       "0  23 hours ago <b>...</b> <b>Apple</b>, 187, 3.0...   \n",
+       "\n",
+       "                                 contentNoFormatting  \\\n",
+       "0  23 hours ago ... Apple, 187, 3.04, 1.65%, 187....   \n",
+       "\n",
+       "                                               title  \\\n",
+       "0  Equitymaster India | Sensex Today Trades Lower...   \n",
+       "\n",
+       "                                   titleNoFormatting  \\\n",
+       "0  Equitymaster India | Sensex Today Trades Lower...   \n",
+       "\n",
+       "                                        formattedUrl  \\\n",
+       "0  https://talkmarkets.com/.../sensex-today-trade...   \n",
+       "\n",
+       "                                        unescapedUrl  \\\n",
+       "0  https://talkmarkets.com/content/global-markets...   \n",
+       "\n",
+       "                                                 url       visibleUrl  \\\n",
+       "0  https://talkmarkets.com/content/global-markets...  talkmarkets.com   \n",
+       "\n",
+       "                                         richSnippet  \\\n",
+       "0  {'cseImage': {'src': 'https://www.eqimg.com/im...   \n",
+       "\n",
+       "                                       breadcrumbUrl  \n",
+       "0  {'host': 'talkmarkets.com', 'crumbs': ['sensex...  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_downloader.dataframe.head(1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>content</th>\n",
+       "      <th>url</th>\n",
+       "      <th>clicktrackUrl</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>23 hours ago &lt;b&gt;...&lt;/b&gt; &lt;b&gt;Apple&lt;/b&gt;, 187, 3.0...</td>\n",
+       "      <td>https://talkmarkets.com/content/global-markets...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1 day ago &lt;b&gt;...&lt;/b&gt; Get Adobe Inc. (ADBE:NASD...</td>\n",
+       "      <td>https://talkmarkets.com/symbol/adbe/portal-wid...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1 day ago &lt;b&gt;...&lt;/b&gt; Get Starbucks Corp (SBUX:...</td>\n",
+       "      <td>https://talkmarkets.com/symbol/sbux/portal-wid...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>10 hours ago &lt;b&gt;...&lt;/b&gt; Wednesday&amp;#39;s top an...</td>\n",
+       "      <td>https://talkmarkets.com/symbol/pypl/portal-wid...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>20 hours ago &lt;b&gt;...&lt;/b&gt; &lt;b&gt;Apple&lt;/b&gt; (AAPL). &lt;...</td>\n",
+       "      <td>https://talkmarkets.com/content/stocks--equiti...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2 days ago &lt;b&gt;...&lt;/b&gt; Friday&amp;#39;s top analyst...</td>\n",
+       "      <td>https://talkmarkets.com/symbol/sofi/portal-wid...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2 days ago &lt;b&gt;...&lt;/b&gt; Get Enphase Energy Inc (...</td>\n",
+       "      <td>https://talkmarkets.com/symbol/enph/portal-wid...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>3 days ago &lt;b&gt;...&lt;/b&gt; &lt;b&gt;Apple&lt;/b&gt; Inc. design...</td>\n",
+       "      <td>https://talkmarkets.com/contributor/jimvanmeer...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>3 days ago &lt;b&gt;...&lt;/b&gt; &lt;b&gt;Apple&lt;/b&gt; Inc. design...</td>\n",
+       "      <td>https://talkmarkets.com/content/stocks--equiti...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>5 Jan 2023 &lt;b&gt;...&lt;/b&gt; Get Amazon.com Inc (AMZN...</td>\n",
+       "      <td>https://talkmarkets.com/symbol/amzn/portal-wid...</td>\n",
+       "      <td>https://www.google.com/url?client=internal-ele...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                             content  \\\n",
+       "0  23 hours ago <b>...</b> <b>Apple</b>, 187, 3.0...   \n",
+       "1  1 day ago <b>...</b> Get Adobe Inc. (ADBE:NASD...   \n",
+       "2  1 day ago <b>...</b> Get Starbucks Corp (SBUX:...   \n",
+       "3  10 hours ago <b>...</b> Wednesday&#39;s top an...   \n",
+       "4  20 hours ago <b>...</b> <b>Apple</b> (AAPL). <...   \n",
+       "5  2 days ago <b>...</b> Friday&#39;s top analyst...   \n",
+       "6  2 days ago <b>...</b> Get Enphase Energy Inc (...   \n",
+       "7  3 days ago <b>...</b> <b>Apple</b> Inc. design...   \n",
+       "8  3 days ago <b>...</b> <b>Apple</b> Inc. design...   \n",
+       "9  5 Jan 2023 <b>...</b> Get Amazon.com Inc (AMZN...   \n",
+       "\n",
+       "                                                 url  \\\n",
+       "0  https://talkmarkets.com/content/global-markets...   \n",
+       "1  https://talkmarkets.com/symbol/adbe/portal-wid...   \n",
+       "2  https://talkmarkets.com/symbol/sbux/portal-wid...   \n",
+       "3  https://talkmarkets.com/symbol/pypl/portal-wid...   \n",
+       "4  https://talkmarkets.com/content/stocks--equiti...   \n",
+       "5  https://talkmarkets.com/symbol/sofi/portal-wid...   \n",
+       "6  https://talkmarkets.com/symbol/enph/portal-wid...   \n",
+       "7  https://talkmarkets.com/contributor/jimvanmeer...   \n",
+       "8  https://talkmarkets.com/content/stocks--equiti...   \n",
+       "9  https://talkmarkets.com/symbol/amzn/portal-wid...   \n",
+       "\n",
+       "                                       clicktrackUrl  \n",
+       "0  https://www.google.com/url?client=internal-ele...  \n",
+       "1  https://www.google.com/url?client=internal-ele...  \n",
+       "2  https://www.google.com/url?client=internal-ele...  \n",
+       "3  https://www.google.com/url?client=internal-ele...  \n",
+       "4  https://www.google.com/url?client=internal-ele...  \n",
+       "5  https://www.google.com/url?client=internal-ele...  \n",
+       "6  https://www.google.com/url?client=internal-ele...  \n",
+       "7  https://www.google.com/url?client=internal-ele...  \n",
+       "8  https://www.google.com/url?client=internal-ele...  \n",
+       "9  https://www.google.com/url?client=internal-ele...  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"content\", \"url\", \"clicktrackUrl\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### The Fly"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.thefly_streaming import TheFly_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\ProgramData\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'thefly.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Only support the first page now!\n"
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = TheFly_Streaming()\n",
+    "news_downloader.download_streaming_search(keyword = \"AAPL\", rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>stock</th>\n",
+       "      <th>abstract</th>\n",
+       "      <th>date</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Apple in talks to launch Apple Card in India, ...</td>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>Apple is in talks to…</td>\n",
+       "      <td>06/23/23</td>\n",
+       "      <td>05:37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Apple says visionOS software development kit n...</td>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>Apple announced the…</td>\n",
+       "      <td>06/21/23</td>\n",
+       "      <td>16:03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Apple to create spatial experiences for Apple ...</td>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>Apple \"announced the…</td>\n",
+       "      <td>06/21/23</td>\n",
+       "      <td>16:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Notable open interest changes for June 21st</td>\n",
+       "      <td>TSLA NVDA AAPL AMZN</td>\n",
+       "      <td>Tuesday's total…</td>\n",
+       "      <td>06/21/23</td>\n",
+       "      <td>08:55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>What You Missed This Week in Video Games</td>\n",
+       "      <td>TCEHY TTWO EA CCOEY UBSFY CMCSK CMCSA RBLX AAP...</td>\n",
+       "      <td>\"Game On\" is The Fly's…</td>\n",
+       "      <td>06/20/23</td>\n",
+       "      <td>12:11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Notable open interest changes for June 20th</td>\n",
+       "      <td>TSLA AMC AAPL NVDA</td>\n",
+       "      <td>Friday's total…</td>\n",
+       "      <td>06/20/23</td>\n",
+       "      <td>08:55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Apple call buyer realizes 20% same-day gains</td>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>Notable profits for the…</td>\n",
