deleted prototyping notebooks
Ivan Kobe
junos
parent
4ac5f37c19
commit
1b53865f0a
|
|
@ -1,6 +0,0 @@
|
|||
{
|
||||
"cells": [],
|
||||
"metadata": {},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
|
|
@ -1,393 +0,0 @@
|
|||
{
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import os\n",
|
||||
"import sys\n",
|
||||
"import matplotlib.pyplot as plt\n",
|
||||
"import seaborn as sns\n",
|
||||
"\n",
|
||||
"nb_dir = os.path.split(os.getcwd())[0]\n",
|
||||
"if nb_dir not in sys.path:\n",
|
||||
" sys.path.append(nb_dir)\n",
|
||||
" \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)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
" count_calls = count_comms(df_calls)\n",
|
||||
" count_sms = count_comms(df_sms)\n",
|
||||
"\n",
|
||||
" count_joined = count_calls.merge(\n",
|
||||
" count_sms, on=\"participant_id\", suffixes=(\"_calls\", \"_sms\")\n",
|
||||
" )"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"metadata": {},
|
||||
"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_incoming</th>\n",
|
||||
" <th>no_outgoing</th>\n",
|
||||
" <th>no_missed</th>\n",
|
||||
" <th>no_all_calls</th>\n",
|
||||
" <th>no_incoming_ratio</th>\n",
|
||||
" <th>no_outgoing_ratio</th>\n",
|
||||
" <th>duration_total_incoming</th>\n",
|
||||
" <th>duration_total_outgoing</th>\n",
|
||||
" <th>duration_max_incoming</th>\n",
|
||||
" <th>duration_max_outgoing</th>\n",
|
||||
" <th>no_received</th>\n",
|
||||
" <th>no_sent</th>\n",
|
||||
" <th>no_all_sms</th>\n",
|
||||
" <th>no_received_ratio</th>\n",
|
||||
" <th>no_sent_ratio</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>21.0</td>\n",
|
||||
" <td>2.0</td>\n",
|
||||
" <td>26.0</td>\n",
|
||||
" <td>0.115385</td>\n",
|
||||
" <td>0.807692</td>\n",
|
||||
" <td>342.0</td>\n",
|
||||
" <td>2836.0</td>\n",
|
||||
" <td>196.0</td>\n",
|
||||
" <td>355.0</td>\n",
|
||||
" <td>7.0</td>\n",
|
||||
" <td>7.0</td>\n",
|
||||
" <td>14.0</td>\n",
|
||||
" <td>0.500000</td>\n",
|
||||
" <td>0.500000</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
|
||||
" <td>14</td>\n",
|
||||
" <td>16.0</td>\n",
|
||||
" <td>22.0</td>\n",
|
||||
" <td>11.0</td>\n",
|
||||
" <td>49.0</td>\n",
|
||||
" <td>0.326531</td>\n",
|
||||
" <td>0.448980</td>\n",
|
||||
" <td>1873.0</td>\n",
|
||||
" <td>2789.0</td>\n",
|
||||
" <td>346.0</td>\n",
|
||||
" <td>694.0</td>\n",
|
||||
" <td>20.0</td>\n",
|
||||
" <td>14.0</td>\n",
|
||||
" <td>34.0</td>\n",
|
||||
" <td>0.588235</td>\n",
|
||||
" <td>0.411765</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
|
||||
" <td>15</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>2.0</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>5.0</td>\n",
|
||||
" <td>0.600000</td>\n",
|
||||
" <td>0.400000</td>\n",
|
||||
" <td>310.0</td>\n",
|
||||
" <td>19.0</td>\n",
|
||||
" <td>154.0</td>\n",
|
||||
" <td>19.0</td>\n",
|
||||
" <td>73.0</td>\n",
|
||||
" <td>73.0</td>\n",
|
||||
" <td>146.0</td>\n",
|
||||
" <td>0.500000</td>\n",
|
||||
" <td>0.500000</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>16</td>\n",
|
||||
" <td>4.0</td>\n",
|
||||
" <td>6.0</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>13.0</td>\n",
|
||||
" <td>0.307692</td>\n",
|
||||
" <td>0.461538</td>\n",
|
||||
" <td>1963.0</td>\n",
|
||||
" <td>849.0</td>\n",
|
||||
" <td>1037.0</td>\n",
|
||||
" <td>638.0</td>\n",
|
||||
" <td>8.0</td>\n",
|
||||
" <td>2.0</td>\n",
|
||||
" <td>10.0</td>\n",
|
||||
" <td>0.800000</td>\n",
|
||||
" <td>0.200000</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>17</td>\n",
|
||||
" <td>20.0</td>\n",
|
||||
" <td>60.0</td>\n",
|
||||
" <td>8.0</td>\n",
|
||||
" <td>88.0</td>\n",
|
||||
" <td>0.227273</td>\n",
|
||||
" <td>0.681818</td>\n",
|
||||
