def MostDay(filename="mostday_to", Des=0):
'''
发/收信息最多的一天
'''
chatrooms_group = getChat.GetChatrooms(typename=1)
chatrooms_single = getChat.GetChatrooms(typename=2)
chatrooms_all = chatrooms_group + chatrooms_single
CreateTime_counter = {}
for i in chatrooms_single:
for j in getChat.GetData(i, ["CreateTime"], Desname=Des):
time_array = time.localtime(j[0])
CreateTime = time.strftime("%Y-%m-%d", time_array)
if CreateTime in CreateTime_counter:
CreateTime_counter[CreateTime] += 1
else:
CreateTime_counter[CreateTime] = 1
sorted_list = sorted(CreateTime_counter.items(),
key=operator.itemgetter(1),
reverse=True)
format_time1 = sorted_list[0][0] + ' 00:00:00'
format_time2 = sorted_list[0][0] + ' 23:59:59'
time1 = int(time.mktime(time.strptime(format_time1, "%Y-%m-%d %H:%M:%S")))
time2 = int(time.mktime(time.strptime(format_time2, "%Y-%m-%d %H:%M:%S")))
chat_with = {}
my_message = []
with sqlInit.MysqlInit() as mysql_cur:
for i in chatrooms_all:
temp_list = []
sql = "select Message,Des,Type from " + i + " where CreateTime>=" + str(
time1) + " and CreateTime<=" + str(time2)
mysql_cur.execute(sql)
result = mysql_cur.fetchall()
for row in result:
if i != "Chat_b7ebbe67d8f64c77cda5415f4d749cc6" and row[
1] == Des and row[2] == 1:
temp_list.append(row[0])
if row[1] == Des and row[2] == 1:
my_message.append(row[0])
if len(temp_list) > 0:
chat_with[i] = temp_list
with open("../../output/" + filename + ".txt", "w+",
encoding="utf-8") as f:
for key, value in chat_with.items():
for i in value:
f.write(key + "," + i + "\n")
def RowLine():
'''
统计聊天条数走势
'''
chatrooms = getChat.GetChatrooms(typename=2)
chatrooms_inuse = []
for chatroom in chatrooms:
if toMySQL.GetRowNum(chatroom, "mysql") >= 5000:
chatrooms_inuse.append(chatroom)
id_time_dict = {}
for i in range(len(chatrooms_inuse)):
temp_arr = np.array(getChat.GetData(chatrooms_inuse[i],
["id", "CreateTime"], 2),
dtype="int")
id_time_dict[chatrooms_inuse[i]] = np.append(
temp_arr[temp_arr[:, 0] % 20 == 1], [temp_arr[-1, :]], axis=0)
f = plt.figure(figsize=(16, 9))
plt.grid(True)
for key, value in id_time_dict.items():
dateframe_x = [datetime.fromtimestamp(i) for i in value[:, 1]]
x = md.date2num(dateframe_x)
y = value[:, 0]
ax = plt.gca()
xfmt = md.DateFormatter('%Y-%m-%d')
ax.xaxis.set_major_formatter(xfmt)
plt.plot(x, y, label=key)
plt.legend(loc='upper left')
f.savefig("../../output/RowLine.pdf", bbox_inches='tight')
def RowAnalyse():
'''
统计聊天条数分布
个人
'''
chatrooms = getChat.GetChatrooms(typename=2)
RowNum = {}
print("总聊天数：" + str(len(chatrooms)))
for chatroom in chatrooms:
RowNum[chatroom] = toMySQL.GetRowNum(chatroom)
# sorted_list = sorted(RowNum.items(), key=operator.itemgetter(1),reverse=True)
# f = open("../../rows.txt","w+",encoding="utf-8")
# for i in sorted_list:
# f.write(i[0]+","+str(getChat.GetWXID(i[0]))+","+str(i[1])+"\n")
# f.close()
data = sorted(RowNum.values(), reverse=True)
x_axis = list(range(len(chatrooms)))
y_axis = data
bar_top = Bar("条数统计", title_pos="10%")
bar_top.add("", x_axis, y_axis, yaxis_name="条数", is_xaxislabel_align=True)
bar_bottom = Bar("条数统计-对数坐标", title_top="55%", title_pos="10%")
bar_bottom.add("",
x_axis,
y_axis,
yaxis_name="条数",
yaxis_type='log',
is_xaxislabel_align=True)
grid = Grid(width=1920, height=1080)
grid.add(bar_top, grid_bottom="60%")
grid.add(bar_bottom, grid_top="60%")
grid.render(path="../../output/row_analyse.html")
