additional communication features
Ivan Kobe
junos
parent
d8899fa75b
commit
4ac5f37c19
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{
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"cells": [],
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"metadata": {},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import sys\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"\n",
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"nb_dir = os.path.split(os.getcwd())[0]\n",
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"if nb_dir not in sys.path:\n",
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" sys.path.append(nb_dir)\n",
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" \n",
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"from features.communication import *\n",
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"import participants.query_db\n",
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"\n",
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"participants_inactive_usernames = participants.query_db.get_usernames()\n",
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"df_sms = get_sms_data(participants_inactive_usernames)\n",
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"df_calls = get_call_data(participants_inactive_usernames)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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" count_calls = count_comms(df_calls)\n",
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" count_sms = count_comms(df_sms)\n",
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"\n",
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" count_joined = count_calls.merge(\n",
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" count_sms, on=\"participant_id\", suffixes=(\"_calls\", \"_sms\")\n",
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" )"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [
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{
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" <thead>\n",
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" <th></th>\n",
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" <th>participant_id</th>\n",
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" <th>no_incoming</th>\n",
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" <th>no_outgoing</th>\n",
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" <th>no_missed</th>\n",
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" <th>no_all_calls</th>\n",
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" <th>no_incoming_ratio</th>\n",
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" <th>no_outgoing_ratio</th>\n",
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" <th>duration_total_incoming</th>\n",
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" <th>0</th>\n",
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" <td>13</td>\n",
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||||
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" <td>7.0</td>\n",
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" <td>7.0</td>\n",
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" <td>14.0</td>\n",
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" <td>0.500000</td>\n",
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" <td>0.500000</td>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>14</td>\n",
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" <td>16.0</td>\n",
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" <td>2789.0</td>\n",
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" <td>34.0</td>\n",
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" <td>0.588235</td>\n",
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" <td>0.411765</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>15</td>\n",
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" <td>3.0</td>\n",
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" <td>2.0</td>\n",
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" <td>NaN</td>\n",
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" <td>5.0</td>\n",
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" <td>0.600000</td>\n",
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" <td>0.400000</td>\n",
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" <td>310.0</td>\n",
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" <td>19.0</td>\n",
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" <td>154.0</td>\n",
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" <td>19.0</td>\n",
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" <td>73.0</td>\n",
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" <td>73.0</td>\n",
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" <td>146.0</td>\n",
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" <td>0.500000</td>\n",
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" <td>0.500000</td>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>16</td>\n",
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" <td>4.0</td>\n",
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" <td>6.0</td>\n",
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" <td>3.0</td>\n",
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" <td>13.0</td>\n",
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" <td>0.307692</td>\n",
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" <td>0.461538</td>\n",
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" <td>1963.0</td>\n",
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" <td>849.0</td>\n",
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" <td>1037.0</td>\n",
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" <td>638.0</td>\n",
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" <td>8.0</td>\n",