" <td>5789.0</td>\n",
|
||||
" <td>17046.0</td>\n",
|
||||
" <td>1966.0</td>\n",
|
||||
" <td>3830.0</td>\n",
|
||||
" <td>7.0</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>8.0</td>\n",
|
||||
" <td>0.875000</td>\n",
|
||||
" <td>0.125000</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>...</th>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\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>15.0</td>\n",
|
||||
" <td>13.0</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>31.0</td>\n",
|
||||
" <td>0.483871</td>\n",
|
||||
" <td>0.419355</td>\n",
|
||||
" <td>3443.0</td>\n",
|
||||
" <td>3636.0</td>\n",
|
||||
" <td>644.0</td>\n",
|
||||
" <td>1315.0</td>\n",
|
||||
" <td>83.0</td>\n",
|
||||
" <td>44.0</td>\n",
|
||||
" <td>127.0</td>\n",
|
||||
" <td>0.653543</td>\n",
|
||||
" <td>0.346457</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>57</th>\n",
|
||||
" <td>92</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>4.0</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>8.0</td>\n",
|
||||
" <td>0.375000</td>\n",
|
||||
" <td>0.500000</td>\n",
|
||||
" <td>231.0</td>\n",
|
||||
" <td>648.0</td>\n",
|
||||
" <td>167.0</td>\n",
|
||||
" <td>433.0</td>\n",
|
||||
" <td>4.0</td>\n",
|
||||
" <td>6.0</td>\n",
|
||||
" <td>10.0</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>22.0</td>\n",
|
||||
" <td>20.0</td>\n",
|
||||
" <td>9.0</td>\n",
|
||||
" <td>51.0</td>\n",
|
||||
" <td>0.431373</td>\n",
|
||||
" <td>0.392157</td>\n",
|
||||
" <td>2534.0</td>\n",
|
||||
" <td>1444.0</td>\n",
|
||||
" <td>443.0</td>\n",
|
||||
" <td>672.0</td>\n",
|
||||
" <td>48.0</td>\n",
|
||||
" <td>19.0</td>\n",
|
||||
" <td>67.0</td>\n",
|
||||
" <td>0.716418</td>\n",
|
||||
" <td>0.283582</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>59</th>\n",
|
||||
" <td>106</td>\n",
|
||||
" <td>12.0</td>\n",
|
||||
" <td>30.0</td>\n",
|
||||
" <td>6.0</td>\n",
|
||||
" <td>48.0</td>\n",
|
||||
" <td>0.250000</td>\n",
|
||||
" <td>0.625000</td>\n",
|
||||
" <td>3049.0</td>\n",
|
||||
" <td>2637.0</td>\n",
|
||||
" <td>878.0</td>\n",
|
||||
" <td>380.0</td>\n",
|
||||
" <td>10.0</td>\n",
|
||||
" <td>10.0</td>\n",
|
||||
" <td>20.0</td>\n",
|
||||
" <td>0.500000</td>\n",
|
||||
" <td>0.500000</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>60</th>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>11.0</td>\n",
|
||||
" <td>42.0</td>\n",
|
||||
" <td>13.0</td>\n",
|
||||
" <td>66.0</td>\n",
|
||||
" <td>0.166667</td>\n",
|
||||
" <td>0.636364</td>\n",
|
||||
" <td>3804.0</td>\n",
|
||||
" <td>9977.0</td>\n",
|
||||
" <td>1519.0</td>\n",
|
||||
" <td>1943.0</td>\n",
|
||||
" <td>80.0</td>\n",
|
||||
" <td>176.0</td>\n",
|
||||
" <td>256.0</td>\n",
|
||||
" <td>0.312500</td>\n",
|
||||
" <td>0.687500</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"<p>61 rows × 16 columns</p>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" participant_id no_incoming no_outgoing no_missed no_all_calls \\\n",
|
||||
"0 13 3.0 21.0 2.0 26.0 \n",
|
||||
"1 14 16.0 22.0 11.0 49.0 \n",
|
||||
"2 15 3.0 2.0 NaN 5.0 \n",
|
||||
"3 16 4.0 6.0 3.0 13.0 \n",
|
||||
"4 17 20.0 60.0 8.0 88.0 \n",
|
||||
".. ... ... ... ... ... \n",
|
||||
"56 91 15.0 13.0 3.0 31.0 \n",
|
||||
"57 92 3.0 4.0 1.0 8.0 \n",
|
||||
"58 93 22.0 20.0 9.0 51.0 \n",
|
||||
"59 106 12.0 30.0 6.0 48.0 \n",
|
||||
"60 107 11.0 42.0 13.0 66.0 \n",
|
||||
"\n",
|
||||
" no_incoming_ratio no_outgoing_ratio duration_total_incoming \\\n",
|
||||
"0 0.115385 0.807692 342.0 \n",
|
||||
"1 0.326531 0.448980 1873.0 \n",
|
||||
"2 0.600000 0.400000 310.0 \n",
|
||||
"3 0.307692 0.461538 1963.0 \n",
|
||||
"4 0.227273 0.681818 5789.0 \n",
|
||||
".. ... ... ... \n",
|
||||
"56 0.483871 0.419355 3443.0 \n",