grid.render(path="../../output/row_analyse.pdf")
def GeoAll(chartname="", filename="geo_ana_all", typename=0, Des=2):
'''
chartname：str，图表名
filename：str，文件名，存储在output文件夹下
typename：int，0：全部，1：群组，2：个人，3：公众号
Des：0：发出，1：接收，2：全部
'''
message_list = []
counter0 = 0
chatrooms = getChat.GetChatrooms(typename=1)
chatrooms.extend(getChat.GetChatrooms(typename=2))
for chatroom in chatrooms:
for row in getChat.GetData(chatroom=chatroom,
columns=["Message", "Type"],
Desname=Des):
if row[1] == 1:
message_list.append(row[0])
counter0 += 1
print("数据量：", counter0)
joined_message = ",".join(message_list)
cutted_message = []
for i in jieba.lcut(joined_message):
if len(i) > 1:
cutted_message.append(i)
name_id_dict = {}
sql = "select id,name from Geodata"
with sqlInit.MysqlInit() as mysql_cur:
mysql_cur.execute(sql)
result = mysql_cur.fetchall()
for row in result:
name_id_dict[row[1]] = row[0]
word_counter_dict = {}
counter1 = 0
for word in cutted_message:
if word in name_id_dict.keys():
counter1 += 1
if not word in word_counter_dict:
word_counter_dict[word] = 1
else:
word_counter_dict[word] += 1
sorted_list = sorted(word_counter_dict.items(),
reverse=True,
key=operator.itemgetter(1))
return sorted_list
def MostEmoji():
chatrooms_group = getChat.GetChatrooms(typename=1)
chatrooms_single = getChat.GetChatrooms(typename=2)
chatrooms_all = chatrooms_group + chatrooms_single
pattern = re.compile(' md5="(.*?)"')
emoji_dict_to = {}
emoji_dict_from = {}
for chatroom in chatrooms_all:
sql = "SELECT Message,CreateTime as num FROM " + chatroom + " WHERE Type=47 and Des=0"
with sqlInit.MysqlInit() as mysql_cur:
mysql_cur.execute(sql)
result = mysql_cur.fetchall()
for row in result:
emoji_md5 = pattern.findall(row[0])[0]
if len(emoji_md5) > 0:
if emoji_md5 in emoji_dict_to.keys():
emoji_dict_to[emoji_md5][0] += 1
else:
emoji_dict_to[emoji_md5] = [1, chatroom, row[1]]
sorted_list_to = sorted(emoji_dict_to.items(),
key=lambda x: x[1][0],
reverse=True)
print(sorted_list_to)
for chatroom in chatrooms_single:
sql = "SELECT Message,CreateTime as num FROM " + chatroom + " WHERE Type=47 and Des=1"
with sqlInit.MysqlInit() as mysql_cur:
mysql_cur.execute(sql)
result = mysql_cur.fetchall()
for row in result:
emoji_md5 = pattern.findall(row[0])[0]
if len(emoji_md5) > 0:
if emoji_md5 in emoji_dict_from.keys():
emoji_dict_from[emoji_md5][0] += 1
else:
emoji_dict_from[emoji_md5] = [1, chatroom, row[1]]
sorted_list_from = sorted(emoji_dict_from.items(),
key=lambda x: x[1][0],
reverse=True)
print(sorted_list_from)
def UsageAll(chartname="",filename="usage_ana_all",typename=0,Des=0):
'''
chartname：str，图表名
filename：str，文件名，存储在output文件夹下
typename：int，0：全部，1：群组，2：个人，3：公众号
Des：0：发出，1：接收，2：全部
'''
if typename==0:
chatrooms_group = getChat.GetChatrooms(typename=1)
chatrooms_single = getChat.GetChatrooms(typename=2)
chatrooms = chatrooms_group + chatrooms_single
else:
chatrooms = getChat.GetChatrooms(typename=typename)
CreateTime_counter = {}
for i in chatrooms:
for j in getChat.GetData(i,["CreateTime"],Desname=Des):
time_array = time.localtime(j[0])
CreateTime = time.strftime("%Y-%m-%d", time_array)
if CreateTime in CreateTime_counter:
CreateTime_counter[CreateTime] += 1
else:
CreateTime_counter[CreateTime] = 1
sorted_list = sorted(CreateTime_counter.items(), key=operator.itemgetter(0),reverse=False)
