{ "cells": [ { "cell_type": "markdown", "id": "f7eeacf2", "metadata": {}, "source": [ "# 1" ] }, { "cell_type": "code", "execution_count": 1, "id": "de25e02b", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "count = pd.read_csv('analysis\\\\count.csv')" ] }, { "cell_type": "code", "execution_count": 2, "id": "378e2575", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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s_idid_firmid_productts
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" ], "text/plain": [ " s_id id_firm id_product ts\n", "0 2 126 1.4 1\n", "1 2 0 1.4.4 0\n", "2 4 0 1.4.4 0\n", "3 4 126 1.4 1\n", "4 5 126 1.4 1" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count.head()" ] }, { "cell_type": "code", "execution_count": 3, "id": "46790d23", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1955, 4)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count[count['id_firm'] == 126].shape" ] }, { "cell_type": "code", "execution_count": 4, "id": "e5323b5e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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count
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......
16631
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171 rows × 1 columns

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" ], "text/plain": [ " count\n", "id_firm \n", "0 352\n", "1 31\n", "2 33\n", "3 124\n", "4 34\n", "... ...\n", "166 31\n", "167 21\n", "168 175\n", "169 22\n", "170 1525\n", "\n", "[171 rows x 1 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# count row of each firm rename ts to count\n", "count.groupby('id_firm').count()['ts'].rename('count').to_frame()" ] }, { "cell_type": "code", "execution_count": 5, "id": "db42fbbc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CodeNameStock_RegionStock_NameStock_CodeChinese_NameReport_YearAssetsRevenueSize...2.1.4.1.32.1.4.1.42.1.4.22.1.4.2.12.1.4.2.22.22.32.3.12.3.22.3.3
00360科技SH三六零601360.SH三六零安全科技股份有限公司2021.04.204000e+101.089000e+10L...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1151WORLDNaN51WORLDNaN北京五一视界数字孪生科技股份有限公司2021.05.240000e+081.380000e+08M...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
22706所NaN706所NaN北京航天爱威电子技术有限公司NaNNaNNaNM...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
33艾克斯特NaN艾克斯特NaN北京艾克斯特科技有限公司NaNNaNNaNS...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
44爱创科技NaN爱创科技NaN北京爱创科技股份有限公司NaNNaNNaNM...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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5 rows × 120 columns

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" ], "text/plain": [ " Code Name Stock_Region Stock_Name Stock_Code Chinese_Name \\\n", "0 0 360科技 SH 三六零 601360.SH 三六零安全科技股份有限公司 \n", "1 1 51WORLD NaN 51WORLD NaN 北京五一视界数字孪生科技股份有限公司 \n", "2 2 706所 NaN 706所 NaN 北京航天爱威电子技术有限公司 \n", "3 3 艾克斯特 NaN 艾克斯特 NaN 北京艾克斯特科技有限公司 \n", "4 4 爱创科技 NaN 爱创科技 NaN 北京爱创科技股份有限公司 \n", "\n", " Report_Year Assets Revenue Size ... 2.1.4.1.3 2.1.4.1.4 \\\n", "0 2021.0 4.204000e+10 1.089000e+10 L ... NaN NaN \n", "1 2021.0 5.240000e+08 1.380000e+08 M ... NaN NaN \n", "2 NaN NaN NaN M ... NaN NaN \n", "3 NaN NaN NaN S ... NaN NaN \n", "4 NaN NaN NaN M ... NaN NaN \n", "\n", " 2.1.4.2 2.1.4.2.1 2.1.4.2.2 2.2 2.3 2.3.1 2.3.2 2.3.3 \n", "0 NaN NaN NaN NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN NaN NaN NaN NaN \n", "\n", "[5 rows x 120 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "firm = pd.read_csv('Firm.csv')\n", "firm.head()" ] }, { "cell_type": "code", "execution_count": 6, "id": "3d47481c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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s_idid_firmid_producttsCodeAssetsRevenueSize
021261.41126NaN6.368070e+11L
1201.4.4004.204000e+101.089000e+10L
2401.4.4004.204000e+101.089000e+10L
341261.41126NaN6.368070e+11L
451261.41126NaN6.368070e+11L
...........................