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" <td>2.0</td>\n",
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" <td>10.0</td>\n",
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" <td>0.800000</td>\n",
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" <td>0.200000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>17</td>\n",
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" <td>20.0</td>\n",
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" <td>60.0</td>\n",
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" <td>8.0</td>\n",
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" <td>1.0</td>\n",
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" <td>8.0</td>\n",
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" <td>0.875000</td>\n",
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" <td>0.125000</td>\n",
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" <th>...</th>\n",
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" <tr>\n",
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" <th>56</th>\n",
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" <td>91</td>\n",
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" <td>15.0</td>\n",
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" <td>13.0</td>\n",
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" <td>3.0</td>\n",
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" <td>31.0</td>\n",
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" <td>0.483871</td>\n",
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" <td>0.419355</td>\n",
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" <td>3443.0</td>\n",
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" <td>3636.0</td>\n",
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" <td>644.0</td>\n",
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" <td>1315.0</td>\n",
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" <td>83.0</td>\n",
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" <td>44.0</td>\n",
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" <td>127.0</td>\n",
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" <td>0.653543</td>\n",
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" <td>0.346457</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>57</th>\n",
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" <td>92</td>\n",
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" <td>3.0</td>\n",
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" <td>4.0</td>\n",
|
||||
" <td>1.0</td>\n",
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||||
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||||
" <td>0.375000</td>\n",
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||||
" <td>0.500000</td>\n",
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||||
" <td>231.0</td>\n",
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||||
" <td>648.0</td>\n",
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" <td>167.0</td>\n",
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" <td>433.0</td>\n",
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" <td>4.0</td>\n",
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||||
" <td>6.0</td>\n",
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" <td>10.0</td>\n",
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" <td>0.400000</td>\n",
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" <td>0.600000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>58</th>\n",
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" <td>93</td>\n",
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" <td>22.0</td>\n",
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" <td>20.0</td>\n",
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" <td>9.0</td>\n",
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" <td>51.0</td>\n",
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" <td>0.431373</td>\n",
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" <td>0.392157</td>\n",
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" <td>2534.0</td>\n",
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" <td>1444.0</td>\n",
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" <td>443.0</td>\n",
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" <td>672.0</td>\n",
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" <td>48.0</td>\n",
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" <td>19.0</td>\n",
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" <td>67.0</td>\n",
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" <td>0.716418</td>\n",
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" <td>0.283582</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>59</th>\n",
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" <td>106</td>\n",
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" <td>12.0</td>\n",
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" <td>30.0</td>\n",
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" <td>6.0</td>\n",
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" <td>48.0</td>\n",
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" <td>0.250000</td>\n",
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" <td>0.625000</td>\n",
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" <td>3049.0</td>\n",
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" <td>2637.0</td>\n",
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" <td>878.0</td>\n",
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" <td>380.0</td>\n",
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" <td>10.0</td>\n",
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" <td>10.0</td>\n",
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" <td>20.0</td>\n",
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" <td>0.500000</td>\n",
