KWOM_July

周伟奇
Showing 3 changed files with 183 additions and 92 deletions
src/common/electronic_afc_contract/afc_contract_ocr.py
src/common/electronic_afc_contract/get_char_fsm.py
src/common/electronic_hil_contract/get_char.py
--- a/src/common/electronic_afc_contract/afc_contract_ocr.py
View file @93c7cc0
+++ b/src/common/electronic_afc_contract/afc_contract_ocr.py
View file @93c7cc0
@@ -25,6 +25,15 @@ def extract_info(ocr_results):
 def predict(pdf_info, is_qrs=False, is_fsm=False):
+    pop_seceond_page_info = {}
+    if not is_fsm and not is_qrs and len(pdf_info) == 9:
+        pop_seceond_page_info = pdf_info.pop('1', {})
+        for pno in range(8):
+            if pno == 0:
+                pdf_info[str(pno)]['blocks'].extend(pop_seceond_page_info.get('blocks', []))
+            else:
+                pdf_info[str(pno)] = pdf_info.pop(str(pno+1))
    ocr_results = {}
    for pno in pdf_info:
        ocr_results[pno] = {}
--- a/src/common/electronic_afc_contract/get_char_fsm.py
View file @93c7cc0
+++ b/src/common/electronic_afc_contract/get_char_fsm.py
View file @93c7cc0
@@ -13,6 +13,7 @@ class Finder:
        self.item = {"words": None,
                     "position": None,
                    }
+        self.cn_re = re.compile(u'[\u4e00-\u9fa5]')
    def gen_init_result(self, is_asp):
        # 格式化算法输出
@@ -187,6 +188,11 @@ class Finder:
                vin['position'] = location
        return vin
+    def cn_char_filter(self, src_str):
+        cn_chars = re.findall(self.cn_re, src_str)
+        cn_str = ''.join(cn_chars)
+        return cn_str
    def get_loan_principal(self, page_num='0'):
        chinese_keywords = ['壹', '贰', '叁', '肆', '伍', '陆', '柒', '捌', '玖', '拾',
                            '佰', '仟', '万', '亿', '元', '角', '分', '零', '整']
@@ -201,7 +207,7 @@ class Finder:
            for line in block['lines']:
                for span in line['spans']:
                    bbox, text = span['bbox'], span['text']
-                    if fuzz.ratio(''.join(chinese_keywords), text) > 15:
+                    if fuzz.ratio(''.join(chinese_keywords), self.cn_char_filter(text)) >= 10:
                        text = text.split('：')[-1].strip()
                        upper['position'] = bbox
                        upper['words'] = text
--- a/src/common/electronic_hil_contract/get_char.py
View file @93c7cc0
+++ b/src/common/electronic_hil_contract/get_char.py
View file @93c7cc0
@@ -3,7 +3,7 @@
 # @Email         : 9428.al@gmail.com
 # @Create Date   : 2021-07-20 16:42:41
 # @Last Modified : 2021-10-28 17:41:00
-# @Description   : 
+# @Description   :
 import re
 import numpy as np
@@ -21,7 +21,7 @@ def caculate_iou(g, p):
 def get_table_info(bbox_1, bbox_2, ocr_result):
    anchor = [bbox_2[0], bbox_1[1], bbox_2[2], bbox_1[3],
-            bbox_2[4], bbox_1[5], bbox_2[6], bbox_1[7]]
+              bbox_2[4], bbox_1[5], bbox_2[6], bbox_1[7]]
    table_info = ''
    for span in ocr_result:
        iou = caculate_iou(anchor, span[0])
@@ -31,6 +31,7 @@ def get_table_info(bbox_1, bbox_2, ocr_result):
 class Finder:
    def __init__(self, pdf_info):
        self.pdf_info = pdf_info
        self.item = {"words": None,
@@ -42,12 +43,15 @@ class Finder:
                            "承租人-姓名": self.item,
                            "承租人-证件号码": self.item,
                            "承租人-法定代表人或授权代表": self.item,
                            "共同承租人-姓名": self.item,
                            "共同承租人-证件号码": self.item,
                            "共同承租人-法定代表人或授权代表": self.item,
                            "保证人1-姓名": self.item,
                            "保证人1-证件号码": self.item,
                            "保证人1-法定代表人或授权代表": self.item,
                            "保证人2-姓名": self.item,
                            "保证人2-证件号码": self.item,
                            "保证人2-法定代表人或授权代表": self.item,
@@ -67,15 +71,19 @@ class Finder:
                            "银行账户-开户行": self.item,
                            "签字页-承租人姓名": self.item,