3191623694861.11868.490952e+115.969638e+11NaN
31917236951691.1.101692.302330e+113.470400e+10L
31918236951051.111051.158633e+125.436851e+11NaN
31919236991691.1.101692.302330e+113.470400e+10L
31920236991051.111051.158633e+125.436851e+11NaN
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31921 rows × 8 columns

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" ], "text/plain": [ " s_id id_firm id_product ts Code Assets Revenue Size\n", "0 2 126 1.4 1 126 NaN 6.368070e+11 L\n", "1 2 0 1.4.4 0 0 4.204000e+10 1.089000e+10 L\n", "2 4 0 1.4.4 0 0 4.204000e+10 1.089000e+10 L\n", "3 4 126 1.4 1 126 NaN 6.368070e+11 L\n", "4 5 126 1.4 1 126 NaN 6.368070e+11 L\n", "... ... ... ... .. ... ... ... ...\n", "31916 23694 86 1.1 1 86 8.490952e+11 5.969638e+11 NaN\n", "31917 23695 169 1.1.1 0 169 2.302330e+11 3.470400e+10 L\n", "31918 23695 105 1.1 1 105 1.158633e+12 5.436851e+11 NaN\n", "31919 23699 169 1.1.1 0 169 2.302330e+11 3.470400e+10 L\n", "31920 23699 105 1.1 1 105 1.158633e+12 5.436851e+11 NaN\n", "\n", "[31921 rows x 8 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count.merge(firm[['Code', 'Assets', 'Revenue', 'Size']], how='left', left_on='id_firm', right_on='Code')" ] }, { "cell_type": "code", "execution_count": 7, "id": "0d8a02e0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DB is localhost:3306/iiabmdb\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[7], line 16\u001b[0m\n\u001b[0;32m 14\u001b[0m \u001b[38;5;66;03m# Convert to dataframe using engine.connect()\u001b[39;00m\n\u001b[0;32m 15\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m engine\u001b[38;5;241m.\u001b[39mconnect() \u001b[38;5;28;01mas\u001b[39;00m conn:\n\u001b[1;32m---> 16\u001b[0m sample_df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_sql\u001b[49m\u001b[43m(\u001b[49m\u001b[43mquery\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconn\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 18\u001b[0m \u001b[38;5;66;03m# Now merge with your count data\u001b[39;00m\n\u001b[0;32m 19\u001b[0m count_with_gfirm \u001b[38;5;241m=\u001b[39m count\u001b[38;5;241m.\u001b[39mmerge(\n\u001b[0;32m 20\u001b[0m sample_df[[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms_id\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124me_id\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mg_firm\u001b[39m\u001b[38;5;124m'\u001b[39m]], \n\u001b[0;32m 21\u001b[0m how\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mleft\u001b[39m\u001b[38;5;124m'\u001b[39m, \n\u001b[0;32m 22\u001b[0m on\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms_id\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m 23\u001b[0m )\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pandas\\io\\sql.py:592\u001b[0m, in \u001b[0;36mread_sql\u001b[1;34m(sql, con, index_col, coerce_float, params, parse_dates, columns, chunksize)\u001b[0m\n\u001b[0;32m 583\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m pandas_sql\u001b[38;5;241m.\u001b[39mread_table(\n\u001b[0;32m 584\u001b[0m sql,\n\u001b[0;32m 585\u001b[0m index_col\u001b[38;5;241m=\u001b[39mindex_col,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 589\u001b[0m chunksize\u001b[38;5;241m=\u001b[39mchunksize,\n\u001b[0;32m 590\u001b[0m )\n\u001b[0;32m 591\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 592\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpandas_sql\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_query\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 593\u001b[0m \u001b[43m \u001b[49m\u001b[43msql\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 594\u001b[0m \u001b[43m \u001b[49m\u001b[43mindex_col\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex_col\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 595\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 596\u001b[0m \u001b[43m \u001b[49m\u001b[43mcoerce_float\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcoerce_float\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 597\u001b[0m \u001b[43m \u001b[49m\u001b[43mparse_dates\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparse_dates\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 598\u001b[0m \u001b[43m \u001b[49m\u001b[43mchunksize\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunksize\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 599\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pandas\\io\\sql.py:1557\u001b[0m, in \u001b[0;36mSQLDatabase.read_query\u001b[1;34m(self, sql, index_col, coerce_float, parse_dates, params, chunksize, dtype)\u001b[0m\n\u001b[0;32m 1509\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 1510\u001b[0m \u001b[38;5;124;03mRead SQL query into a DataFrame.\u001b[39;00m\n\u001b[0;32m 1511\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1553\u001b[0m \n\u001b[0;32m 1554\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 1555\u001b[0m args \u001b[38;5;241m=\u001b[39m _convert_params(sql, params)\n\u001b[1;32m-> 1557\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1558\u001b[0m columns \u001b[38;5;241m=\u001b[39m result\u001b[38;5;241m.