|
||||
"57 0.375000 0.500000 231.0 \n",
|
||||
"58 0.431373 0.392157 2534.0 \n",
|
||||
"59 0.250000 0.625000 3049.0 \n",
|
||||
"60 0.166667 0.636364 3804.0 \n",
|
||||
"\n",
|
||||
" duration_total_outgoing duration_max_incoming duration_max_outgoing \\\n",
|
||||
"0 2836.0 196.0 355.0 \n",
|
||||
"1 2789.0 346.0 694.0 \n",
|
||||
"2 19.0 154.0 19.0 \n",
|
||||
"3 849.0 1037.0 638.0 \n",
|
||||
"4 17046.0 1966.0 3830.0 \n",
|
||||
".. ... ... ... \n",
|
||||
"56 3636.0 644.0 1315.0 \n",
|
||||
"57 648.0 167.0 433.0 \n",
|
||||
"58 1444.0 443.0 672.0 \n",
|
||||
"59 2637.0 878.0 380.0 \n",
|
||||
"60 9977.0 1519.0 1943.0 \n",
|
||||
"\n",
|
||||
" no_received no_sent no_all_sms no_received_ratio no_sent_ratio \n",
|
||||
"0 7.0 7.0 14.0 0.500000 0.500000 \n",
|
||||
"1 20.0 14.0 34.0 0.588235 0.411765 \n",
|
||||
"2 73.0 73.0 146.0 0.500000 0.500000 \n",
|
||||
"3 8.0 2.0 10.0 0.800000 0.200000 \n",
|
||||
"4 7.0 1.0 8.0 0.875000 0.125000 \n",
|
||||
".. ... ... ... ... ... \n",
|
||||
"56 83.0 44.0 127.0 0.653543 0.346457 \n",
|
||||
"57 4.0 6.0 10.0 0.400000 0.600000 \n",
|
||||
"58 48.0 19.0 67.0 0.716418 0.283582 \n",
|
||||
"59 10.0 10.0 20.0 0.500000 0.500000 \n",
|
||||
"60 80.0 176.0 256.0 0.312500 0.687500 \n",
|
||||
"\n",
|
||||
"[61 rows x 16 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 9,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"count_joined.reset_index()"
|
||||
]
|
||||
},
|
||||
{
|
||||
"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
|
||||
}
|
||||
315
Untitled.ipynb
315
Untitled.ipynb
|
|
@ -1,315 +0,0 @@
|
|||
{
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import os\n",
|
||||
"import sys\n",
|
||||
"import matplotlib.pyplot as plt\n",
|
||||
"import seaborn as sns\n",
|
||||
"\n",
|
||||
"nb_dir = os.path.split(os.getcwd())[0]\n",
|
||||
"if nb_dir not in sys.path:\n",
|
||||
" sys.path.append(nb_dir)\n",
|
||||
" \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)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"df_calls"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"metadata": {},
|
||||
"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>id</th>\n",
|
||||
" <th>_id</th>\n",
|
||||
" <th>timestamp</th>\n",
|
||||
" <th>device_id</th>\n",
|
||||
" <th>call_type</th>\n",
|
||||
" <th>call_duration</th>\n",
|
||||
" <th>trace</th>\n",
|
||||
" <th>participant_id</th>\n",
|
||||
" <th>username</th>\n",
|
||||
" <th>freq</th>\n",
|
||||
" <th>contact_id</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>118</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>1581936081010</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
|
||||
" <td>176</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>1582295247982</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>196</td>\n",
|
||||
" <td>87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
|
||||
" <td>209</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>1582305634014</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>237</td>\n",
|
||||
" <td>87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>210</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" <td>1582561530334</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>126</td>\n",
|
||||
" <td>87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>253</td>\n",
|
||||
" <td>6</td>\n",
|
||||
" <td>1582627576077</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>255</td>\n",
|
||||
" <td>87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>...</th>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4645</th>\n",
|
||||
" <td>5874</td>\n",
|
||||
" <td>131</td>\n",
|
||||
" <td>1625602519843</td>\n",
|
||||