Normal(sorted_list,chartname=chartname,filename=filename)
def WordcloudAll(filename="wc_all", maxwords=50, Des=2, typename=0, title=""):
'''
filename：str，文件名，存储在output文件夹下
maxwords：int，最大词云量
typename：int，0：全部，1：群组，2：个人，3：公众号
Des：0：发出，1：接收，2：全部
'''
chatrooms = getChat.GetChatrooms(typename=typename)
message_list = []
for chatroom in chatrooms:
for row in getChat.GetData(chatroom=chatroom,
columns=["Message", "Type"],
Desname=Des):
if row[1] == 1:
message_list.append(row[0])
Normal(message_list, filename=filename, maxwords=maxwords, title="")
def TimeAll(chartname="", filename="time_ana_all", typename=0, Des=2):
'''
chartname：str，图表名
filename：str，文件名，存储在output文件夹下
typename：int，0：全部，1：群组，2：个人，3：公众号
Des：0：发出，1：接收，2：全部
'''
chatrooms = getChat.GetChatrooms(typename)
message_list = []
for chatroom in chatrooms:
for row in getChat.GetData(chatroom=chatroom,
columns=["id", "CreateTime"],
Desname=Des):
message_list.append(row)
Normal(message_list, chartname=chartname, filename=filename)
def MostGroup():
'''
发信息最多的群聊
'''
chatrooms_group = getChat.GetChatrooms(typename=1)
group_row_dict = {}
for i in chatrooms_group:
group_row_dict[i] = toMySQL.GetRowNum(i, db="mysql", Des=0)
sorted_list = sorted(group_row_dict.items(),
key=operator.itemgetter(1),
reverse=True)
print(sorted_list[0])
message_list = []
for row in getChat.GetData(sorted_list[0][0], ["Message", "Type"],
Desname=0):
if row[1] == 1:
message_list.append(row[0])
wordcloudAnalyse.Normal(message_list,
filename="WC_to_MostGroup",
maxwords=50,
title="")
def LateChat():
'''
返回深夜的聊天内容
'''
# 发出
chatrooms_single = getChat.GetChatrooms(typename=2)
my_message = []
with open("../../output/latechat.txt", "w+", encoding="utf-8") as f:
for i in chatrooms_single:
for j in getChat.GetData(i,
["CreateTime", "Message", "Des", "Type"],
Desname=2):
time_array = time.localtime(j[0])
if 1 <= time_array[3] <= 6:
CreateTime = time.strftime("%Y-%m-%d %H:%M:%S", time_array)
Message = j[1]
if j[2] == 0 and j[3] == 1:
my_message.append(Message)
f.write(i + "," + str(j[2]) + "," + CreateTime + "," +
Message + "\n")
wordcloudAnalyse.Normal(my_message,
filename="WC_to_LateChat",
maxwords=30,
title="")
def Lonelydude(filename="lonelydude",typename=2):
'''
用于获取发出但没有收到回复的消息和收到但没有回复对方的消息
filename：str，文件名，存储在output文件夹下
typename：int，0：全部，1：群组，2：个人，3：公众号
'''
if typename==0:
chatrooms_group = getChat.GetChatrooms(typename=1)
chatrooms_single = getChat.GetChatrooms(typename=2)
chatrooms = chatrooms_group + chatrooms_single
else:
chatrooms = getChat.GetChatrooms(typename=typename)
CreateTime_counter_to = {}
CreateTime_counter_from = {}
for i in chatrooms:
for j in getChat.GetData(i,["CreateTime"],Desname=0):
time_array = time.localtime(j[0])
CreateTime = time.strftime("%Y-%m-%d", time_array)
if CreateTime in CreateTime_counter_to:
CreateTime_counter_to[CreateTime] += 1
else:
CreateTime_counter_to[CreateTime] = 1
for k in getChat.GetData(i,["CreateTime"],Desname=1):
time_array = time.localtime(k[0])
CreateTime = time.strftime("%Y-%m-%d", time_array)
if CreateTime in CreateTime_counter_from:
CreateTime_counter_from[CreateTime] += 1
else:
CreateTime_counter_from[CreateTime] = 1
no_response = []
no_reply = []
no_response = [i for i in CreateTime_counter_to.keys() if i not in CreateTime_counter_from.keys()]
no_reply = [i for i in CreateTime_counter_from.keys() if i not in CreateTime_counter_to.keys()]