\u001b[39mkeys()\n\u001b[0;32m 1560\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pandas\\io\\sql.py:1402\u001b[0m, in \u001b[0;36mSQLDatabase.execute\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1400\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mexecute\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 1401\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Simple passthrough to SQLAlchemy connectable\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1402\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnectable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecution_options\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\sqlalchemy\\engine\\base.py:1419\u001b[0m, in \u001b[0;36mConnection.execute\u001b[1;34m(self, statement, parameters, execution_options)\u001b[0m\n\u001b[0;32m 1417\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\u001b[38;5;241m.\u001b[39mObjectNotExecutableError(statement) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m 1418\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m-> 1419\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmeth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1420\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1421\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1422\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mNO_OPTIONS\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1423\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\sqlalchemy\\sql\\elements.py:527\u001b[0m, in \u001b[0;36mClauseElement._execute_on_connection\u001b[1;34m(self, connection, distilled_params, execution_options)\u001b[0m\n\u001b[0;32m 525\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m TYPE_CHECKING:\n\u001b[0;32m 526\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m, Executable)\n\u001b[1;32m--> 527\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute_clauseelement\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 528\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdistilled_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\n\u001b[0;32m 529\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 530\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 531\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\u001b[38;5;241m.\u001b[39mObjectNotExecutableError(\u001b[38;5;28mself\u001b[39m)\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\sqlalchemy\\engine\\base.py:1641\u001b[0m, in \u001b[0;36mConnection._execute_clauseelement\u001b[1;34m(self, elem, distilled_parameters, execution_options)\u001b[0m\n\u001b[0;32m 1629\u001b[0m compiled_cache: Optional[CompiledCacheType] \u001b[38;5;241m=\u001b[39m execution_options\u001b[38;5;241m.\u001b[39mget(\n\u001b[0;32m 1630\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcompiled_cache\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_compiled_cache\n\u001b[0;32m 1631\u001b[0m )\n\u001b[0;32m 1633\u001b[0m compiled_sql, extracted_params, cache_hit \u001b[38;5;241m=\u001b[39m elem\u001b[38;5;241m.\u001b[39m_compile_w_cache(\n\u001b[0;32m 1634\u001b[0m dialect\u001b[38;5;241m=\u001b[39mdialect,\n\u001b[0;32m 1635\u001b[0m compiled_cache\u001b[38;5;241m=\u001b[39mcompiled_cache,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1639\u001b[0m linting\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdialect\u001b[38;5;241m.\u001b[39mcompiler_linting \u001b[38;5;241m|\u001b[39m compiler\u001b[38;5;241m.\u001b[39mWARN_LINTING,\n\u001b[0;32m 1640\u001b[0m )\n\u001b[1;32m-> 1641\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute_context\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1642\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1643\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecution_ctx_cls\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_init_compiled\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1644\u001b[0m \u001b[43m \u001b[49m\u001b[43mcompiled_sql\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1645\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1646\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1647\u001b[0m \u001b[43m \u001b[49m\u001b[43mcompiled_sql\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1648\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1649\u001b[0m \u001b[43m \u001b[49m\u001b[43melem\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1650\u001b[0m \u001b[43m \u001b[49m\u001b[43mextracted_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1651\u001b[0m \u001b[43m \u001b[49m\u001b[43mcache_hit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_hit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1652\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1653\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_events:\n\u001b[0;32m 1654\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch\u001b[38;5;241m.\u001b[39mafter_execute(\n\u001b[0;32m 1655\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m 1656\u001b[0m elem,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1660\u001b[0m ret,\n\u001b[0;32m 1661\u001b[0m )\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\sqlalchemy\\engine\\base.py:1846\u001b[0m, in \u001b[0;36mConnection._execute_context\u001b[1;34m(self, dialect, constructor, statement, parameters, execution_options, *args, **kw)\u001b[0m\n\u001b[0;32m 1844\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec_insertmany_context(dialect, context)\n\u001b[0;32m 1845\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m-> 1846\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_exec_single_context\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1847\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\n\u001b[0;32m 1848\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\sqlalchemy\\engine\\base.py:1986\u001b[0m, in \u001b[0;36mConnection._exec_single_context\u001b[1;34m(self, dialect, context, statement, parameters)\u001b[0m\n\u001b[0;32m 1983\u001b[0m result \u001b[38;5;241m=\u001b[39m context\u001b[38;5;241m.