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" <td>0.500000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>60</th>\n",
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" <td>107</td>\n",
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" <td>11.0</td>\n",
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" <td>42.0</td>\n",
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" <td>13.0</td>\n",
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" <td>66.0</td>\n",
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" <td>0.166667</td>\n",
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" <td>0.636364</td>\n",
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" <td>3804.0</td>\n",
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" <td>9977.0</td>\n",
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" <td>1519.0</td>\n",
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" <td>1943.0</td>\n",
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" <td>80.0</td>\n",
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" <td>176.0</td>\n",
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" <td>256.0</td>\n",
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" <td>0.312500</td>\n",
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" <td>0.687500</td>\n",
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" </tr>\n",
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"</table>\n",
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"<p>61 rows × 16 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" participant_id no_incoming no_outgoing no_missed no_all_calls \\\n",
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"0 13 3.0 21.0 2.0 26.0 \n",
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"1 14 16.0 22.0 11.0 49.0 \n",
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"2 15 3.0 2.0 NaN 5.0 \n",
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"4 17 20.0 60.0 8.0 88.0 \n",
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".. ... ... ... ... ... \n",
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"56 91 15.0 13.0 3.0 31.0 \n",
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"57 92 3.0 4.0 1.0 8.0 \n",
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"58 93 22.0 20.0 9.0 51.0 \n",
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"59 106 12.0 30.0 6.0 48.0 \n",
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"60 107 11.0 42.0 13.0 66.0 \n",
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"\n",
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" no_incoming_ratio no_outgoing_ratio duration_total_incoming \\\n",
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"0 0.115385 0.807692 342.0 \n",
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"1 0.326531 0.448980 1873.0 \n",
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"2 0.600000 0.400000 310.0 \n",
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"3 0.307692 0.461538 1963.0 \n",
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"4 0.227273 0.681818 5789.0 \n",
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".. ... ... ... \n",
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"56 0.483871 0.419355 3443.0 \n",
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"57 0.375000 0.500000 231.0 \n",
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"58 0.431373 0.392157 2534.0 \n",
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"59 0.250000 0.625000 3049.0 \n",
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"60 0.166667 0.636364 3804.0 \n",
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"\n",
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" duration_total_outgoing duration_max_incoming duration_max_outgoing \\\n",
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"0 2836.0 196.0 355.0 \n",
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"1 2789.0 346.0 694.0 \n",
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"2 19.0 154.0 19.0 \n",
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"3 849.0 1037.0 638.0 \n",
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"4 17046.0 1966.0 3830.0 \n",
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".. ... ... ... \n",
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"56 3636.0 644.0 1315.0 \n",
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"57 648.0 167.0 433.0 \n",
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"58 1444.0 443.0 672.0 \n",
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"59 2637.0 878.0 380.0 \n",
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"60 9977.0 1519.0 1943.0 \n",
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"\n",
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" no_received no_sent no_all_sms no_received_ratio no_sent_ratio \n",
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"0 7.0 7.0 14.0 0.500000 0.500000 \n",
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"1 20.0 14.0 34.0 0.588235 0.411765 \n",
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"2 73.0 73.0 146.0 0.500000 0.500000 \n",
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"3 8.0 2.0 10.0 0.800000 0.200000 \n",
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"4 7.0 1.0 8.0 0.875000 0.125000 \n",
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".. ... ... ... ... ... \n",
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"56 83.0 44.0 127.0 0.653543 0.346457 \n",
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"57 4.0 6.0 10.0 0.400000 0.600000 \n",
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"58 48.0 19.0 67.0 0.716418 0.283582 \n",
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"59 10.0 10.0 20.0 0.500000 0.500000 \n",
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"60 80.0 176.0 256.0 0.312500 0.687500 \n",