" <td>4b62a655-cbf0-4ac0-a448-06726f45b56a</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>2270</td>\n",
|
||||
" <td>f4ebca8dc7305fe424d6bf7fbcd2e5086f98b453</td>\n",
|
||||
" <td>90</td>\n",
|
||||
" <td>uploader_53573</td>\n",
|
||||
" <td>6</td>\n",
|
||||
" <td>9</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4646</th>\n",
|
||||
" <td>5882</td>\n",
|
||||
" <td>139</td>\n",
|
||||
" <td>1625753023456</td>\n",
|
||||
" <td>4b62a655-cbf0-4ac0-a448-06726f45b56a</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>2e5d63f6fddca2b66be810b5946c42eda24f2dbe</td>\n",
|
||||
" <td>90</td>\n",
|
||||
" <td>uploader_53573</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4647</th>\n",
|
||||
" <td>5883</td>\n",
|
||||
" <td>140</td>\n",
|
||||
" <td>1625754998767</td>\n",
|
||||
" <td>4b62a655-cbf0-4ac0-a448-06726f45b56a</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>2e5d63f6fddca2b66be810b5946c42eda24f2dbe</td>\n",
|
||||
" <td>90</td>\n",
|
||||
" <td>uploader_53573</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4648</th>\n",
|
||||
" <td>5884</td>\n",
|
||||
" <td>141</td>\n",
|
||||
" <td>1625823008392</td>\n",
|
||||
" <td>4b62a655-cbf0-4ac0-a448-06726f45b56a</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>7316d58b7bb7de097a2421c56010ac024a489451</td>\n",
|
||||
" <td>90</td>\n",
|
||||
" <td>uploader_53573</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4649</th>\n",
|
||||
" <td>5903</td>\n",
|
||||
" <td>158</td>\n",
|
||||
" <td>1626110930233</td>\n",
|
||||
" <td>4b62a655-cbf0-4ac0-a448-06726f45b56a</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>53</td>\n",
|
||||
" <td>7db4e9acf7c73837ddecdae5da523a28c774ba94</td>\n",
|
||||
" <td>90</td>\n",
|
||||
" <td>uploader_53573</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>24</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"<p>4650 rows × 11 columns</p>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" id _id timestamp device_id \\\n",
|
||||
"0 118 1 1581936081010 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"1 176 3 1582295247982 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"2 209 4 1582305634014 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"3 210 5 1582561530334 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"4 253 6 1582627576077 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"... ... ... ... ... \n",
|
||||
"4645 5874 131 1625602519843 4b62a655-cbf0-4ac0-a448-06726f45b56a \n",
|
||||
"4646 5882 139 1625753023456 4b62a655-cbf0-4ac0-a448-06726f45b56a \n",
|
||||
"4647 5883 140 1625754998767 4b62a655-cbf0-4ac0-a448-06726f45b56a \n",
|
||||
"4648 5884 141 1625823008392 4b62a655-cbf0-4ac0-a448-06726f45b56a \n",
|
||||
"4649 5903 158 1626110930233 4b62a655-cbf0-4ac0-a448-06726f45b56a \n",
|
||||
"\n",
|
||||
" call_type call_duration trace \\\n",
|
||||
"0 2 0 87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b \n",
|
||||
"1 1 196 87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b \n",
|
||||
"2 2 237 87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b \n",
|
||||
"3 2 126 87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b \n",
|
||||
"4 2 255 87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b \n",
|
||||
"... ... ... ... \n",
|
||||
"4645 2 2270 f4ebca8dc7305fe424d6bf7fbcd2e5086f98b453 \n",
|
||||
"4646 3 0 2e5d63f6fddca2b66be810b5946c42eda24f2dbe \n",
|
||||
"4647 3 0 2e5d63f6fddca2b66be810b5946c42eda24f2dbe \n",
|
||||
"4648 2 0 7316d58b7bb7de097a2421c56010ac024a489451 \n",
|
||||
"4649 2 53 7db4e9acf7c73837ddecdae5da523a28c774ba94 \n",
|
||||
"\n",
|
||||
" participant_id username freq contact_id \n",
|
||||
"0 13 uploader_20449 21 0 \n",
|
||||
"1 13 uploader_20449 21 0 \n",
|
||||
"2 13 uploader_20449 21 0 \n",
|
||||
