Exemplo n.º 1
0
class TokenBacePro():
    def __init__(self):
        self.db = Mysqldb(config.MySqlHost, config.MySqlUser,
                          config.MySqlPasswd, config.MySqlDb, config.MySqlPort)
        #self.driver = webdriver.Chrome(executable_path = config.chromedriver)
        self.driver = webdriver.Firefox()

    def get_token_address(self):
        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print(recordDate)
        self.driver.get(config.eth_tokens_url)

        xpath_str = '//*[@id="ContentPlaceHolder1_divpagingpanel"]/div[2]/p/span/b[1]'
        element_present = EC.text_to_be_present_in_element(
            (By.XPATH, xpath_str), '1')
        WebDriverWait(self.driver, 30, 1).until(element_present)
        page_max = self.driver.find_element_by_xpath(
            '//*[@id="ContentPlaceHolder1_divpagingpanel"]/div[2]/p/span/b[2]'
        ).text
        print(page_max)
        for page_index in range(1, int(page_max) + 1):
            page_url = config.eth_tokens_url + '?p=' + str(page_index)
            res_html = common_fun.get_url_html(page_url)

            for xpath_str in res_html.xpath(
                    '//*[@id="ContentPlaceHolder1_divresult"]/table/tbody/tr'):
                href_str = xpath_str.xpath('./td[3]/h5/a/@href')[0]
                token_str = xpath_str.xpath('./td[3]/h5/a/text()')[0]

                address = href_str.split('/')[-1]
                en_name = token_str.split('(')[0].strip()
                token_name = token_str.split('(')[1].split(')')[0]

                sel_str = "select * from token_base where token_name ='" + token_name + "'and en_name='" + en_name + "'"
                sel_res = self.db.select(sel_str)
                if len(sel_res) == 1:
                    updata_str = "UPDATE token_base SET erc20_contract='" + address
                    updata_str += "' where token_name = '" + token_name + "' and en_name = '" + en_name + "'"
                    try:
                        self.db.update(updata_str)
                    except Exception as e:
                        print(updata_str)
                        print('update err, token = ', token_name)
                elif len(sel_str) == 2:
                    print('token_name repeat: token_name = ', token_name,
                          ',address = ', address)
                else:
                    insert_str = "INSERT INTO token_base (token_name, en_name, erc20_contract, created_at, updata_at )"
                    insert_str += "VALUES ('" + token_name + "','" + en_name + "','" + address + "','" + str(
                        recordDate) + "','" + str(recordDate) + "')"

                    try:
                        self.db.update(insert_str)
                    except Exception as e:
                        print(insert_str)
                        print('insert err, token = ', token_name)

    def get_token_data(self):
        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print(recordDate)
        sel_str = "SELECT id, erc20_contract, github_address, twitter_address, facebook_address, telegraph_address, whitepaper_address from token_base WHERE erc20_contract <> ''"
        db_res = self.db.select(sel_str)

        for token in db_res:
            url = config.eth_token_url + token[1]
            self.driver.get(url)

            git_address = token[2]
            twitter_address = token[3]
            facebook_address = token[4]
            telegram_address = token[5]
            whitepaper_address = token[6]

            total_issued = self.driver.find_element_by_xpath(
                '//*[@id="ContentPlaceHolder1_divSummary"]/div[1]/table/tbody/tr[1]/td[2]'
            ).text
            total_issued = total_issued.split('(')[0]

            for element in self.driver.find_elements_by_xpath(
                    '//*[@id="ContentPlaceHolder1_tr_officialsite_2"]/td[2]/ul/li'
            ):
                original_str = element.find_element_by_xpath(
                    './a').get_attribute('data-original-title')
                if original_str.startswith('Github'):
                    if git_address == '':
                        git_address = element.find_element_by_xpath(
                            './a').get_attribute('href')
                elif original_str.startswith('Telegram'):
                    if telegram_address == '':
                        telegram_address = element.find_element_by_xpath(
                            './a').get_attribute('href')
                elif original_str.startswith('Facebook'):
                    if facebook_address == '':
                        facebook_address = element.find_element_by_xpath(
                            './a').get_attribute('href')
                elif original_str.startswith('Twitter'):
                    if twitter_address == '':
                        twitter_address = element.find_element_by_xpath(
                            './a').get_attribute('href')
                elif original_str.startswith('Whitepaper'):
                    if whitepaper_address == '':
                        whitepaper_address = element.find_element_by_xpath(
                            './a').get_attribute('href')

