jupyter/体测单位/东营羊庙.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f501bde1-90cb-40c4-9dd4-533c27f81be5",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 调查报告线下数据管理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ced4bf30-e7ea-4c4c-ae46-8720ffc07a76",
   "metadata": {},
   "source": [
    "## 羊庙人员信息导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b2b755e-049e-48c5-87d3-dd37dceb59fe",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "filename = 'data/羊庙测试人员信息.json'\n",
    "\n",
    "with open(filename,'r') as fl:\n",
    "    dict1 = json.load(fl) \n",
    "dict2 = {}\n",
    "for k,v in dict1.items():\n",
    "    for item in v:\n",
    "        bh = item['avatar_id']\n",
    "        del item['avatar_id']\n",
    "        dict2[bh] = item\n",
    "filename = 'data/羊庙人员名单.json'\n",
    "with open(filename, 'w') as fl:\n",
    "    json.dump(dict2, fl, ensure_ascii=False,default=str)\n",
    "print('ok')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00e9f538-c0f5-46a0-b768-51480ad3fbaf",
   "metadata": {},
   "source": [
    "## 获取参加体测人员编号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d89e0e5e-0782-40a3-bba3-862cc9865d4e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import time\n",
    "import csv\n",
    "\n",
    "filename = '../item.json'\n",
    "item = {}\n",
    "unit = {}\n",
    "with open(filename,'r') as fl:\n",
    "    dict1 = json.load(fl) \n",
    "for k,v in dict1.items():\n",
    "    item[k] = v\n",
    "re_ta = {}\n",
    "dict1 = {}\n",
    "list1 = []\n",
    "#print(\"\\n运动项目信息：\")\n",
    "filename = 'data/140.csv'\n",
    "with open(filename,'r',newline='') as csv_file:\n",
    "    fl = csv.reader(csv_file,delimiter=',')\n",
    "    header = next(fl)    \n",
    "    for line in fl:\n",
    "        #line = re.sub('[\\r\\n\\f ]{1,}', '', line)\n",
    "        list1.append(line)\n",
    "list2 = []\n",
    "for result in list1:\n",
    "    user = int(result[2])\n",
    "    if user not in list2:\n",
    "        list2.append(user)\n",
    "list2.sort()\n",
    "print(len(list2))\n",
    "print(list2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c48f588-135a-4d1a-b01e-96222b70b987",
   "metadata": {},
   "source": [
    "## 根据风险筛选统计卡获取信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e76837e8-cdf4-41e0-9d51-6ae5223de813",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import openpyxl\n",
    "import json\n",
    "import time\n",
    "\n",
    "wb = openpyxl.load_workbook('data/杨庙运动风险筛查统计表.xlsx')\n",
    "sheet = wb.active\n",
    "person = {}\n",
    "for n in range(2, sheet.max_row+1):\n",
    "    code = int(sheet.cell(n, 1).value)\n",
    "    person.setdefault(code, {})\n",
    "    dict1 = {}\n",
    "    if sheet.cell(n, 8).value is not None:\n",
    "        name = sheet.cell(n, 8).value\n",
    "    else:\n",
    "        name ='不详'\n",
    "    dict1['name'] = name\n",
    "    if sheet.cell(n, 9).value is not None:\n",
    "        dict1['birth'] = str(sheet.cell(n, 9).value).split(' ')[0]\n",
    "    if sheet.cell(n, 10).value is not None:\n",
    "        dict1['phone'] = str(sheet.cell(n, 10).value)\n",
    "    if sheet.cell(n,11).value is not None:\n",
    "        dict1['id_num'] = sheet.cell(n,11).value\n",
    "    person[code] = dict1\n",
    "print(len(person))\n",
    "filename = 'data/杨庙运动风险筛查统计表信息.json'\n",
    "with open(filename, 'w') as fl:\n",
    "    json.dump(person, fl, ensure_ascii=False,default=str)\n",
    "print('ok')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cc6b614-85e2-43fd-bc97-301fc776fe29",
   "metadata": {},
   "source": [
    "## 根据恢复版获取信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1293cdaa-1fdf-43a5-99ce-a031a76f6688",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import openpyxl\n",
    "import json\n",
    "import time\n",
    "\n",
    "wb = openpyxl.load_workbook('data/羊庙恢复版.xlsx')\n",
    "sheet = wb.active\n",
    "person = {}\n",
    "for n in range(2, sheet.max_row+1):\n",