\u001b[39m_setup_result_proxy()\n\u001b[0;32m 1985\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m-> 1986\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle_dbapi_exception\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1987\u001b[0m \u001b[43m \u001b[49m\u001b[43me\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstr_statement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43meffective_parameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[0;32m 1988\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1990\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\sqlalchemy\\engine\\base.py:2366\u001b[0m, in \u001b[0;36mConnection._handle_dbapi_exception\u001b[1;34m(self, e, statement, parameters, cursor, context, is_sub_exec)\u001b[0m\n\u001b[0;32m 2364\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 2365\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m exc_info[\u001b[38;5;241m1\u001b[39m] \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 2366\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc_info[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39mwith_traceback(exc_info[\u001b[38;5;241m2\u001b[39m])\n\u001b[0;32m 2367\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 2368\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reentrant_error\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\sqlalchemy\\engine\\base.py:1967\u001b[0m, in \u001b[0;36mConnection._exec_single_context\u001b[1;34m(self, dialect, context, statement, parameters)\u001b[0m\n\u001b[0;32m 1965\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[0;32m 1966\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m evt_handled:\n\u001b[1;32m-> 1967\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1968\u001b[0m \u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstr_statement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43meffective_parameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[0;32m 1969\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1971\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_has_events \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_has_events:\n\u001b[0;32m 1972\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch\u001b[38;5;241m.\u001b[39mafter_cursor_execute(\n\u001b[0;32m 1973\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m 1974\u001b[0m cursor,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1978\u001b[0m context\u001b[38;5;241m.\u001b[39mexecutemany,\n\u001b[0;32m 1979\u001b[0m )\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\sqlalchemy\\engine\\default.py:952\u001b[0m, in \u001b[0;36mDefaultDialect.do_execute\u001b[1;34m(self, cursor, statement, parameters, context)\u001b[0m\n\u001b[0;32m 951\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mdo_execute\u001b[39m(\u001b[38;5;28mself\u001b[39m, cursor, statement, parameters, context\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m--> 952\u001b[0m \u001b[43mcursor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pymysql\\cursors.py:153\u001b[0m, in \u001b[0;36mCursor.execute\u001b[1;34m(self, query, args)\u001b[0m\n\u001b[0;32m 149\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[0;32m 151\u001b[0m query \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmogrify(query, args)\n\u001b[1;32m--> 153\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_query\u001b[49m\u001b[43m(\u001b[49m\u001b[43mquery\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 154\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_executed \u001b[38;5;241m=\u001b[39m query\n\u001b[0;32m 155\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pymysql\\cursors.py:322\u001b[0m, in \u001b[0;36mCursor._query\u001b[1;34m(self, q)\u001b[0m\n\u001b[0;32m 320\u001b[0m conn \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_db()\n\u001b[0;32m 321\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_clear_result()\n\u001b[1;32m--> 322\u001b[0m \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mquery\u001b[49m\u001b[43m(\u001b[49m\u001b[43mq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 323\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_do_get_result()\n\u001b[0;32m 324\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrowcount\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pymysql\\connections.py:575\u001b[0m, in \u001b[0;36mConnection.query\u001b[1;34m(self, sql, unbuffered)\u001b[0m\n\u001b[0;32m 573\u001b[0m sql \u001b[38;5;241m=\u001b[39m sql\u001b[38;5;241m.\u001b[39mencode(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mencoding, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msurrogateescape\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 574\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_execute_command(COMMAND\u001b[38;5;241m.