            updata_str = "UPDATE token_base SET github_address='" + git_address + "', twitter_address='" + str(
                twitter_address
            ) + "', facebook_address='" + facebook_address + "', telegraph_address='" + str(
                telegram_address
            ) + "', whitepaper_address='" + whitepaper_address + "', total_issued='" + total_issued + "',created_at='" + recordDate + "'"
            updata_str += " where id =" + str(token[0])

            try:
                self.db.update(updata_str)
            except Exception as e:
                print(updata_str)
                print('update err internet_data, token_id = ', token[0])

        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print(recordDate)

    def get_fxh_address(self):
        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print(recordDate)

        sel_str = "SELECT en_name, erc20_contract, fxh_address from token_base WHERE erc20_contract <> ''"
        db_res = self.db.select(sel_str)
        print(len(db_res))

        for token in db_res:
            fxh_address = token[2]
            if fxh_address == '':
                fxh_address = config.fxh_base_url + token[0].replace('.', '')
            res_html = common_fun.get_url_html(fxh_address)
            if len(res_html):
                cn_name = ''
                name = res_html.xpath(
                    '//*[@id="baseInfo"]/div[1]/div[1]/h1/text()')
                if len(name) > 1:
                    cn_name = name[1].strip()

                updata_str = "UPDATE token_base SET fxh_address='" + fxh_address + "', cn_name='" + cn_name + "'"
                updata_str += " where en_name ='" + str(token[0]) + "'"

                try:
                    self.db.update(updata_str)
                except Exception as e:
                    print(updata_str)
                    print('update err internet_data, token_id = ', token[0])
            else:
                print(token[0], token[1])
                print(fxh_address)

    def driver_close(self):
        self.driver.close()
Exemplo n.º 2
0
class TokenDataPro():
    def __init__(self):
        self.db = Mysqldb()

    def token_data_tosql(self):
        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print(recordDate)
        for key in config.DicExchangeName.keys():
            print(key)
            file_name = 'source_data\\' + key + '_clean_data.csv'
            with open(file_name, 'r', encoding='utf8') as csvfile:
                reader = csv.reader(csvfile)
                for line in reader:
                    if line[0] == 'token_name':
                        continue

                    sel_str = "SELECT exchange FROM token_base WHERE en_name = '" + line[
                        2] + "'"

                    dbres = self.db.select(sel_str)
                    if len(dbres) > 1:
                        print(len(dbres), key, line[2], line[0])
                    if dbres:
                        exchange_str = dbres[0][0]
                        if dbres[0][0].find(config.DicExchangeName[key]) == -1:
                            exchange_str = dbres[0][
                                0] + ',' + config.DicExchangeName[key]
                        else:
                            continue
                        updata_str = "UPDATE token_base SET exchange='" + exchange_str + "',updata_at='" + recordDate + "'"
                        updata_str += " where en_name = '" + line[2] + "'"
                        try:
                            self.db.update(updata_str)
                        except Exception as e:
                            print(updata_str)
                            print('update err, token = ', line[0])
                    else:
                        insert_str = "INSERT INTO token_base (token_name, en_name, cn_name, exchange, created_at, updata_at )"
                        if line[2] == 'Bitcoin Cash(BCC)':
                            insert_str += "VALUES ('BCH','" + line[
                                2] + "','" + line[
                                    1] + "','" + config.DicExchangeName[
                                        key] + "','" + str(
                                            recordDate) + "','" + str(
                                                recordDate) + "')"
                        else:
                            insert_str += "VALUES ('" + line[0] + "','" + line[
                                2] + "','" + line[
                                    1] + "','" + config.DicExchangeName[
                                        key] + "','" + str(
                                            recordDate) + "','" + str(
                                                recordDate) + "')"

                        try:
                            self.db.update(insert_str)
                        except Exception as e:
                            print(insert_str)
                            print('insert err, token = ', line[0], key)

