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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"sys.path.append(\"../../FinNLP\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### SEC"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from finnlp.data_sources.company_announcement.sec import SEC_Announcement"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"start_date = \"2020-01-01\"\n",
"end_date = \"2020-06-01\"\n",
"stock = \"AAPL\"\n",
"config = {\n",
" \"use_proxy\": \"us_free\",\n",
" \"max_retry\": 5,\n",
" \"proxy_pages\": 3,\n",
"}\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Checking ips: 100%|██████████| 45/45 [01:42<00:00, 2.28s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Get proxy ips: 45.\n",
"Usable proxy ips: 44.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Downloading by item...: 100%|██████████| 39/39 [01:39<00:00, 2.54s/it]\n"
]
}
],
"source": [
"downloader = SEC_Announcement(config)\n",
"downloader.download_date_range_stock(start_date, end_date, stock = stock)"
]
},
{
"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>_id</th>\n",
" <th>ciks</th>\n",
" <th>period_ending</th>\n",
" <th>root_form</th>\n",
" <th>file_num</th>\n",
" <th>display_names</th>\n",
" <th>xsl</th>\n",
" <th>sequence</th>\n",
" <th>file_date</th>\n",
" <th>biz_states</th>\n",
" <th>sics</th>\n",
" <th>form</th>\n",
" <th>adsh</th>\n",
" <th>film_num</th>\n",
" <th>biz_locations</th>\n",
" <th>file_type</th>\n",
" <th>file_description</th>\n",
" <th>inc_states</th>\n",
" <th>ite</th>\n",
" <th>content</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0000320193-20-000056:wf-form4_158932261319105.xml</td>\n",
" <td>[0001631982, 0000320193]</td>\n",
" <td>2020-05-08</td>\n",
" <td>4</td>\n",
" <td>[]</td>\n",
" <td>[KONDO CHRIS (CIK 0001631982), Apple Inc. (A...</td>\n",
" <td>xslF345X03</td>\n",
" <td>1</td>\n",
" <td>2020-05-12</td>\n",
" <td>[]</td>\n",
" <td>[3571]</td>\n",
" <td>4</td>\n",
" <td>0000320193-20-000056</td>\n",
" <td>[]</td>\n",
" <td>[, ]</td>\n",
" <td>4</td>\n",
" <td>FORM 4</td>\n",
" <td>[, CA, ]</td>\n",
" <td>[]</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0000320193-20-000054:wf-form4_158829658358801.xml</td>\n",
" <td>[0001051401, 0000320193]</td>\n",
" <td>2020-04-28</td>\n",
" <td>4</td>\n",
" <td>[001-36743]</td>\n",
" <td>[JUNG ANDREA (CIK 0001051401), Apple Inc. (A...</td>\n",
" <td>xslF345X03</td>\n",
" <td>1</td>\n",
" <td>2020-04-30</td>\n",
" <td>[CA]</td>\n",
" <td>[3571]</td>\n",
" <td>4</td>\n",
" <td>0000320193-20-000054</td>\n",
" <td>[20838087]</td>\n",
" <td>[, Cupertino, CA]</td>\n",
" <td>4</td>\n",
" <td>FORM 4</td>\n",
" <td>[, CA]</td>\n",
" <td>[]</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" _id \\\n",
"0 0000320193-20-000056:wf-form4_158932261319105.xml \n",
"1 0000320193-20-000054:wf-form4_158829658358801.xml \n",
"\n",
" ciks period_ending root_form file_num \\\n",
"0 [0001631982, 0000320193] 2020-05-08 4 [] \n",
"1 [0001051401, 0000320193] 2020-04-28 4 [001-36743] \n",
"\n",
" display_names xsl sequence \\\n",
"0 [KONDO CHRIS (CIK 0001631982), Apple Inc. (A... xslF345X03 1 \n",
"1 [JUNG ANDREA (CIK 0001051401), Apple Inc. (A... xslF345X03 1 \n",
"\n",
" file_date biz_states sics form adsh film_num \\\n",
"0 2020-05-12 [] [3571] 4 0000320193-20-000056 [] \n",
"1 2020-04-30 [CA] [3571] 4 0000320193-20-000054 [20838087] \n",
"\n",
" biz_locations file_type file_description inc_states ite \\\n",
"0 [, ] 4 FORM 4 [, CA, ] [] \n",
"1 [, Cupertino, CA] 4 FORM 4 [, CA] [] \n",
"\n",
" content \n",
"0 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... \n",
"1 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = downloader.dataframe\n",
"# df = df.drop_duplicates()\n",
"df.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(21, 20)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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>file_date</th>\n",
" <th>display_names</th>\n",