print(no_response)
print(no_reply)
no_response_with = {}
for i in no_response:
format_time1 = i+' 00:00:00'
format_time2 = i+' 23:59:59'
time1 = int(time.mktime(time.strptime(format_time1, "%Y-%m-%d %H:%M:%S")))
time2 = int(time.mktime(time.strptime(format_time2, "%Y-%m-%d %H:%M:%S")))
with sqlInit.MysqlInit() as mysql_cur:
for j in chatrooms:
temp_list = []
sql = "select Message from "+j+" where CreateTime>="+str(time1)+" and CreateTime<="+str(time2)+" and Des=0"
mysql_cur.execute(sql)
result = mysql_cur.fetchall()
for row in result:
temp_list.append(row[0])
if len(temp_list)>0:
no_response_with[j] = temp_list
no_reply_with = {}
for i in no_reply:
format_time1 = i+' 00:00:00'
format_time2 = i+' 23:59:59'
time1 = int(time.mktime(time.strptime(format_time1, "%Y-%m-%d %H:%M:%S")))
time2 = int(time.mktime(time.strptime(format_time2, "%Y-%m-%d %H:%M:%S")))
with sqlInit.MysqlInit() as mysql_cur:
for j in chatrooms:
temp_list = []
sql = "select Message from "+j+" where CreateTime>="+str(time1)+" and CreateTime<="+str(time2)+" and Des=1"
mysql_cur.execute(sql)
result = mysql_cur.fetchall()
for row in result:
temp_list.append(row[0])
if len(temp_list)>0:
no_reply_with[j] = temp_list
with open("../../output/"+filename+".txt","w+",encoding="utf-8") as f:
f.write("未获得回复：\n")
for key,value in no_response_with.items():
for i in value:
f.write(key+","+i+"\n")
f.write("\n未回复对方：\n")
for key,value in no_reply_with.items():
for i in value:
f.write(key+","+i+"\n")
def TypeAnalyse():
chatrooms_single = getChat.GetChatrooms(typename=2)
single_type_counter_to = {}
single_type_counter_from = {}
for i in chatrooms_single:
sql1 = "SELECT Type,count(*) as num FROM " + i + " WHERE Des=0 GROUP BY Type"
sql2 = "SELECT Type,count(*) as num FROM " + i + " WHERE Des=1 GROUP BY Type"
with sqlInit.MysqlInit() as mysql_cur:
mysql_cur.execute(sql1)
result = mysql_cur.fetchall()
for j in result:
if j[0] in single_type_counter_to.keys():
single_type_counter_to[j[0]] += j[1]
else:
single_type_counter_to[j[0]] = j[1]
with sqlInit.MysqlInit() as mysql_cur:
mysql_cur.execute(sql2)
result = mysql_cur.fetchall()
for j in result:
if j[0] in single_type_counter_from.keys():
single_type_counter_from[j[0]] += j[1]
else:
single_type_counter_from[j[0]] = j[1]
if 10002 in single_type_counter_to.keys():
if not 10000 in single_type_counter_to.keys():
single_type_counter_to[10000] = single_type_counter_to[10002]
else:
single_type_counter_to[10000] += single_type_counter_to[10002]
del single_type_counter_to[10002]
if 10002 in single_type_counter_from.keys():
if not 10000 in single_type_counter_from.keys():
single_type_counter_from[10000] = single_type_counter_from[10002]
else:
single_type_counter_from[10000] += single_type_counter_from[10002]
del single_type_counter_from[10002]
if 62 in single_type_counter_to.keys():
if not 43 in single_type_counter_to.keys():
single_type_counter_to[43] = single_type_counter_to[62]
else:
single_type_counter_to[43] += single_type_counter_to[62]
del single_type_counter_to[62]
if 62 in single_type_counter_from.keys():
if not 43 in single_type_counter_from.keys():
single_type_counter_from[43] = single_type_counter_from[62]
else:
single_type_counter_from[43] += single_type_counter_from[62]
del single_type_counter_from[62]
define_dict = {
"文字": 1,
"图片": 3,
"语音": 34,
"名片": 42,
"视频": 43,
"表情": 47,
"定位": 48,
"链接": 49,