"3 13 uploader_20449 21 0 \n",
|
||||
"4 13 uploader_20449 21 0 \n",
|
||||
"... ... ... ... ... \n",
|
||||
"4645 90 uploader_53573 6 9 \n",
|
||||
"4646 90 uploader_53573 2 13 \n",
|
||||
"4647 90 uploader_53573 2 13 \n",
|
||||
"4648 90 uploader_53573 1 21 \n",
|
||||
"4649 90 uploader_53573 1 24 \n",
|
||||
"\n",
|
||||
"[4650 rows x 11 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 8,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"contact_features(enumerate_contacts(df_calls))"
|
||||
]
|
||||
},
|
||||
{
|
||||
"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
|
||||
}
|
||||
788
Untitled1.ipynb
788
Untitled1.ipynb
|
|
@ -1,788 +0,0 @@
|
|||
{
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import os\n",
|
||||
"import sys\n",
|
||||
"import matplotlib.pyplot as plt\n",
|
||||
"import seaborn as sns\n",
|
||||
"\n",
|
||||
"nb_dir = os.path.split(os.getcwd())[0]\n",
|
||||
"if nb_dir not in sys.path:\n",
|
||||
" sys.path.append(nb_dir)\n",
|
||||
" \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)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"metadata": {},
|
||||
"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>id</th>\n",
|
||||
" <th>_id</th>\n",
|
||||
" <th>timestamp</th>\n",
|
||||
" <th>device_id</th>\n",
|
||||
" <th>call_type</th>\n",
|
||||
" <th>call_duration</th>\n",
|
||||
" <th>trace</th>\n",
|
||||
" <th>participant_id</th>\n",
|
||||
" <th>username</th>\n",
|
||||
" <th>freq</th>\n",
|
||||
" <th>contact_id</th>\n",
|
||||
" <th>total_call_duration</th>\n",
|
||||
" <th>no_contacts</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>118</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>1581936081010</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>2844</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
|
||||
" <td>176</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>1582295247982</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>196</td>\n",
|
||||
" <td>87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>2844</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
|
||||
" <td>209</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>1582305634014</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>237</td>\n",
|
||||
" <td>87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>2844</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>210</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" <td>1582561530334</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>126</td>\n",
|
||||
" <td>87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>2844</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>253</td>\n",
|
||||
" <td>6</td>\n",
|
||||
" <td>1582627576077</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>255</td>\n",
|
||||
" <td>87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>2844</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>...</th>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4352</th>\n",
|
||||
" <td>5560</td>\n",
|
||||
" <td>59</td>\n",
|
||||
" <td>1621275689589</td>\n",
|
||||
" <td>9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>5eb72fe829c2af4a654007220119bdcf47499555</td>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>uploader_89606</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>17</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>22</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4336</th>\n",
|
||||
" <td>5443</td>\n",
|
||||
" <td>29</td>\n",
|
||||
" <td>1620746142636</td>\n",
|
||||
" <td>9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>189</td>\n",
|
||||
" <td>6dd761532337dfe596eb2e34f4c91216b38e28e2</td>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>uploader_89606</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>18</td>\n",