" <th>content</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2020-05-12</td>\n",
" <td>[KONDO CHRIS (CIK 0001631982), Apple Inc. (A...</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2020-04-30</td>\n",
" <td>[JUNG ANDREA (CIK 0001051401), Apple Inc. (A...</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2020-04-17</td>\n",
" <td>[O'BRIEN DEIRDRE (CIK 0001767094), Apple Inc....</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2020-04-17</td>\n",
" <td>[KONDO CHRIS (CIK 0001631982), Apple Inc. (A...</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2020-04-09</td>\n",
" <td>[Maestri Luca (CIK 0001513362), Apple Inc. (...</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2020-04-03</td>\n",
" <td>[WILLIAMS JEFFREY E (CIK 0001496686), Apple I...</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2020-04-03</td>\n",
" <td>[Maestri Luca (CIK 0001513362), Apple Inc. (...</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2020-02-28</td>\n",
" <td>[WAGNER SUSAN (CIK 0001059235), Apple Inc. (...</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2020-02-28</td>\n",
" <td>[LEVINSON ARTHUR D (CIK 0001214128), Apple In...</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2020-02-28</td>\n",
" <td>[JUNG ANDREA (CIK 0001051401), Apple Inc. (A...</td>\n",
" <td>SEC Form 4 \\n FORM 4UNITED STATES SECURITIES...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" file_date display_names \\\n",
"0 2020-05-12 [KONDO CHRIS (CIK 0001631982), Apple Inc. (A... \n",
"1 2020-04-30 [JUNG ANDREA (CIK 0001051401), Apple Inc. (A... \n",
"2 2020-04-17 [O'BRIEN DEIRDRE (CIK 0001767094), Apple Inc.... \n",
"3 2020-04-17 [KONDO CHRIS (CIK 0001631982), Apple Inc. (A... \n",
"4 2020-04-09 [Maestri Luca (CIK 0001513362), Apple Inc. (... \n",
"5 2020-04-03 [WILLIAMS JEFFREY E (CIK 0001496686), Apple I... \n",
"6 2020-04-03 [Maestri Luca (CIK 0001513362), Apple Inc. (... \n",
"7 2020-02-28 [WAGNER SUSAN (CIK 0001059235), Apple Inc. (... \n",
"8 2020-02-28 [LEVINSON ARTHUR D (CIK 0001214128), Apple In... \n",
"9 2020-02-28 [JUNG ANDREA (CIK 0001051401), Apple Inc. (A... \n",
"\n",
" content \n",
"0 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... \n",
"1 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... \n",
"2 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... \n",
"3 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... \n",
"4 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... \n",
"5 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... \n",
"6 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... \n",
"7 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... \n",
"8 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... \n",
"9 SEC Form 4 \\n FORM 4UNITED STATES SECURITIES... "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"selected_columns = [\"file_date\", \"display_names\", \"content\"]\n",
"df[selected_columns].head(10)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Juchao"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"from finnlp.data_sources.company_announcement.juchao import Juchao_Announcement"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"start_date = \"2020-01-01\"\n",
"end_date = \"2020-06-01\"\n",
"stock = \"000001\"\n",
"config = {\n",
" \"use_proxy\": \"china_free\",\n",
" \"max_retry\": 5,\n",
" \"proxy_pages\": 3,\n",
"}\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Gathering free ips by pages...: 100%|██████████| 3/3 [00:05<00:00, 1.86s/it]\n",
"Checking ips: 100%|██████████| 45/45 [00:48<00:00, 1.09s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"获取到的代理ip数量: 45 。Get proxy ips: 45.\n",
"能用的代理数量： 6。Usable proxy ips: 6.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1bb13261e75147929b30222347ab9cc5",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Downloading by page...: 0%| | 0/2 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "011ea7c465ad4e1aaccf09714b8e3e19",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Getting the text data...: 0%| | 0/42 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"downloader = Juchao_Announcement(config)\n",