                            "签字页-承租人签章": self.item,
                            "签字页-共同承租人姓名": self.item,
                            "签字页-共同承租人签章": self.item,
                            "签字页-保证人1姓名": self.item,
                            "签字页-保证人1签章": self.item,
                            "签字页-保证人2姓名": self.item,
                            "签字页-保证人2签章": self.item,
                            "签字页-保证人3姓名": self.item,
                            "签字页-保证人3签章": self.item,
                            }
        # 格式化输出 车辆处置协议 要是别的字段
        self.init_result_1 = {"合同编号": self.item,
                              "承租人-姓名": self.item,
@@ -88,6 +96,7 @@ class Finder:
                              "签字页-销售经销商": self.item,
                              "签字页-销售经销商签章": self.item,
                              }
        # 格式化输出 车辆租赁抵押合同
        self.init_result_2 = {"合同编号": self.item,
                              "合同编号（正文）": self.item,
@@ -108,10 +117,10 @@ class Finder:
        """传入页码,查看该页码右上角的编号
        Args:
-            page_num (string):
+            page_num (string): 
        Returns:
-            sting:
+            sting: 
        """
        contract_no = self.item.copy()
        # 只看第一页
@@ -174,6 +183,7 @@ class Finder:
                # contract_no['words'] = words
                contract_no['words'] = re.sub("\s", "", words).replace("）", "")
                return contract_no
            matchObj = re.search(r'编号为(.*?)的', all_text)
            if matchObj:
                words = matchObj.group(1).strip()
@@ -182,6 +192,7 @@ class Finder:
                # contract_no['words'] = words
                contract_no['words'] = re.sub("\s", "", words).replace("）", "")
                return contract_no
            matchObj = re.search(r'编号为(.*?)）的', all_text)
            if matchObj:
                words = matchObj.group(1).strip()
@@ -291,6 +302,7 @@ class Finder:
    def get_asp_details(self, page_num):
        asp_details_table_term = self.item.copy()
        asp_details_table = []
        asp_details_text_list = []
        table = False
@@ -306,20 +318,25 @@ class Finder:
                        table = False
                    if table == True:
                        asp_details_text_list.append(text)
-        for i in range((len(asp_details_text_list) + 2) // 3):
+        for i in range((len(asp_details_text_list)+2)//3):
            line = []
            if i == 0:
                line = [asp_details_text_list[0]]
            else:
                for j in range(3):
-                    line.append(asp_details_text_list[i * 3 - 2 + j])
+                    line.append(asp_details_text_list[i*3-2+j])
            asp_details_table.append(line)
        if len(asp_details_table) > 0:
            asp_details_table_term['words'] = asp_details_table
        return asp_details_table_term
    def get_signature(self):
        signature = self.item.copy()
        for block in self.pdf_info['0']['blocks']:
            if block['type'] != 0:
                continue
@@ -448,6 +465,7 @@ class Finder:
    def get_repayment_schedule(self):
        repayment_schedule = self.item.copy()
        repayment_schedule_text_list = []
        table = False
        page = None
@@ -475,6 +493,7 @@ class Finder:
                            if not left < bbox[0] < right:
                                continue
                            repayment_schedule_text_list.append(text)
                        if text.strip() == "61.":
                            page = pno
                            table = True
@@ -482,14 +501,17 @@ class Finder:
        # print("repayment_schedule_text_list = ", repayment_schedule_text_list)
        # repayment_schedule_table = [['序号', '融资租赁成本', '融资租赁费用', '租金', '剩余融资租赁成本']]
        repayment_schedule_table = [['序号', '租金']]
-        for i in range(len(repayment_schedule_text_list) // 4):
+        for i in range(len(repayment_schedule_text_list)//4):
-            line = [f'{i + 1}.']
+            line = [f'{i+1}.']