+       "      <td>06/16/23</td>\n",
+       "      <td>08:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Notable open interest changes for June 15th</td>\n",
+       "      <td>TSLA NVDA SOFI AAPL</td>\n",
+       "      <td>Wednesday's total…</td>\n",
+       "      <td>06/15/23</td>\n",
+       "      <td>08:55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>US senators propose bill to eliminate Section ...</td>\n",
+       "      <td>GOOG MSFT AMZN AAPL NVDA IBM META INTC</td>\n",
+       "      <td>\"U.S. Senators Josh…</td>\n",
+       "      <td>06/14/23</td>\n",
+       "      <td>17:54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>#SocialStocks: Twitter skips out on rent and G...</td>\n",
+       "      <td>TWTR AAPL META GOOGL GOOG ZM RBLX PINS</td>\n",
+       "      <td>Welcome to…</td>\n",
+       "      <td>06/14/23</td>\n",
+       "      <td>15:57</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               title  ...   time\n",
+       "0  Apple in talks to launch Apple Card in India, ...  ...  05:37\n",
+       "1  Apple says visionOS software development kit n...  ...  16:03\n",
+       "2  Apple to create spatial experiences for Apple ...  ...  16:00\n",
+       "3        Notable open interest changes for June 21st  ...  08:55\n",
+       "4           What You Missed This Week in Video Games  ...  12:11\n",
+       "5        Notable open interest changes for June 20th  ...  08:55\n",
+       "6       Apple call buyer realizes 20% same-day gains  ...  08:00\n",
+       "7        Notable open interest changes for June 15th  ...  08:55\n",
+       "8  US senators propose bill to eliminate Section ...  ...  17:54\n",
+       "9  #SocialStocks: Twitter skips out on rent and G...  ...  15:57\n",
+       "\n",
+       "[10 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"title\", \"stock\", \"abstract\", \"date\", \"time\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Tip Rank"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.tipranks_streaming import TipRanks_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading: 0 1 2 "
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = TipRanks_Streaming()\n",
+    "news_downloader.download_streaming_search(keyword = \"apple\", rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>stocks</th>\n",
+       "      <th>_id</th>\n",
+       "      <th>author</th>\n",
+       "      <th>category</th>\n",
+       "      <th>date</th>\n",
+       "      <th>description</th>\n",
+       "      <th>image</th>\n",
+       "      <th>isLocked</th>\n",
+       "      <th>link</th>\n",
+       "      <th>lockType</th>\n",
+       "      <th>slug</th>\n",
+       "      <th>sticky</th>\n",
+       "      <th>thumbnail</th>\n",
+       "      <th>title</th>\n",
+       "      <th>topics</th>\n",
+       "      <th>timeAgo</th>\n",
+       "      <th>badge</th>\n",
+       "      <th>id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}]</td>\n",
+       "      <td>582530</td>\n",
+       "      <td>{'slug': 'steveanderson'}</td>\n",
+       "      <td>{'slug': 'news', 'title': 'Market News'}</td>\n",
+       "      <td>2023-06-22T19:52:41.000Z</td>\n",
+       "      <td>&lt;p&gt;Those who regularly follow Apple stock (NAS...</td>\n",
+       "      <td>{'src': 'https://blog.tipranks.com/wp-content/...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>https://www.tipranks.com/news/aapl-notches-up-...</td>\n",
+       "      <td>GraceCount</td>\n",
+       "      <td>aapl-notches-up-following-barclays-comments</td>\n",
+       "      <td>False</td>\n",
+       "      <td>{'src': 'https://blog.tipranks.com/wp-content/...</td>\n",
+       "      <td>AAPL Notches Up Following Barclays Comments</td>\n",
+       "      <td>[{'id': 0, 'type': 'stock', 'title': 'AAPL', '...</td>\n",
+       "      <td>13h</td>\n",
+       "      <td>None</td>\n",
+       "      <td>582530</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}, {'ticker'...</td>\n",
+       "      <td>579043</td>\n",
+       "      <td>{'slug': 'amit-singh'}</td>\n",
+       "      <td>{'slug': 'article', 'title': 'Stock Analysis &amp;...</td>\n",
+       "      <td>2023-06-19T15:30:38.000Z</td>\n",
+       "      <td>&lt;p&gt;Affirm Holdings (NASDAQ:AFRM) stock recover...</td>\n",
+       "      <td>{'src': 'https://blog.tipranks.com/wp-content/...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>https://www.tipranks.com/news/article/affirm-s...</td>\n",
+       "      <td>GraceCount</td>\n",
+       "      <td>affirm-stock-has-risen-swiftly-will-it-beat-ap...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>{'src': 'https://blog.tipranks.com/wp-content/...</td>\n",
+       "      <td>Affirm Stock Has Risen Swiftly. Will It Beat A...</td>\n",
+       "      <td>[{'id': 0, 'type': 'stock', 'title': 'AAPL', '...</td>\n",
+       "      <td>4d</td>\n",
+       "      <td>None</td>\n",
+       "      <td>579043</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              stocks     _id  \\\n",
+       "0               [{'ticker': 'AAPL', 'market': None}]  582530   \n",
+       "1  [{'ticker': 'AAPL', 'market': None}, {'ticker'...  579043   \n",
+       "\n",
+       "                      author  \\\n",
+       "0  {'slug': 'steveanderson'}   \n",
+       "1     {'slug': 'amit-singh'}   \n",
+       "\n",
+       "                                            category  \\\n",
+       "0           {'slug': 'news', 'title': 'Market News'}   \n",
+       "1  {'slug': 'article', 'title': 'Stock Analysis &...   \n",
+       "\n",
+       "                       date  \\\n",
+       "0  2023-06-22T19:52:41.000Z   \n",
+       "1  2023-06-19T15:30:38.000Z   \n",
+       "\n",
+       "                                         description  \\\n",
+       "0  <p>Those who regularly follow Apple stock (NAS...   \n",
+       "1  <p>Affirm Holdings (NASDAQ:AFRM) stock recover...   \n",
+       "\n",
+       "                                               image  isLocked  \\\n",
+       "0  {'src': 'https://blog.tipranks.com/wp-content/...      True   \n",
+       "1  {'src': 'https://blog.tipranks.com/wp-content/...      True   \n",
+       "\n",
+       "                                                link    lockType  \\\n",
+       "0  https://www.tipranks.com/news/aapl-notches-up-...  GraceCount   \n",
+       "1  https://www.tipranks.com/news/article/affirm-s...  GraceCount   \n",
+       "\n",
+       "                                                slug  sticky  \\\n",
+       "0        aapl-notches-up-following-barclays-comments   False   \n",
+       "1  affirm-stock-has-risen-swiftly-will-it-beat-ap...   False   \n",
+       "\n",
+       "                                           thumbnail  \\\n",
+       "0  {'src': 'https://blog.tipranks.com/wp-content/...   \n",
+       "1  {'src': 'https://blog.tipranks.com/wp-content/...   \n",
+       "\n",
+       "                                               title  \\\n",
+       "0        AAPL Notches Up Following Barclays Comments   \n",
+       "1  Affirm Stock Has Risen Swiftly. Will It Beat A...   \n",
+       "\n",
+       "                                              topics timeAgo badge      id  \n",
+       "0  [{'id': 0, 'type': 'stock', 'title': 'AAPL', '...     13h  None  582530  \n",
+       "1  [{'id': 0, 'type': 'stock', 'title': 'AAPL', '...      4d  None  579043  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_downloader.dataframe.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>stocks</th>\n",
+       "      <th>date</th>\n",
+       "      <th>author</th>\n",
+       "      <th>title</th>\n",
+       "      <th>description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}]</td>\n",
+       "      <td>2023-06-22T19:52:41.000Z</td>\n",
+       "      <td>{'slug': 'steveanderson'}</td>\n",
+       "      <td>AAPL Notches Up Following Barclays Comments</td>\n",
+       "      <td>&lt;p&gt;Those who regularly follow Apple stock (NAS...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}, {'ticker'...</td>\n",
+       "      <td>2023-06-19T15:30:38.000Z</td>\n",
+       "      <td>{'slug': 'amit-singh'}</td>\n",
+       "      <td>Affirm Stock Has Risen Swiftly. Will It Beat A...</td>\n",