"微信电话": 50,
"系统消息": 10000
}
attr = ["文字", "表情", "图片", "视频", "语音", "名片", "定位", "链接", "微信电话", "系统消息"]
v1 = [single_type_counter_to[define_dict[i]] for i in attr]
v2 = [single_type_counter_from[define_dict[i]] for i in attr]
pie = Pie("", width=1000, height=400)
pie.add("发出",
attr,
v1,
center=[25, 50],
is_random=True,
radius=[30, 75],
is_legend_show=True,
is_label_show=True,
legend_top="bottom")
pie.add("接收",
attr,
v2,
center=[75, 50],
is_random=True,
radius=[30, 75],
is_legend_show=True,
is_label_show=True,
legend_top="bottom")
pie.render(path="../../output/type_ana.html")
pie.render(path="../../output/type_ana.pdf")
def BaseAnalyse():
'''
个人总数
群聊总数
总发出消息（个人+群组）
总发出消息（个人）
总接收消息（个人+群组）
总接收消息（个人）
总撤回消息（自己）
总撤回消息（个人）
'''
counter1 = 0
counter2 = 0
counter3 = 0
counter4 = 0
recall_to = {}
recall_from = {}
recall_to_rate = {}
recall_from_rate = {}
chatrooms_group = getChat.GetChatrooms(typename=1)
chatrooms_single = getChat.GetChatrooms(typename=2)
print("个人总数：" + str(len(chatrooms_single)))
print("群聊总数：" + str(len(chatrooms_group)))
chatrooms_all = chatrooms_group + chatrooms_single
message_length_to = []
message_length_from = []
for chatroom in chatrooms_single:
sql3 = "SELECT AVG(CHAR_LENGTH(Message)) FROM " + chatroom + " WHERE Type=1 and Des=0"
sql4 = "SELECT AVG(CHAR_LENGTH(Message)) FROM " + chatroom + " WHERE Type=1 and Des=1"
with sqlInit.MysqlInit() as mysql_cur:
mysql_cur.execute(sql3)
result = mysql_cur.fetchone()
if result[0] != None:
message_length_to.append(float(result[0]))
with sqlInit.MysqlInit() as mysql_cur:
mysql_cur.execute(sql4)
result = mysql_cur.fetchone()
if result[0] != None:
message_length_from.append(float(result[0]))
print("平均发出消息长度为：" + "%.2f" % np.mean(message_length_to))
print("平均接收消息长度为：" + "%.2f" % np.mean(message_length_from))
for chatroom in chatrooms_all:
counter1 += getChat.GetRowNum(chatroom, Des=0)
counter3 += getChat.GetRowNum(chatroom, Des=1)
for chatroom in chatrooms_single:
sql1 = "select count(*) from " + chatroom + " where Message='撤回消息' and Des=0"
sql2 = "select count(*) from " + chatroom + " where Message='撤回消息' and Des=1"
counter2 += getChat.GetRowNum(chatroom, Des=0)
counter4 += getChat.GetRowNum(chatroom, Des=1)
with sqlInit.MysqlInit() as mysql_cur:
mysql_cur.execute(sql1)
result = mysql_cur.fetchone()
if result != None:
if result[0] != 0:
rownum = getChat.GetRowNum(chatroom)
recall_to[chatroom] = result[0]
if rownum > 100:
recall_rate = 1000 * result[0] / rownum
recall_to_rate[chatroom] = round(recall_rate, 2)
with sqlInit.MysqlInit() as mysql_cur:
mysql_cur.execute(sql2)
result = mysql_cur.fetchone()
if result != None:
if result[0] != 0:
rownum = getChat.GetRowNum(chatroom)
recall_from[chatroom] = result[0]
if rownum > 100:
recall_rate = 1000 * result[0] / rownum
recall_from_rate[chatroom] = round(recall_rate, 2)
recall_to_sum = sum(list(recall_to.values()))
recall_from_sum = sum(list(recall_from.values()))
sorted_recall_to = sorted(recall_to_rate.items(),
key=operator.itemgetter(1),
reverse=True)
sorted_recall_from = sorted(recall_from_rate.items(),
key=operator.itemgetter(1),
reverse=True)
print(sorted_recall_to)
print(sorted_recall_from)
print("总共发出：" + str(counter1))
print("总共发出（个人）：" + str(counter2))
print("总共接收：" + str(counter3))
print("总共接收（个人）：" + str(counter4))
print("我总共撤回：" + str(recall_to_sum))
print("总共被撤回：" + str(recall_from_sum))