            # 4表示4列的意思
            for j in range(4):
-                line.append(repayment_schedule_text_list[i * 4 + j])
+                line.append(repayment_schedule_text_list[i*4+j])
            # 只保留序号和租金列
            line = [line[0].replace('.', ''), line[3]]
            repayment_schedule_table.append(line)
        repayment_schedule['words'] = repayment_schedule_table
        repayment_schedule['page'] = page
        return repayment_schedule
@@ -538,7 +560,8 @@ class Finder:
        else:
            words = '无'
        boxes = np.array(boxes).reshape((-1, 2))
-        position = [min(boxes[:, 0]), min(boxes[:, 1]), max(boxes[:, 0]), max(boxes[:, 1])]
+        position = [min(boxes[:, 0]), min(boxes[:, 1]),
+                    max(boxes[:, 0]), max(boxes[:, 1])]
        signature_role_2['page_num'] = page_num
        signature_role_2['position'] = position
        signature_role_2['words'] = words
@@ -573,7 +596,8 @@ class Finder:
        else:
            words = '无'
        boxes = np.array(boxes).reshape((-1, 2))
-        position = [min(boxes[:, 0]), min(boxes[:, 1]), max(boxes[:, 0]), max(boxes[:, 1])]
+        position = [min(boxes[:, 0]), min(boxes[:, 1]),
+                    max(boxes[:, 0]), max(boxes[:, 1])]
        signature_role_3['page_num'] = page_num
        signature_role_3['position'] = position
        signature_role_3['words'] = words
@@ -608,7 +632,8 @@ class Finder:
        else:
            words = '无'
        boxes = np.array(boxes).reshape((-1, 2))
-        position = [min(boxes[:, 0]), min(boxes[:, 1]), max(boxes[:, 0]), max(boxes[:, 1])]
+        position = [min(boxes[:, 0]), min(boxes[:, 1]),
+                    max(boxes[:, 0]), max(boxes[:, 1])]
        signature_role_4['page_num'] = page_num
        signature_role_4['position'] = position
        signature_role_4['words'] = words
@@ -644,7 +669,8 @@ class Finder:
        else:
            words = '无'
        boxes = np.array(boxes).reshape((-1, 2))
-        position = [min(boxes[:, 0]), min(boxes[:, 1]), max(boxes[:, 0]), max(boxes[:, 1])]
+        position = [min(boxes[:, 0]), min(boxes[:, 1]),
+                    max(boxes[:, 0]), max(boxes[:, 1])]
        signature_role_5['page_num'] = page_num
        signature_role_5['position'] = position
        signature_role_5['words'] = words
@@ -717,6 +743,7 @@ class Finder:
        name = self.item.copy()
        id_num = self.item.copy()
        representative = self.item.copy()
        # 以保证人3 的左上角为定位点
        anchor = None
        for block in self.pdf_info[page_num]['blocks']:
@@ -728,6 +755,7 @@ class Finder:
                    # 找到角色姓名
                    if re.match('保证人3', text) is not None:
                        anchor = [bbox[0], bbox[1]]
        if anchor is not None:
            for block in self.pdf_info[page_num]['blocks']:
                if block['type'] != 0:
@@ -743,60 +771,52 @@ class Finder:
                            name['position'] = bbox
                        if role_key == '承租人：':
                            # 找到证件号码且确定位置
-                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(
+                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(bbox[1::2]) < anchor[1]:
-                                    bbox[1::2]) < anchor[1]:
                                words = text.split('：')[-1]
                                id_num['words'] = words
                                id_num['page'] = page_num
                                id_num['position'] = bbox
                            # 找到法人代表且确定位置
-                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(
+                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(bbox[1::2]) < anchor[1]:
-                                    bbox[1::2]) < anchor[1]:
                                words = text.split('：')[-1]
                                representative['words'] = words
                                representative['page'] = page_num
                                representative['position'] = bbox
                        if role_key == '保证人1：':
                            # 找到证件号码且确定位置
-                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(
+                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(bbox[1::2]) > anchor[1]:
-                                    bbox[1::2]) > anchor[1]:
                                words = text.split('：')[-1]
                                id_num['words'] = words
                                id_num['page'] = page_num
                                id_num['position'] = bbox
                            # 找到法人代表且确定位置
-                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(
+                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(bbox[1::2]) > anchor[1]:
-                                    bbox[1::2]) > anchor[1]:
                                words = text.split('：')[-1]
                                representative['words'] = words
                                representative['page'] = page_num
                                representative['position'] = bbox
                        if role_key == '保证人2：':
                            # 找到证件号码且确定位置
-                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(
+                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(bbox[1::2]) < anchor[1]:
-                                    bbox[1::2]) < anchor[1]:
                                words = text.split('：')[-1]
                                id_num['words'] = words
                                id_num['page'] = page_num