+       "      <td>&lt;p&gt;Affirm Holdings (NASDAQ:AFRM) stock recover...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}, {'ticker'...</td>\n",
+       "      <td>2023-06-16T20:51:11.000Z</td>\n",
+       "      <td>{'slug': 'joey-frenette'}</td>\n",
+       "      <td>Apple Stock (NASDAQ:AAPL): Expectations Too Mo...</td>\n",
+       "      <td>&lt;p&gt;Apple (NASDAQ:AAPL) stock recently hit a ne...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}, {'ticker'...</td>\n",
+       "      <td>2023-06-16T08:32:40.000Z</td>\n",
+       "      <td>{'slug': 'sheryl-sheth'}</td>\n",
+       "      <td>Lost the Nvidia and Apple Boom? Microsoft (NAS...</td>\n",
+       "      <td>&lt;p&gt;Think you lost the chance to become wealthy...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}, {'ticker'...</td>\n",
+       "      <td>2023-06-15T19:20:48.000Z</td>\n",
+       "      <td>{'slug': 'joey-frenette'}</td>\n",
+       "      <td>Unity Software (NASDAQ:U): Apple Vision Pro Pa...</td>\n",
+       "      <td>&lt;p&gt;Unity Software (NASDAQ:U) rallied 17% when ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}, {'ticker'...</td>\n",
+       "      <td>2023-06-15T00:53:16.000Z</td>\n",
+       "      <td>{'slug': 'joey-frenette'}</td>\n",
+       "      <td>Investing in Apple’s (NASDAQ:AAPL) Ecosystem: ...</td>\n",
+       "      <td>&lt;p&gt;Apple (NASDAQ:AAPL) has been on an unbeliev...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}]</td>\n",
+       "      <td>2023-06-13T15:13:40.000Z</td>\n",
+       "      <td>{'slug': 'vince-condarcuri'}</td>\n",
+       "      <td>AAPL Stock Slips after Analyst Downgrade</td>\n",
+       "      <td>&lt;p&gt;Despite outperforming the S&amp;amp;P 500 with ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}]</td>\n",
+       "      <td>2023-06-10T15:09:23.000Z</td>\n",
+       "      <td>{'slug': 'martyshtrubel'}</td>\n",
+       "      <td>Apple Stock Gets a New Street-High Price Target</td>\n",
+       "      <td>&lt;p&gt;Apple’s (NASDAQ:AAPL) virtual reality and a...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}, {'ticker'...</td>\n",
+       "      <td>2023-06-09T09:46:28.000Z</td>\n",
+       "      <td>{'slug': 'amit-singh'}</td>\n",
+       "      <td>NVDA to META: Insiders Capitalise on Tech Stoc...</td>\n",
+       "      <td>&lt;p&gt;Technology stocks rebounded strongly in 202...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>[{'ticker': 'AAPL', 'market': None}, {'ticker'...</td>\n",
+       "      <td>2023-06-08T18:20:20.000Z</td>\n",
+       "      <td>{'slug': 'michaelbyrne'}</td>\n",
+       "      <td>Apple Stock is on Fire. Invest in it with Thes...</td>\n",
+       "      <td>&lt;p&gt;Apple (NASDAQ:AAPL) stock is off to a gain ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              stocks  \\\n",
+       "0               [{'ticker': 'AAPL', 'market': None}]   \n",
+       "1  [{'ticker': 'AAPL', 'market': None}, {'ticker'...   \n",
+       "2  [{'ticker': 'AAPL', 'market': None}, {'ticker'...   \n",
+       "3  [{'ticker': 'AAPL', 'market': None}, {'ticker'...   \n",
+       "4  [{'ticker': 'AAPL', 'market': None}, {'ticker'...   \n",
+       "5  [{'ticker': 'AAPL', 'market': None}, {'ticker'...   \n",
+       "6               [{'ticker': 'AAPL', 'market': None}]   \n",
+       "7               [{'ticker': 'AAPL', 'market': None}]   \n",
+       "8  [{'ticker': 'AAPL', 'market': None}, {'ticker'...   \n",
+       "9  [{'ticker': 'AAPL', 'market': None}, {'ticker'...   \n",
+       "\n",
+       "                       date                        author  \\\n",
+       "0  2023-06-22T19:52:41.000Z     {'slug': 'steveanderson'}   \n",
+       "1  2023-06-19T15:30:38.000Z        {'slug': 'amit-singh'}   \n",
+       "2  2023-06-16T20:51:11.000Z     {'slug': 'joey-frenette'}   \n",
+       "3  2023-06-16T08:32:40.000Z      {'slug': 'sheryl-sheth'}   \n",
+       "4  2023-06-15T19:20:48.000Z     {'slug': 'joey-frenette'}   \n",
+       "5  2023-06-15T00:53:16.000Z     {'slug': 'joey-frenette'}   \n",
+       "6  2023-06-13T15:13:40.000Z  {'slug': 'vince-condarcuri'}   \n",
+       "7  2023-06-10T15:09:23.000Z     {'slug': 'martyshtrubel'}   \n",
+       "8  2023-06-09T09:46:28.000Z        {'slug': 'amit-singh'}   \n",
+       "9  2023-06-08T18:20:20.000Z      {'slug': 'michaelbyrne'}   \n",
+       "\n",
+       "                                               title  \\\n",
+       "0        AAPL Notches Up Following Barclays Comments   \n",
+       "1  Affirm Stock Has Risen Swiftly. Will It Beat A...   \n",
+       "2  Apple Stock (NASDAQ:AAPL): Expectations Too Mo...   \n",
+       "3  Lost the Nvidia and Apple Boom? Microsoft (NAS...   \n",
+       "4  Unity Software (NASDAQ:U): Apple Vision Pro Pa...   \n",
+       "5  Investing in Apple’s (NASDAQ:AAPL) Ecosystem: ...   \n",
+       "6           AAPL Stock Slips after Analyst Downgrade   \n",
+       "7    Apple Stock Gets a New Street-High Price Target   \n",
+       "8  NVDA to META: Insiders Capitalise on Tech Stoc...   \n",
+       "9  Apple Stock is on Fire. Invest in it with Thes...   \n",
+       "\n",
+       "                                         description  \n",
+       "0  <p>Those who regularly follow Apple stock (NAS...  \n",
+       "1  <p>Affirm Holdings (NASDAQ:AFRM) stock recover...  \n",
+       "2  <p>Apple (NASDAQ:AAPL) stock recently hit a ne...  \n",
+       "3  <p>Think you lost the chance to become wealthy...  \n",
+       "4  <p>Unity Software (NASDAQ:U) rallied 17% when ...  \n",
+       "5  <p>Apple (NASDAQ:AAPL) has been on an unbeliev...  \n",
+       "6  <p>Despite outperforming the S&amp;P 500 with ...  \n",
+       "7  <p>Apple’s (NASDAQ:AAPL) virtual reality and a...  \n",
+       "8  <p>Technology stocks rebounded strongly in 202...  \n",
+       "9  <p>Apple (NASDAQ:AAPL) stock is off to a gain ...  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"stocks\", \"date\", \"author\", \"title\", \"description\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Market Watch (Date Range)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.marketwatch_date_range import MarketWatch_Date_Range"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "start_date = \"2022-06-01\"\n",
+    "end_date = \"2022-06-30\"\n",
+    "keyword = \"apple\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Only support the first page now!\n"
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = MarketWatch_Date_Range()\n",
+    "news_downloader.download_date_range_search(keyword = \"apple\", start_date = start_date, end_date = end_date)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>time</th>\n",
+       "      <th>author</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Gold falls more than 2% for the month, settles...</td>\n",
+       "      <td>Jun. 30, 2022 at 2:47 p.m. ET</td>\n",
+       "      <td>by Joseph Adinolfi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AMD stock gets an upgrade as analyst says rece...</td>\n",
+       "      <td>Jun. 30, 2022 at 12:07 p.m. ET</td>\n",
+       "      <td>by Emily Bary</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>All 30 Dow stocks are falling, with Goldman Sa...</td>\n",
+       "      <td>Jun. 30, 2022 at 9:47 a.m. ET</td>\n",
+       "      <td>by Tomi Kilgore</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Here’s how far oil could fall in a recession, ...</td>\n",
+       "      <td>Jun. 30, 2022 at 8:34 a.m. ET</td>\n",
+       "      <td>by Steve Goldstein</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Crypto Winter Is Coming After SEC Rejects Key ...</td>\n",
+       "      <td>Jun. 30, 2022 at 6:37 a.m. ET</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>An FCC Commissioner Wants TikTok Yanked From A...</td>\n",
+       "      <td>Jun. 30, 2022 at 3:27 a.m. ET</td>\n",
+       "      <td>by Barron's</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Meta Has a New Problem. Profit Forecasts Now L...</td>\n",
+       "      <td>Jun. 29, 2022 at 1:18 p.m. ET</td>\n",
+       "      <td>by Barron's</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Fed rolls out new index to flag early warning ...</td>\n",
+       "      <td>Jun. 29, 2022 at 1:04 p.m. ET</td>\n",