"downloader.download_date_range_stock(start_date, end_date, stock = stock, get_content = True, delate_pdf = True)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\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>id</th>\n",
" <th>secCode</th>\n",
" <th>secName</th>\n",
" <th>orgId</th>\n",
" <th>announcementId</th>\n",
" <th>announcementTitle</th>\n",
" <th>announcementTime</th>\n",
" <th>adjunctUrl</th>\n",
" <th>adjunctSize</th>\n",
" <th>adjunctType</th>\n",
" <th>...</th>\n",
" <th>important</th>\n",
" <th>batchNum</th>\n",
" <th>announcementContent</th>\n",
" <th>orgName</th>\n",
" <th>tileSecName</th>\n",
" <th>shortTitle</th>\n",
" <th>announcementTypeName</th>\n",
" <th>secNameList</th>\n",
" <th>PDF_path</th>\n",
" <th>Content</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>None</td>\n",
" <td>000001</td>\n",
" <td>平安银行</td>\n",
" <td>gssz0000001</td>\n",
" <td>1207862647</td>\n",
" <td>关于2020年第一期小型微型企业贷款专项金融债券发行完毕的公告</td>\n",
" <td>2020-05-27</td>\n",
" <td>finalpage/2020-05-27/1207862647.PDF</td>\n",
" <td>148</td>\n",
" <td>PDF</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td></td>\n",
" <td>None</td>\n",
" <td>平安银行</td>\n",
" <td>关于2020年第一期小型微型企业贷款专项金融债券发行完毕的公告</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>removed</td>\n",
" <td>证券代码： 000001 证券简称：平安银行 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>None</td>\n",
" <td>000001</td>\n",
" <td>平安银行</td>\n",
" <td>gssz0000001</td>\n",
" <td>1207843688</td>\n",
" <td>2019年年度权益分派实施公告</td>\n",
" <td>2020-05-22</td>\n",
" <td>finalpage/2020-05-22/1207843688.PDF</td>\n",
" <td>214</td>\n",
" <td>PDF</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td></td>\n",
" <td>None</td>\n",
" <td>平安银行</td>\n",
" <td>2019年年度权益分派实施公告</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>removed</td>\n",
" <td>1 证券代码： 000001 证券简称：平安银行 ...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" id secCode secName orgId announcementId \\\n",
"0 None 000001 平安银行 gssz0000001 1207862647 \n",
"1 None 000001 平安银行 gssz0000001 1207843688 \n",
"\n",
" announcementTitle announcementTime \\\n",
"0 关于2020年第一期小型微型企业贷款专项金融债券发行完毕的公告 2020-05-27 \n",
"1 2019年年度权益分派实施公告 2020-05-22 \n",
"\n",
" adjunctUrl adjunctSize adjunctType ... \\\n",
"0 finalpage/2020-05-27/1207862647.PDF 148 PDF ... \n",
"1 finalpage/2020-05-22/1207843688.PDF 214 PDF ... \n",
"\n",
" important batchNum announcementContent orgName tileSecName \\\n",
"0 None None None 平安银行 \n",
"1 None None None 平安银行 \n",
"\n",
" shortTitle announcementTypeName secNameList PDF_path \\\n",
"0 关于2020年第一期小型微型企业贷款专项金融债券发行完毕的公告 None None removed \n",
"1 2019年年度权益分派实施公告 None None removed \n",
"\n",
" Content \n",
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"1 1 证券代码： 000001 证券简称：平安银行 ... \n",
"\n",
"[2 rows x 25 columns]"
]
},
"execution_count": 15,
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],
"source": [
"df = downloader.dataframe\n",
"df.head(2)"
]
},
{
"cell_type": "code",
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"outputs": [
{
"data": {
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"execution_count": 16,
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{
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" announcementTime shortTitle \\\n",
"0 2020-05-27 关于2020年第一期小型微型企业贷款专项金融债券发行完毕的公告 \n",
"1 2020-05-22 2019年年度权益分派实施公告 \n",
"2 2020-05-20 关于获准发行小微企业贷款专项金融债券的公告 \n",
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"5 2020-05-15 2019年年度股东大会的法律意见书 \n",
"6 2020-04-30 中信证券股份有限公司、平安证券股份有限公司关于公司关联交易有关事项的核查意见 \n",
"7 2020-04-30 独立董事独立意见 \n",
"8 2020-04-30 关联交易公告 \n",
"9 2020-04-21 2020年第一季度报告全文 \n",
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"4 1 证券代码： 000001 证券简称：平安银行 ... \n",
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