                                id_num['position'] = bbox
                            # 找到法人代表且确定位置
-                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(
+                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(bbox[1::2]) < anchor[1]:
-                                    bbox[1::2]) < anchor[1]:
                                words = text.split('：')[-1]
                                representative['words'] = words
                                representative['page'] = page_num
                                representative['position'] = bbox
                        if role_key == '保证人3：':
                            # 找到证件号码且确定位置
-                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(
+                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(bbox[1::2]) > anchor[1]:
-                                    bbox[1::2]) > anchor[1]:
                                words = text.split('：')[-1]
                                id_num['words'] = words
                                id_num['page'] = page_num
                                id_num['position'] = bbox
                            # 找到法人代表且确定位置
-                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(
+                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(bbox[1::2]) > anchor[1]:
-                                    bbox[1::2]) > anchor[1]:
                                words = text.split('：')[-1]
                                representative['words'] = words
                                representative['page'] = page_num
@@ -805,6 +825,7 @@ class Finder:
    def get_table_add_product(self):
        table_add_product = self.item.copy()
        add_product_page_num = None
        for pno in self.pdf_info:
            for block in self.pdf_info[f'{pno}']['blocks']:
@@ -825,11 +846,14 @@ class Finder:
                    xmin, ymin, xmax, ymax = bbox
                    bbox = [xmin, ymin, xmax, ymin, xmax, ymax, xmin, ymax]
                    ocr_results.append([bbox, text])
        lines = [['项目', '购买价格', '实际融资金额']]
        key_xm = None
        key_gmjg = None
        key_sjrzje = None
        key_total = None
        for index, span in enumerate(ocr_results):
            if span[1] == '项目':
                key_xm = index
@@ -839,22 +863,29 @@ class Finder:
                key_sjrzje = index
            if span[1] == '总计':
                key_total = index
        bbox, text = ocr_results[key_xm]
-        rh = abs(bbox[1] - bbox[-1])
+        rh = abs(bbox[1]-bbox[-1])
        anchor = np.array(bbox).reshape((-1, 2))
-        anchor[:, 0] += 2 * rh
+        anchor[:, 0] += 2*rh
        anchor[:, 1] += rh
        for i in range(5):
            for span in ocr_results:
                iou = caculate_iou(anchor, span[0])
                if iou > 0.01 and span[1].strip() != '所购':
-                    x = get_table_info(span[0], ocr_results[key_gmjg][0], ocr_results)
+                    x = get_table_info(
-                    y = get_table_info(span[0], ocr_results[key_sjrzje][0], ocr_results)
+                        span[0], ocr_results[key_gmjg][0], ocr_results)
+                    y = get_table_info(
+                        span[0], ocr_results[key_sjrzje][0], ocr_results)
                    line = [span[1].replace('\u3000', ' '), x, y]
+                    # print(line)
                    lines.append(line)
                    anchor = np.array(span[0]).reshape((-1, 2))
                    anchor[:, 1] += rh
-        total = get_table_info(ocr_results[key_total][0], ocr_results[key_sjrzje][0], ocr_results)
+        total = get_table_info(
+            ocr_results[key_total][0], ocr_results[key_sjrzje][0], ocr_results)
        lines.append(['总计', '', total])
        # 所购　BMW悦然焕
@@ -880,7 +911,6 @@ class Finder:
            if '事故维修补' in line[0]:
                line[0] = '所购 事故维修补偿方案'
            filtered_lines.append(line)
        table_add_product['words'] = filtered_lines
        table_add_product['page'] = add_product_page_num
        table_add_product['position'] = None
@@ -889,6 +919,7 @@ class Finder:
    def get_contract_no_dy(self):
        # 查找抵押合同编号
        contract_no = self.item.copy()
        key_box = None
        for pno in self.pdf_info:
            for block in self.pdf_info[pno]['blocks']:
@@ -899,6 +930,7 @@ class Finder:
                        bbox, text = span['bbox'], span['text']
                        if '抵押合同编号' in text:
                            key_box = bbox
        if key_box is not None:
            for pno in self.pdf_info:
                for block in self.pdf_info[pno]['blocks']:
@@ -916,6 +948,7 @@ class Finder:
    def get_dyr_name_id(self):
        name = self.item.copy()
        _id = self.item.copy()
        key_box = None
        for pno in self.pdf_info:
            for block in self.pdf_info[pno]['blocks']:
@@ -928,7 +961,7 @@ class Finder:
                            key_box = bbox
        if key_box is not None:
-            rh = abs(key_box[1] - key_box[3])
+            rh = abs(key_box[1]-key_box[3])
            for pno in self.pdf_info:
                for block in self.pdf_info[pno]['blocks']:
                    if block['type'] != 0:
@@ -936,12 +969,12 @@ class Finder:
                    for line in block['lines']:
                        for span in line['spans']:
                            bbox, text = span['bbox'], span['text']
-                            if key_box[1] < np.mean(bbox[1::2]) < key_box[3] + rh * 3 and '姓名' in text:
+                            if key_box[1] < np.mean(bbox[1::2]) < key_box[3]+rh*3 and '姓名' in text:
                                words = text.split('：')[-1]
                                name['position'] = bbox
                                name['page'] = pno
                                name['words'] = words
-                            if key_box[1] < np.mean(bbox[1::2]) < key_box[3] + rh * 3 and '证件号码' in text:
+                            if key_box[1] < np.mean(bbox[1::2]) < key_box[3]+rh*3 and '证件号码' in text:
                                words = text.split('：')[-1]
                                _id['position'] = bbox
                                _id['page'] = pno
@@ -951,6 +984,7 @@ class Finder:
    def get_dyrpo_name_id(self):
        name = self.item.copy()
        _id = self.item.copy()
        key_box = None
        for pno in self.pdf_info:
            for block in self.pdf_info[pno]['blocks']:
@@ -961,8 +995,9 @@ class Finder:
                        bbox, text = span['bbox'], span['text']
                        if text == '抵押人配偶(如适':
                            key_box = bbox
        if key_box is not None:
-            rh = abs(key_box[1] - key_box[3])
+            rh = abs(key_box[1]-key_box[3])
            for pno in self.pdf_info:
                for block in self.pdf_info[pno]['blocks']:
                    if block['type'] != 0:
@@ -970,13 +1005,13 @@ class Finder:
                    for line in block['lines']:
                        for span in line['spans']:
                            bbox, text = span['bbox'], span['text']
-                            if key_box[1] < np.mean(bbox[1::2]) < key_box[3] + rh * 3 and '姓名' in text:
+                            if key_box[1] < np.mean(bbox[1::2]) < key_box[3]+rh*3 and '姓名' in text:
                                words = text.split('：')[-1]
                                name['position'] = bbox
                                name['page'] = pno
                                name['words'] = words
-                            if key_box[1] < np.mean(bbox[1::2]) < key_box[3] + rh * 3 and '证件号码' in text:
+                            if key_box[1] < np.mean(bbox[1::2]) < key_box[3]+rh*3 and '证件号码' in text:
-                                words = text.split('：')[-1]
+                                words = text.split('：')[-1].strip()
                                _id['position'] = bbox
                                _id['page'] = pno
                                _id['words'] = words
@@ -984,6 +1019,7 @@ class Finder:
    def get_key_value_position(self, key):
        value = self.item.copy()
        key_box = None
        for pno in self.pdf_info:
            for block in self.pdf_info[pno]['blocks']:
@@ -994,8 +1030,9 @@ class Finder:
                        bbox, text = span['bbox'], span['text']
                        if text == key:
                            key_box = bbox
        if key_box is not None:
-            rh = abs(key_box[1] - key_box[3])
+            rh = abs(key_box[1]-key_box[3])
            for pno in self.pdf_info:
                for block in self.pdf_info[pno]['blocks']:
                    if block['type'] != 0:
@@ -1003,9 +1040,8 @@ class Finder:
                    for line in block['lines']:
                        for span in line['spans']:
                            bbox, text = span['bbox'], span['text']
-                            if key_box[1] < np.mean(bbox[1::2]) < key_box[3] and key_box[0] < bbox[0] and abs(
+                            if key_box[1] < np.mean(bbox[1::2]) < key_box[3] and key_box[0] < bbox[0] and abs(key_box[2]-bbox[0]) < rh*10:
-                                    key_box[2] - bbox[0]) < rh * 10:
+                                words = text.strip()
-                                words = text
                                value['position'] = bbox
                                value['page'] = pno
                                value['words'] = words
@@ -1015,6 +1051,7 @@ class Finder:
        name = self.item.copy()
        id_num = self.item.copy()
        representative = self.item.copy()
        # 以保证人2 的左上角为定位点
        anchor = None
        for block in self.pdf_info[page_num]['blocks']:
@@ -1026,6 +1063,7 @@ class Finder:
                    # 找到角色姓名
                    if re.match('保证人2', text) is not None:
                        anchor = [bbox[0], bbox[1]]
        if anchor is not None:
            for block in self.pdf_info[page_num]['blocks']:
                if block['type'] != 0:
@@ -1041,60 +1079,52 @@ class Finder:
                            name['position'] = bbox
                        if role_key == '承租人一：':
                            # 找到证件号码且确定位置
-                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(
+                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(bbox[1::2]) < anchor[1]:
-                                    bbox[1::2]) < anchor[1]:
                                words = text.split('：')[-1]
                                id_num['words'] = words
                                id_num['page'] = page_num
                                id_num['position'] = bbox
                            # 找到法人代表且确定位置
-                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(
+                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(bbox[1::2]) < anchor[1]:
-                                    bbox[1::2]) < anchor[1]:
                                words = text.split('：')[-1]
                                representative['words'] = words
                                representative['page'] = page_num
                                representative['position'] = bbox
                        if role_key == '共同承租人：':