+       "      <td>by Joy Wiltermuth</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Apple Investors Have Something New to Focus On...</td>\n",
+       "      <td>Jun. 29, 2022 at 12:41 p.m. ET</td>\n",
+       "      <td>by Barron's</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Here’s why this trader is piling back into one...</td>\n",
+       "      <td>Jun. 29, 2022 at 10:34 a.m. ET</td>\n",
+       "      <td>by Barbara Kollmeyer</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               title  \\\n",
+       "0  Gold falls more than 2% for the month, settles...   \n",
+       "1  AMD stock gets an upgrade as analyst says rece...   \n",
+       "2  All 30 Dow stocks are falling, with Goldman Sa...   \n",
+       "3  Here’s how far oil could fall in a recession, ...   \n",
+       "4  Crypto Winter Is Coming After SEC Rejects Key ...   \n",
+       "5  An FCC Commissioner Wants TikTok Yanked From A...   \n",
+       "6  Meta Has a New Problem. Profit Forecasts Now L...   \n",
+       "7  Fed rolls out new index to flag early warning ...   \n",
+       "8  Apple Investors Have Something New to Focus On...   \n",
+       "9  Here’s why this trader is piling back into one...   \n",
+       "\n",
+       "                             time                author  \n",
+       "0   Jun. 30, 2022 at 2:47 p.m. ET    by Joseph Adinolfi  \n",
+       "1  Jun. 30, 2022 at 12:07 p.m. ET         by Emily Bary  \n",
+       "2   Jun. 30, 2022 at 9:47 a.m. ET       by Tomi Kilgore  \n",
+       "3   Jun. 30, 2022 at 8:34 a.m. ET    by Steve Goldstein  \n",
+       "4   Jun. 30, 2022 at 6:37 a.m. ET                        \n",
+       "5   Jun. 30, 2022 at 3:27 a.m. ET           by Barron's  \n",
+       "6   Jun. 29, 2022 at 1:18 p.m. ET           by Barron's  \n",
+       "7   Jun. 29, 2022 at 1:04 p.m. ET     by Joy Wiltermuth  \n",
+       "8  Jun. 29, 2022 at 12:41 p.m. ET           by Barron's  \n",
+       "9  Jun. 29, 2022 at 10:34 a.m. ET  by Barbara Kollmeyer  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"title\", \"time\", \"author\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Market Watch (Streaming)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.marketwatch_streaming import MarketWatch_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Only support the first page now!\n"
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = MarketWatch_Streaming()\n",
+    "news_downloader.download_streaming_search(keyword = \"apple\", rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>time</th>\n",
+       "      <th>author</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Tech IPOs Should Be Heating Up. Why They’re Not.</td>\n",
+       "      <td>Jun. 23, 2023 at 2:51 a.m. ET</td>\n",
+       "      <td>by Barron's</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Everything Is Going Right for Tesla. It’s Time...</td>\n",
+       "      <td>Jun. 23, 2023 at 1:30 a.m. ET</td>\n",
+       "      <td>by Barron's</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>India’s Modi cracks jokes, chows down at swank...</td>\n",
+       "      <td>Jun. 22, 2023 at 11:38 p.m. ET</td>\n",
+       "      <td>by Associated Press</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Work-From-Home Job Openings Are Shrinking</td>\n",
+       "      <td>Jun. 22, 2023 at 6:23 p.m. ET</td>\n",
+       "      <td>by Barron's</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Congress Blasts E-Commerce Firm Temu Over Forc...</td>\n",
+       "      <td>Jun. 22, 2023 at 5:44 p.m. ET</td>\n",
+       "      <td>by Barron's</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Meta Platforms Inc. stock outperforms market o...</td>\n",
+       "      <td>Jun. 22, 2023 at 5:32 p.m. ET</td>\n",
+       "      <td>by MarketWatch Automation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Microsoft Corp. stock outperforms competitors ...</td>\n",
+       "      <td>Jun. 22, 2023 at 5:32 p.m. ET</td>\n",
+       "      <td>by MarketWatch Automation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Netflix Inc. stock underperforms Thursday when...</td>\n",
+       "      <td>Jun. 22, 2023 at 5:32 p.m. ET</td>\n",
+       "      <td>by MarketWatch Automation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>GameStop Corp. Cl A stock underperforms Thursd...</td>\n",
+       "      <td>Jun. 22, 2023 at 5:29 p.m. ET</td>\n",
+       "      <td>by MarketWatch Automation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Amazon.com Inc. stock outperforms market on st...</td>\n",
+       "      <td>Jun. 22, 2023 at 5:25 p.m. ET</td>\n",
+       "      <td>by MarketWatch Automation</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               title  \\\n",
+       "0   Tech IPOs Should Be Heating Up. Why They’re Not.   \n",
+       "1  Everything Is Going Right for Tesla. It’s Time...   \n",
+       "2  India’s Modi cracks jokes, chows down at swank...   \n",
+       "3          Work-From-Home Job Openings Are Shrinking   \n",
+       "4  Congress Blasts E-Commerce Firm Temu Over Forc...   \n",
+       "5  Meta Platforms Inc. stock outperforms market o...   \n",
+       "6  Microsoft Corp. stock outperforms competitors ...   \n",
+       "7  Netflix Inc. stock underperforms Thursday when...   \n",
+       "8  GameStop Corp. Cl A stock underperforms Thursd...   \n",
+       "9  Amazon.com Inc. stock outperforms market on st...   \n",
+       "\n",
+       "                             time                     author  \n",
+       "0   Jun. 23, 2023 at 2:51 a.m. ET                by Barron's  \n",
+       "1   Jun. 23, 2023 at 1:30 a.m. ET                by Barron's  \n",
+       "2  Jun. 22, 2023 at 11:38 p.m. ET        by Associated Press  \n",
+       "3   Jun. 22, 2023 at 6:23 p.m. ET                by Barron's  \n",
+       "4   Jun. 22, 2023 at 5:44 p.m. ET                by Barron's  \n",
+       "5   Jun. 22, 2023 at 5:32 p.m. ET  by MarketWatch Automation  \n",
+       "6   Jun. 22, 2023 at 5:32 p.m. ET  by MarketWatch Automation  \n",
+       "7   Jun. 22, 2023 at 5:32 p.m. ET  by MarketWatch Automation  \n",
+       "8   Jun. 22, 2023 at 5:29 p.m. ET  by MarketWatch Automation  \n",
+       "9   Jun. 22, 2023 at 5:25 p.m. ET  by MarketWatch Automation  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"title\", \"time\", \"author\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Penny Stock"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.pennystocks_streaming import PennyStocks_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requesting https://pennystocks.com ... succeed!\n",
+      "Gathering again .. Remaining Retry: 4\n",
+      "Only support the first page now!\n"
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = PennyStocks_Streaming()\n",
+    "news_downloader.download_streaming_search(keyword = \"apple\", rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>time</th>\n",
+       "      <th>brief</th>\n",
+       "      <th>reading_time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Best Penny Stocks to Buy Ahead Of Apple’s Even...</td>\n",
+       "      <td>September 14, 2021</td>\n",
+       "      <td>\\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tWhat do penny stock in...</td>\n",
+       "      <td>5 minute read</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>What Could The Apple Event Mean For Penny Stoc...</td>\n",
+       "      <td>October 13, 2020</td>\n",
+       "      <td>\\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tWill The Apple Event M...</td>\n",
+       "      <td>5 minute read</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3 Red Hot Penny Stocks To Watch Before Next We...</td>\n",
+       "      <td>June 14, 2023</td>\n",
+       "      <td>\\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tPenny stocks to watch.\\n</td>\n",
+       "      <td>4 minute read</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Penny Stocks Definition &amp; 7 Trading Strategies...</td>\n",
+       "      <td>June 8, 2023</td>\n",
+       "      <td>\\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tWhat Is A Penny Stock?...</td>\n",
+       "      <td>6 minute read</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Best Penny Stocks To Buy? 5 With Big News This...</td>\n",
+       "      <td>June 7, 2023</td>\n",