        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print(recordDate)
        return
Exemplo n.º 3
0
class GithubDataPro():
    def __init__(self):
        self.db = Mysqldb(config.MySqlHost, config.MySqlUser,
                          config.MySqlPasswd, config.MySqlDb, config.MySqlPort)
        self.git_url = 'https://github.com/eosio'

    def get_gitaddress(self):
        sel_str = "SELECT project_name FROM github_base"
        project_name_list = self.db.select(sel_str)
        sel_str = "SELECT id, github_address FROM token_base WHERE github_address <>''"
        res_sel = self.db.select(sel_str)
        for token_bace in res_sel:
            res_html = common_fun.get_url_html(token_bace[1])
            if res_html == 404:
                print('404:', token_bace[1])
                continue
            elif res_html == 500:
                print('500', token_bace[1])
                continue
            elif res_html == '':
                print('err:', token_bace[1])
                continue
            #res_html = common_fun.get_url_html(self.git_url)

            for pro_data_xpath in res_html.xpath(
                    '//*[@id="org-repositories"]/div[1]/div/li'):
                project_name = pro_data_xpath.xpath(
                    'div[1]/h3/a/text()')[0].strip()
                project_address = pro_data_xpath.xpath(
                    'div[1]/h3/a/@href')[0].strip()
                if (project_name, ) not in project_name_list:
                    project_address = 'https://github.com' + project_address

                    insert_str = "INSERT INTO github_base (token_id, project_name, project_address)"
                    insert_str += "VALUES (" + str(
                        token_bace[0]
                    ) + ",'" + project_name + "','" + project_address + "')"

                    try:
                        self.db.insert(insert_str)
                    except Exception as e:
                        print(insert_str)
                        print('INSERT err internet_data, token_id = ',
                              token_bace[0])
                        continue
                else:
                    pass

    def open_driver(self):
        options = webdriver.FirefoxOptions()
        options.add_argument('--headless')
        driver = webdriver.Firefox(options=options)
        driver.set_page_load_timeout(20)
        driver.maximize_window()
        return driver

    def init_git_detail_data(self):
        sel_str = "SELECT id FROM github_base WHERE project_address <> ''"
        res_sel = self.db.select(sel_str)
        timestamps = int(time.time())

        for git_base in res_sel:
            insert_str = "INSERT INTO github_detail_data (project_id, get_data_time)"
            insert_str += "VALUES (" + str(
                git_base[0]) + "," + str(timestamps) + ")"

            try:
                self.db.insert(insert_str)
            except Exception as e:
                print(insert_str)
                print('INSERT err internet_data, project_id = ', git_base[0])
                continue

    def get_detail_data(self):
        sel_str = "SELECT b.project_id, b.get_data_time, a.project_address from github_base as a, github_detail_data as b WHERE (b.star_num = -1 or b.watch_num = -1 or b.fork_num = -1 or b.commits_num = -1 or b.branches_num = -1 or b.releases_num = -1 or b.contributors_num = -1)AND a.id = b.project_id"

        retry_times = 5
        while True:
            res_sel = self.db.select(sel_str)
            retry_times = retry_times - 1
            if retry_times < 0:
                for git_base in res_sel:
                    updata_str = "UPDATE github_detail_data SET star_num=" + str(
                        -2) + ", watch_num=" + str(-2) + ", fork_num=" + str(
                            -2) + ", commits_num=" + str(
                                -2) + ",branches_num=" + str(
                                    -2) + ", releases_num=" + str(
                                        -2) + ", contributors_num=" + str(-2)
                    updata_str += " where project_id =" + str(
                        git_base[0]) + " and get_data_time=" + str(git_base[1])

                    try:
                        self.db.update(updata_str)
                    except Exception as e:
                        print(updata_str)
                        print('UPDATE err retry_times < 0, gitaddress = ',
                              git_base[2])
                        continue
                break
            driver = self.open_driver()
            for git_base in res_sel:
                try:
                    driver.get(git_base[2])
                except TimeoutException:
                    driver.execute_script('window.stop()')