                            # 找到证件号码且确定位置
-                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(
+                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(bbox[1::2]) > anchor[1]:
-                                    bbox[1::2]) > anchor[1]:
                                words = text.split('：')[-1]
                                id_num['words'] = words
                                id_num['page'] = page_num
                                id_num['position'] = bbox
                            # 找到法人代表且确定位置
-                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(
+                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) < anchor[0] and np.mean(bbox[1::2]) > anchor[1]:
-                                    bbox[1::2]) > anchor[1]:
                                words = text.split('：')[-1]
                                representative['words'] = words
                                representative['page'] = page_num
                                representative['position'] = bbox
                        if role_key == '保证人1：':
                            # 找到证件号码且确定位置
-                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(
+                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(bbox[1::2]) < anchor[1]:
-                                    bbox[1::2]) < anchor[1]:
                                words = text.split('：')[-1]
                                id_num['words'] = words
                                id_num['page'] = page_num
                                id_num['position'] = bbox
                            # 找到法人代表且确定位置
-                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(
+                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(bbox[1::2]) < anchor[1]:
-                                    bbox[1::2]) < anchor[1]:
                                words = text.split('：')[-1]
                                representative['words'] = words
                                representative['page'] = page_num
                                representative['position'] = bbox
                        if role_key == '保证人2：':
                            # 找到证件号码且确定位置
-                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(
+                            if re.match('证件号码：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(bbox[1::2]) > anchor[1]:
-                                    bbox[1::2]) > anchor[1]:
                                words = text.split('：')[-1]
                                id_num['words'] = words
                                id_num['page'] = page_num
                                id_num['position'] = bbox
                            # 找到法人代表且确定位置
-                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(
+                            if re.match('法定代表人或授权代表：', text) is not None and np.mean(bbox[::2]) > anchor[0] and np.mean(bbox[1::2]) > anchor[1]:
-                                    bbox[1::2]) > anchor[1]:
                                words = text.split('：')[-1]
                                representative['words'] = words
                                representative['page'] = page_num
@@ -1137,6 +1167,7 @@ class Finder:
            # 取 Page 1 上的合同编号
            contract_no = self.get_contract_no(page_num='0')
            self.init_result['合同编号'] = contract_no
            # 粗略判断是否是 ‘车贷分离版本’ 的合同
            is_cdfl = False
            for block in self.pdf_info['0']['blocks']:
@@ -1147,60 +1178,81 @@ class Finder:
                        bbox, text = span['bbox'], span['text']
                        if '共同承租人：' in text:
                            is_cdfl = True
            if is_cdfl == False:
                # 从第一页上取四个角色的姓名和证件号码
-                name, id_num, representative = self.get_role_info(role_key='承租人：', page_num='0')
+                name, id_num, representative = self.get_role_info(
+                    role_key='承租人：', page_num='0')
                if name["words"] == None:
-                    name, id_num, representative = self.get_role_info_3_3(role_key='承租人一：', page_num='0')
+                    name, id_num, representative = self.get_role_info_3_3(
+                        role_key='承租人一：', page_num='0')
                self.init_result['承租人-姓名'] = name
                self.init_result['承租人-证件号码'] = id_num
                self.init_result['承租人-法定代表人或授权代表'] = representative
-                name, id_num, representative = self.get_role_info(role_key='保证人1：', page_num='0')
+                name, id_num, representative = self.get_role_info(
+                    role_key='保证人1：', page_num='0')
                self.init_result['保证人1-姓名'] = name
                self.init_result['保证人1-证件号码'] = id_num
                self.init_result['保证人1-法定代表人或授权代表'] = representative
                # if条件判别 对应3_3版本
                if name["words"] == None:
-                    name, id_num, representative = self.get_role_info_3_3(role_key='共同承租人：', page_num='0')
+                    name, id_num, representative = self.get_role_info_3_3(
+                        role_key='共同承租人：', page_num='0')
                    self.init_result['共同承租人-姓名'] = name
                    self.init_result['共同承租人-证件号码'] = id_num
                    self.init_result['共同承租人-法定代表人或授权代表'] = representative
-                name, id_num, representative = self.get_role_info(role_key='保证人2：', page_num='0')
+                name, id_num, representative = self.get_role_info(
+                    role_key='保证人2：', page_num='0')
                self.init_result['保证人2-姓名'] = name