+       "      <td>\\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tPenny stocks to watch ...</td>\n",
+       "      <td>4 minute read</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Penny Stocks &amp; The Stock Market Today: Top Tre...</td>\n",
+       "      <td>May 30, 2023</td>\n",
+       "      <td>\\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tWhat happened in the s...</td>\n",
+       "      <td>6 minute read</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Penny Stocks To Buy? 3 AI Stocks To Watch Righ...</td>\n",
+       "      <td>May 30, 2023</td>\n",
+       "      <td>\\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tAI penny stocks to wat...</td>\n",
+       "      <td>5 minute read</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>What Are Penny Stocks &amp; Should You Buy Them In...</td>\n",
+       "      <td>May 19, 2023</td>\n",
+       "      <td>\\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tShould You Find Penny ...</td>\n",
+       "      <td>6 minute read</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Trading Penny Stocks: 3 High-Growth Industries...</td>\n",
+       "      <td>May 8, 2023</td>\n",
+       "      <td>\\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tWatch these three indu...</td>\n",
+       "      <td>7 minute read</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Fed Meeting Live Updates: 10 Takeaways From Ma...</td>\n",
+       "      <td>May 3, 2023</td>\n",
+       "      <td>\\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tFOMC Statement From Ma...</td>\n",
+       "      <td>10 minute read</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               title                time  \\\n",
+       "0  Best Penny Stocks to Buy Ahead Of Apple’s Even...  September 14, 2021   \n",
+       "0  What Could The Apple Event Mean For Penny Stoc...    October 13, 2020   \n",
+       "0  3 Red Hot Penny Stocks To Watch Before Next We...       June 14, 2023   \n",
+       "0  Penny Stocks Definition & 7 Trading Strategies...        June 8, 2023   \n",
+       "0  Best Penny Stocks To Buy? 5 With Big News This...        June 7, 2023   \n",
+       "0  Penny Stocks & The Stock Market Today: Top Tre...        May 30, 2023   \n",
+       "0  Penny Stocks To Buy? 3 AI Stocks To Watch Righ...        May 30, 2023   \n",
+       "0  What Are Penny Stocks & Should You Buy Them In...        May 19, 2023   \n",
+       "0  Trading Penny Stocks: 3 High-Growth Industries...         May 8, 2023   \n",
+       "0  Fed Meeting Live Updates: 10 Takeaways From Ma...         May 3, 2023   \n",
+       "\n",
+       "                                               brief    reading_time  \n",
+       "0  \\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tWhat do penny stock in...   5 minute read  \n",
+       "0  \\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tWill The Apple Event M...   5 minute read  \n",
+       "0   \\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tPenny stocks to watch.\\n   4 minute read  \n",
+       "0  \\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tWhat Is A Penny Stock?...   6 minute read  \n",
+       "0  \\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tPenny stocks to watch ...   4 minute read  \n",
+       "0  \\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tWhat happened in the s...   6 minute read  \n",
+       "0  \\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tAI penny stocks to wat...   5 minute read  \n",
+       "0  \\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tShould You Find Penny ...   6 minute read  \n",
+       "0  \\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tWatch these three indu...   7 minute read  \n",
+       "0  \\r\\n\\r\\n\\t\\t\\t\\r\\n\\t\\t\\tFOMC Statement From Ma...  10 minute read  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"title\", \"time\", \"brief\", \"reading_time\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Seeking Alpha"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.seekingalpha_date_range import SeekingAlpha_Date_Range"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "start_date = \"2023-06-01\"\n",
+    "end_date = \"2023-06-30\"\n",
+    "stock = \"AAPL\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Downloading Titles: 100%|██████████| 1/1 [00:00<?, ?it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = SeekingAlpha_Date_Range()\n",
+    "news_downloader.download_date_range_stock(start_date, end_date, stock)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>publishOn</th>\n",
+       "      <th>title</th>\n",
+       "      <th>commentCount</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2023-06-19T09:00:00-04:00</td>\n",
+       "      <td>Artificial intelligence is a '1995 moment' for...</td>\n",
+       "      <td>63</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2023-06-16T11:59:46-04:00</td>\n",
+       "      <td>Citi: Don't worry about Big Tech fueling 2023'...</td>\n",
+       "      <td>17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2023-06-15T07:20:12-04:00</td>\n",
+       "      <td>Google said to temper chatbot use for employee...</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2023-06-14T05:17:31-04:00</td>\n",
+       "      <td>Nvidia crosses $1T market cap powered by the r...</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2023-06-13T17:17:00-04:00</td>\n",
+       "      <td>Intel in talks to be anchor investor in chip d...</td>\n",
+       "      <td>94</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2023-06-13T12:14:45-04:00</td>\n",
+       "      <td>Hot Stocks: AAPL falls on downgrade; MANU rise...</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2023-06-13T06:22:59-04:00</td>\n",
+       "      <td>Apple notches record close as bulls continue t...</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2023-06-13T04:49:26-04:00</td>\n",
+       "      <td>Apple cut to Neutral at UBS on softer iPhone a...</td>\n",
+       "      <td>26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2023-06-09T05:42:17-04:00</td>\n",
+       "      <td>AI looking like a 'winner-take-more' game - Go...</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2023-06-09T05:21:04-04:00</td>\n",
+       "      <td>Zuckerberg's vision for AR/VR headsets differe...</td>\n",
+       "      <td>92</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   publishOn  \\\n",
+       "0  2023-06-19T09:00:00-04:00   \n",
+       "1  2023-06-16T11:59:46-04:00   \n",
+       "2  2023-06-15T07:20:12-04:00   \n",
+       "3  2023-06-14T05:17:31-04:00   \n",
+       "4  2023-06-13T17:17:00-04:00   \n",
+       "5  2023-06-13T12:14:45-04:00   \n",
+       "6  2023-06-13T06:22:59-04:00   \n",
+       "7  2023-06-13T04:49:26-04:00   \n",
+       "8  2023-06-09T05:42:17-04:00   \n",
+       "9  2023-06-09T05:21:04-04:00   \n",
+       "\n",
+       "                                               title  commentCount  \n",
+       "0  Artificial intelligence is a '1995 moment' for...            63  \n",
+       "1  Citi: Don't worry about Big Tech fueling 2023'...            17  \n",
+       "2  Google said to temper chatbot use for employee...             8  \n",
+       "3  Nvidia crosses $1T market cap powered by the r...            36  \n",
+       "4  Intel in talks to be anchor investor in chip d...            94  \n",
+       "5  Hot Stocks: AAPL falls on downgrade; MANU rise...             3  \n",
+       "6  Apple notches record close as bulls continue t...            18  \n",
+       "7  Apple cut to Neutral at UBS on softer iPhone a...            26  \n",
+       "8  AI looking like a 'winner-take-more' game - Go...            39  \n",
+       "9  Zuckerberg's vision for AR/VR headsets differe...            92  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"publishOn\",\"title\",\"commentCount\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Reuters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.reuters_streaming import Reuters_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Geting pages: 1 2 3 "
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = Reuters_Streaming()\n",
+    "news_downloader.download_streaming_search(keyword = \"apple\", rounds = 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>published_time</th>\n",