    "    if sheet.cell(n, 4).value is not None:        \n",
    "        code = int(sheet.cell(n, 4).value)\n",
    "        person.setdefault(code, {})\n",
    "        dict1 = {}\n",
    "        name = sheet.cell(n, 5).value\n",
    "        dict1['name'] = name\n",
    "        dict1['bh'] = n - 1\n",
    "        dict1['sex'] = sheet.cell(n, 6).value\n",
    "        if sheet.cell(n, 9).value is not None:\n",
    "            dict1['phone'] = str(sheet.cell(n, 9).value)\n",
    "        if sheet.cell(n,8).value is not None:\n",
    "            dict1['id_num'] = sheet.cell(n,8).value\n",
    "        if sheet.cell(n,3).value is not None:\n",
    "            dict1['unit'] = sheet.cell(n,3).value\n",
    "        person[code] = dict1\n",
    "print(len(person))\n",
    "filename = 'data/杨庙恢复版信息.json'\n",
    "with open(filename, 'w') as fl:\n",
    "    json.dump(person, fl, ensure_ascii=False,default=str)\n",
    "print('ok')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de1ce95b-4590-4eee-bd51-d37beabd6f87",
   "metadata": {},
   "source": [
    "## 风险筛选统计卡可用人员信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f21fff31-0da6-4c1a-bf7c-8c4a1d4a3ecf",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "re_ta = {}\n",
    "dict1 = {}\n",
    "list1 = []\n",
    "#print(\"\\n运动项目信息：\")\n",
    "filename = 'data/140.csv'\n",
    "with open(filename,'r',newline='') as csv_file:\n",
    "    fl = csv.reader(csv_file,delimiter=',')\n",
    "    header = next(fl)    \n",
    "    for line in fl:\n",
    "        #line = re.sub('[\\r\\n\\f ]{1,}', '', line)\n",
    "        list1.append(line)\n",
    "list2 = []\n",
    "for result in list1:\n",
    "    user = int(result[2])\n",
    "    if user not in list2:\n",
    "        list2.append(user)\n",
    "list2.sort()\n",
    "set1 = set()\n",
    "filename = 'data/杨庙恢复版信息.json'\n",
    "with open(filename,'r') as fl:\n",
    "    dict_base = json.load(fl)\n",
    "for k, v in dict_base.items():\n",
    "    set1.add(int(k))\n",
    "filename = 'data/杨庙运动风险筛查统计表信息.json'\n",
    "\n",
    "with open(filename,'r') as fl:\n",
    "    dict1 = json.load(fl)\n",
    "list_fx = []\n",
    "\n",
    "for k,v in dict1.items():\n",
    "    \n",
    "    if int(k) in list2 and k not in dict_base.keys() and v['name'] != '不详':        \n",
    "        set1.add(int(k))\n",
    "#print(len(list_fx))\n",
    "#print(len(set1)) \n",
    "for item in list2:\n",
    "    if item not in set1:\n",
    "        print(item)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b08187a6-41d9-40ec-bc62-d99969148fe7",
   "metadata": {},
   "source": [
    "## 补充恢复版信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50a5e0f9-3850-48ac-9f3a-f5a7be51a7fd",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "filename = 'data/杨庙恢复版信息.json'\n",
    "with open(filename,'r') as fl:\n",
    "    dict_base = json.load(fl)\n",
    "for k, v in dict_base.items():\n",
    "    set1.add(int(k))\n",
    "filename = 'data/杨庙运动风险筛查统计表信息.json'\n",
    "\n",
    "with open(filename,'r') as fl:\n",
    "    dict1 = json.load(fl)\n",
    "for k,v in dict_base.items():\n",
    "    if k in dict1.keys() and 'phone' not in v.keys() and 'phone' in dict1[k].keys():\n",
    "        #print(k,v['name'])\n",
    "        dict_base[k]['phone'] =  dict1[k]['phone']\n",
    "\n",
    "for k, v in dict1.items():\n",
    "    if int(k) in list2 and k not in dict_base.keys():\n",
    "        dict_base[k] = v\n",
    "        \n",
    "print(len(dict_base))\n",
    "#print(dict_base)\n",
    "filename = 'data/羊庙人员名单.json'\n",
    "with open(filename,'r') as fl:\n",
    "    dict2 = json.load(fl)\n",
    "i = 1\n",
    "for k, v in dict_base.items():\n",
    "    if 'bh' not in v.keys():\n",
    "        name = v['name']\n",
    "        n = 0\n",
    "        for k1,v1 in dict2.items():\n",
    "            if name == v1['name']:\n",
    "                bh = k1\n",
    "                n = n+1\n",
    "        if n ==1:\n",