|
||||
" <td>189</td>\n",
|
||||
" <td>22</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4316</th>\n",
|
||||
" <td>5237</td>\n",
|
||||
" <td>10</td>\n",
|
||||
" <td>1620140109908</td>\n",
|
||||
" <td>9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>85</td>\n",
|
||||
" <td>9c4eab1dfc0114aecd64a7f594977acc9ab7936c</td>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>uploader_89606</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>19</td>\n",
|
||||
" <td>85</td>\n",
|
||||
" <td>22</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4347</th>\n",
|
||||
" <td>5524</td>\n",
|
||||
" <td>44</td>\n",
|
||||
" <td>1620971679122</td>\n",
|
||||
" <td>9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>120</td>\n",
|
||||
" <td>a9fa73b6137d09288429de20172095978730e4b8</td>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>uploader_89606</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>20</td>\n",
|
||||
" <td>120</td>\n",
|
||||
" <td>22</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4331</th>\n",
|
||||
" <td>5364</td>\n",
|
||||
" <td>26</td>\n",
|
||||
" <td>1620630328635</td>\n",
|
||||
" <td>9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>184</td>\n",
|
||||
" <td>cfe98eee4a27b377f4cde1ea5c39d24d0475b533</td>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>uploader_89606</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>21</td>\n",
|
||||
" <td>184</td>\n",
|
||||
" <td>22</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"<p>4650 rows × 13 columns</p>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" id _id timestamp device_id \\\n",
|
||||
"0 118 1 1581936081010 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"1 176 3 1582295247982 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"2 209 4 1582305634014 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"3 210 5 1582561530334 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"4 253 6 1582627576077 78082f9f-98c2-468d-b4a2-7c835bd812bd \n",
|
||||
"... ... ... ... ... \n",
|
||||
"4352 5560 59 1621275689589 9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e \n",
|
||||
"4336 5443 29 1620746142636 9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e \n",
|
||||
"4316 5237 10 1620140109908 9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e \n",
|
||||
"4347 5524 44 1620971679122 9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e \n",
|
||||
"4331 5364 26 1620630328635 9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e \n",
|
||||
"\n",
|
||||
" call_type call_duration trace \\\n",
|
||||
"0 2 0 87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b \n",
|
||||
"1 1 196 87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b \n",
|
||||
"2 2 237 87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b \n",
|
||||
"3 2 126 87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b \n",
|
||||
"4 2 255 87ae5eb2c5b7fe30bea2821e2ec052453d89ea6b \n",
|
||||
"... ... ... ... \n",
|
||||
"4352 2 0 5eb72fe829c2af4a654007220119bdcf47499555 \n",
|
||||
"4336 2 189 6dd761532337dfe596eb2e34f4c91216b38e28e2 \n",
|
||||
"4316 2 85 9c4eab1dfc0114aecd64a7f594977acc9ab7936c \n",
|
||||
"4347 1 120 a9fa73b6137d09288429de20172095978730e4b8 \n",
|
||||
"4331 2 184 cfe98eee4a27b377f4cde1ea5c39d24d0475b533 \n",
|
||||
"\n",
|
||||
" participant_id username freq contact_id total_call_duration \\\n",
|
||||
"0 13 uploader_20449 21 0 2844 \n",
|
||||
"1 13 uploader_20449 21 0 2844 \n",
|
||||
"2 13 uploader_20449 21 0 2844 \n",
|
||||
"3 13 uploader_20449 21 0 2844 \n",
|
||||
"4 13 uploader_20449 21 0 2844 \n",
|
||||
"... ... ... ... ... ... \n",
|
||||
"4352 107 uploader_89606 1 17 0 \n",