+       "      <th>title</th>\n",
+       "      <th>description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2023-06-19T10:17:24.474Z</td>\n",
+       "      <td>Hong Kong tycoon Jimmy Lai loses appeal agains...</td>\n",
+       "      <td>A Hong Kong appeal court on Monday blocked jai...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2023-06-19T09:49:09.391Z</td>\n",
+       "      <td>Podcast: Blinken meets Xi and Chinese bankers ...</td>\n",
+       "      <td>U.S. Secretary of State Anthony Blinken is in ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2023-06-19T02:10:24.581Z</td>\n",
+       "      <td>Their parents made China the world's factory. ...</td>\n",
+       "      <td>When Steven Du took over his parents' factory ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2023-06-17T08:14:15.708Z</td>\n",
+       "      <td>Japan to open up Apple- and Google-dominated p...</td>\n",
+       "      <td>Japan plans to stoke competition in smartphone...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2023-06-16T13:28:02.538Z</td>\n",
+       "      <td>Khashoggi's widow sues Israeli spyware company...</td>\n",
+       "      <td>The widow of murdered Saudi journalist Jamal K...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2023-06-16T11:12:02.899Z</td>\n",
+       "      <td>Factbox: DLE companies racing to reshape globa...</td>\n",
+       "      <td>Lithium, the metal used to make electric vehic...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2023-06-16T10:17:23.831Z</td>\n",
+       "      <td>Podcast: US-Iran talks and Australia divided o...</td>\n",
+       "      <td>Australia is divided on a historic referendum ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2023-06-16T02:16:44.523Z</td>\n",
+       "      <td>Chinese e-commerce giants entice cautious cons...</td>\n",
+       "      <td>China's e-commerce platforms are competing fie...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2023-06-15T10:21:02.697Z</td>\n",
+       "      <td>S&amp;P 500 leaps to highest close in 14 months; t...</td>\n",
+       "      <td>The S&amp;P 500 and Nasdaq surged on Thursday to c...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2023-06-15T19:49:27.459Z</td>\n",
+       "      <td>Microsoft notches record high valuation of nea...</td>\n",
+       "      <td>Microsoft Corp shares rose to a new record hig...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             published_time  \\\n",
+       "0  2023-06-19T10:17:24.474Z   \n",
+       "1  2023-06-19T09:49:09.391Z   \n",
+       "2  2023-06-19T02:10:24.581Z   \n",
+       "3  2023-06-17T08:14:15.708Z   \n",
+       "4  2023-06-16T13:28:02.538Z   \n",
+       "5  2023-06-16T11:12:02.899Z   \n",
+       "6  2023-06-16T10:17:23.831Z   \n",
+       "7  2023-06-16T02:16:44.523Z   \n",
+       "8  2023-06-15T10:21:02.697Z   \n",
+       "9  2023-06-15T19:49:27.459Z   \n",
+       "\n",
+       "                                               title  \\\n",
+       "0  Hong Kong tycoon Jimmy Lai loses appeal agains...   \n",
+       "1  Podcast: Blinken meets Xi and Chinese bankers ...   \n",
+       "2  Their parents made China the world's factory. ...   \n",
+       "3  Japan to open up Apple- and Google-dominated p...   \n",
+       "4  Khashoggi's widow sues Israeli spyware company...   \n",
+       "5  Factbox: DLE companies racing to reshape globa...   \n",
+       "6  Podcast: US-Iran talks and Australia divided o...   \n",
+       "7  Chinese e-commerce giants entice cautious cons...   \n",
+       "8  S&P 500 leaps to highest close in 14 months; t...   \n",
+       "9  Microsoft notches record high valuation of nea...   \n",
+       "\n",
+       "                                         description  \n",
+       "0  A Hong Kong appeal court on Monday blocked jai...  \n",
+       "1  U.S. Secretary of State Anthony Blinken is in ...  \n",
+       "2  When Steven Du took over his parents' factory ...  \n",
+       "3  Japan plans to stoke competition in smartphone...  \n",
+       "4  The widow of murdered Saudi journalist Jamal K...  \n",
+       "5  Lithium, the metal used to make electric vehic...  \n",
+       "6  Australia is divided on a historic referendum ...  \n",
+       "7  China's e-commerce platforms are competing fie...  \n",
+       "8  The S&P 500 and Nasdaq surged on Thursday to c...  \n",
+       "9  Microsoft Corp shares rose to a new record hig...  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"published_time\",\"title\",\"description\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Sina Finance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.sina_finance_date_range import Sina_Finance_Date_Range"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "start_date = \"2016-01-01\"\n",
+    "end_date = \"2016-01-01\"\n",
+    "config = {\n",
+    "    \"use_proxy\": \"china_free\",\n",
+    "    \"max_retry\": 5,\n",
+    "    \"proxy_pages\": 5,\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Gathering free ips by pages...: 100%|██████████| 5/5 [00:04<00:00,  1.05it/s]\n",
+      "Checking ips: 100%|██████████| 75/75 [00:20<00:00,  3.67it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "获取到的代理ip数量: 75 。Get proxy ips: 75.\n",
+      "能用的代理数量： 75。Usable proxy ips: 75.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Downloading Titles...: 100%|██████████| 1/1 [00:01<00:00,  1.54s/it]\n",
+      "Gathering news contents: 100%|██████████| 103/103 [00:22<00:00,  4.50it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = Sina_Finance_Date_Range(config)\n",
+    "news_downloader.download_date_range_all(start_date,end_date)\n",
+    "news_downloader.gather_content()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>content</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>分析师：伊朗重回国际原油市场无法阻止</td>\n",
+       "      <td>新浪美股讯 北京时间1月1日晚CNBC称，加拿大皇家银行（RBC）分析师Helima Cro...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>FAA：波音767的逃生扶梯存在缺陷</td>\n",
+       "      <td>新浪美股讯 北京时间1日晚，美国联邦航空局（FAA）要求航空公司对波音767机型的救生扶梯进...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>非制造业新订单指数创新高 需求回升力度明显</td>\n",
+       "      <td>中新社北京1月1日电 （记者 刘长忠）记者1日从中国物流与采购联合会获悉，在最新发布的201...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>雷曼兄弟针对大和证券提起索赔诉讼</td>\n",
+       "      <td>新浪美股讯 北京时间1日下午共同社称，2008年破产的美国金融巨头雷曼兄弟公司的清算法人日前...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>国内钢铁PMI有所回升 钢市低迷形势有所改善</td>\n",
+       "      <td>新华社上海1月1日专电（记者李荣）据中物联钢铁物流专业委员会1日发布的指数报告，2015年1...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>马息岭凸显朝鲜旅游体育战略</td>\n",
+       "      <td>新浪美股北京时间1日讯 三位单板滑雪手将成为最早拜访马息岭滑雪场的西方专业运动员，他们本月就...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>五洲船舶破产清算 近十年来首现国有船厂倒闭</td>\n",
+       "      <td>（原标题：中国首家国有船厂破产倒闭）\\n低迷的中国造船市场，多年来首次出现国有船厂破产清算的...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>过半城市房价环比上涨 百城住宅均价加速升温</td>\n",
+       "      <td>资料图。中新社记者 武俊杰 摄\\n中新社北京1月1日电 (记者 庞无忌)中国房地产市场在20...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>经济学人：巴西病根到底在哪里</td>\n",
+       "      <td>新浪美股北京时间1日讯 原本，巴西人是该高高兴兴迎接2016年的。8月间，里约热内卢将举办南...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>中国首家国有船厂破产倒闭:五洲船舶目前已停工</td>\n",
+       "      <td>低迷的中国造船市场，多年来首次出现国有船厂破产清算的一幕。浙江海运集团旗下的五洲船舶修造公司...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    title                                            content\n",
+       "0      分析师：伊朗重回国际原油市场无法阻止  新浪美股讯 北京时间1月1日晚CNBC称，加拿大皇家银行（RBC）分析师Helima Cro...\n",
+       "1      FAA：波音767的逃生扶梯存在缺陷  新浪美股讯 北京时间1日晚，美国联邦航空局（FAA）要求航空公司对波音767机型的救生扶梯进...\n",
+       "2   非制造业新订单指数创新高 需求回升力度明显  中新社北京1月1日电 （记者 刘长忠）记者1日从中国物流与采购联合会获悉，在最新发布的201...\n",
+       "3        雷曼兄弟针对大和证券提起索赔诉讼  新浪美股讯 北京时间1日下午共同社称，2008年破产的美国金融巨头雷曼兄弟公司的清算法人日前...\n",
+       "4  国内钢铁PMI有所回升 钢市低迷形势有所改善  新华社上海1月1日专电（记者李荣）据中物联钢铁物流专业委员会1日发布的指数报告，2015年1...\n",
+       "5           马息岭凸显朝鲜旅游体育战略  新浪美股北京时间1日讯 三位单板滑雪手将成为最早拜访马息岭滑雪场的西方专业运动员，他们本月就...\n",
+       "6   五洲船舶破产清算 近十年来首现国有船厂倒闭  （原标题：中国首家国有船厂破产倒闭）\\n低迷的中国造船市场，多年来首次出现国有船厂破产清算的...\n",
+       "7   过半城市房价环比上涨 百城住宅均价加速升温  资料图。中新社记者 武俊杰 摄\\n中新社北京1月1日电 (记者 庞无忌)中国房地产市场在20...\n",
+       "8          经济学人：巴西病根到底在哪里  新浪美股北京时间1日讯 原本，巴西人是该高高兴兴迎接2016年的。8月间，里约热内卢将举办南...\n",
+       "9  中国首家国有船厂破产倒闭:五洲船舶目前已停工  低迷的中国造船市场，多年来首次出现国有船厂破产清算的一幕。浙江海运集团旗下的五洲船舶修造公司..."