                try:
                    watch_num = driver.find_element_by_xpath(
                        '//*[@id="js-repo-pjax-container"]/div[1]/div/ul/li[1]/a[2]'
                    ).text.replace(',', '')
                    star_num = driver.find_element_by_xpath(
                        '//*[@id="js-repo-pjax-container"]/div[1]/div/ul/li[2]/a[2]'
                    ).text.replace(',', '')
                    fork_num = driver.find_element_by_xpath(
                        '//*[@class="pagehead-actions"]/li[3]/a[2]'
                    ).text.replace(',', '')
                    commit_num = driver.find_element_by_xpath(
                        '/html/body/div[4]/div/div/div[2]/div[1]/div[3]/div/div/ul/li[1]/a/span'
                    ).text.replace(',', '')
                    branches_num = driver.find_element_by_xpath(
                        '/html/body/div[4]/div/div/div[2]/div[1]/div[3]/div/div/ul/li[2]/a/span'
                    ).text.replace(',', '')
                    releases_num = driver.find_element_by_xpath(
                        '/html/body/div[4]/div/div/div[2]/div[1]/div[3]/div/div/ul/li[3]/a/span'
                    ).text.replace(',', '')
                    contributors_num = driver.find_element_by_xpath(
                        '/html/body/div[4]/div/div/div[2]/div[1]/div[3]/div/div/ul/li[4]/a/span'
                    ).text.replace(',', '')

                    updata_str = "UPDATE github_detail_data SET star_num=" + str(
                        star_num
                    ) + ", watch_num=" + str(watch_num) + ", fork_num=" + str(
                        fork_num) + ", commits_num=" + str(
                            commit_num) + ",branches_num=" + str(
                                branches_num) + ", releases_num=" + str(
                                    releases_num
                                ) + ", contributors_num=" + str(
                                    contributors_num)

                    updata_str += " where project_id =" + str(
                        git_base[0]) + " and get_data_time=" + str(git_base[1])

                    try:
                        self.db.update(updata_str)
                    except Exception as e:
                        print(updata_str)
                        print('UPDATE err, git_address = ', git_base[2],
                              '-----project_id = ', git_base[0])
                        continue
                except:
                    pass

            driver.close()
            driver.service.stop()
Exemplo n.º 4
0
class Erc20Data():
    def __init__(self):
        self.db = Mysqldb(config.MySqlHost, config.MySqlUser,
                          config.MySqlPasswd, config.MySqlDb, config.MySqlPort)
        #self.driver = webdriver.Chrome(executable_path = config.chromedriver)

    #由于网络原因,数据获取经常性的中断,所以需要分成多步来获取数据,原则上数据每天更新一次,每天0点启动脚本
    #首先通过时间戳和token id生成erc20_data的唯一标识,并且给每条数据标记未获取
    #通过数据库筛选出来所有未获取的数据得唯一标识和erc20_contract,并更新数据
    def erc20_data_key(self):
        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print('erc20_data_key', recordDate)
        timestamps = int(time.time())
        sel_str = "SELECT id, erc20_contract from token_base WHERE erc20_contract <> ''"

        res_sel = self.db.select(sel_str)
        for token_bace in res_sel:
            insert_str = "INSERT INTO erc20_data (token_id, get_data_time, top100_detail)"
            insert_str += "VALUES (" + str(
                token_bace[0]) + "," + str(timestamps) + "," + '0' + ")"

            try:
                self.db.insert(insert_str)
            except Exception as e:
                print(insert_str)
                print('INSERT err internet_data, token_id = ', token_bace[0])
                continue

    def open_driver(self):
        options = webdriver.FirefoxOptions()
        options.add_argument('--headless')
        driver = webdriver.Firefox(options=options)

        driver.set_page_load_timeout(20)
        driver.maximize_window()
        return driver

    def get_erc20_data(self):
        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print('get_erc20_data', recordDate)
        sel_str = "SELECT a.token_id, a.get_data_time, b.erc20_contract from erc20_data as a, token_base as b WHERE (a.token_hold_num = -1 or a.token_tx_num = -1)AND a.token_id = b.id"
        while True:
            res_sel = self.db.select(sel_str)
            print(len(res_sel))
            if len(res_sel) <= 0:
                break

            driver = self.open_driver()