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"\n",
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"[61 rows x 16 columns]"
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]
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},
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"count_joined.reset_index()"
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]
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},
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{
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@ -0,0 +1,315 @@
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import sys\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"\n",
|
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|
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|
||||
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|
||||
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|
||||
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|
||||
"\n",
|
||||
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|
||||
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|
||||
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|
||||
]
|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
],
|
||||
"source": [
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
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@ -0,0 +1,788 @@
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{
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{
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|
||||
"execution_count": 1,
|
||||
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|
||||
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|
||||
"source": [
|
||||
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|
||||
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|
||||
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|
||||
"import seaborn as sns\n",
|
||||
"\n",
|
||||
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|
||||
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|
||||
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|
||||
" \n",
|
||||
"from features.communication import *\n",
|
||||
"import participants.query_db\n",
|
||||
"\n",
|
||||
"participants_inactive_usernames = participants.query_db.get_usernames()\n",
|
||||
"df_sms = get_sms_data(participants_inactive_usernames)\n",
|
||||
"df_calls = get_call_data(participants_inactive_usernames)"
|
||||
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|
||||
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|
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
" <td>16</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>5417</th>\n",
|
||||
" <td>6690</td>\n",
|
||||
" <td>210</td>\n",
|
||||
" <td>1620980437198</td>\n",
|
||||
" <td>9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>198d7e63a2b4d8a7ca9bb92f74e6974ca17edc56</td>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>uploader_89606</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>16</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>5447</th>\n",
|
||||
" <td>6770</td>\n",
|
||||
" <td>256</td>\n",
|
||||
" <td>1621407668019</td>\n",
|
||||
" <td>9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>d4a67b53e704247de47064850efd3647e8dcaffb</td>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>uploader_89606</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>14</td>\n",
|
||||
" <td>16</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>5440</th>\n",
|
||||
" <td>6742</td>\n",
|
||||
" <td>248</td>\n",
|
||||
" <td>1621253313544</td>\n",
|
||||
" <td>9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>ffbc6a5f0f601cf2d9cdad9d3a588633e1a1967c</td>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>uploader_89606</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>15</td>\n",
|
||||
" <td>16</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"<p>5864 rows × 11 columns</p>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" id _id timestamp device_id \\\n",
|
||||
"195 379 7 1582964434597 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"196 380 8 1582964434974 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"197 382 10 1582965988609 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"198 383 11 1582965988873 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"199 396 12 1582965988873 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"... ... ... ... ... \n",
|
||||
"5193 6137 4 1619789360665 9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e \n",
|
||||
"5194 6135 2 1619787273829 9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e \n",
|
||||
"5417 6690 210 1620980437198 9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e \n",
|
||||
"5447 6770 256 1621407668019 9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e \n",
|
||||
"5440 6742 248 1621253313544 9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e \n",
|
||||
"\n",
|
||||
" message_type trace participant_id \\\n",
|
||||
"195 2 417b9c87f5b573530bcffba8577777b3a964d671 13 \n",
|
||||
"196 2 417b9c87f5b573530bcffba8577777b3a964d671 13 \n",
|
||||
"197 2 417b9c87f5b573530bcffba8577777b3a964d671 13 \n",
|
||||
"198 2 417b9c87f5b573530bcffba8577777b3a964d671 13 \n",
|
||||
"199 2 417b9c87f5b573530bcffba8577777b3a964d671 13 \n",
|
||||
"... ... ... ... \n",
|
||||
"5193 2 2340c1d2b9e5d550373423a599014468a4dc3678 107 \n",
|
||||
"5194 1 2340c1d2b9e5d550373423a599014468a4dc3678 107 \n",
|
||||
"5417 1 198d7e63a2b4d8a7ca9bb92f74e6974ca17edc56 107 \n",
|
||||
"5447 1 d4a67b53e704247de47064850efd3647e8dcaffb 107 \n",
|
||||
"5440 1 ffbc6a5f0f601cf2d9cdad9d3a588633e1a1967c 107 \n",
|
||||
"\n",
|
||||
" username freq contact_id no_contacts \n",
|
||||
"195 uploader_20449 5 0 6 \n",
|
||||
"196 uploader_20449 5 0 6 \n",
|
||||
"197 uploader_20449 5 0 6 \n",