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"title\", \"content\"]\n",
+    "news_downloader.dataframe[selected_columns].head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Eastmoney"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.eastmoney_streaming import Eastmoney_Streaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pages = 3\n",
+    "stock = \"600519\"\n",
+    "config = {\n",
+    "    \"use_proxy\": \"china_free\",\n",
+    "    \"max_retry\": 5,\n",
+    "    \"proxy_pages\": 5,\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Gathering free ips by pages...: 100%|██████████| 5/5 [00:04<00:00,  1.08it/s]\n",
+      "Checking ips: 100%|██████████| 75/75 [00:20<00:00,  3.62it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "获取到的代理ip数量: 75 。Get proxy ips: 75.\n",
+      "能用的代理数量： 75。Usable proxy ips: 75.\n",
+      "Geting pages: 0 1 2 Get total 3 pages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = Eastmoney_Streaming(config)\n",
+    "news_downloader.download_streaming_stock(stock,pages)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>read amount</th>\n",
+       "      <th>comments</th>\n",
+       "      <th>title</th>\n",
+       "      <th>content link</th>\n",
+       "      <th>author</th>\n",
+       "      <th>create time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1407</td>\n",
+       "      <td>6</td>\n",
+       "      <td>茅台2022年报的12个小秘密</td>\n",
+       "      <td>/news,600519,1295554981.html</td>\n",
+       "      <td>贵州茅台资讯</td>\n",
+       "      <td>04-09 19:40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>234</td>\n",
+       "      <td>0</td>\n",
+       "      <td>东北证券维持贵州茅台买入评级 预计2023年净利润同比</td>\n",
+       "      <td>/news,600519,1295512910.html</td>\n",
+       "      <td>公司研报提示</td>\n",
+       "      <td>04-09 11:24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>385</td>\n",
+       "      <td>0</td>\n",
+       "      <td>贵州茅台：融资余额169.34亿元，创近一年新低（04-07</td>\n",
+       "      <td>/news,600519,1295407809.html</td>\n",
+       "      <td>贵州茅台资讯</td>\n",
+       "      <td>04-08 07:30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>233</td>\n",
+       "      <td>0</td>\n",
+       "      <td>贵州茅台：融资净买入1248.48万元，融资余额169.79亿</td>\n",
+       "      <td>/news,600519,1294929438.html</td>\n",
+       "      <td>贵州茅台资讯</td>\n",
+       "      <td>04-07 07:28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2804</td>\n",
+       "      <td>16</td>\n",
+       "      <td>贵州茅台公益基金会正式成立</td>\n",
+       "      <td>/news,600519,1294612056.html</td>\n",
+       "      <td>贵州茅台资讯</td>\n",
+       "      <td>04-06 12:29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>333</td>\n",
+       "      <td>0</td>\n",
+       "      <td>贵州茅台04月04日获沪股通增持19.55万股</td>\n",
+       "      <td>/news,600519,1294268016.html</td>\n",
+       "      <td>贵州茅台资讯</td>\n",
+       "      <td>04-05 07:48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>312</td>\n",
+       "      <td>0</td>\n",
+       "      <td>贵州茅台：融资余额169.66亿元，创近一年新低（04-04</td>\n",
+       "      <td>/news,600519,1294265710.html</td>\n",
+       "      <td>贵州茅台资讯</td>\n",
+       "      <td>04-05 07:30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>22721</td>\n",
+       "      <td>16</td>\n",
+       "      <td>4月4日北向资金最新动向（附十大成交股）</td>\n",
+       "      <td>/news,600519,1294192188.html</td>\n",
+       "      <td>贵州茅台资讯</td>\n",
+       "      <td>04-04 18:48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>654</td>\n",
+       "      <td>1</td>\n",
+       "      <td>大宗交易：贵州茅台成交235.9万元，成交价1814.59元（</td>\n",
+       "      <td>/news,600519,1294173281.html</td>\n",
+       "      <td>贵州茅台资讯</td>\n",
+       "      <td>04-04 17:21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>233</td>\n",
+       "      <td>0</td>\n",
+       "      <td>第一上海证券维持贵州茅台买入评级 目标价2428.8元</td>\n",
+       "      <td>/news,600519,1293784734.html</td>\n",
+       "      <td>公司研报提示</td>\n",
+       "      <td>04-04 09:30</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  read amount comments                            title  \\\n",
+       "0        1407        6                  茅台2022年报的12个小秘密   \n",
+       "1         234        0      东北证券维持贵州茅台买入评级 预计2023年净利润同比   \n",
+       "2         385        0   贵州茅台：融资余额169.34亿元，创近一年新低（04-07   \n",
+       "3         233        0  贵州茅台：融资净买入1248.48万元，融资余额169.79亿   \n",
+       "4        2804       16                    贵州茅台公益基金会正式成立   \n",
+       "5         333        0          贵州茅台04月04日获沪股通增持19.55万股   \n",
+       "6         312        0   贵州茅台：融资余额169.66亿元，创近一年新低（04-04   \n",
+       "7       22721       16             4月4日北向资金最新动向（附十大成交股）   \n",
+       "8         654        1  大宗交易：贵州茅台成交235.9万元，成交价1814.59元（   \n",
+       "9         233        0      第一上海证券维持贵州茅台买入评级 目标价2428.8元   \n",
+       "\n",
+       "                   content link  author  create time  \n",
+       "0  /news,600519,1295554981.html  贵州茅台资讯  04-09 19:40  \n",
+       "1  /news,600519,1295512910.html  公司研报提示  04-09 11:24  \n",
+       "2  /news,600519,1295407809.html  贵州茅台资讯  04-08 07:30  \n",
+       "3  /news,600519,1294929438.html  贵州茅台资讯  04-07 07:28  \n",
+       "4  /news,600519,1294612056.html  贵州茅台资讯  04-06 12:29  \n",
+       "5  /news,600519,1294268016.html  贵州茅台资讯  04-05 07:48  \n",
+       "6  /news,600519,1294265710.html  贵州茅台资讯  04-05 07:30  \n",
+       "7  /news,600519,1294192188.html  贵州茅台资讯  04-04 18:48  \n",
+       "8  /news,600519,1294173281.html  贵州茅台资讯  04-04 17:21  \n",
+       "9  /news,600519,1293784734.html  公司研报提示  04-04 09:30  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"title\", \"create time\"]\n",
+    "news_downloader[selected_columns].dataframe.head(10)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Finnhub / Yahoo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from finnlp.data_sources.news.finnhub_date_range import Finnhub_Date_Range"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "start_date = \"2023-01-01\"\n",
+    "end_date = \"2023-01-03\"\n",
+    "config = {\n",
+    "    \"use_proxy\": \"us_free\",\n",
+    "    \"max_retry\": 5,\n",
+    "    \"proxy_pages\": 5,\n",
+    "    \"token\": \"YOUR_FINNHUB_TOKEN\"  # Avaliable at https://finnhub.io/dashboard\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Checking ips: 100%|██████████| 75/75 [02:51<00:00,  2.28s/it]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Get proxy ips: 75.\n",
+      "Usable proxy ips: 75.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Downloading Titles: 100%|██████████| 1/1 [00:02<00:00,  2.66s/it]\n",
+      "Gathering news contents:  48%|████▊     | 49/102 [03:18<02:51,  3.24s/it]c:\\Users\\Olive\\.conda\\envs\\finrl\\lib\\site-packages\\urllib3\\connectionpool.py:1052: InsecureRequestWarning: Unverified HTTPS request is being made to host 'thefly.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
+      "  InsecureRequestWarning,\n",