            #driver = webdriver.Chrome(executable_path = config.chromedriver)
            for token_bace in res_sel:
                url = config.eth_token_url + token_bace[2]
                try:
                    driver.get(url)
                except TimeoutException:
                    driver.execute_script('window.stop()')
                try:
                    token_holders = driver.find_element_by_xpath(
                        '//*[@id="ContentPlaceHolder1_divSummary"]/div[1]/table/tbody/tr[3]/td[2]'
                    ).text
                    token_holders = token_holders.strip().split(' ')[0]
                    tx_num = driver.find_element_by_xpath(
                        '//*[@id="totaltxns"]').text

                    updata_str = "UPDATE erc20_data SET token_hold_num=" + token_holders + ", token_tx_num=" + str(
                        tx_num)
                    updata_str += " where token_id =" + str(
                        token_bace[0]) + " and get_data_time=" + str(
                            token_bace[1])

                    try:
                        self.db.update(updata_str)
                    except Exception as e:
                        print(updata_str)
                        print('UPDATE err internet_data, token_id = ',
                              token_bace[0])
                        continue
                except:
                    print('xpath err', url)

            driver.close()
            driver.service.stop()

        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print('get_erc20_data', recordDate)

    def get_top100_hold(self):
        sel_str = "SELECT a.token_id, a.get_data_time, b.erc20_contract, a.token_hold_num from erc20_data as a, token_base as b WHERE top100_detail = 0 AND a.token_id = b.id LIMIT 30"

        while True:
            res_sel = self.db.select(sel_str)
            recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
            print(len(res_sel), recordDate)
            if len(res_sel) <= 0:
                break

            driver = self.open_driver()
            #driver = webdriver.Chrome(executable_path = config.chromedriver)
            for token_bace in res_sel:
                url = config.eth_token_url + token_bace[2]
                try:
                    driver.get(url)
                except TimeoutException:
                    driver.execute_script('window.stop()')

                try:
                    driver.find_element_by_xpath(
                        '//*[@id="ContentPlaceHolder1_li_balances"]/a').click(
                        )
                except:
                    print('click err',
                          time.strftime("%Y-%m-%d %H:%M:%S", time.localtime()))
                    time.sleep(5)
                    continue

                try:
                    driver.switch_to_alert().accept()
                except:
                    pass

                driver.switch_to.frame('tokeholdersiframe')
                xpath_str = '//*[@id="maintable"]/table/tbody/tr[2]/td[1]'
                try:
                    element_present = EC.text_to_be_present_in_element(
                        (By.XPATH, xpath_str), '1')
                    WebDriverWait(driver, 20, 1).until(element_present)

                    recordDate = time.strftime("%Y-%m-%d %H:%M:%S",
                                               time.localtime())
                    if len(
                            driver.find_elements_by_xpath(
                                '//*[@id="maintable"]/table/tbody/tr')) < 2:
                        print('rank data len less')
                        continue
                    insert_list = []
                    for element in driver.find_elements_by_xpath(
                            '//*[@id="maintable"]/table/tbody/tr'):
                        try:
                            rank = element.find_element_by_xpath(
                                './td[1]').text.replace(',', '')
                            address = element.find_element_by_xpath(
                                './td/span').text.replace(',', '')
                            quantity = element.find_element_by_xpath(
                                './td[3]').text.replace(',', '')
                            percentage = element.find_element_by_xpath(
                                './td[4]').text.replace(',',
                                                        '').replace('%', '')
                            insert_str = "INSERT INTO hold_top_100 (token_id, get_data_time, rank, address, quantity, percentage, creat_at)"
                            insert_str += "VALUES (" + str(
                                token_bace[0]
                            ) + "," + str(token_bace[1]) + "," + str(
                                rank) + ",'" + str(address) + "'," + str(
                                    quantity) + "," + str(
                                        percentage) + ",'" + recordDate + "');"
                            insert_list.append(insert_str)
                        except:
                            continue