|
||||
"198 uploader_20449 5 0 6 \n",
|
||||
"199 uploader_20449 5 0 6 \n",
|
||||
"... ... ... ... ... \n",
|
||||
"5193 uploader_89606 3 12 16 \n",
|
||||
"5194 uploader_89606 3 12 16 \n",
|
||||
"5417 uploader_89606 1 13 16 \n",
|
||||
"5447 uploader_89606 1 14 16 \n",
|
||||
"5440 uploader_89606 1 15 16 \n",
|
||||
"\n",
|
||||
"[5864 rows x 11 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 3,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"contact_features(enumerate_contacts(df_sms))"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"metadata": {
|
||||
"scrolled": true
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div>\n",
|
||||
"<style scoped>\n",
|
||||
" .dataframe tbody tr th:only-of-type {\n",
|
||||
" vertical-align: middle;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" .dataframe tbody tr th {\n",
|
||||
" vertical-align: top;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" .dataframe thead th {\n",
|
||||
" text-align: right;\n",
|
||||
" }\n",
|
||||
"</style>\n",
|
||||
"<table border=\"1\" class=\"dataframe\">\n",
|
||||
" <thead>\n",
|
||||
" <tr style=\"text-align: right;\">\n",
|
||||
" <th></th>\n",
|
||||
" <th>participant_id</th>\n",
|
||||
" <th>no_calls_no_sms_ratio</th>\n",
|
||||
" <th>no_incoming_calls_no_recieved_sms_ratio</th>\n",
|
||||
" <th>no_outgoing_calls_no_sent_sms_ratio</th>\n",
|
||||
" <th>no_calls_contacts_no_sms_contacts_ratio</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>0.650000</td>\n",
|
||||
" <td>0.700000</td>\n",
|
||||
" <td>0.750000</td>\n",
|
||||
" <td>0.454545</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
|
||||
" <td>14</td>\n",
|
||||
" <td>0.590361</td>\n",
|
||||
" <td>0.555556</td>\n",
|
||||
" <td>0.611111</td>\n",
|
||||
" <td>0.714286</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
|
||||
" <td>15</td>\n",
|
||||
" <td>0.033113</td>\n",
|
||||
" <td>0.960526</td>\n",
|
||||
" <td>0.026667</td>\n",
|
||||
" <td>0.173913</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>16</td>\n",
|
||||
" <td>0.565217</td>\n",
|
||||
" <td>0.666667</td>\n",
|
||||
" <td>0.750000</td>\n",
|
||||
" <td>0.666667</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>17</td>\n",
|
||||
" <td>0.916667</td>\n",
|
||||
" <td>0.259259</td>\n",
|
||||
" <td>0.983607</td>\n",
|
||||
" <td>0.857143</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>...</th>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>56</th>\n",
|
||||
" <td>91</td>\n",
|
||||
" <td>0.196203</td>\n",
|
||||
" <td>0.846939</td>\n",
|
||||
" <td>0.228070</td>\n",
|
||||
" <td>0.666667</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>57</th>\n",
|
||||
" <td>92</td>\n",
|
||||
" <td>0.444444</td>\n",
|
||||
" <td>0.571429</td>\n",
|
||||
" <td>0.400000</td>\n",
|
||||
" <td>0.600000</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>58</th>\n",
|
||||
" <td>93</td>\n",
|
||||
" <td>0.432203</td>\n",
|
||||
" <td>0.685714</td>\n",
|
||||
" <td>0.512821</td>\n",
|
||||
" <td>0.428571</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>59</th>\n",
|
||||
" <td>106</td>\n",
|
||||
" <td>0.705882</td>\n",
|
||||
" <td>0.454545</td>\n",
|
||||
" <td>0.750000</td>\n",
|
||||
" <td>0.769231</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>60</th>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>0.204969</td>\n",
|
||||
" <td>0.879121</td>\n",
|
||||
" <td>0.192661</td>\n",
|
||||
" <td>0.578947</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"<p>61 rows × 5 columns</p>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" participant_id no_calls_no_sms_ratio \\\n",
|
||||
"0 13 0.650000 \n",
|
||||
"1 14 0.590361 \n",
|
||||
"2 15 0.033113 \n",
|
||||
"3 16 0.565217 \n",
|
||||
"4 17 0.916667 \n",
|
||||
".. ... ... \n",
|
||||
"56 91 0.196203 \n",
|
||||
"57 92 0.444444 \n",
|
||||
"58 93 0.432203 \n",
|
||||
"59 106 0.705882 \n",
|
||||
"60 107 0.204969 \n",
|
||||
"\n",
|
||||
" no_incoming_calls_no_recieved_sms_ratio \\\n",
|
||||
"0 0.700000 \n",
|
||||
"1 0.555556 \n",
|
||||
"2 0.960526 \n",
|
||||
"3 0.666667 \n",
|
||||
"4 0.259259 \n",
|
||||
".. ... \n",
|
||||
"56 0.846939 \n",
|
||||
"57 0.571429 \n",
|
||||
"58 0.685714 \n",
|
||||
"59 0.454545 \n",
|
||||
"60 0.879121 \n",
|
||||
"\n",
|
||||
" no_outgoing_calls_no_sent_sms_ratio \\\n",
|
||||
"0 0.750000 \n",
|
||||
"1 0.611111 \n",
|
||||
"2 0.026667 \n",
|
||||
"3 0.750000 \n",
|
||||
"4 0.983607 \n",
|
||||
".. ... \n",
|
||||
"56 0.228070 \n",
|
||||
"57 0.400000 \n",
|
||||
"58 0.512821 \n",
|
||||
"59 0.750000 \n",
|
||||
"60 0.192661 \n",
|
||||
"\n",
|
||||
" no_calls_contacts_no_sms_contacts_ratio \n",
|
||||
"0 0.454545 \n",
|
||||
"1 0.714286 \n",
|
||||
"2 0.173913 \n",
|
||||
"3 0.666667 \n",
|
||||
"4 0.857143 \n",
|
||||
".. ... \n",
|
||||
"56 0.666667 \n",
|
||||
"57 0.600000 \n",
|
||||
"58 0.428571 \n",
|
||||
"59 0.769231 \n",
|
||||
"60 0.578947 \n",
|
||||
"\n",
|
||||
"[61 rows x 5 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 4,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"calls_sms_features(df_calls, df_sms)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": []
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "straw2analysis",
|
||||
"language": "python",
|
||||
"name": "straw2analysis"
|
||||
},
|
||||
"language_info": {
|
||||
"codemirror_mode": {
|
||||
"name": "ipython",
|
||||
"version": 3
|
||||
},
|
||||
"file_extension": ".py",
|
||||
"mimetype": "text/x-python",
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.9.6"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
|
|
@ -40,6 +40,9 @@ print(df_calls)
|
|||
# %%
|
||||
count_comms(df_calls)
|
||||
|
||||
# %%
|
||||
enumerate_contacts(df_calls)
|
||||
|
||||
# %%
|
||||
df_sms = get_sms_data(["nokia_0000003"])
|
||||
count_comms(df_sms)
|
||||
|
|
|
|||
Loading…
Reference in New Issue