+      "Gathering news contents: 100%|██████████| 102/102 [06:15<00:00,  3.68s/it]\n"
+     ]
+    }
+   ],
+   "source": [
+    "news_downloader = Finnhub_Date_Range(config)\n",
+    "news_downloader.download_date_range_stock(start_date,end_date)\n",
+    "news_downloader.gather_content()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>category</th>\n",
+       "      <th>datetime</th>\n",
+       "      <th>headline</th>\n",
+       "      <th>id</th>\n",
+       "      <th>image</th>\n",
+       "      <th>related</th>\n",
+       "      <th>source</th>\n",
+       "      <th>summary</th>\n",
+       "      <th>url</th>\n",
+       "      <th>content</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>company</td>\n",
+       "      <td>2023-01-03 23:40:08</td>\n",
+       "      <td>My 26-Stock $349k Portfolio Gets A Nice Petrob...</td>\n",
+       "      <td>118107004</td>\n",
+       "      <td>https://media.gettyimages.com/id/1441204186/ph...</td>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>SeekingAlpha</td>\n",
+       "      <td>My portfolio, built specifically for my retire...</td>\n",
+       "      <td>https://finnhub.io/api/news?id=d3c15f6f365663b...</td>\n",
+       "      <td>Home\\nInvesting Strategy\\nPortfolio Strategy\\n...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>company</td>\n",
+       "      <td>2023-01-03 22:09:00</td>\n",
+       "      <td>Apple’s Market Cap Slides Below $2 Trillion fo...</td>\n",
+       "      <td>118105849</td>\n",
+       "      <td></td>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>Yahoo</td>\n",
+       "      <td>The tech giant is one of only five U.S. compan...</td>\n",
+       "      <td>https://finnhub.io/api/news?id=42343678a7474e1...</td>\n",
+       "      <td>Error</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  category            datetime  \\\n",
+       "0  company 2023-01-03 23:40:08   \n",
+       "1  company 2023-01-03 22:09:00   \n",
+       "\n",
+       "                                            headline         id  \\\n",
+       "0  My 26-Stock $349k Portfolio Gets A Nice Petrob...  118107004   \n",
+       "1  Apple’s Market Cap Slides Below $2 Trillion fo...  118105849   \n",
+       "\n",
+       "                                               image related        source  \\\n",
+       "0  https://media.gettyimages.com/id/1441204186/ph...    AAPL  SeekingAlpha   \n",
+       "1                                                       AAPL         Yahoo   \n",
+       "\n",
+       "                                             summary  \\\n",
+       "0  My portfolio, built specifically for my retire...   \n",
+       "1  The tech giant is one of only five U.S. compan...   \n",
+       "\n",
+       "                                                 url  \\\n",
+       "0  https://finnhub.io/api/news?id=d3c15f6f365663b...   \n",
+       "1  https://finnhub.io/api/news?id=42343678a7474e1...   \n",
+       "\n",
+       "                                             content  \n",
+       "0  Home\\nInvesting Strategy\\nPortfolio Strategy\\n...  \n",
+       "1                                              Error  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = news_downloader.dataframe\n",
+    "df.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>headline</th>\n",
+       "      <th>content</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>My 26-Stock $349k Portfolio Gets A Nice Petrob...</td>\n",
+       "      <td>Home\\nInvesting Strategy\\nPortfolio Strategy\\n...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Apple’s Market Cap Slides Below $2 Trillion fo...</td>\n",
+       "      <td>Error</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>US STOCKS-Wall St starts the year with a dip; ...</td>\n",
+       "      <td>(For a Reuters live blog on U.S., UK and Europ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Buy 4 January Dogs Of The Dow, Watch 4 More</td>\n",
+       "      <td>Home\\nDividends\\nDividend Quick Picks\\nBuy 4 J...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Apple's stock market value falls below $2 tril...</td>\n",
+       "      <td>Jan 3 (Reuters) - Apple Inc's \\n(AAPL.O)\\n sto...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>CORRECTED-UPDATE 1-Apple's stock market value ...</td>\n",
+       "      <td>Jan 3 (Reuters) - Apple Inc's \\n(AAPL.O)\\n sto...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Apple Stock Falls Amid Report Of Product Order...</td>\n",
+       "      <td>Apple stock got off to a slow start in 2023 as...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>US STOCKS-Wall St starts the year with a dip; ...</td>\n",
+       "      <td>Summary\\nCompanies\\nTesla shares plunge on Q4 ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>More than $1 trillion wiped off value of Apple...</td>\n",
+       "      <td>apple store\\nMore than $1 trillion has been wi...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>McLean's Iridium inks agreement to put its sat...</td>\n",
+       "      <td>The company hasn't named its partner, but it's...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                            headline  \\\n",
+       "0  My 26-Stock $349k Portfolio Gets A Nice Petrob...   \n",
+       "1  Apple’s Market Cap Slides Below $2 Trillion fo...   \n",
+       "2  US STOCKS-Wall St starts the year with a dip; ...   \n",
+       "3        Buy 4 January Dogs Of The Dow, Watch 4 More   \n",
+       "4  Apple's stock market value falls below $2 tril...   \n",
+       "5  CORRECTED-UPDATE 1-Apple's stock market value ...   \n",
+       "6  Apple Stock Falls Amid Report Of Product Order...   \n",
+       "7  US STOCKS-Wall St starts the year with a dip; ...   \n",
+       "8  More than $1 trillion wiped off value of Apple...   \n",
+       "9  McLean's Iridium inks agreement to put its sat...   \n",
+       "\n",
+       "                                             content  \n",
+       "0  Home\\nInvesting Strategy\\nPortfolio Strategy\\n...  \n",
+       "1                                              Error  \n",
+       "2  (For a Reuters live blog on U.S., UK and Europ...  \n",
+       "3  Home\\nDividends\\nDividend Quick Picks\\nBuy 4 J...  \n",
+       "4  Jan 3 (Reuters) - Apple Inc's \\n(AAPL.O)\\n sto...  \n",
+       "5  Jan 3 (Reuters) - Apple Inc's \\n(AAPL.O)\\n sto...  \n",
+       "6  Apple stock got off to a slow start in 2023 as...  \n",
+       "7  Summary\\nCompanies\\nTesla shares plunge on Q4 ...  \n",
+       "8  apple store\\nMore than $1 trillion has been wi...  \n",
+       "9  The company hasn't named its partner, but it's...  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_columns = [\"headline\", \"content\"]\n",
+    "df[selected_columns].head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "finrl",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.12"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}