                    if token_bace[3] > 50:
                        driver.find_element_by_xpath(
                            '//*[@id="PagingPanel"]/a[3]').click()
                        element_present = EC.text_to_be_present_in_element(
                            (By.XPATH, xpath_str), '51')
                        WebDriverWait(driver, 20, 1).until(element_present)
                        for element in driver.find_elements_by_xpath(
                                '//*[@id="maintable"]/table/tbody/tr'):
                            try:
                                rank = element.find_element_by_xpath(
                                    './td[1]').text.replace(',', '')
                                address = element.find_element_by_xpath(
                                    './td/span').text.replace(',', '')
                                quantity = element.find_element_by_xpath(
                                    './td[3]').text.replace(',', '')
                                percentage = element.find_element_by_xpath(
                                    './td[4]').text.replace(',', '').replace(
                                        '%', '')
                                insert_str = "INSERT INTO hold_top_100 (token_id, get_data_time, rank, address, quantity, percentage, creat_at)"
                                insert_str += "VALUES (" + str(
                                    token_bace[0]) + "," + str(
                                        token_bace[1]
                                    ) + "," + str(rank) + ",'" + str(
                                        address
                                    ) + "'," + str(quantity) + "," + str(
                                        percentage) + ",'" + recordDate + "');"

                                insert_list.append(insert_str)
                            except Exception as e:
                                continue

                    if len(insert_list) == 100 or len(
                            insert_list) == token_bace[3]:
                        try:
                            self.db.execute_list(insert_list)

                            updata_str = "UPDATE erc20_data SET top100_detail=" + '1'
                            updata_str += " where token_id =" + str(
                                token_bace[0]) + " and get_data_time=" + str(
                                    token_bace[1])
                            try:
                                self.db.update(updata_str)
                            except Exception as e:
                                print(updata_str)
                                print('UPDATE err updata_str, token_id = ',
                                      token_bace[0])
                        except Exception as e:
                            print('INSERT err internet_data, >50 token_id = ',
                                  token_bace[0])
                except:
                    print('Timed out waiting for page to load. token_id:',
                          token_bace[0])

            driver.close()
            driver.service.stop()
            time.sleep(5)
        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print('get_top100_hold', recordDate)
Exemplo n.º 5
0
class RiskDataPro():
    def __init__(self):
        self.db = Mysqldb()

    def clean_data(self):
        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        print(recordDate)
        new_data = []
        en_name_list = []

        for key in config.DicExchangeName.keys():
            print(key)

            file_name = 'source_data\\' + key + '_clean_data.csv'
            with open(file_name, 'r', encoding='utf8') as csvfile:
                reader = csv.reader(csvfile)
                for line in reader:
                    if line[0] == 'token_name':
                        continue

                    new_line = []
                    new_line.append(line[0])
                    new_line.append(line[2])
                    new_line.append(line[5])
                    new_line.append(line[6])
                    new_line.append(line[7])

                    if line[2] not in en_name_list:
                        en_name_list.append(line[2])
                        new_data.append(new_line)
        print(len(new_data))

        head_line = [
            'token_name', 'en_name', 'tx_amount_24h', 'change_rate_24h',
            'total_value'
        ]
        print(head_line)
        file_name = 'risk_clean.csv'
        csvFile = open(file_name, 'w', newline='', encoding='utf8')
        writer = csv.writer(csvFile)
        if head_line != None:
            writer.writerow(head_line)
        for line in new_data:
            writer.writerow(line)

        csvFile.close()

    def make_risk_data(self):
        file_name = 'risk_clean.csv'
        df = pd.read_csv(file_name, sep=',')

        def huanshou(number):
            if number <= 3:
                return 1
            elif number > 3 and number <= 7:
                return 1.02
            elif number > 7 and number <= 10:
                return 1.05
            elif number > 10 and number <= 15:
                return 1.08
            elif number > 15:
                return 1.1

        df['new_amount'] = df['tx_amount_24h'] * df['change_rate_24h'].map(
            huanshou)

        btc_shizhi = df.loc[df['token_name'] == 'BTC']['total_value']

        def shizhi(shizhi):
            return shizhi / btc_shizhi.values[0]

        df['shizhi_amount'] = df['new_amount'] * df['total_value'].map(shizhi)
        percent_df = df.describe(percentiles=[0.1, 0.3, 0.7, 0.9])
        print(percent_df)