\u001b[39mCOM_QUERY, sql)\n\u001b[1;32m--> 575\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_affected_rows \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_query_result\u001b[49m\u001b[43m(\u001b[49m\u001b[43munbuffered\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munbuffered\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 576\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_affected_rows\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pymysql\\connections.py:826\u001b[0m, in \u001b[0;36mConnection._read_query_result\u001b[1;34m(self, unbuffered)\u001b[0m\n\u001b[0;32m 824\u001b[0m result\u001b[38;5;241m.\u001b[39minit_unbuffered_query()\n\u001b[0;32m 825\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 826\u001b[0m \u001b[43mresult\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 827\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_result \u001b[38;5;241m=\u001b[39m result\n\u001b[0;32m 828\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m result\u001b[38;5;241m.\u001b[39mserver_status \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pymysql\\connections.py:1210\u001b[0m, in \u001b[0;36mMySQLResult.read\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1208\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_read_load_local_packet(first_packet)\n\u001b[0;32m 1209\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m-> 1210\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_result_packet\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfirst_packet\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1211\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 1212\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconnection \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pymysql\\connections.py:1287\u001b[0m, in \u001b[0;36mMySQLResult._read_result_packet\u001b[1;34m(self, first_packet)\u001b[0m\n\u001b[0;32m 1285\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfield_count \u001b[38;5;241m=\u001b[39m first_packet\u001b[38;5;241m.\u001b[39mread_length_encoded_integer()\n\u001b[0;32m 1286\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_descriptions()\n\u001b[1;32m-> 1287\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_rowdata_packet\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pymysql\\connections.py:1334\u001b[0m, in \u001b[0;36mMySQLResult._read_rowdata_packet\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1332\u001b[0m rows \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m 1333\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m-> 1334\u001b[0m packet \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_packet\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1335\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_packet_is_eof(packet):\n\u001b[0;32m 1336\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconnection \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;66;03m# release reference to kill cyclic reference.\u001b[39;00m\n", "File \u001b[1;32mc:\\Users\\ASUS\\Documents\\Project\\IIabm\\venv\\lib\\site-packages\\pymysql\\connections.py:751\u001b[0m, in \u001b[0;36mConnection._read_packet\u001b[1;34m(self, packet_type)\u001b[0m\n\u001b[0;32m 749\u001b[0m buff \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mbytearray\u001b[39m()\n\u001b[0;32m 750\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m--> 751\u001b[0m packet_header \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_bytes\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m4\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 752\u001b[0m \u001b[38;5;66;03m# if DEBUG: dump_packet(packet_header)\u001b[39;00m\n\u001b[0;32m 754\u001b[0m btrl, btrh, packet_number \u001b[38;5;241m=\u001b[39m struct\u001b[38;5;241m.\u001b[39munpack(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m 789\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_rfile\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnum_bytes\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 790\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[0;32m 791\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n", "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python38\\lib\\socket.py:669\u001b[0m, in \u001b[0;36mSocketIO.readinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m 667\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m 668\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 669\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrecv_into\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 670\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m timeout:\n\u001b[0;32m 671\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_timeout_occurred \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "from orm import db_session, Sample, engine\n", "import pandas as pd\n", "\n", "# Read your count data\n", "count = pd.read_csv('analysis\\\\count.csv')\n", "\n", "# Query to get s_id and g_firm (firm network)\n", "query = db_session.query(\n", " Sample.id.label('s_id'),\n", " Sample.e_id,\n", " Sample.g_firm\n", ")\n", "\n", "# Convert to dataframe using engine.connect()\n", "with engine.connect() as conn:\n", " sample_df = pd.read_sql(query.statement, conn)\n", "\n", "# Now merge with your count data\n", "count_with_gfirm = count.merge(\n", " sample_df[['s_id', 'e_id', 'g_firm']], \n", " how='left', \n", " on='s_id'\n", ")\n", "\n", "count_with_gfirm.head()" ] }, { "cell_type": "code", "execution_count": 8, "id": "e9cedc6d", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'count_with_gfirm' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[8], line 62\u001b[0m\n\u001b[0;32m 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m {\n\u001b[0;32m 52\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_supplier_firms\u001b[39m\u001b[38;5;124m'\u001b[39m: num_suppliers,\n\u001b[0;32m 53\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_customer_firms\u001b[39m\u001b[38;5;124m'\u001b[39m: num_customers,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 58\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpagerank\u001b[39m\u001b[38;5;124m'\u001b[39m: pagerank\u001b[38;5;241m.\u001b[39mget(node_id)\n\u001b[0;32m 59\u001b[0m }\n\u001b[0;32m 61\u001b[0m \u001b[38;5;66;03m# Convert id_firm to string to match graph node IDs\u001b[39;00m\n\u001b[1;32m---> 62\u001b[0m count_with_gfirm[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mid_firm_str\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mcount_with_gfirm\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mid_firm\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mstr\u001b[39m)\n\u001b[0;32m 64\u001b[0m \u001b[38;5;66;03m# Calculate metrics for each row\u001b[39;00m\n\u001b[0;32m 65\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCalculating firm-level centrality metrics...\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", "\u001b[1;31mNameError\u001b[0m: name 'count_with_gfirm' is not defined" ] } ], "source": [ "import json\n", "import networkx as nx\n", "\n", "# Function to convert string back to networkx graph\n", "def string_to_graph(g_string):\n", " \"\"\"Convert JSON string back to networkx graph\"\"\"\n", " if pd.isna(g_string):\n", " return None\n", " g_data = json.loads(g_string)\n", " return nx.adjacency_graph(g_data)\n", "\n", "# Option 3: Comprehensive firm metrics for MultiDiGraph\n", "def get_comprehensive_firm_metrics(g_string, node_id):\n", " \"\"\"Get both direct MultiDiGraph metrics and weighted graph metrics\"\"\"\n", " if pd.isna(g_string):\n", " return {col: None for col in [\n", " 'num_supplier_firms', 'num_customer_firms',\n", " 'num_products_supplied', 'num_products_received',\n", " 'weighted_betweenness', 'weighted_closeness', 'pagerank'\n", " ]}\n", " \n", " G_multi = string_to_graph(g_string)\n", " \n", " if node_id not in G_multi.nodes():\n", " return {col: None for col in [\n", " 'num_supplier_firms', 'num_customer_firms',\n", " 'num_products_supplied', 'num_products_received',\n", " 'weighted_betweenness', 'weighted_closeness', 'pagerank'\n", " ]}\n", " \n", " # Direct MultiDiGraph metrics\n", " num_suppliers = G_multi.in_degree(node_id)\n", " num_customers = G_multi.out_degree(node_id)\n", " num_products_in = len(list(G_multi.in_edges(node_id)))\n", " num_products_out = len(list(G_multi.out_edges(node_id)))\n", " \n", " # Convert to weighted DiGraph for advanced metrics\n", " G_weighted = nx.DiGraph()\n", " for u, v in G_multi.edges():\n", " if G_weighted.has_edge(u, v):\n", " G_weighted[u][v]['weight'] += 1\n", " else:\n", " G_weighted.add_edge(u, v, weight=1)\n", " G_weighted.add_nodes_from(G_multi.nodes())\n", " \n", " # Calculate centrality on weighted graph\n", " betweenness = nx.betweenness_centrality(G_weighted, weight='weight')\n", " closeness = nx.closeness_centrality(G_weighted, distance='weight')\n", " pagerank = nx.pagerank(G_weighted, weight='weight')\n", " \n", " return {\n", " 'num_supplier_firms': num_suppliers,\n", " 'num_customer_firms': num_customers,\n", " 'num_products_supplied': num_products_out,\n", " 'num_products_received': num_products_in,\n", " 'weighted_betweenness': betweenness.get(node_id),\n", " 'weighted_closeness': closeness.get(node_id),\n", " 'pagerank': pagerank.get(node_id)\n", " }\n", "\n", "# Convert id_firm to string to match graph node IDs\n", "count_with_gfirm['id_firm_str'] = count_with_gfirm['id_firm'].astype(str)\n", "\n", "# Calculate metrics for each row\n", "print(\"Calculating firm-level centrality metrics...\")\n", "firm_metrics = count_with_gfirm.apply(\n", " lambda row: pd.Series(get_comprehensive_firm_metrics(row['g_firm'], row['id_firm_str'])),\n", " axis=1\n", ")\n", "firm_metrics.columns = ['firm_' + col for col in firm_metrics.columns]\n", "\n", "# Add the metrics as new columns\n", "count_with_gfirm = pd.concat([count_with_gfirm, firm_metrics], axis=1)\n", "\n", "print(\"\\nColumns in final dataframe:\")\n", "print(count_with_gfirm.columns.tolist())\n", "count_with_gfirm.head()" ] }, { "cell_type": "code", "execution_count": 9, "id": "9413c5a2", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'count_with_gfirm' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[9], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m firm \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFirm.csv\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m----> 2\u001b[0m count_with_gfirm \u001b[38;5;241m=\u001b[39m \u001b[43mcount_with_gfirm\u001b[49m\u001b[38;5;241m.