|
||||
"4336 107 uploader_89606 1 18 189 \n",
|
||||
"4316 107 uploader_89606 1 19 85 \n",
|
||||
"4347 107 uploader_89606 1 20 120 \n",
|
||||
"4331 107 uploader_89606 1 21 184 \n",
|
||||
"\n",
|
||||
" no_contacts \n",
|
||||
"0 5 \n",
|
||||
"1 5 \n",
|
||||
"2 5 \n",
|
||||
"3 5 \n",
|
||||
"4 5 \n",
|
||||
"... ... \n",
|
||||
"4352 22 \n",
|
||||
"4336 22 \n",
|
||||
"4316 22 \n",
|
||||
"4347 22 \n",
|
||||
"4331 22 \n",
|
||||
"\n",
|
||||
"[4650 rows x 13 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 2,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"contact_features(enumerate_contacts(df_calls))"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"metadata": {},
|
||||
"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>id</th>\n",
|
||||
" <th>_id</th>\n",
|
||||
" <th>timestamp</th>\n",
|
||||
" <th>device_id</th>\n",
|
||||
" <th>message_type</th>\n",
|
||||
" <th>trace</th>\n",
|
||||
" <th>participant_id</th>\n",
|
||||
" <th>username</th>\n",
|
||||
" <th>freq</th>\n",
|
||||
" <th>contact_id</th>\n",
|
||||
" <th>no_contacts</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>195</th>\n",
|
||||
" <td>379</td>\n",
|
||||
" <td>7</td>\n",
|
||||
" <td>1582964434597</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>417b9c87f5b573530bcffba8577777b3a964d671</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>6</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>196</th>\n",
|
||||
" <td>380</td>\n",
|
||||
" <td>8</td>\n",
|
||||
" <td>1582964434974</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>417b9c87f5b573530bcffba8577777b3a964d671</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>6</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>197</th>\n",
|
||||
" <td>382</td>\n",
|
||||
" <td>10</td>\n",
|
||||
" <td>1582965988609</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>417b9c87f5b573530bcffba8577777b3a964d671</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>6</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>198</th>\n",
|
||||
" <td>383</td>\n",
|
||||
" <td>11</td>\n",
|
||||
" <td>1582965988873</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>417b9c87f5b573530bcffba8577777b3a964d671</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>6</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>199</th>\n",
|
||||
" <td>396</td>\n",
|
||||
" <td>12</td>\n",
|
||||
" <td>1582965988873</td>\n",
|
||||
" <td>78082f9f-98c2-468d-b4a2-7c835bd812bd</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>417b9c87f5b573530bcffba8577777b3a964d671</td>\n",
|
||||
" <td>13</td>\n",
|
||||
" <td>uploader_20449</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>6</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>...</th>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>5193</th>\n",
|
||||
" <td>6137</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>1619789360665</td>\n",
|
||||
" <td>9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>2340c1d2b9e5d550373423a599014468a4dc3678</td>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>uploader_89606</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>12</td>\n",
|
||||
" <td>16</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>5194</th>\n",
|
||||
" <td>6135</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>1619787273829</td>\n",
|
||||
" <td>9f54e35c-d7cb-4f4c-8dc1-17dc86f2635e</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>2340c1d2b9e5d550373423a599014468a4dc3678</td>\n",
|
||||
" <td>107</td>\n",
|
||||
" <td>uploader_89606</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>12</td>\n",
|
||||
" <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
|
||||
}
|
||||
Loading…
Reference in New Issue