        def number_to_star(number):
            if number <= percent_df.loc['10%', 'shizhi_amount']:
                return 5
            elif number > percent_df.loc[
                    '10%', 'shizhi_amount'] and number <= percent_df.loc[
                        '30%', 'shizhi_amount']:
                return 4
            elif number > percent_df.loc[
                    '30%', 'shizhi_amount'] and number <= percent_df.loc[
                        '70%', 'shizhi_amount']:
                return 3
            elif number > percent_df.loc[
                    '70%', 'shizhi_amount'] and number <= percent_df.loc[
                        '90%', 'shizhi_amount']:
                return 2
            elif number > percent_df.loc['90%', 'shizhi_amount']:
                return 1

        df['star'] = df['shizhi_amount'].map(number_to_star)
        print(len(df.loc[df['token_name'] == 'CIC']['star'].values))
        if len(df.loc[df['token_name'] == 'CIC']['star'].values) > 0:
            if df.loc[df['token_name'] == 'CIC']['star'].values[0] > 2:
                df.loc[df['token_name'] == 'CIC', ['star']] = 2

        if len(df.loc[df['token_name'] == 'OKB']['star'].values) > 0:
            if df.loc[df['token_name'] == 'OKB']['star'].values[0] > 1:
                df.loc[df['token_name'] == 'OKB', ['star']] = 1

        if len(df.loc[df['token_name'] == 'BNB']['star'].values) > 0:
            if df.loc[df['token_name'] == 'BNB']['star'].values[0] > 1:
                df.loc[df['token_name'] == 'BNB', ['star']] = 1

        if len(df.loc[df['token_name'] == 'HT']['star'].values) > 0:
            if df.loc[df['token_name'] == 'HT']['star'].values[0] > 1:
                df.loc[df['token_name'] == 'HT', ['star']] = 1

        if len(df.loc[df['token_name'] == 'CTR']['star'].values) > 0:
            df.loc[df['token_name'] == 'CTR', ['star']] = 5

        save_name = 'risk_final.csv'
        df.to_csv(save_name, index=False, encoding='utf8')

    def risk_data_tosql(self):
        file_name = 'risk_final.csv'
        recordDate = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
        with open(file_name, 'r', encoding='utf8') as csvfile:
            reader = csv.reader(csvfile)
            for line in reader:
                if line[0] == 'token_name':
                    continue

                select_str = "SELECT id FROM token_base WHERE en_name = '" + line[
                    1] + "'"
                token_id = self.db.select(select_str)[0][0]

                select_str = "SELECT * FROM risk_data WHERE token_id = " + str(
                    token_id)
                sel_res = self.db.select(select_str)

                if sel_res:
                    updata_str = "UPDATE risk_data SET drop_off_risk_data=" + line[
                        7] + ",tx_amount=" + str(
                            line[2]) + ",change_rate=" + str(
                                line[3]) + ",total_value='" + str(line[4])
                    updata_str += " where token_id = " + str(token_id)
                    try:
                        self.db.update(updata_str)
                    except Exception as e:
                        print(updata_str)
                        print('update err, token = ', line[0])
                else:
                    insert_str = "INSERT INTO risk_data (token_id, drop_off_risk_data, tx_amount, change_rate, total_value, created_at)"

                    insert_str += "VALUES (" + str(token_id) + "," + str(
                        line[7]) + "," + str(line[2]) + "," + str(
                            line[3]) + "," + str(
                                line[4]) + ",'" + str(recordDate) + "')"

                    try:
                        self.db.update(insert_str)
                    except Exception as e:
                        print(insert_str)
                        print('insert err, token = ', line[0])
        try:
            self.db.update(
                "UPDATE risk_data a INNER JOIN (SELECT a.total_value ,COUNT(*) AS pm FROM risk_data a LEFT JOIN  risk_data b ON a.total_value <= b.total_value GROUP BY a.total_value) c ON a.total_value=c.total_value SET a.total_value_rank =c.pm"
            )
            self.db.update(
                "UPDATE risk_data a INNER JOIN (SELECT a.tx_amount ,COUNT(*) AS pm FROM risk_data a LEFT JOIN  risk_data b ON a.tx_amount <= b.tx_amount GROUP BY a.tx_amount) c ON a.tx_amount=c.tx_amount SET a.tx_amount_rank =c.pm"
            )
        except Exception as e:
            print('update err rank')
        print(time.strftime("%Y-%m-%d %H:%M:%S", time.localtime()))