\u001b[39mmerge(firm[[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCode\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAssets\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRevenue\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSize\u001b[39m\u001b[38;5;124m'\u001b[39m]], how\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mleft\u001b[39m\u001b[38;5;124m'\u001b[39m, left_on\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mid_firm\u001b[39m\u001b[38;5;124m'\u001b[39m, right_on\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCode\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mdrop(columns\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCode\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m 3\u001b[0m count_with_gfirm\u001b[38;5;241m.\u001b[39mto_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcount_with_gfirm.csv\u001b[39m\u001b[38;5;124m'\u001b[39m, index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m 4\u001b[0m count_with_gfirm\u001b[38;5;241m.\u001b[39mhead()\n", "\u001b[1;31mNameError\u001b[0m: name 'count_with_gfirm' is not defined" ] } ], "source": [ "firm = pd.read_csv('Firm.csv')\n", "count_with_gfirm = count_with_gfirm.merge(firm[['Code', 'Assets', 'Revenue', 'Size']], how='left', left_on='id_firm', right_on='Code').drop(columns=['Code'])\n", "count_with_gfirm.to_csv('count_with_gfirm.csv', index=False)\n", "count_with_gfirm.head()" ] }, { "cell_type": "code", "execution_count": 11, "id": "563cea8f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of firms: 171\n", "\n", "Columns: ['id_firm', 'count', 'firm_num_supplier_firms', 'firm_num_customer_firms', 'firm_num_products_supplied', 'firm_num_products_received', 'firm_weighted_betweenness', 'firm_weighted_closeness', 'firm_pagerank', 'Assets', 'Revenue', 'Size']\n", "\n", "Summary statistics:\n", " id_firm count firm_num_supplier_firms \\\n", "count 171.000000 171.000000 171.000000 \n", "mean 85.000000 186.672515 3.190330 \n", "std 49.507575 303.402661 7.900570 \n", "min 0.000000 17.000000 0.000000 \n", "25% 42.500000 33.000000 0.000000 \n", "50% 85.000000 51.000000 0.000000 \n", "75% 127.500000 189.000000 0.000000 \n", "max 170.000000 1955.000000 47.204703 \n", "\n", " firm_num_customer_firms firm_num_products_supplied \\\n", "count 171.000000 171.000000 \n", "mean 3.398434 3.398434 \n", "std 5.946080 5.946080 \n", "min 0.000000 0.000000 \n", "25% 1.159220 1.159220 \n", "50% 1.794118 1.794118 \n", "75% 2.803584 2.803584 \n", "max 51.010654 51.010654 \n", "\n", " firm_num_products_received firm_weighted_betweenness \\\n", "count 171.000000 171.000000 \n", "mean 3.190330 0.000365 \n", "std 7.900570 0.001466 \n", "min 0.000000 0.000000 \n", "25% 0.000000 0.000000 \n", "50% 0.000000 0.000000 \n", "75% 0.000000 0.000000 \n", "max 47.204703 0.013216 \n", "\n", " firm_weighted_closeness firm_pagerank Assets Revenue \n", "count 171.000000 171.000000 1.020000e+02 1.110000e+02 \n", "mean 0.020191 0.005886 2.773894e+11 1.578147e+11 \n", "std 0.054180 0.014406 5.238742e+11 3.774420e+11 \n", "min 0.000000 0.001817 1.560000e+08 4.545320e+07 \n", "25% 0.000000 0.001925 3.043750e+09 1.318000e+09 \n", "50% 0.000000 0.002247 1.808500e+10 6.894667e+09 \n", "75% 0.000000 0.002283 3.432049e+11 1.641537e+11 \n", "max 0.287842 0.141979 2.893377e+12 3.232375e+12 \n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " id_firm count firm_num_supplier_firms firm_num_customer_firms \\\n", "0 0 352 7.863636 0.823864 \n", "1 1 31 0.000000 1.935484 \n", "2 2 33 0.000000 1.909091 \n", "3 3 124 0.000000 9.169355 \n", "4 4 34 0.000000 2.411765 \n", "5 5 128 0.000000 4.000000 \n", "6 6 148 0.000000 8.527027 \n", "7 7 24 0.000000 1.625000 \n", "8 8 30 0.000000 1.000000 \n", "9 9 65 0.000000 4.861538 \n", "\n", " firm_num_products_supplied firm_num_products_received \\\n", "0 0.823864 7.863636 \n", "1 1.935484 0.000000 \n", "2 1.909091 0.000000 \n", "3 9.169355 0.000000 \n", "4 2.411765 0.000000 \n", "5 4.000000 0.000000 \n", "6 8.527027 0.000000 \n", "7 1.625000 0.000000 \n", "8 1.000000 0.000000 \n", "9 4.861538 0.000000 \n", "\n", " firm_weighted_betweenness firm_weighted_closeness firm_pagerank \\\n", "0 0.00102 0.046257 0.008342 \n", "1 0.00000 0.000000 0.001823 \n", "2 0.00000 0.000000 0.001825 \n", "3 0.00000 0.000000 0.001821 \n", "4 0.00000 0.000000 0.001824 \n", "5 0.00000 0.000000 0.001823 \n", "6 0.00000 0.000000 0.001823 \n", "7 0.00000 0.000000 0.001824 \n", "8 0.00000 0.000000 0.001821 \n", "9 0.00000 0.000000 0.001823 \n", "\n", " Assets Revenue Size \n", "0 4.204000e+10 1.089000e+10 L \n", "1 5.240000e+08 1.380000e+08 M \n", "2 NaN NaN M \n", "3 NaN NaN S \n", "4 NaN NaN M \n", "5 NaN NaN S \n", "6 9.020000e+08 1.590000e+08 M \n", "7 NaN NaN L \n", "8 NaN NaN M \n", "9 NaN NaN L " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Group by firm and aggregate\n", "import pandas as pd\n", "count_with_gfirm = pd.read_csv('count_with_gfirm.csv')\n", "firm_summary = count_with_gfirm.groupby('id_firm').agg({\n", " # Count number of disruptions\n", " 'ts': 'count', # Will rename to 'count'\n", " \n", " # Average of network metrics\n", " 'firm_num_supplier_firms': 'mean',\n", " 'firm_num_customer_firms': 'mean',\n", " 'firm_num_products_supplied': 'mean',\n", " 'firm_num_products_received': 'mean',\n", " 