                self.init_result['保证人2-证件号码'] = id_num
                self.init_result['保证人2-法定代表人或授权代表'] = representative
                # if条件判别 对应3_3版本
                if name["words"] == None:
-                    name, id_num, representative = self.get_role_info_3_3(role_key='保证人1：', page_num='0')
+                    name, id_num, representative = self.get_role_info_3_3(
+                        role_key='保证人1：', page_num='0')
                    self.init_result['保证人2-姓名'] = name
                    self.init_result['保证人2-证件号码'] = id_num
                    self.init_result['保证人2-法定代表人或授权代表'] = representative
-                name, id_num, representative = self.get_role_info(role_key='保证人3：', page_num='0')
+                name, id_num, representative = self.get_role_info(
+                    role_key='保证人3：', page_num='0')
                self.init_result['保证人3-姓名'] = name
                self.init_result['保证人3-证件号码'] = id_num
                self.init_result['保证人3-法定代表人或授权代表'] = representative
                if name["words"] == None:
-                    name, id_num, representative = self.get_role_info_3_3(role_key='保证人2：', page_num='0')
+                    name, id_num, representative = self.get_role_info_3_3(
+                        role_key='保证人2：', page_num='0')
                    self.init_result['保证人3-姓名'] = name
                    self.init_result['保证人3-证件号码'] = id_num
                    self.init_result['保证人3-法定代表人或授权代表'] = representative
            else:
-                name, id_num, representative = self.get_role_info_3_3(role_key='承租人一：', page_num='0')
+                name, id_num, representative = self.get_role_info_3_3(
+                    role_key='承租人一：', page_num='0')
                self.init_result['承租人-姓名'] = name
                self.init_result['承租人-证件号码'] = id_num
                self.init_result['承租人-法定代表人或授权代表'] = representative
-                name, id_num, representative = self.get_role_info_3_3(role_key='共同承租人：', page_num='0')
+                name, id_num, representative = self.get_role_info_3_3(
+                    role_key='共同承租人：', page_num='0')
                self.init_result['共同承租人-姓名'] = name
                self.init_result['共同承租人-证件号码'] = id_num
                self.init_result['共同承租人-法定代表人或授权代表'] = representative
-                name, id_num, representative = self.get_role_info_3_3(role_key='保证人1：', page_num='0')
+                name, id_num, representative = self.get_role_info_3_3(
+                    role_key='保证人1：', page_num='0')
                self.init_result['保证人1-姓名'] = name
                self.init_result['保证人1-证件号码'] = id_num
                self.init_result['保证人1-法定代表人或授权代表'] = representative
-                name, id_num, representative = self.get_role_info_3_3(role_key='保证人2：', page_num='0')
+                name, id_num, representative = self.get_role_info_3_3(
+                    role_key='保证人2：', page_num='0')
                self.init_result['保证人2-姓名'] = name
                self.init_result['保证人2-证件号码'] = id_num
                self.init_result['保证人2-法定代表人或授权代表'] = representative
            # 在所有页面中找正文中（第二部分 融资租赁主要条款及付款计划）的那个编号，因为存在换行的情况所以暂时不带位置输出
            contract_no = self.get_contract_no_one()
            self.init_result['合同编号（正文）'] = contract_no
@@ -1211,7 +1263,8 @@ class Finder:
            seller = self.get_key_value(key='车辆卖方（经销商）：')
            self.init_result['车辆卖方（经销商）'] = seller
            # 找到 —— 车辆原始销售价格
-            vehicle_price = self.get_key_value(key='车辆原始销售价格（《机动车销售统一发票》所列金额）：')
+            vehicle_price = self.get_key_value(
+                key='车辆原始销售价格（《机动车销售统一发票》所列金额）：')
            self.init_result['车辆原始销售价格（《机动车销售统一发票》所列金额）'] = vehicle_price
            # 找车辆附加产品明细（表）
            table_add_product = self.get_table_add_product()
@@ -1232,66 +1285,85 @@ class Finder:
            self.init_result['银行账户-银行账号'] = account
            bank = self.get_key_value(key='开户银行：')
            self.init_result['银行账户-开户行'] = bank
            # 找签字页上的系列信息
            # 承租人姓名、签章
            if is_cdfl == False:
                name = self.get_key_value(key='承租人姓名：')
-                electronic_signature = self.get_electronic_signature(top='承租人姓名：', bottom='保证人1姓名：')
+                electronic_signature = self.get_electronic_signature(
+                    top='承租人姓名：', bottom='保证人1姓名：')
                if name["words"] == None:
                    name = self.get_key_value(key='承租人一姓名：')
-                    electronic_signature = self.get_electronic_signature(top='承租人一姓名：', bottom='共同承租人名称：')
+                    electronic_signature = self.get_electronic_signature(
+                        top='承租人一姓名：', bottom='共同承租人名称：')
                self.init_result['签字页-承租人姓名'] = name
                self.init_result['签字页-承租人签章'] = electronic_signature
                # 保证人1姓名、签章
                name = self.get_key_value(key='保证人1姓名：')
-                electronic_signature = self.get_electronic_signature(top='保证人1姓名：', bottom='保证人2姓名：')
+                electronic_signature = self.get_electronic_signature(
+                    top='保证人1姓名：', bottom='保证人2姓名：')
                self.init_result['签字页-保证人1姓名'] = name
                self.init_result['签字页-保证人1签章'] = electronic_signature
                # 这里用的是 name["words"] == ""
                if name["words"] == "":
                    name = self.get_key_value(key='共同承租人名称：')
-                    electronic_signature = self.get_electronic_signature(top='共同承租人名称：', bottom='保证人1姓名：')
+                    electronic_signature = self.get_electronic_signature(
+                        top='共同承租人名称：', bottom='保证人1姓名：')
                    self.init_result['签字页-共同承租人姓名'] = name
                    self.init_result['签字页-共同承租人签章'] = electronic_signature
                # 保证人2姓名、签章
                name = self.get_key_value(key='保证人2姓名：')
-                electronic_signature = self.get_electronic_signature(top='保证人2姓名：', bottom='保证人3姓名：')
+                electronic_signature = self.get_electronic_signature(
+                    top='保证人2姓名：', bottom='保证人3姓名：')
                self.init_result['签字页-保证人2姓名'] = name
                self.init_result['签字页-保证人2签章'] = electronic_signature
                # if判断条件对应3_3版本
                if name["words"] == "":
                    name = self.get_key_value(key='保证人1姓名：')
-                    electronic_signature = self.get_electronic_signature(top='保证人1姓名：', bottom='保证人2姓名：')
+                    electronic_signature = self.get_electronic_signature(
+                        top='保证人1姓名：', bottom='保证人2姓名：')
                    self.init_result['签字页-保证人1姓名'] = name
                    self.init_result['签字页-保证人1签章'] = electronic_signature
                # 保证人3姓名、签章
                name = self.get_key_value(key='保证人3姓名：')
-                electronic_signature = self.get_electronic_signature(top='保证人3姓名：', bottom='日期：')
+                electronic_signature = self.get_electronic_signature(
+                    top='保证人3姓名：', bottom='日期：')
                self.init_result['签字页-保证人3姓名'] = name
                self.init_result['签字页-保证人3签章'] = electronic_signature
                # if判断条件对应3_3版本
                if name["words"] == None:
                    name = self.get_key_value(key='保证人2姓名：')
-                    electronic_signature = self.get_electronic_signature(top='保证人2姓名：', bottom='日期：')
+                    electronic_signature = self.get_electronic_signature(
+                        top='保证人2姓名：', bottom='日期：')
                    self.init_result['签字页-保证人2姓名'] = name
                    self.init_result['签字页-保证人2签章'] = electronic_signature
            else:
                name = self.get_key_value(key='承租人一姓名：')
-                electronic_signature = self.get_electronic_signature(top='承租人一姓名：', bottom='共同承租人名称：')
+                electronic_signature = self.get_electronic_signature(
+                    top='承租人一姓名：', bottom='共同承租人名称：')
                self.init_result['签字页-承租人姓名'] = name
                self.init_result['签字页-承租人签章'] = electronic_signature
                name = self.get_key_value(key='共同承租人名称：')
-                electronic_signature = self.get_electronic_signature(top='共同承租人名称：', bottom='保证人1姓名：')
+                electronic_signature = self.get_electronic_signature(
+                    top='共同承租人名称：', bottom='保证人1姓名：')
                self.init_result['签字页-共同承租人姓名'] = name
                self.init_result['签字页-共同承租人签章'] = electronic_signature
                name = self.get_key_value(key='保证人1姓名：')
-                electronic_signature = self.get_electronic_signature(top='保证人1姓名：', bottom='保证人2姓名：')
+                electronic_signature = self.get_electronic_signature(
+                    top='保证人1姓名：', bottom='保证人2姓名：')
                self.init_result['签字页-保证人1姓名'] = name
                self.init_result['签字页-保证人1签章'] = electronic_signature
                name = self.get_key_value(key='保证人2姓名：')
-                electronic_signature = self.get_electronic_signature(top='保证人2姓名：', bottom='保证人3姓名：')
+                electronic_signature = self.get_electronic_signature(
+                    top='保证人2姓名：', bottom='保证人3姓名：')
                self.init_result['签字页-保证人2姓名'] = name
                self.init_result['签字页-保证人2签章'] = electronic_signature
        return self.init_result
    def get_info_1(self):
@@ -1307,7 +1379,8 @@ class Finder:
            # 销售经销商
            seller = self.get_key_value(key='销售经销商：', page_num='0')
            if seller['words'] == "":
-                seller = self.get_value_by_findall('销售经销商：', '地址：', page_num='0')
+                seller = self.get_value_by_findall(
+                    '销售经销商：', '地址：', page_num='0')
            self.init_result_1['销售经销商'] = seller
            # 合同编号（正文）
            contract_no = self.get_contract_no_one()
@@ -1325,7 +1398,8 @@ class Finder:
            seller = self.get_key_value(key='销售经销商：')
            if seller['words'] == "":
                # 销售经销商：深圳市宝创汽车贸易有限公司南山分公司（请授权代表签字并请盖章）
-                seller = self.get_value_by_findall('销售经销商：', '（请授权代表签字并请盖章）', page_num='3')
+                seller = self.get_value_by_findall(
+                    '销售经销商：', '（请授权代表签字并请盖章）', page_num='3')
            self.init_result_1['签字页-销售经销商'] = seller
            # 经销商签章
            pass
@@ -1357,12 +1431,14 @@ class Finder:
            self.init_result_2['融资租赁期限'] = lease_term
            # 签字页抵押人姓名和签章
            name = self.get_key_value(key='抵押人姓名：')
-            electronic_signature = self.get_electronic_signature(top='抵押权人盖章', bottom='抵押人配偶姓名：')
+            electronic_signature = self.get_electronic_signature(
+                top='抵押权人盖章', bottom='抵押人配偶姓名：')
            self.init_result_2['签字页-抵押人姓名'] = name
            self.init_result_2['签字页-抵押人签章'] = electronic_signature
            # 签字页抵押人配偶姓名和签章
            name = self.get_key_value(key='抵押人配偶姓名：')
-            electronic_signature = self.get_electronic_signature(top='抵押人配偶姓名：', bottom='日期')
+            electronic_signature = self.get_electronic_signature(
+                top='抵押人配偶姓名：', bottom='日期')
            self.init_result_2['签字页-抵押人配偶姓名'] = name
            self.init_result_2['签字页-抵押人配偶签章'] = electronic_signature
        return self.init_result_2