    "            dict_base[k]['bh'] = bh\n",
    "        else:\n",
    "            print(i,k,v['name'])\n",
    "            i+=1\n",
    "filename = 'data/杨庙补充汇总信息.json'\n",
    "with open(filename, 'w') as fl:\n",
    "    json.dump(dict_base, fl, ensure_ascii=False,default=str)\n",
    "print('ok')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41c81dfc-ee3a-4934-8f02-077e3f07e5fc",
   "metadata": {},
   "source": [
    "## 导出汇总信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1106fa5d-f0dd-4af4-bc39-7b106786b438",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "filename = 'data/杨庙补充汇总信息.json'\n",
    "with open(filename,'r') as fl:\n",
    "    dict1 = json.load(fl)\n",
    "list_item = ['name','bh','sex','phone','unit','id_num']\n",
    "list_data = []\n",
    "\n",
    "for k, v in dict1.items():\n",
    "    list_mx = []\n",
    "    list_mx.append(k)\n",
    "    for item in list_item:\n",
    "        if item in v.keys():\n",
    "            list_mx.append(v[item])\n",
    "        else:\n",
    "            list_mx.append('')\n",
    "    list_data.append(list_mx)\n",
    "#print(list_data)     \n",
    "filename = 'data/羊庙汇总情况表.xlsx'\n",
    "wb = openpyxl.Workbook()\n",
    "sheet = wb.active\n",
    "#sheet.append(title)\n",
    "for row in list_data:\n",
    "    sheet.append(row)\n",
    "    \n",
    "wb.save(filename) \n",
    "print('ok!')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d31fa9b7-26d8-4101-94d1-f41723428aa9",
   "metadata": {},
   "source": [
    "## 成年问卷导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc20aabb-3942-49b9-8841-8e8a0823033a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import openpyxl\n",
    "import json\n",
    "\n",
    "filename = 'data/杨庙体测明确人员信息（20230328）.json'\n",
    "with open(filename,'r') as fl:\n",
    "    dict2 = json.load(fl)\n",
    "wb = openpyxl.load_workbook('data/羊庙问卷统计表（成年组）.xlsx')\n",
    "sheet = wb.active\n",
    "# sheets = wb.sheetnames\n",
    "\n",
    "dict1 = {}\n",
    "no_xinli = [108,389,268,270]\n",
    "sheet = wb.active\n",
    "data1 =list(sheet.values)\n",
    "list_bh = data1[0][1:]\n",
    "del data1[0]\n",
    "print(len(list_bh))\n",
    "for i in range(1,len(list_bh)+1):\n",
    "    list2 = []\n",
    "    \n",
    "    for item in data1:\n",
    "        list2.append(item[i])\n",
    "    dict1[list_bh[i-1]] = list2\n",
    "for k, v in dict1.items():\n",
    "    #if 0 in v:\n",
    "    #    print(k)\n",
    "    if str(k) not in dict2.keys():\n",
    "        print(k,'不在清理名单中')\n",
    "\n",
    "#print(dict1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a38f22b-6a8c-422f-a706-07382ccaceda",
   "metadata": {},
   "source": [
    "## 成年问卷导出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "2c84736a-b6cc-43d6-9407-ead6300748a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-28T12:13:40.130975Z",
     "iopub.status.busy": "2023-03-28T12:13:40.130117Z",
     "iopub.status.idle": "2023-03-28T12:13:40.360723Z",
     "shell.execute_reply": "2023-03-28T12:13:40.359944Z",
     "shell.execute_reply.started": "2023-03-28T12:13:40.130935Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      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20:02:00\"),(\"merge1\",\"杨建美\",\"389\",'{\"Gender\":\"f\",\"Age\":\"M\",\"q1\":3,\"q3\":3,\"q4\":3,\"q5\":5,\"q6\":4,\"q8\":2,\"q10\":3,\"q13\":4,\"q14\":3,\"q15\":5,\"q16\":3,\"q17\":5,\"q18\":4,\"q19\":4,\"q20\":2,\"q22\":3,\"q23\":2,\"q25\":2,\"q26\":2,\"q27\":4,\"q28\":3,\"q29\":3,\"q30\":3,\"q31\":3,\"q32\":3,\"q33\":2,\"q34\":3,\"q35\":3,\"q36\":2,\"q37\":1,\"q38\":3,\"q39\":3,\"q40\":3,\"q41\":1,\"q42\":2,\"q43\":2,\"q44\":4,\"q45\":3,\"q46\":2,\"q47\":2,\"q48\":3,\"q49\":3,\"q50\":3,\"q51\":1,\"q52\":3,\"q53\":2,\"q54\":1,\"q55\":1,\"q56\":1,\"q57\":3,\"q58\":3,\"q59\":2,\"q60\":3,\"qv1\":2,\"qv2\":2,\"qv3\":2,\"qv4\":2,\"qv5\":1,\"qv6\":2,\"qv7\":1,\"qv8\":1,\"qv9\":2,\"qv10\":2,\"qv11\":2,\"qv12\":2,\"qv13\":2,\"qv14\":2,\"qv15\":2,\"qv16\":1,\"qv17\":2,\"qv18\":2,\"qv19\":2,\"qv20\":2,\"qv21\":2,\"qv22\":2,\"qv23\":2,\"qv24\":1,\"qv25\":2,\"qv26\":2}',\"2023-03-28 20:02:00\"),(\"merge1\",\"盖学全\",\"268\",'{\"Gender\":\"m\",\"Age\":\"M\",\"q1\":4,\"q3\":1,\"q4\":1,\"q5\":5,\"q6\":5,\"q8\":1,\"q10\":1,\"q13\":1,\"q14\":1,\"q15\":1,\"q16\":1,\"q17\":1,\"q18\":1,\"q19\":1,\"q20\":1,\"q22\":1,\"q23\":1,\"q25\":1,\"q26\":1,\"q27\":1,\"q28\":1,\"q29\":1,\"q30\":1,\"q31\":1,\"q32\":1,\"q33\":1,\"q34\":1,\"q35\":1,\"q36\":1,\"q37\":1,\"q38\":1,\"q39\":1,\"q40\":1,\"q41\":1,\"q42\":1,\"q43\":1,\"q44\":1,\"q45\":1,\"q46\":1,\"q47\":1,\"q48\":1,\"q49\":1,\"q50\":1,\"q51\":1,\"q52\":1,\"q53\":1,\"q54\":1,\"q55\":1,\"q56\":1,\"q57\":1,\"q58\":1,\"q59\":1,\"q60\":1,\"qv1\":1,\"qv2\":2,\"qv3\":2,\"qv4\":2,\"qv5\":2,\"qv6\":2,\"qv7\":2,\"qv8\":2,\"qv9\":2,\"qv10\":2,\"qv11\":2,\"qv12\":2,\"qv13\":2,\"qv14\":2,\"qv15\":2,\"qv16\":2,\"qv17\":2,\"qv18\":2,\"qv19\":2,\"qv20\":2,\"qv21\":2,\"qv22\":2,\"qv23\":2,\"qv24\":2,\"qv25\":2,\"qv26\":2}',\"2023-03-28 20:02:00\"),(\"merge1\",\"程友海\",\"266\",'{\"Gender\":\"m\",\"Age\":\"M\",\"q1M\":4,\"q2M\":4,\"q3M\":2,\"q4M\":4,\"q5M\":2,\"q6M\":4,\"q7M\":4,\"q8M\":2,\"q9M\":4,\"q10M\":3,\"q11M\":3,\"q12M\":1,\"q13M\":2,\"q14M\":2,\"q15M\":1,\"q16M\":3,\"q17M\":1,\"q18M\":1,\"q19M\":3,\"q20M\":7,\"q21M\":2,\"q22M\":4,\"q23M\":7,\"q24M\":7,\"q25M\":7,\"q26M\":1,\"q27M\":2,\"q28M\":1,\"q29M\":2,\"q30M\":1,\"q31M\":2,\"q32M\":2,\"q33M\":3,\"q34M\":1,\"q35M\":2,\"q36M\":2,\"q37M\":1,\"q38M\":1,\"q39M\":2,\"q40M\":1,\"q41M\":1,\"q42M\":1,\"q43M\":1,\"q44M\":1,\"q45M\":1,\"q46M\":1,\"q47M\":3,\"q1\":3,\"q3\":1,\"q4\":1,\"q5\":4,\"q6\":3,\"q8\":3,\"q10\":2,\"q13\":5,\"q14\":3,\"q15\":3,\"q16\":3,\"q17\":4,\"q18\":3,\"q19\":3,\"q20\":1,\"q22\":3,\"q23\":1,\"q25\":1,\"q26\":3,\"q27\":3,\"q28\":3,\"q29\":3,\"q30\":1,\"q31\":1,\"q32\":1,\"q33\":3,\"q34\":3,\"q35\":3,\"q36\":1,\"q37\":1,\"q38\":3,\"q39\":1,\"q40\":1,\"q41\":3,\"q42\":1,\"q43\":1,\"q44\":3,\"q45\":1,\"q46\":1,\"q47\":1,\"q48\":3,\"q49\":2,\"q50\":1,\"q51\":1,\"q52\":1,\"q53\":1,\"q54\":3,\"q55\":3,\"q56\":3,\"q57\":3,\"q58\":1,\"q59\":1,\"q60\":1,\"qv1\":2,\"qv2\":2,\"qv3\":1,\"qv4\":2,\"qv5\":2,\"qv6\":1,\"qv7\":2,\"qv8\":1,\"qv9\":2,\"qv10\":2,\"qv11\":1,\"qv12\":2,\"qv13\":2,\"qv14\":1,\"qv15\":1,\"qv16\":2,\"qv17\":2,\"qv18\":1,\"qv19\":1,\"qv20\":2,\"qv21\":1,\"qv22\":2,\"qv23\":2,\"qv24\":1,\"qv25\":2,\"qv26\":2}',\"2023-03-28 20:02:00\"),(\"merge1\",\"蒋小岭\",\"270\",'{\"Gender\":\"f\",\"Age\":\"M\",\"q1\":3,\"q3\":1,\"q4\":1,\"q5\":3,\"q6\":2,\"q8\":3,\"q10\":2,\"q13\":2,\"q14\":3,\"q15\":1,\"q16\":3,\"q17\":2,\"q18\":1,\"q19\":1,\"q20\":1,\"q22\":5,\"q23\":1,\"q25\":1,\"q26\":1,\"q27\":4,\"q28\":1,\"q29\":4,\"q30\":5,\"q31\":1,\"q32\":3,\"q33\":1,\"q34\":3,\"q35\":2,\"q36\":1,\"q37\":1,\"q38\":3,\"q39\":1,\"q40\":4,\"q41\":1,\"q42\":1,\"q43\":1,\"q44\":5,\"q45\":1,\"q46\":1,\"q47\":1,\"q48\":3,\"q49\":3,\"q50\":1,\"q51\":1,\"q52\":3,\"q53\":3,\"q54\":1,\"q55\":1,\"q56\":1,\"q57\":1,\"q58\":1,\"q59\":1,\"q60\":1,\"qv1\":2,\"qv2\":2,\"qv3\":1,\"qv4\":2,\"qv5\":1,\"qv6\":2,\"qv7\":1,\"qv8\":1,\"qv9\":1,\"qv10\":2,\"qv11\":2,\"qv12\":2,\"qv13\":2,\"qv14\":2,\"qv15\":1,\"qv16\":1,\"qv17\":2,\"qv18\":1,\"qv19\":2,\"qv20\":2,\"qv21\":1,\"qv22\":1,\"qv23\":2,\"qv24\":2,\"qv25\":2,\"qv26\":2}',\"2023-03-28 20:02:00\"),(\"merge1\",\"张玉娟\",\"417\",'{\"Gender\":\"f\",\"Age\":\"M\",\"q1M\":1,\"q2M\":1,\"q3M\":1,\"q4M\":2,\"q5M\":4,\"q6M\":4,\"q7M\":4,\"q8M\":4,\"q9M\":4,\"q10M\":4,\"q11M\":3,\"q12M\":3,\"q13M\":3,\"q14M\":3,\"q15M\":3,\"q16M\":2,\"q17M\":3,\"q18M\":3,\"q19M\":3,\"q20M\":3,\"q21M\":3,\"q22M\":3,\"q23M\":3,\"q24M\":5,\"q25M\":4,\"q26M\":1,\"q27M\":1,\"q28M\":2,\"q29M\":3,\"q30M\":2,\"q31M\":2,\"q32M\":2,\"q33M\":2,\"q34M\":2,\"q35M\":2,\"q36M\":2,\"q37M\":1,\"q38M\":1,\"q39M\":1,\"q40M\":1,\"q41M\":2,\"q42M\":1,\"q43M\":2,\"q44M\":1,\"q45M\":1,\"q46M\":1,\"q47M\":5,\"q1\":3,\"q3\":3,\"q4\":3,\"q5\":3,\"q6\":3,\"q8\":3,\"q10\":1,\"q13\":2,\"q14\":2,\"q15\":1,\"q16\":3,\"q17\":3,\"q18\":3,\"q19\":3,\"q20\":3,\"q22\":3,\"q23\":3,\"q25\":3,\"q26\":3,\"q27\":3,\"q28\":2,\"q29\":3,\"q30\":1,\"q31\":3,\"q32\":2,\"q33\":2,\"q34\":3,\"q35\":2,\"q36\":3,\"q37\":2,\"q38\":3,\"q39\":2,\"q40\":2,\"q41\":3,\"q42\":2,\"q43\":3,\"q44\":2,\"q45\":2,\"q46\":3,\"q47\":2,\"q48\":2,\"q49\":2,\"q50\":3,\"q51\":2,\"q52\":2,\"q53\":2,\"q54\":3,\"q55\":2,\"q56\":3,\"q57\":2,\"q58\":3,\"q59\":2,\"q60\":3,\"qv1\":2,\"qv2\":2,\"qv3\":2,\"qv4\":2,\"qv5\":2,\"qv6\":2,\"qv7\":2,\"qv8\":2,\"qv9\":2,\"qv10\":2,\"qv11\":2,\"qv12\":2,\"qv13\":2,\"qv14\":2,\"qv15\":2,\"qv16\":1,\"qv17\":2,\"qv18\":1,\"qv19\":2,\"qv20\":2,\"qv21\":2,\"qv22\":2,\"qv23\":2,\"qv24\":2,\"qv25\":2,\"qv26\":2}',\"2023-03-28 20:02:00\"),(\"merge1\",\"王玉枝\",\"303\",'{\"Gender\":\"f\",\"Age\":\"M\",\"q1M\":2,\"q2M\":2,\"q3M\":3,\"q4M\":4,\"q5M\":4,\"q6M\":3,\"q7M\":4,\"q8M\":3,\"q9M\":3,\"q10M\":3,\"q11M\":3,\"q12M\":2,\"q13M\":3,\"q14M\":2,\"q15M\":1,\"q16M\":2,\"q17M\":3,\"q18M\":2,\"q19M\":2,\"q20M\":6,\"q21M\":7,\"q22M\":6,\"q23M\":7,\"q24M\":6,\"q25M\":7,\"q26M\":1,\"q27M\":3,\"q28M\":2,\"q29M\":2,\"q30M\":2,\"q31M\":2,\"q32M\":1,\"q33M\":3,\"q34M\":2,\"q35M\":2,\"q36M\":1,\"q37M\":2,\"q38M\":2,\"q39M\":3,\"q40M\":1,\"q41M\":1,\"q42M\":1,\"q43M\":2,\"q44M\":2,\"q45M\":2,\"q46M\":1,\"q47M\":4,\"q1\":4,\"q3\":3,\"q4\":2,\"q5\":5,\"q6\":3,\"q8\":2,\"q10\":1,\"q13\":3,\"q14\":1,\"q15\":4,\"q16\":4,\"q17\":5,\"q18\":4,\"q19\":4,\"q20\":1,\"q22\":4,\"q23\":2,\"q25\":2,\"q26\":1,\"q27\":4,\"q28\":1,\"q29\":4,\"q30\":3,\"q31\":1,\"q32\":2,\"q33\":4,\"q34\":2,\"q35\":4,\"q36\":1,\"q37\":3,\"q38\":5,\"q39\":4,\"q40\":2,\"q41\":2,\"q42\":1,\"q43\":1,\"q44\":4,\"q45\":2,\"q46\":2,\"q47\":2,\"q48\":3,\"q49\":2,\"q50\":3,\"q51\":4,\"q52\":2,\"q53\":1,\"q54\":1,\"q55\":1,\"q56\":1,\"q57\":1,\"q58\":1,\"q59\":1,\"q60\":1,\"qv1\":1,\"qv2\":1,\"qv3\":1,\"qv4\":2,\"qv5\":2,\"qv6\":2,\"qv7\":2,\"qv8\":2,\"qv9\":1,\"qv10\":2,\"qv11\":2,\"qv12\":2,\"qv13\":2,\"qv14\":2,\"qv15\":1,\"qv16\":1,\"qv17\":2,\"qv18\":1,\"qv19\":1,\"qv20\":2,\"qv21\":2,\"qv22\":2,\"qv23\":2,\"qv24\":1,\"qv25\":2,\"qv26\":2}',\"2023-03-28 20:02:00\"),(\"merge1\",\"盖玉海\",\"278\",'{\"Gender\":\"m\",\"Age\":\"M\",\"q1M\":3,\"q2M\":3,\"q3M\":3,\"q4M\":3,\"q5M\":1,\"q6M\":3,\"q7M\":3,\"q8M\":3,\"q9M\":3,\"q10M\":3,\"q11M\":3,\"q12M\":3,\"q13M\":2,\"q14M\":2,\"q15M\":3,\"q16M\":2,\"q17M\":2,\"q18M\":3,\"q19M\":2,\"q20M\":6,\"q21M\":6,\"q22M\":7,\"q23M\":6,\"q24M\":5,\"q25M\":6,\"q26M\":2,\"q27M\":3,\"q28M\":1,\"q29M\":1,\"q30M\":1,\"q31M\":2,\"q32M\":3,\"q33M\":1,\"q34M\":1,\"q35M\":2,\"q36M\":3,\"q37M\":3,\"q38M\":1,\"q39M\":2,\"q40M\":3,\"q41M\":2,\"q42M\":1,\"q43M\":1,\"q44M\":2,\"q45M\":1,\"q46M\":2,\"q47M\":4,\"q1\":3,\"q3\":2,\"q4\":3,\"q5\":1,\"q6\":4,\"q8\":4,\"q10\":1,\"q13\":2,\"q14\":1,\"q15\":1,\"q16\":1,\"q17\":1,\"q18\":1,\"q19\":1,\"q20\":4,\"q22\":4,\"q23\":2,\"q25\":2,\"q26\":1,\"q27\":4,\"q28\":1,\"q29\":1,\"q30\":3,\"q31\":2,\"q32\":1,\"q33\":5,\"q34\":4,\"q35\":3,\"q36\":1,\"q37\":1,\"q38\":1,\"q39\":1,\"q40\":5,\"q41\":1,\"q42\":1,\"q43\":2,\"q44\":3,\"q45\":1,\"q46\":2,\"q47\":3,\"q48\":1,\"q49\":1,\"q50\":1,\"q51\":1,\"q52\":1,\"q53\":3,\"q54\":1,\"q55\":1,\"q56\":1,\"q57\":1,\"q58\":1,\"q59\":1,\"q60\":1,\"qv1\":2,\"qv2\":1,\"qv3\":2,\"qv4\":2,\"qv5\":2,\"qv6\":1,\"qv7\":1,\"qv8\":2,\"qv9\":2,\"qv10\":2,\"qv11\":2,\"qv12\":2,\"qv13\":2,\"qv14\":2,\"qv15\":2,\"qv16\":2,\"qv17\":2,\"qv18\":2,\"qv19\":2,\"qv20\":2,\"qv21\":1,\"qv22\":2,\"qv23\":2,\"qv24\":2,\"qv25\":2,\"qv26\":1}',\"2023-03-28 20:02:00\"),\n"
     ]
    }
   ],
   "source": [
    "import openpyxl\n",
    "import json\n",
    "\n",
    "filename = 'data/杨庙体测明确人员信息（20230328）.json'\n",
    "with open(filename,'r') as fl:\n",
    "    dict3 = json.load(fl)\n",
    "wb = openpyxl.load_workbook('data/羊庙问卷统计表（成年组）.xlsx')\n",
    "sheet = wb.active\n",
    "# sheets = wb.sheetnames\n",
    "dict1 = {}\n",
    "list_bh = []\n",
    "no_xinli = [108,389,268,270]\n",
    "zy = [2,7,9,11,12,21,24]\n",
    "sheet = wb.active\n",
    "data1 =list(sheet.values)\n",
    "list_bh = data1[0][1:]\n",
    "del data1[0]\n",
    "\n",
    "\n",
    "for i in range(1,len(list_bh)+1):\n",
    "    list2 = []\n",
    "    \n",
    "    for item in data1:\n",
    "        list2.append(item[i])\n",
    "    dict1[list_bh[i-1]] = list2\n",
    "#print(dict1)\n",
    "s = ''\n",
    "for k,v in dict1.items():\n",
    "    if str(k) in dict3.keys(): \n",
    "        if dict3[str(k)]['sex'] ==1:\n",
    "            sex = \"m\"\n",
    "        else:\n",
    "            sex = \"f\"\n",
    "        dict2 = {}\n",
    "        list_mx = []\n",
    "        list_mx.append(f'\"Gender\":\"{sex}\"')\n",
    "        list_mx.append(f'\"Age\":\"M\"')\n",
    "        dict2['surveyId'] = \"merge1\"\n",
    "        dict2['name'] = dict3[str(k)]['name'] \n",
    "        name = dict3[str(k)]['name'] \n",
    "        dict2['code'] = str(k)\n",
    "        ss = ''\n",
    "        \n",
    "        if k not in no_xinli:\n",
    "            for i in range(0,47):\n",
    "                list_mx.append(f'\"q{i+1}M\":{v[i]}')        \n",
    "        \n",
    "        for i in range(1,61):\n",
    "            if i not in zy:\n",
    "                list_mx.append(f'\"q{i}\":{v[46+i]}')\n",
    "        for i in range(1,27):\n",
    "            list_mx.append(f'\"qv{i}\":{v[106+i]}')\n",
    "        ss = ','.join(list_mx)\n",
    "        ss ='{'+ss+'}'\n",
    "        dict2['data'] = ss\n",
    "        sj = '2023-03-28 20:02:00'\n",
    "        s= s+f'(\"merge1\",\"{name}\",\"{str(k)}\",\\'{ss}\\',\"{sj}\"),'\n",
    "        #print(dict2)\n",
    "print(s)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75dda87e-804e-42ba-b1a4-08c8a8b65050",
   "metadata": {},
   "source": [
    "## 老年问卷导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "09a354e6-a07a-40b8-9b8c-3499fb0b7c28",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import openpyxl\n",
    "import json\n",
    "\n",
    "filename = 'data/杨庙体测明确人员信息（20230328）.json'\n",
    "with open(filename,'r') as fl:\n",
    "    dict2 = json.load(fl)\n",
    "wb = openpyxl.load_workbook('data/羊庙问卷统计表（老年组）.xlsx')\n",
    "sheet = wb.active\n",
    "# sheets = wb.sheetnames\n",
    "dict1 = {}\n",
    "dict3 = {}\n",
    "no_xinli = [286]\n",
    "sheet = wb.active\n",
    "data1 =list(sheet.values)\n",
    "list_bh = data1[0][1:]\n",
    "print(list_bh)\n",
    "del data1[0]\n",
    "print(len(list_bh))\n",
    "for i in range(1,len(list_bh)+1):\n",
    "    list2 = []\n",
    "    \n",
    "    for item in data1:\n",
    "        list2.append(item[i])\n",
    "    dict1[list_bh[i-1]] = list2\n",
    "for k, v in dict1.items():\n",
    "    #if 0 in v or ' ' in v:\n",
    "    #    print(k)\n",
    "    if str(k) not in dict2.keys():\n",
    "        print(k,'不在清理名单中')\n",
    "#print(dict1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2e311b1-7436-49e3-bf52-93c38f088be1",
   "metadata": {},
   "source": [
    "## 老年问卷导出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "f41e130b-06e5-45ee-bf3d-cc25dfcc653d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-28T12:10:31.957839Z",
     "iopub.status.busy": "2023-03-28T12:10:31.957400Z",
     "iopub.status.idle": "2023-03-28T12:10:32.429259Z",
     "shell.execute_reply": "2023-03-28T12:10:32.428247Z",
     "shell.execute_reply.started": "2023-03-28T12:10:31.957811Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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20:02:00\"),(\"merge1\",\"许春堂\",\"195\",'{\"Gender\":\"m\",\"Age\":\"O\",\"q1O\":2,\"q2O\":1,\"q3O\":1,\"q4O\":1,\"q5O\":5,\"q6O\":5,\"q7O\":5,\"q8O\":4,\"q9O\":5,\"q10O\":1,\"q11O\":4,\"q12O\":5,\"q13O\":5,\"q14O\":5,\"q15O\":5,\"q16O\":5,\"q17O\":5,\"q18O\":4,\"q19O\":2,\"q20O\":5,\"q21O\":4,\"q22O\":5,\"q23O\":5,\"q24O\":5,\"q25O\":5,\"q26O\":4,\"q27O\":4,\"q28O\":4,\"q29O\":4,\"q30O\":2,\"q1\":4,\"q3\":2,\"q4\":1,\"q5\":1,\"q6\":4,\"q8\":3,\"q10\":1,\"q13\":3,\"q14\":4,\"q15\":1,\"q16\":1,\"q17\":3,\"q18\":4,\"q19\":4,\"q20\":1,\"q22\":2,\"q23\":2,\"q25\":2,\"q26\":1,\"q27\":2,\"q28\":3,\"q29\":2,\"q30\":3,\"q31\":2,\"q32\":2,\"q33\":1,\"q34\":1,\"q35\":2,\"q36\":2,\"q37\":1,\"q38\":3,\"q39\":1,\"q40\":2,\"q41\":1,\"q42\":2,\"q43\":2,\"q44\":3,\"q45\":2,\"q46\":1,\"q47\":2,\"q48\":1,\"q49\":1,\"q50\":1,\"q51\":1,\"q52\":2,\"q53\":3,\"q54\":3,\"q55\":1,\"q56\":1,\"q57\":3,\"q58\":1,\"q59\":1,\"q60\":2,\"qv1\":2,\"qv2\":2,\"qv3\":1,\"qv4\":2,\"qv5\":1,\"qv6\":2,\"qv7\":2,\"qv8\":2,\"qv9\":1,\"qv10\":2,\"qv11\":1,\"qv12\":2,\"qv13\":2,\"qv14\":2,\"qv15\":2,\"qv16\":2,\"qv17\":2,\"qv18\":1,\"qv19\":2,\"qv20\":2,\"qv21\":2,\"qv22\":2,\"qv23\":2,\"qv24\":2,\"qv25\":2,\"qv26\":2}',\"2023-03-28 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20:02:00\"),(\"merge1\",\"崔振南\",\"345\",'{\"Gender\":\"m\",\"Age\":\"O\",\"q1O\":5,\"q2O\":5,\"q3O\":5,\"q4O\":1,\"q5O\":5,\"q6O\":5,\"q7O\":5,\"q8O\":4,\"q9O\":5,\"q10O\":4,\"q11O\":5,\"q12O\":5,\"q13O\":5,\"q14O\":5,\"q15O\":5,\"q16O\":5,\"q17O\":5,\"q18O\":5,\"q19O\":4,\"q20O\":5,\"q21O\":5,\"q22O\":5,\"q23O\":5,\"q24O\":5,\"q25O\":4,\"q26O\":4,\"q27O\":4,\"q28O\":4,\"q29O\":5,\"q30O\":4,\"q1\":2,\"q3\":1,\"q4\":1,\"q5\":5,\"q6\":4,\"q8\":4,\"q10\":4,\"q13\":2,\"q14\":5,\"q15\":1,\"q16\":5,\"q17\":5,\"q18\":5,\"q19\":5,\"q20\":5,\"q22\":1,\"q23\":1,\"q25\":1,\"q26\":1,\"q27\":1,\"q28\":3,\"q29\":4,\"q30\":3,\"q31\":5,\"q32\":1,\"q33\":1,\"q34\":1,\"q35\":1,\"q36\":4,\"q37\":1,\"q38\":5,\"q39\":1,\"q40\":5,\"q41\":1,\"q42\":1,\"q43\":2,\"q44\":5,\"q45\":5,\"q46\":1,\"q47\":5,\"q48\":1,\"q49\":1,\"q50\":1,\"q51\":1,\"q52\":1,\"q53\":1,\"q54\":4,\"q55\":1,\"q56\":1,\"q57\":1,\"q58\":1,\"q59\":1,\"q60\":1,\"qv1\":1,\"qv2\":2,\"qv3\":1,\"qv4\":2,\"qv5\":2,\"qv6\":2,\"qv7\":1,\"qv8\":2,\"qv9\":2,\"qv10\":2,\"qv11\":1,\"qv12\":1,\"qv13\":2,\"qv14\":2,\"qv15\":2,\"qv16\":1,\"qv17\":2,\"qv18\":2,\"qv19\":2,\"qv20\":2,\"qv21\":2,\"qv22\":2,\"qv23\":1,\"qv24\":1,\"qv25\":2,\"qv26\":2}',\"2023-03-28 20:02:00\"),(\"merge1\",\"魏希罕\",\"327\",'{\"Gender\":\"f\",\"Age\":\"O\",\"q1O\":3,\"q2O\":1,\"q3O\":1,\"q4O\":5,\"q5O\":5,\"q6O\":5,\"q7O\":5,\"q8O\":4,\"q9O\":5,\"q10O\":1,\"q11O\":5,\"q12O\":5,\"q13O\":5,\"q14O\":5,\"q15O\":5,\"q16O\":5,\"q17O\":5,\"q18O\":4,\"q19O\":5,\"q20O\":5,\"q21O\":3,\"q22O\":3,\"q23O\":4,\"q24O\":5,\"q25O\":5,\"q26O\":5,\"q27O\":3,\"q28O\":5,\"q29O\":5,\"q30O\":4,\"q1\":4,\"q3\":2,\"q4\":1,\"q5\":1,\"q6\":1,\"q8\":4,\"q10\":1,\"q13\":1,\"q14\":1,\"q15\":1,\"q16\":1,\"q17\":1,\"q18\":1,\"q19\":1,\"q20\":1,\"q22\":3,\"q23\":1,\"q25\":1,\"q26\":1,\"q27\":1,\"q28\":1,\"q29\":1,\"q30\":3,\"q31\":1,\"q32\":1,\"q33\":1,\"q34\":1,\"q35\":1,\"q36\":1,\"q37\":1,\"q38\":1,\"q39\":1,\"q40\":1,\"q41\":1,\"q42\":1,\"q43\":1,\"q44\":1,\"q45\":2,\"q46\":1,\"q47\":4,\"q48\":1,\"q49\":1,\"q50\":1,\"q51\":1,\"q52\":1,\"q53\":1,\"q54\":2,\"q55\":1,\"q56\":1,\"q57\":1,\"q58\":1,\"q59\":1,\"q60\":1,\"qv1\":2,\"qv2\":2,\"qv3\":2,\"qv4\":2,\"qv5\":2,\"qv6\":2,\"qv7\":2,\"qv8\":2,\"qv9\":2,\"qv10\":2,\"qv11\":2,\"qv12\":2,\"qv13\":2,\"qv14\":2,\"qv15\":2,\"qv16\":2,\"qv17\":2,\"qv18\":2,\"qv19\":2,\"qv20\":2,\"qv21\":2,\"qv22\":2,\"qv23\":2,\"qv24\":2,\"qv25\":2,\"qv26\":2}',\"2023-03-28 20:02:00\"),\n"
     ]
    }
   ],
   "source": [
    "import openpyxl\n",
    "import json\n",
    "\n",
    "filename = 'data/杨庙体测明确人员信息（20230328）.json'\n",
    "with open(filename,'r') as fl:\n",
    "    dict3 = json.load(fl)\n",
    "wb = openpyxl.load_workbook('data/羊庙问卷统计表（老年组）.xlsx')\n",
    "sheet = wb.active\n",
    "# sheets = wb.sheetnames\n",
    "dict1 = {}\n",
    "\n",
    "no_xinli = [286]\n",
    "sheet = wb.active\n",
    "data1 =list(sheet.values)\n",
    "list_bh = data1[0][1:]\n",
    "#print(list_bh)\n",
    "del data1[0]\n",
    "\n",
    "for i in range(1,len(list_bh)+1):\n",
    "    list2 = []\n",
    "    \n",
    "    for item in data1:\n",
    "        list2.append(item[i])\n",
    "    dict1[list_bh[i-1]] = list2\n",
    "#print(dict1)\n",
    "s = ''\n",
    "for k,v in dict1.items():\n",
    "    if str(k) in dict3.keys(): \n",
    "        if dict3[str(k)]['sex'] ==1:\n",
    "            sex = \"m\"\n",
    "        else:\n",
    "            sex = \"f\"\n",
    "        dict2 = {}\n",
    "        list_mx = []\n",
    "        list_mx.append(f'\"Gender\":\"{sex}\"')\n",
    "        list_mx.append(f'\"Age\":\"O\"')\n",
    "        dict2['surveyId'] = \"merge1\"\n",
    "        dict2['name'] = dict3[str(k)]['name'] \n",
    "        dict2['code'] = str(k)        \n",
    "        name = dict3[str(k)]['name'] \n",
    "        if k not in no_xinli:\n",
    "            for i in range(0,30):\n",
    "                list_mx.append(f'\"q{i+1}O\":{v[i]}')        \n",
    "        \n",
    "        for i in range(1,61):\n",
    "            if i not in zy:\n",
    "                list_mx.append(f'\"q{i}\":{v[29+i]}')\n",
    "        for i in range(1,27):\n",
    "            list_mx.append(f'\"qv{i}\":{v[89+i]}')\n",
    "        ss = ','.join(list_mx)\n",
    "        ss ='{'+ss+'}'\n",
    "        dict2['data'] = ss\n",
    "        sj = '2023-03-28 20:02:00'\n",
    "        s= s+f'(\"merge1\",\"{name}\",\"{str(k)}\",\\'{ss}\\',\"{sj}\"),'\n",
    "        #print(dict2)\n",
    "print(s)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3262d713-92a4-4790-81a3-976ff308ee3d",
   "metadata": {},
   "source": [
    "## 统计网络问卷信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08980670-fda9-4660-a619-2f5f5ed8d334",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "filename = 'data/merge1.json'\n",
    "\n",
    "with open(filename,'r') as fl:\n",
    "    dict1 = json.load(fl)\n",
    "#print(dict1)\n",
    "filename = 'data/杨庙体测明确人员信息（20230328）.json'\n",
    "with open(filename,'r') as fl:\n",
    "    dict2 = json.load(fl)\n",
    "dict3 = {}\n",
    "for k, v in dict1.items():\n",
    "    print(len(v))\n",
    "    for item in v:\n",
    "        phone = item['phone']\n",
    "        dict3.setdefault(phone,{})\n",
    "        #dict3[phone]['data'] = v['data']\n",
    "        for k1,v1 in dict2.items():\n",
    "            if 'phone' in v1.keys() and phone == v1['phone']:\n",
    "                dict3[phone]['bh'] = k1\n",
    "print(dict3)\n",
    "for k, v in dict2.items():\n",
    "    for k1, v1 in dict2.items():\n",
    "        \n",
    "    if 'bh' not in v.keys():\n",
    "        print(k)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e06b0149-c1ff-4fd0-b692-1be391433f40",
   "metadata": {},
   "source": [
    "# 按照测试编号管理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54c8e75c-6d3a-4b0d-91a1-c5e9e79a119f",
   "metadata": {},
   "source": [
    "## 导入测试人员信息表（符合条件）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b51b73fa-97fa-473c-ab8a-d1fd958eb52a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import openpyxl\n",
    "import json\n",
    "import time\n",
    "\n",
    "wb = openpyxl.load_workbook('data/杨庙体测明确人员信息表（20230328）.xlsx')\n",
    "sheet = wb.active\n",
    "person = {}\n",
    "for n in range(2, sheet.max_row+1):\n",
    "    code = int(sheet.cell(n, 1).value)\n",
    "    person.setdefault(code, {})\n",
    "    dict1 = {}\n",
    "    name = sheet.cell(n, 2).value   \n",
    "    dict1['name'] = name\n",
    "    dict1['sex'] = sheet.cell(n, 3).value\n",
    "    dict1['birth'] = str(sheet.cell(n, 4).value).split(' ')[0]\n",
    "    if sheet.cell(n, 5).value is not None:\n",
    "        dict1['phone'] = str(sheet.cell(n, 5).value)\n",
    "    if sheet.cell(n,6).value is not None:\n",
    "        dict1['unit'] = sheet.cell(n,11).value\n",
    "    person[code] = dict1\n",
    "filename = 'data/杨庙体测明确人员信息（20230328）.json'\n",
    "with open(filename, 'w') as fl:\n",
    "    json.dump(person, fl, ensure_ascii=False,default=str)\n",
    "print('ok')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "02e73700-b9ce-4cb0-91ac-1d8e166b2a51",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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