'firm_weighted_betweenness': 'mean',\n", " 'firm_weighted_closeness': 'mean',\n", " 'firm_pagerank': 'mean',\n", " \n", " # First element of firm attributes (should be same within group)\n", " 'Assets': 'first',\n", " 'Revenue': 'first',\n", " 'Size': 'first'\n", "}).rename(columns={'ts': 'count'})\n", "\n", "# Reset index to make id_firm a column\n", "firm_summary = firm_summary.reset_index()\n", "\n", "print(f\"Total number of firms: {len(firm_summary)}\")\n", "print(f\"\\nColumns: {firm_summary.columns.tolist()}\")\n", "print(f\"\\nSummary statistics:\")\n", "print(firm_summary.describe())\n", "\n", "firm_summary.head(10)" ] }, { "cell_type": "code", "execution_count": 12, "id": "e128e3e7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Correlation with disruption count:\n", "Metric r p-value n\n", "==============================================================\n", "firm_num_supplier_firms 0.8648 1.9185e-52 171\n", "firm_num_customer_firms 0.2781 2.3045e-04 171\n", "firm_num_products_supplied 0.2781 2.3045e-04 171\n", "firm_num_products_received 0.8648 1.9185e-52 171\n", "firm_weighted_betweenness 0.7633 6.8804e-34 171\n", "firm_weighted_closeness 0.7400 6.4124e-31 171\n", "firm_pagerank 0.7519 2.1191e-32 171\n", "Assets 0.3723 1.1656e-04 102\n", "Revenue 0.2302 1.5081e-02 111\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy.stats import pearsonr\n", "\n", "# Metrics to plot (all columns except id_firm, count, and Size)\n", "\n", "metrics = [\n", " 'firm_num_supplier_firms',\n", " 'firm_num_customer_firms', \n", " 'firm_num_products_supplied',\n", " 'firm_num_products_received',\n", " 'firm_weighted_betweenness',\n", " 'firm_weighted_closeness',\n", " 'firm_pagerank',\n", " 'Assets',\n", " 'Revenue'\n", "]\n", "\n", "# Create a grid of subplots (3 rows x 3 columns)\n", "fig, axes = plt.subplots(3, 3, figsize=(15, 12))\n", "fig.suptitle('Disruption Count vs Firm Metrics', fontsize=16, y=0.995)\n", "\n", "# Flatten axes array for easier iteration\n", "axes = axes.flatten()\n", "\n", "# Plot each metric\n", "for idx, metric in enumerate(metrics):\n", " ax = axes[idx]\n", " \n", " # Remove NaN values for plotting\n", " plot_data = firm_summary[['count', metric]].dropna()\n", " \n", " # Scatter plot\n", " ax.scatter(plot_data['count'], plot_data[metric], alpha=0.6, s=50)\n", " \n", " # Add trend line\n", " if len(plot_data) > 1:\n", " z = np.polyfit(plot_data['count'], plot_data[metric], 1)\n", " p = np.poly1d(z)\n", " x_trend = np.linspace(plot_data['count'].min(), plot_data['count'].max(), 100)\n", " ax.plot(x_trend, p(x_trend), \"r--\", alpha=0.8, linewidth=2)\n", " \n", " # Labels and formatting\n", " ax.set_xlabel('Count (Number of Disruptions)', fontsize=10)\n", " ax.set_ylabel(metric.replace('firm_', '').replace('_', ' ').title(), fontsize=10)\n", " ax.grid(True, alpha=0.3)\n", " \n", " # Calculate and display correlation\n", " if len(plot_data) > 1:\n", " corr = plot_data['count'].corr(plot_data[metric])\n", " ax.text(0.05, 0.95, f'r = {corr:.3f}', \n", " transform=ax.transAxes, \n", " verticalalignment='top',\n", " bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.5))\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print summary statistics\n", "print(\"\\nCorrelation with disruption count:\")\n", "print(f\"{'Metric':<35} {'r':>8} {'p-value':>10} {'n':>6}\")\n", "print(\"=\"*62)\n", "for metric in metrics:\n", " if metric in firm_summary.columns:\n", " plot_data = firm_summary[['count', metric]].dropna()\n", " if len(plot_data) > 1:\n", " r, p_value = pearsonr(plot_data['count'], plot_data[metric])\n", " n = len(plot_data)\n", " print(f\"{metric:<35} {r:8.4f} {p_value:10.4e} {n:6d}\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "b6ea9bfd", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib\n", "import numpy as np\n", "\n", "# 设置中文字体为宋体\n", "matplotlib.rcParams['font.sans-serif'] = ['SimSun'] # 宋体\n", "matplotlib.rcParams['axes.unicode_minus'] = False # 解决负号显示问题\n", "\n", "# 选择的指标\n", "selected_metrics = [\n", " ('firm_weighted_betweenness', '网络中介性（Betweenness）'),\n", " ('firm_pagerank', '系统重要性（PageRank）'),\n", " ('firm_num_supplier_firms', '连接广度（上游供应商数量）'),\n", " ('Revenue', '规模属性（营业收入）')\n", "]\n", "\n", "# 创建一行四列的子图，共享y轴\n", "fig, axes = plt.subplots(1, 4, figsize=(12, 4), dpi=300, sharey=True)\n", "\n", "# 绘制每个指标\n", "for idx, (metric, chinese_label) in enumerate(selected_metrics):\n", " ax = axes[idx]\n", " \n", " # 移除NaN值\n", " plot_data = firm_summary[['count', metric]].dropna()\n", " \n", " # 散点图（指标为x轴，count为y轴）\n", " ax.scatter(plot_data[metric], plot_data['count'], alpha=0.6, s=50)\n", " \n", " # 添加回归线（黑色虚线）\n", " if len(plot_data) > 1:\n", " z = np.polyfit(plot_data[metric], plot_data['count'], 1)\n", " p = np.poly1d(z)\n", " x_trend = np.linspace(plot_data[metric].min(), plot_data[metric].max(), 100)\n", " ax.plot(x_trend, p(x_trend), \"k--\", alpha=0.8, linewidth=2) # 黑色虚线\n", " \n", " # 设置标签\n", " ax.set_xlabel(chinese_label, fontsize=12)\n", " # 只在第一个子图显示y轴标签\n", " if idx == 0:\n", " ax.set_ylabel('级联失效频率', fontsize=12)\n", " ax.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "7f6b91e4", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "0bf679a7", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "venv", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }