{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Network Analytics - Custom Centrality Measures\n", "## Identifying at risk students from phone call records\n", "\n", "\n", "----------------------------\n", "\n", "\n", "
\n", "

Brief


A high-school Suicide and Distress Counseling service has data on the phone calls between 27 high-school students (a who-talks-to-whom network). One of its directors believes network analytics will help it proactively monitor and help students in distress.

\n", "One of the concerns in sociology of young adults is the prevalence of suicide-pacts between pairs of friends. The Director wants to come up with a measure so that if they identify a person as potentially troubled, they can identify a “paired” subject that they can reach out pro-actively to assess suicide risk. It is known that potential at-risk students become increasingly withdrawn

\n", "Given this information, develop a centrality measure which identifies the most at risk students in the network.\n", " \n", "
\n", "\n", "--------------------------------------\n", "\n", "## Contents\n", "[1. Introduction](#intro) \n", "   [1.1 Executive Summary](#es) \n", "\n", "[2. Exploratory Data Analysis](#eda) \n", "   [2.1 Import data](#import) \n", "   [2.2 Feature Analysis](#fa) \n", "     [2.2.1 General](#general) \n", "     [2.2.2 User and Other](#userandother) \n", "     [2.2.3 Direction](#direction) \n", "     [2.2.4 Duration](#duration) \n", "     [2.2.5 Timestamp](#ts) \n", "     [2.2.6 Summary of data cleaning](#dataclean) \n", "   [2.3 Initial Network Analysis](#na) \n", "\n", "[3. Model Hypothesis and Reasoning](#modelhypothesis) \n", "\n", "[4. Implementation](#implementation) \n", "   [4.1 Calculate influence](#calculateinfluence) \n", "   [4.2 Calculate loneliness factor](#loneliness) \n", "   [4.3 Predict paired students](#paired) \n", "   [4.4 Model Pairings](#pairings) \n", "   [4.5 Network visualisation](#naviz) \n", "   [4.6 Model evaluation](#evaluation) \n", "     [4.6.1 Load and clean messages data](#messages) \n", "     [4.6.2 Calculate pairings for messages data](#messagepairings) \n", "     [4.6.3 Compare model predictions](#predictions) \n", "\n", "[5. Conclusions](#conclusions)\n", "\n", "-----------------\n", "\n", "## 1. Introduction\n", "\n", "Suicide pacts between students is a [concern](https://www.tandfonline.com/doi/abs/10.1080/00098655.2011.564981) in sociology of young adults. Analysis of student networks can yield important information about relationships between students and identify which students have close relationships and could be in a suicide pact with each other. Should an 'important' member of the network become a suicide risk, it might be possible to proactively reach out to other 'close by' members of the network to help them. \n", "\n", "This analysis project uses the phone call records of 27 students to extract information about the most influential nodes in the network and also assess behavioural information such as how many calls they make or how many different people they are interacting with. These insights will be used to develop a method of predicting which students in the network might be involved in a suicide pact given that another member in the network has already been identified as at risk. This information can be used by the student support team to proactively reach out to at risk students. \n", "\n", "\n", "\n", "### 1.1 Executive Summary\n", "\n", "The phone call records of 27 students at a school were analysed to identify important connections between students and between mutual third parties in the network. A centrality measure was proposed to identify which connected parties were most at risk of suicide given that a student already in the network had been identified as at risk of suicide. i.e. which nodes have influence over over nodes in the network. The centrality measure used two terms, the strength of relationship between a students and the 'reclusiveness' of an individual, to calculate a risk score. Students who had a strong relationship with the target node and exhibited signs of reclusiveness were deemed as higher risk. No 'ground truth' is known for this network so the effectiveness of the centrality measure was tested by applying it to the text message records of the students to assess if the same outcome was reached. The same students were indeed identified as at risk on both the phone call records dataset and the text messages dataset.\n", "\n", "\n", "------" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-------------------------------\n", "## Import libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#data manipulation\n", "import pandas as pd\n", "import numpy as np\n", "\n", "#network analysis\n", "import networkx as nx\n", "\n", "#visualisation\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "\n", "#date manipulation\n", "import dateutil.relativedelta as rel\n", "\n", "#display html in output\n", "from IPython.core.display import display, HTML" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#filter warnings for final presentation\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----------------------\n", "\n", "## 2 Exploratory data analysis\n", "\n", "Before deciding on a centrality metric, it is important to understand the key features of the dataset which are available for our model, but also identify any outliers, missing data or errors which may have an impact on the analysis.\n", "\n", "Two datasets for this problem were given alongside the brief. The data is given 'as is' and there is no additional information or context given for each dataset so assumptions will have to be made as to what each attribute represents:\n", "\n", "__high_school_calls.csv__\n", "- contains the incoming and outgoing phone records of the 27 students. This includes calls between the 27 students and also calls their to external parties.\n", "- attributes:\n", " - user\n", " - other\n", " - direction\n", " - duration\n", " - timestamp\n", " \n", "__high_school_messages.csv__\n", "- contains the a record of text messages sent between the 27 students and messages sent to external parties.\n", "- attributes:\n", " - user\n", " - other\n", " - direction \n", " - length\n", " - timestamp\n", "\n", "\n", "The following is a summary of the key findings from a detailed analysis of the dataset including the most important findings.\n", "\n", "\n", "### 2.1 Import data" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " user other direction duration timestamp\n", "0 07610039694 07434677419 Incoming 211 2010-09-15 18:17:44+00:00\n", "1 07641036117 01666472054 Outgoing 31 1980-02-11 07:18:23+00:00\n", "2 07641036117 07371326239 Incoming 45 1980-02-11 07:45:42+00:00\n", "3 07641036117 07681546436 Outgoing 10 1980-02-11 08:04:42+00:00\n", "4 07641036117 07681546436 Outgoing 0 1980-02-11 08:05:31+00:00" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#read the csv data\n", "#specify dtypes as 'user' is read differently to 'other'\n", "raw_calls_df = pd.read_csv(\"high_school_calls.csv\", dtype={'user':str,'other':str,'direction':str,'duration':int})\n", "\n", "#convert timestamp column from object to datetime\n", "raw_calls_df['timestamp'] = pd.to_datetime(raw_calls_df['timestamp'],utc=True)\n", "\n", "#first few rows of raw data imported from csv file\n", "raw_calls_df.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 2.2 Feature Analysis\n", "\n", "\n", "#### 2.2.1 General" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 13035 call records in the dataset\n" ] } ], "source": [ "print(f\"There are {raw_calls_df.shape[0]} call records in the dataset\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have been told that the dataset contains the full call records for 27 high school students. The dataset contains calls between the 27 students but also their calls to external parties for which we do not have full phone records. The data attributes are as follows:\n", "- 'user': this appears to contain 27 unique phone numbers. I will assume these relate to the 27 students in the study\n", "- 'other': this contains many different phone numbers including external parties\n", "- 'direction': the direction of the phone call taking place\n", "- 'duration': length of phone call (I will assume in minutes)\n", "- 'timestamp': the timestamp of the phone call\n", "\n", "To aid analysis of relationships between students and to make it easier to identify students vs non-students in the data, I will create an alias for each student which is easier to read/distinguish than the 11 digit phone number." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'07610039694': '#1',\n", " '07641036117': '#2',\n", " '07981267897': '#3',\n", " '07163185791': '#4',\n", " '07110730864': '#5',\n", " '07784425582': '#6',\n", " '07607124303': '#7',\n", " '07195393761': '#8',\n", " '07946912731': '#9',\n", " '07817341678': '#10',\n", " '07806391587': '#11',\n", " '07651896055': '#12',\n", " '07122915122': '#13',\n", " '07375968743': '#14',\n", " '07304637408': '#15',\n", " '07102745960': '#16',\n", " '07839321359': '#17',\n", " '07690700998': '#18',\n", " '07541486388': '#19',\n", " '07640835719': '#20',\n", " '07456622368': '#21',\n", " '07408255044': '#22',\n", " '07086312446': '#23',\n", " '07681546436': '#24',\n", " '07389444649': '#25',\n", " '07197268544': '#26',\n", " '07166594208': '#27'}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def create_user_aliases(df):\n", " \"\"\"\n", " Function creates a list of aliases for each unique student in the 'user' column\n", " \n", " Returns:\n", " user_aliases_dict - dictionary mapping student alias to student number\n", " user_aliases - (user_aliases_dict.values()) list of aliases\n", " \"\"\"\n", " user_set = df['user'].unique() # create set of 27 unique student phone numbers\n", "\n", " user_aliases_dict = {} #dictionary to store aliases\n", " for index, user in enumerate(user_set):\n", " user_aliases_dict[user] = '#' + str(index+1) # assign alias to each student phone number\n", "\n", " user_aliases = list(user_aliases_dict.values())# create list of aliases (will help with filtering later)\n", "\n", " return user_aliases_dict, user_aliases\n", "\n", "#create aliases dictionary and list\n", "user_aliases_dict, user_aliases = create_user_aliases(raw_calls_df)\n", "\n", "# show aliases\n", "user_aliases_dict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can replace the student phone numbers with aliases in the dataset by mapping the aliases in user_aliases_dict dictionary to the raw phone numbers. This makes it much easier to spot students in the 'other' column, but also will make it easier to visually identify students throughout the dataset." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " user other direction duration timestamp\n", "12756 #11 07028004429 Outgoing 14 2011-01-29 19:03:50+00:00\n", "1101 #22 07869451817 Incoming 32 2010-09-11 18:41:08+00:00\n", "6137 #24 07784908044 Outgoing 0 2010-11-05 22:30:02+00:00\n", "6255 #21 07720520621 Outgoing 5 2010-11-06 19:16:13+00:00\n", "6350 #23 07691640598 Outgoing 557 2010-11-08 20:52:28+00:00" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def replace_numbers_with_alias(df):\n", " #change phone numbers in the 'user' and 'other' columns to the aliases \n", " new_df = df.copy()\n", " new_df['user'] = new_df['user'].replace(user_aliases_dict)\n", " new_df['other'] = new_df['other'].replace(user_aliases_dict)\n", " \n", " return new_df\n", "\n", "calls_df = replace_numbers_with_alias(raw_calls_df)\n", "calls_df.sample(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### 2.2.2 User and Other\n", "\n", "The 'user' and 'other' columns appear to contain the phone numbers of the two parties involved in each phone call." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "user 27\n", "other 706\n", "dtype: int64" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#how many unique 'users' and 'others' do we have in the dataset?\n", "calls_df[['user','other']].nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected there are 27 unique phone numbers in the user column, however the 'other' column has 706 unique numbers. Therefore, most of the unique phone numbers in our dataset are for external parties." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calls involving external parties represent 89.88% of records\n" ] } ], "source": [ "#explore the numbers in the 'user' column which aren't in the set of students\n", "external_records = calls_df.loc[~calls_df['other'].isin(user_aliases)]\n", "external_records_pct = external_records.shape[0]/calls_df.shape[0]*100\n", "\n", "print(f\"Calls involving external parties represent {round(external_records_pct,2)}% of records\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we are ultimately only interested in identifying a paired student it is tempting to remove these calls to external parties from the analysis. However, we can see that calls to external people makes up almost 90% of the call records in the data so we would be losing a lot of information about each student. Although we don't have full records for these other phone numbers, they still contain important information about how many outgoing calls a person in the network is making which can give clues about concerning changes in the behaviour of a student. This information would be useful for understanding if a student is becoming more withdrawn in general over time.\n", "\n", "The expected format for a phone number is 11 digits long, starting with a '0'. Interestingly, the 'other' column contains a lot of values which do not conform to this format." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['48772130600436761996023412922286', '452', '563', '2327', '2432', '6061629169', '2330', '044', '2172', '14191086749599', '14853692371599', '9', '0126233087', '14338475884741', '157', '1641', '127', '0796605786', '192', '006765427412506117', '1740', '3305122', '14596616114769', '7792837', '14252905085643', '14482105053524', '45347', '129', '7710163892', '14523219068398', '043', '078754357377', '193', '14099', '0125503864', '455', '075425937151', '14705308904434', '0724154122', '2367', '21261', '208', '2284122', '0763585005', '0776159421', '3371982', '8233168669', '908', '3396625', '0583959', '0148', '901', '5844903', '073876607981713442396416342469257183', '14670119341135', '5505813', '8489720', '372', '3360769', '22400894', '0118490495', '244']\n", "\n", "There are 62 unique erroneous numbers which make up 540 records\n" ] } ], "source": [ "#list of 'other' numbers which are not expected length of a phone number\n", "erroneous_numbers = calls_df[(~calls_df['other'].isin(user_aliases))&\n", " (calls_df['other'].str.len() != 11)]\n", "print(list(erroneous_numbers['other'].unique()))\n", "print(f\"\\nThere are {len(list(erroneous_numbers['other'].unique()))} unique erroneous numbers which make up {len(erroneous_numbers)} records\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These values seem to be errors as they do not resemble phone numbers, however, there are 62 unique values which make up 540 records. This indicates that there is some consistency of these numbers throughout the dataset rather than just being typos or errors in data collection. It is possible that the shorter numbers are voicemail numbers and the very long numbers could be company helpline numbers with multiple menu options. \n", "\n", "As these numbers are persistent through the dataset I will assume that these are indeed valid calls, however it would be interesting to gain more information about how the data was collected for this study to help understand why these unusual phone numbers are present in the data.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "The final major point to note from the 'user' and 'other' column is that calls between students are duplicated in the dataset. For example, a phone from student A to student B appears once for student A as an outgoing call, but also appears for student A as an incoming call. I will use students '#5' and '#10' to illustrate this:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 97 records in the dataset for this pair of students\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " user other direction duration timestamp\n", "5889 #10 #5 Outgoing 10 2010-11-03 08:13:34+00:00\n", "5925 #5 #10 Incoming 11 2010-11-03 08:13:39+00:00" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_calls_between_students(user_a, user_b, df=calls_df):\n", " \"\"\"\n", " Return a table with the phone records between two students (both sets). \n", " Function filters the dataframe to find records where user_a is in 'user' column and user_b \n", " is in 'other' column and versa versa to get the phone records from both students' perspectives.\n", " \"\"\"\n", " result = df.loc[((df['user'] == user_a) & (df['other'] == user_b)) |\n", " ((df['user'] == user_b) & (df['other'] == user_a))].sort_values('timestamp')\n", " if len(result) == 0:\n", " return \"There are no records between these two students\"\n", " else:\n", " print(\n", " f\"There are {len(result)} records in the dataset for this pair of students\")\n", " return result\n", "\n", " \n", "get_calls_between_students('#5', '#10').head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that there are two records in the dataset for the same call between #5 and #10 occurring at 8:13am on 11th November 2010. The call is recorded as outgoing from #10's perspective and as incoming from #5's perspective. Calls to external parties are not duplicated in the data as we do not have the phone call records for the external parties. Therefore we will need to be careful in further analysis not to double count calls between students.\n", "\n", "The example above also shows that the reciprocated calls do not always have the same duration. There is normally a slight mismatch by about 1 minute. It is likely that this is due to differences in when each phone records the call starting. i.e. the outgoing call should begin before the incoming call. This inconsistency should not materially affect the analysis (considering the large margin for error in high level analyses such as this assignment).\n", "\n", "Another caveat of the data is that there is some apparent missing data as not all calls between students are duplicated. The example below shows that students '#2 and '#19' only have one call between them and it does is not reciprocated. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 1 records in the dataset for this pair of students\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " user other direction duration timestamp\n", "3220 #19 #2 Outgoing 0 2010-10-06 17:21:55+00:00" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_calls_between_students('#2', '#19')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instances of non-reciprocated calls between students is fairly rare in the data set and is mostly for outgoing calls of duration 0 minutes. These could be times when the outgoing caller hung up the phone before it was answered and without leaving a message. Again, we could improve the quality of data by imputing a matching record into the data to make sure each call between students was reciprocated, however, it is unlikely to affect the overall analysis so I will leave it as it is. For future iterations of the model this could be looked at in more detail.\n", "\n", "Finally we will check for and remove call records where 'user' is equal to 'other'." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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9215#5#5Outgoing12010-12-14 09:40:01+00:00
\n", "
" ], "text/plain": [ " user other direction duration timestamp\n", "573 #18 #18 Outgoing 13 2010-09-15 14:32:58+00:00\n", "574 #18 #18 Outgoing 5 2010-09-15 14:33:32+00:00\n", "2003 #12 #12 Outgoing 0 2010-09-28 15:08:39+00:00\n", "2403 #21 #21 Outgoing 0 2010-10-01 13:01:20+00:00\n", "2404 #21 #21 Outgoing 0 2010-10-01 13:01:28+00:00\n", "2405 #21 #21 Outgoing 0 2010-10-01 13:01:36+00:00\n", "2923 #21 #21 Outgoing 0 2010-10-04 19:04:41+00:00\n", "4914 #23 #23 Outgoing 0 2010-10-29 05:07:24+00:00\n", "5396 #16 #16 Outgoing 0 2010-11-01 16:59:40+00:00\n", "9215 #5 #5 Outgoing 1 2010-12-14 09:40:01+00:00" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "calls_df.loc[calls_df['user']==calls_df['other']]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10 rows with communications to themselves were removed\n" ] } ], "source": [ "def remove_self_calls(df):\n", " \"\"\"Remove rows where 'user' == 'other' \"\"\"\n", " new_df = df.loc[df['user']!=df['other']].copy()\n", " print(f\"{len(df)-len(new_df)} rows with communications to themselves were removed\")\n", " return new_df\n", "\n", "calls_dfs = remove_self_calls(calls_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### 2.2.3 Direction\n", "\n", "The direction of the phone call is a categorical attribute which can have one of three different values: 'Outgoing', 'Incoming' or 'Missed'." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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2Bg4B5kZEZ0SsAuYCh9bVbjMza67OI449gA7gUkn3SvqhpK2AnSJiBUB+3zGXHwksK8zfnmM9xdciaaqkBZIWdHR09P3amJkZUG/iGAqMBy6KiPcAf+KNbqlG1CAWTeJrByJmRsSEiJjQ1ta2Lu01M7MS6kwc7UB7RNyVx68hJZIncxcU+X1lofzowvyjgOVN4mZm1gK1JY6I+AOwTNLbc+gg4CFgDtB1ZdQU4Po8PAc4Pl9dtT+wOndl3QRMlDQ8nxSfmGNmZtYCQ2uu/++BH0vaDHgUOJGUrGZLOgl4Apicy94IHA4sAZ7PZYmITklnAfNzuTMjorPmdpuZWQ9qTRwRsQiY0GDSQQ3KBjCth3ouAS7p29aZmdm68C/HzcysEicOMzOrpNfEIWkrSZvk4bdJOkLSpvU3zczMBqIyRxx3AFtIGkm6RciJwGV1NsrMzAauMolDEfE88HHgOxHxMWCveptlZmYDVanEIen9wLHAz3Os7st4zcxsgCqTOL4EnApcGxEPStoDuK3eZpmZ2UDV65FDRNwO3F4YfxT4Yp2NMjOzgavHxCHpZzS4mWCXiDiilhaZmdmA1uyI41/7rRVmZjZo9Jg4cheVmZnZWpp1Vd1P866qd9XSIjMzG9CadVX9Vb+1wszMBo1mXVWP92dDzMxscChzr6r9Jc2X9JyklyW9KumZ/micmZkNPGV+APhd4BhgMbAl8FngO3U2yszMBq5Stw6JiCWShkTEq8Clkn5Vc7vMzGyAKnPE8Xx+9OsiSf9b0peBrcpULmmppPslLZK0IMdGSJoraXF+H57jknShpCWS7pM0vlDPlFx+saQpPS3PzMzqVyZxHJfLfQH4EzAa+ESFZXwoIsZFRNcjZKcDt0TEWNJt2qfn+GHA2PyaClwEKdEAM4D9gH2BGV3JxszM+l+PiUNSm6S9IuLxiHgxIp6JiDNIz/5evR7LnATMysOzgCML8csjuRMYJmln4BBgbkR0RsQqYC5w6Hos38zM1kOzI47vAG0N4iOBC0rWH8DNku6RNDXHdoqIFQD5fcdCvcsK87bnWE/xtUiaKmmBpAUdHR0lm2dmZlU1Sxz7NLrtSETcBJT91fgBETGe1A01TdIHm5RVg1g0iXdv18yImBARE9raGuU7MzPrC80SR7Pnipd65nhELM/vK4FrSeconsxdUOT3lbl4O+n8SZdRwPImcTMza4FmiWOxpMO7ByUdBjzaW8WStpK0TdcwMBF4AJgDdF0ZNQW4Pg/PAY7PV1ftD6zOXVk3ARMlDc8nxSfmmJmZtUCz33F8GbhB0qeAe3JsAvB+yt3HaifgWkldy/lJRPyXpPnAbEknAU8Ak3P5G4HDgSXA88CJABHRKeksYH4ud2ZEdJZcPzMz62PN7lX1P5L2AT4NvDOHbwc+FxEv9lZxflLguxvEnwIOahAPYFoPdV1CuprLzMxarOkvxyPiJeDSfmqLmZkNAmV+AGhmZvY6Jw4zM6uk2S/Hb8nv3+q/5piZ2UDX7BzHzpL+EjhC0lV0+yFeRCystWVmZjYgNUsc3yDdgHAU8O1u0wL4cF2NMjOzgavZ5bjXANdI+ueIOKsf22RmZgNYrw9yioizJB0BdN1nal5E3FBvs8zMbKAq88zxbwKnAA/l1yk5ZmZmG6Eyj479KDAuIl4DkDQLuBc4tc6GmZnZwFT2dxzDCsPb1dEQMzMbHMoccXwTuFfSbaRLcj+IjzbMzDZaZU6OXylpHvA+UuL4WkT8oe6GmZnZwFTmiKPrEa9zam6LmZkNAr5XlZmZVeLEYWZmlTRNHJI2kfRAfzXGzMwGvqaJI/924zeSdl3XBUgaIuleSTfk8d0l3SVpsaSrJW2W45vn8SV5+phCHafm+COSDlnXtpiZ2for01W1M/CgpFskzel6VVjGKcDDhfFvAedHxFhgFXBSjp8ErIqIPYHzczkk7QUcDewNHAp8T9KQCss3M7M+VOaqqjPWtXJJo0i/PD8H+AdJIt1V99O5yCzgdOAiYFIeBrgG+G4uPwm4Kj/G9jFJS4B9gV+va7vMzGzd9XrEERG3A0uBTfPwfKDsszj+Dfgn4LU8vj3wdESsyePtwMg8PBJYlpe5Blidy78ebzDP6yRNlbRA0oKOjo6SzTMzs6rK3OTwZNIRwA9yaCRwXYn5/gpYGRH3FMMNikYv05rN80YgYmZETIiICW1tbb01z8zM1lGZrqpppK6huwAiYrGkHUvMdwDp6YGHA1sA25KOQIZJGpqPKkYBy3P5dmA00C5pKOmeWJ2FeJfiPGZm1s/KnBx/KSJe7hrJH+pv+sbfXUScGhGjImIM6eT2rRFxLHAb8MlcbApwfR6ek8fJ02+NiMjxo/NVV7sDY4G7S7TbzMxqUOaI43ZJpwFbSvoI8HfAz9ZjmV8DrpJ0Nun27Bfn+MXAFfnkdycp2RARD0qaTXoWyBpgWkS8uh7LNzOz9VAmcUwnXSp7P/A54Ebgh1UWEhHzgHl5+FFS11f3Mi8Ck3uY/xzSlVlmZtZiZe6O+1p+eNNdpC6qR3IXkpmZbYR6TRySPgp8H/gd6Qqn3SV9LiL+s+7GmZnZwFOmq+o84EMRsQRA0luBnwNOHGZmG6EyV1Wt7Eoa2aPAypraY2ZmA1yPRxySPp4HH5R0IzCbdI5jMunX42ZmthFq1lX114XhJ4G/zMMdwPDaWmRmZgNaj4kjIk7sz4aYmdngUOaqqt2BvwfGFMtHxBH1NcvMzAaqMldVXUf6VffPeOMut2ZmtpEqkzhejIgLa2+JmZkNCmUSxwWSZgA3Ay91BSOi7DM5zMxsA1ImcewDHEd6cl9XV1XkcTMz28iUSRwfA/Yo3lrdzMw2XmV+Of4bYFjdDTEzs8GhzBHHTsBvJc1n7XMcvhzXzGwjVCZxzKi9FWYtNGb6z1vdhFotPfejrW6CbWDKPI/j9nWpWNIWwB3A5nk510TEjPyDwquAEcBC4LiIeFnS5sDlwHuBp4CjImJprutU0sOkXgW+GBE3rUubzMxs/fV6jkPSs5Keya8XJb0q6ZkSdb8EfDgi3g2MAw6VtD/wLeD8iBgLrCIlBPL7qojYEzg/l0PSXqTHyO4NHAp8T9KQaqtpZmZ9pdfEERHbRMS2+bUF8AnguyXmi4h4Lo9uml9dl/Fek+OzgCPz8KQ8Tp5+kCTl+FUR8VJEPAYsocGjZ83MrH+UuapqLRFxHSV/wyFpiKRFpOd3zCU9RfDpiFiTi7QDI/PwSGBZXsYaYDWwfTHeYB4zM+tnZW5y+PHC6CbABNKRQ68i4lVgnKRhwLXAOxoV61pUD9N6indv51RgKsCuu+5apnlmZrYOylxVVXwuxxpgKan7qLSIeFrSPGB/YJikofmoYhSwPBdrB0YD7ZKGAtsBnYV4l+I8xWXMBGYCTJgwoVRiMzOz6spcVbVOz+WQ1Aa8kpPGlsDBpBPetwGfJF1ZNQW4Ps8yJ4//Ok+/NSJC0hzgJ5K+DewCjAXuXpc2mZnZ+mv26NhvNJkvIuKsXureGZiVr4DaBJgdETdIegi4StLZwL2kW7aT36+QtIR0pHF0XtCDkmYDD5GOeKblLjAzM2uBZkccf2oQ24p02ez2QNPEERH3Ae9pEH+UBldFRcSLpOeZN6rrHOCcZsszM7P+0ezRsed1DUvaBjgFOJHUxXReT/OZmdmGrek5DkkjgH8AjiX9xmJ8RKzqj4aZmdnA1Owcx78AHyddqbRP4cd8Zma2EWv2A8CvkK5i+jqwvHDbkWdL3nLEzMw2QM3OcVT+VbmZmW34nBzMzKwSJw4zM6vEicPMzCpx4jAzs0qcOMzMrBInDjMzq8SJw8zMKnHiMDOzSpw4zMysEicOMzOrxInDzMwqceIwM7NKaksckkZLuk3Sw5IelHRKjo+QNFfS4vw+PMcl6UJJSyTdJ2l8oa4pufxiSVPqarOZmfWuziOONcBXIuIdwP7ANEl7AdOBWyJiLHBLHgc4DBibX1OBi+D1h0nNAPYjPXJ2RleyMTOz/ldb4oiIFRGxMA8/CzwMjAQmkZ4mSH4/Mg9PAi6P5E5gmKSdgUOAuRHRmZ8+OBc4tK52m5lZc/1yjkPSGOA9wF3AThGxAlJyAXbMxUYCywqztedYT/Huy5gqaYGkBR0dHX29CmZmltWeOCRtDfxf4EsR0ezJgWoQiybxtQMRMyNiQkRMaGtrW7fGmplZr2pNHJI2JSWNH0fET3P4ydwFRX5fmePtwOjC7KOA5U3iZmbWAnVeVSXgYuDhiPh2YdIcoOvKqCnA9YX48fnqqv2B1bkr6yZgoqTh+aT4xBwzM7MW6PGZ433gAOA44H5Ji3LsNOBcYLakk4AngMl52o3A4cAS4HngRICI6JR0FjA/lzszIjprbLeZmTVRW+KIiF/Q+PwEwEENygcwrYe6LgEu6bvWmdmGYMz0n7e6CbVaeu5HW92EhvzLcTMzq8SJw8zMKnHiMDOzSpw4zMysEicOMzOrxInDzMwqceIwM7NKnDjMzKwSJw4zM6vEicPMzCpx4jAzs0qcOMzMrBInDjMzq8SJw8zMKnHiMDOzSpw4zMysEicOMzOrpM5njl8iaaWkBwqxEZLmSlqc34fnuCRdKGmJpPskjS/MMyWXXyxpSqNlmZlZ/6nziOMy4NBusenALRExFrgljwMcBozNr6nARZASDTAD2A/YF5jRlWzMzKw1akscEXEH0NktPAmYlYdnAUcW4pdHcicwTNLOwCHA3IjojIhVwFzenIzMzKwf9fc5jp0iYgVAft8xx0cCywrl2nOsp/ibSJoqaYGkBR0dHX3ecDMzSwbKyXE1iEWT+JuDETMjYkJETGhra+vTxpmZ2Rv6O3E8mbugyO8rc7wdGF0oNwpY3iRuZmYt0t+JYw7QdWXUFOD6Qvz4fHXV/sDq3JV1EzBR0vB8UnxijpmZWYsMratiSVcCBwI7SGonXR11LjBb0knAE8DkXPxG4HBgCfA8cCJARHRKOguYn8udGRHdT7ibmVk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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "Outgoing 8044\n", "Incoming 3167\n", "Missed 1824\n", "Name: direction, dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax = calls_df['direction'].value_counts().plot.bar()\n", "ax.set_ylabel(\"Number of Calls\")\n", "ax.set_title(\"Number of calls by 'direction' category\")\n", "plt.xticks(rotation=0)\n", "plt.show()\n", "\n", "#print value counts for each direction\n", "calls_df['direction'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I will assume that the direction of the call is from the perspective of 'user', i.e. the direction of the call is relative to their phone. For example a call that the 'user' makes from their phone to the other person is outgoing and a call they receive is recorded as incoming. \n", "\n", "It is a little harder to understand what is meant by 'Missed', as it could refer to a call that was not answered by the recipient or it could be one that missed by the 'user'. To investigate further I will use the example of students #5 and #10 again:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 97 records in the dataset for this pair of students\n" ] }, { "data": { "text/html": [ "
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userotherdirectiondurationtimestamp
5889#10#5Outgoing102010-11-03 08:13:34+00:00
5925#5#10Incoming112010-11-03 08:13:39+00:00
5976#10#5Outgoing02010-11-04 08:13:40+00:00
5975#5#10Missed02010-11-04 08:14:11+00:00
6130#10#5Outgoing02010-11-05 08:11:56+00:00
6045#5#10Missed02010-11-05 08:12:17+00:00
6401#10#5Outgoing112010-11-09 08:32:12+00:00
6380#5#10Incoming112010-11-09 08:32:16+00:00
6449#10#5Outgoing02010-11-10 08:14:16+00:00
6448#5#10Incoming02010-11-10 08:14:20+00:00
6510#5#10Missed02010-11-11 08:12:47+00:00
6533#10#5Outgoing02010-11-11 08:13:20+00:00
6605#5#10Missed02010-11-12 08:18:22+00:00
6655#10#5Outgoing02010-11-12 08:19:36+00:00
7003#10#5Outgoing02010-11-15 08:12:31+00:00
7286#5#10Missed02010-11-15 08:13:50+00:00
\n", "
" ], "text/plain": [ " user other direction duration timestamp\n", "5889 #10 #5 Outgoing 10 2010-11-03 08:13:34+00:00\n", "5925 #5 #10 Incoming 11 2010-11-03 08:13:39+00:00\n", "5976 #10 #5 Outgoing 0 2010-11-04 08:13:40+00:00\n", "5975 #5 #10 Missed 0 2010-11-04 08:14:11+00:00\n", "6130 #10 #5 Outgoing 0 2010-11-05 08:11:56+00:00\n", "6045 #5 #10 Missed 0 2010-11-05 08:12:17+00:00\n", "6401 #10 #5 Outgoing 11 2010-11-09 08:32:12+00:00\n", "6380 #5 #10 Incoming 11 2010-11-09 08:32:16+00:00\n", "6449 #10 #5 Outgoing 0 2010-11-10 08:14:16+00:00\n", "6448 #5 #10 Incoming 0 2010-11-10 08:14:20+00:00\n", "6510 #5 #10 Missed 0 2010-11-11 08:12:47+00:00\n", "6533 #10 #5 Outgoing 0 2010-11-11 08:13:20+00:00\n", "6605 #5 #10 Missed 0 2010-11-12 08:18:22+00:00\n", "6655 #10 #5 Outgoing 0 2010-11-12 08:19:36+00:00\n", "7003 #10 #5 Outgoing 0 2010-11-15 08:12:31+00:00\n", "7286 #5 #10 Missed 0 2010-11-15 08:13:50+00:00" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_calls_between_students('#5', '#10').head(16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output shows the first 16 records between students #5 and #10 ordered by timestamp so we can match up the reciprocal records.\n", "\n", "We can see that missed calls are normally matched with outgoing calls instead of incoming calls. The time discrepancy between these outgoing and missed calls is slightly larger than between the outgoing-incoming pairing but is close enough to assume that a missed call is from the incoming direction. i.e. it is the student in the 'user' column which has missed the call. \n", "\n", "This assumption also makes sense when you look at the distribution of incoming, outgoing and missed calls in the data set (see bar chart above). One would expect incoming and outgoing calls across the whole dataset to be approximately the same, however, there are many more outgoing calls than incoming calls. \n", "\n", "The outgoing calls matched up with missed calls are all of duration 0 minutes, therefore I will reassign missed calls as incoming for consistency and reduce the bias towards outgoing calls." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Outgoing 8044\n", "Incoming 4991\n", "Name: direction, dtype: int64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#replace 'Missed' with 'Incoming'\n", "calls_df['direction'] = calls_df['direction'].replace({'Missed':'Incoming'})\n", "\n", "#print new value counts for each direction\n", "calls_df['direction'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### 2.2.4 Duration" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The mean call duration is 59\n", "The median call duration is 8\n", "The mode call duration is 0\n" ] } ], "source": [ "def plot_dist_box(df=calls_df):\n", " fig = plt.figure(figsize=(10,4))\n", " #plot the distribution of call durations\n", " ax1 = fig.add_subplot(1,2,1)\n", " sns.kdeplot(calls_df['duration'],shade=True)\n", " ax1.set_title(\"Distribution of call durations\")\n", " ax1.get_yaxis().set_ticks([])\n", " ax1.set_xlabel(\"Call duration (minutes)\")\n", " ax1.set_ylabel(\"Relative frequency\")\n", " ax1.legend().set_visible(False)\n", "\n", " #plot the box plot\n", " ax2 = fig.add_subplot(1,2,2)\n", " sns.boxplot(calls_df['duration'])\n", " ax2.set_title(\"Duration box plot\")\n", " ax2.set_xlabel(\"Call duration (minutes)\")\n", "\n", " plt.show()\n", "\n", " print(f\"The mean call duration is {int(calls_df['duration'].mean())}\")\n", " print(f\"The median call duration is {int(calls_df['duration'].median())}\")\n", " print(f\"The mode call duration is {int(calls_df['duration'].mode())}\")\n", " \n", " \n", "plot_dist_box()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The distribution of call duration is positively skewed with a mean call duration of 59 minutes and a median phone call duration of 8 minutes. We can see that there is a long tail with call durations ranging up to 7,000 minutes. 7,000 minutes equates to almost 5 days! It is possible that the call durations are measured in seconds which would considerably reduce the length of this phone call, however, a median call length of 8 seconds seems much less reasonable than a median call length of 8 minutes.\n", "\n", "Although length of call could be an important feature for distinguishing close friendships, extremely long phone calls can significantly bias the analysis considering the median value is only 8 minutes. I will set a call duration threshold of 720 minutes (12 hours) to remove outliers above this value. 12 hours still seems a long time for a call but is not unreasonable and only 1.6% of the data lies above this value so removing the outliers will not have an outsized impact on the dataset as a whole. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The mean call duration is 34\n", "The median call duration is 7\n", "The mode call duration is 0\n" ] } ], "source": [ "#remove outliers\n", "calls_df = calls_df.loc[calls_df['duration']<=720].copy()\n", "\n", "#visualise new distribution and boxplot\n", "plot_dist_box()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### 2.2.5 Timestamp\n", "\n", "The timestamp will be an important feature for identifying students who are becoming more withdrawn overtime. It could also be used to identify stronger relationships between students as close friends will typically call each other at more antisocial times of day (e.g. late evening)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2010 10483\n", "2011 2312\n", "1980 31\n", "Name: timestamp, dtype: int64" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#find the range of years that the dataset covers\n", "years = calls_df['timestamp'].apply(lambda x: x.year) #create new column with the year of the timestamp\n", "years.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interestingly we can see that there are 31 records from 1980 and the rest are all from 2010 and 2011. The large gap in data between 1980 and 2010 suggests that this is an error. Investigating the students with records from 1980 more closely it is apparent that all students with a record in 1980, also have records in 2010 or 2011. It seems very unlikely that these students have been at high school for over 30 years! There are only 31 records from 1980 therefore I will simply remove these from the dataset. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary statistics of 'users' with records in 1980\n" ] }, { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
useryear
#1119801.06.0NaN6.06.06.06.06.0
2010379.028.147.60.00.014.034.0512.0
201187.029.547.70.03.012.029.5240.0
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2010138.038.697.10.00.03.023.8620.0
201118.013.418.00.02.06.024.068.0
#13198010.038.738.70.017.029.050.5131.0
2010243.037.167.10.00.016.049.5596.0
201181.039.467.90.00.021.045.0365.0
#1719801.08.0NaN8.08.08.08.08.0
2010125.024.539.80.00.013.032.0241.0
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201038.046.490.30.00.018.536.0426.0
\n", "
" ], "text/plain": [ " count mean std min 25% 50% 75% max\n", "user year \n", "#11 1980 1.0 6.0 NaN 6.0 6.0 6.0 6.0 6.0\n", " 2010 379.0 28.1 47.6 0.0 0.0 14.0 34.0 512.0\n", " 2011 87.0 29.5 47.7 0.0 3.0 12.0 29.5 240.0\n", "#12 1980 13.0 53.3 87.2 0.0 0.0 4.0 91.0 296.0\n", " 2010 138.0 38.6 97.1 0.0 0.0 3.0 23.8 620.0\n", " 2011 18.0 13.4 18.0 0.0 2.0 6.0 24.0 68.0\n", "#13 1980 10.0 38.7 38.7 0.0 17.0 29.0 50.5 131.0\n", " 2010 243.0 37.1 67.1 0.0 0.0 16.0 49.5 596.0\n", " 2011 81.0 39.4 67.9 0.0 0.0 21.0 45.0 365.0\n", "#17 1980 1.0 8.0 NaN 8.0 8.0 8.0 8.0 8.0\n", " 2010 125.0 24.5 39.8 0.0 0.0 13.0 32.0 241.0\n", "#2 1980 6.0 14.3 19.3 0.0 0.0 5.0 25.8 45.0\n", " 2010 38.0 46.4 90.3 0.0 0.0 18.5 36.0 426.0" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#investigate 1980 records more closely\n", "#create new feature - column with year of call\n", "calls_df['year'] = calls_df['timestamp'].apply(lambda x: x.year)\n", "\n", "#get list of users with records in 1980\n", "users_1980 = set(calls_df.loc[calls_df['year']==1980]['user'])\n", "\n", "#return a table of summary statistics for students which have records for 1980\n", "print(\"Summary statistics of 'users' with records in 1980\")\n", "round(calls_df.loc[calls_df['user'].isin(users_1980)].groupby(by=['user','year']).describe()['duration'],1)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The data covers a period of 152 days between 2010-09-02 and 2011-01-31\n" ] } ], "source": [ "#select only records which are not in 1980 and drop year column\n", "calls_df = calls_df.loc[calls_df['year']!=1980].drop('year',axis=1).copy()\n", "\n", "#find new frame frame of the data\n", "number_of_days = max(calls_df['timestamp'])-min(calls_df['timestamp'])\n", "print(f\"The data covers a period of {number_of_days.days + 1} days between {min(calls_df['timestamp']).date()} and {max(calls_df['timestamp']).date()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After removing the data from 1980, the dataset now covers a period of 152 days between 2nd September 2010 and 31st January 2011. \n", "\n", "Finally, I will visualise the number and length of calls by time of day to gain an understanding of when phone calls are most likely to be made.\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#group calls by time of day\n", "ax = calls_df.groupby(calls_df['timestamp'].dt.hour).count()[['other']].plot.bar()\n", "ax.set_title(\"Number of calls by time of day\")\n", "ax.set_xlabel(\"Hour of Day\")\n", "ax.set_ylabel(\"Number of Calls\")\n", "ax.legend().set_visible(False)\n", "\n", "#plot the distribution of call durations\n", "ax1 = calls_df.groupby(calls_df['timestamp'].dt.hour).median()[['duration']].plot.bar()\n", "ax1.set_title(\"Median duration of call by time of day\")\n", "ax1.set_xlabel(\"Hour of Day\")\n", "ax1.set_ylabel(\"Median duration (minutes)\")\n", "ax1.legend().set_visible(False)\n", "\n", "ax2 = calls_df.groupby(calls_df['timestamp'].dt.hour).mean()[['duration']].plot.bar()\n", "ax2.set_title(\"Average duration of call by time of day\")\n", "ax2.set_xlabel(\"Hour of Day\")\n", "ax2.set_ylabel(\"Average duration (minutes)\")\n", "ax2.legend().set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As would be expected there are more calls in the afternoon and evening and fewer during the night and early morning. It appears that the median and average call times increase later at night. This is consistent with closer friends calling each other late at night as they are talking for longer periods of time. The time of day of the phone call could be a useful feature for determining the strength of friendship, with longer phone calls late at night suggesting stronger relationships.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### 2.2.6 Summary of data cleaning\n", "\n", "During the exploratory data analysis we have carried out the following data cleaning steps:\n", "- replaced student phone numbers with human readable alias\n", "- reassigned 'Missed' calls as 'Incoming calls'\n", "- removed records with duration above 720 minutes (12 hours)\n", "- removed records with timestamps in 1980" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 2.3 Initial Network Analysis\n", "\n", "The final part of EDA will be to create a simple visualisation of the network using an undirected and unweighted graph with edges connecting nodes which have a phone call record between them. This will help us 'eye-ball' the relationships in the network before building the model." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "#create graph object\n", "G0 = nx.from_pandas_edgelist(calls_df, source='user', target='other')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(30,30))\n", "\n", "def create_node_labels(G,user_aliases=user_aliases):\n", " #assign labels to the nodes which represent students\n", " node_labels = {}\n", " for n in G.nodes():\n", " if n in user_aliases:\n", " node_labels[n] = n\n", " else:\n", " node_labels[n] = \"\"\n", " return node_labels\n", "\n", "node_labels = create_node_labels(G0)\n", "\n", "\n", "pos=nx.fruchterman_reingold_layout(G0)\n", "nx.draw(G0,pos=pos,node_size=100,width=0.5,node_color='#549b6f',\n", " labels=node_labels,font_size=38,font_weight='bold',\n", " font_color='#7e0d81',edge_color = '#D3D3D3')\n", "plt.title(\"Calls Network\",fontdict={'fontsize': 42,'fontweight' : 5})\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The visualisation shows that the network is relatively sparse with most students having many connections to third parties but relatively few have direct connections to other students. It is also apparent that some students have phone calls to common third parties who might be mutual friends outside of the 27 students." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 3. Modeling hypothesis and reasoning\n", "\n", "Now that we understand the key features of the dataset and the information which is available to us, we can start to evaluate a model which finds a paired student for a given student who has been identified as at risk. i.e. If student #1 has been identified as at risk, which other student is most likely to also be having trouble and that the school could proactively reach out to.\n", "\n", "The question mentions that there is a tendency suicide-pacts to be formed between friends, and students who become more withdrawn are considered at greater risk. We can therefore split the problem into two main parts:\n", "1. identifying close friends (who might be involved in a suicide-pact together)\n", "2. identifying students who are becoming more withdrawn overtime\n", "\n", "__Identifying close friends__\n", "\n", "Given the serious nature of a suicide-pact, I will assume that two students would not have a suicide pact if they do not have direct contact with each other. Therefore we can limit the number of students at risk to those who are directly connected to the subject student.\n", "\n", "We need to quantify the relationship between connected students in order to predict who is at most risk. There are two competing forces at play when trying to identify a friendship but also identify introverted behvaiour: i) the more phone calls or more time spent on a call between two students the closer one would expect their friendship to be, and ii) students at high risk of depression or suicide will be more withdrawn and therefore not make many phone calls. Therefore, we need to design a measure for friendship which does not have too much of a bias towards extroverted students at the expense of introverted students who may be strongly influenced by a student but don't make that many calls to them in comparison.\n", "\n", "I propose using an 'influence' measure to identify how much influence the subject student has over its contacts. This measure will look at the nodes the student is directly connected to and assess what fraction of the node's calls are to the subject student. If a node has a high proportion of its calls to the subject student, then we can say they are influenced by them and more likely to be involved in a suicide pact. By using the proportion of calls we can normalise the number of calls for each node and therefore nodes which are more introverted are not biased against in this friendship measure. For example, if a node connected to the subject student only has made 10 calls in the timeframe, but 9 of them were to the subject student, we can say they are highly influenced by the subject student and are more likely to be at risk. Conversely, a node connected to the subject student which made a 1000 calls in the timeframe, with only 100 to the subject student, although this node may be a better friend to the subject, it is exhibiting extroverted and sociable behaviour and should be considered at less risk.\n", "\n", "$$I_{u,v} = \\frac{C_{v,u}}{\\sum_{i=1}^{i}C_{v,x_i}} $$\n", "\n", "Where:\n", "- $I_{u,v}$ = influence of $u$ over $v$\n", "- $ u $ = subject student identified as being at risk\n", "- $ v $ = node connected to subject student\n", "- $C_{v,u}$ = number of calls between $u$ and $v$\n", "- $C_{v,x_i}$ = number of calls between $v$ and a node $x$ it is connected \n", "- $i$ = number of nodes $v$ is connected to\n", "\n", "\n", "__Identifying withdrawn behaviour__\n", "\n", "The second part of the metric is identifying which students are becoming more withdrawn and are therefore more at risk of depression. A student might be becoming more withdrawn if they are either making fewer calls than they normally do, or if they are speaking to fewer people than normal. I will calculate the risk of a student being withdrawn using a loneliness risk factor defined below:\n", "\n", "$$ L_u = 1 - \\frac{X_{u,current} \\cdot U_{u,current}}{X_{u,max} \\cdot U_{u,max}} $$\n", "\n", "Where:\n", "- $ L_u $ = loneliness risk factor of student $u$\n", "- $X_{u,current}$ = number of calls (including external parties) in current previous 30 day window\n", "- $U_{u,current}$ = unique number of people (including external parties) $u$ has spoken to in previous 30 day window\n", "- $X_{u,max}$ = maximum number of calls (including external parties) $u$ has made in any 30 day window\n", "- $U_{u,max}$ = maximum unique number of people (including external parties) $u$ has spoken to in any 30 day window\n", "\n", "The loneliness risk factor takes into account the current behaviour of a student and compares it to the student's maximum activity. If a student is becoming more withdrawn this ratio will be smaller and indicate a greater change in behaviour recently. The ratio is subtracted from 1 so that students with a lower ratio will have a higher loneliness risk score.\n", "\n", "__Calculating a centrality measure for identifying risk__\n", "\n", "To calculate the final risk factor for each student we will combine these two metrics:\n", "\n", "$$ R_{v,u} = I_{u,v} \\cdot L_v $$\n", "\n", "Where:\n", "- $ R_{v,u} $ = Risk factor for student $v$ given student $u$ has been identified as at risk\n", "- $ I_{u,v} $ = Influence of $u$ over $v$\n", "- $ L_v $ = Loneliness factor for student $v$\n", "\n", "\n", "Therefore the centrality measure will take into account both the relative influence the identified student has over other nodes it is connected to, as well as the current behvaiour of each student he/she is connected with. i.e. A student who is heavily influenced by the identified student and is becoming very withdrawn, will have a much higher risk factor and the model will pair this student with the identified student." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 4. Implementation\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To implement the centrality measure we will create a set of functions which calculate the influence of a student over its connected nodes and also calculate the count and unique count over a rolling 30 day window to assess the loneliness of each student.\n", "\n", "We will define the graph so that the edge weights are equal to the number of calls between two nodes. The edge weights can then be used to calculate the influence metric. As mentioned in the exploratory data analysis section, calls between students are duplicated and not all calls have a reciprocal record and are missing from the dataset. Therefore to calculate the edge weights, if the edge is between two students then the average of recorded calls between then will be used and if the edge is between a student and external party then the count from the student's perspective will be used." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 4.1 Calculate influence" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "def calc_edge_weight(u,v,df=calls_df):\n", " \"\"\"\n", " Calculates the edge weight between two nodes. \n", " The edge weight is based on the total count of calls during the timeframe of the dataset.\n", " \"\"\" \n", " #Filter dataframe for calls from node u to node v and count the number of calls\n", " u_v = df.loc[(df['user']==u)&(df['other']==v)]['duration'].count()\n", " #Do the same but for the other possible pairing\n", " v_u = df.loc[(df['user']==v)&(df['other']==u)]['duration'].count()\n", " \n", " if u_v == 0 or v_u == 0: \n", " \"\"\"\n", " If u_v or v_u is 0, then the pairing is between a student and an external party\n", " we can just add the two values together\n", " \"\"\"\n", " return int(u_v + v_u)\n", " else:\n", " \"\"\"\n", " If neither is 0, then it means the pairing is between students\n", " Note that we can't add them together, as there are duplicated calls. In theory u_v and v_u \n", " should be the same (reciprocal calls), however, this is not always the case due to missing\n", " data so we average the two values.\n", " \"\"\"\n", " \n", " \n", " return int((u_v + v_u)/2)\n", " \n", " \n", "def add_edge_weights(G):\n", " \"\"\"\n", " Add edge weights for each edge on the graph\n", " \"\"\"\n", " for e in G.edges:\n", " u,v = e\n", " try:\n", " G[u][v]['weight'] = calc_edge_weight(u,v)\n", " except:\n", " G[u][v]['weight'] = 0\n", " return G\n", "\n", "\n", "def calc_influence(G,u):\n", " \"\"\"\n", " Given a student, u, calculate the influence it has over the nodes it is directly connected to.\n", " Let v = node u is connected to, calculate the percentage of v's calls which are with u.\n", " This is a proxy for how much influence u has over v. If v only talks to u, then u has a high \n", " influence over v.\n", " \n", " Parameters:\n", " G - networkx Graph object; weighted undirected graph\n", " u - string; student (e.g. '#1')\n", " \n", " Returns:\n", " scores - dict; dictionary with other students that u has influence over (doesn't include external parties)\n", " keys=nodes connected to u, values=fraction of v's calls which were with u.\n", " \"\"\"\n", " assert u in user_aliases\n", " \n", " scores = {}\n", " #loop through direct neighbours of u\n", " for v in nx.neighbors(G, u):\n", " \n", " #if v is another student, calculate the influence score and add to the scores dictionary\n", " if v in user_aliases:\n", " \n", " edge_weight = G[u][v]['weight'] #edge weight between u and v\n", " total_degree = nx.degree(G, v, 'weight') #total degree of v (calculated using edge weights)\n", " influence_score = edge_weight/total_degree #fraction of v's calls which are with u\n", "\n", " scores[v] = influence_score\n", " else:\n", " pass\n", "\n", " return scores" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def ordered_dictionary(d):\n", " \"\"\"Order dictionary by values\"\"\"\n", " lists = sorted(d.items(), key = lambda kv:(kv[1], kv[0]),reverse=True)\n", " x, y = zip(*lists) # unpack a list of pairs into two tuples\n", " return x,y\n", " \n", "\n", "def plot_all_students_influence(G):\n", " fig = plt.figure(figsize=(15, 15))\n", " for index, user in enumerate(user_aliases):\n", " ax = fig.add_subplot(6, 5, index+1)\n", " try:\n", " d = calc_influence(G,user)\n", " x,y = ordered_dictionary(d)\n", " \n", " ax.set_title(user)\n", " ax.set_yticks([])\n", " ax.set_ylim(0,0.8)\n", " \n", " #add labels to each bar\n", " for i,j in zip(x,y):\n", " ax.annotate(str(round(j,2)),xy=(i,j+0.05),ha='center',size=8)\n", "\n", " ax = plt.bar(x,y)\n", " \n", " except:\n", " ax.set_title(user)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " ax.text(0.5,0.5,'No direct \\nconnections with \\nother students', ha='center', va='center',size = 12,\n", " bbox={'facecolor': 'red', 'alpha': 0.5, 'pad': 8})\n", "\n", " plt.subplots_adjust(hspace=0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Visualise student influence__\n", "\n", "To check the output of the influence calculations I will plot a graph for each of the students to highlight which other students they have most influence over. Each chart is titled with the subject student and shows the students they are directly connected to with their respective influence score." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

Influence of other students over a particular student

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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#create undirected unweighted graph from dataframe\n", "Gx = nx.from_pandas_edgelist(calls_df,source='user', target='other',create_using=nx.Graph())\n", "G1 = add_edge_weights(Gx)\n", "\n", "display(HTML('

Influence of other students over a particular student

'))\n", "plot_all_students_influence(G1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The charts above show that each student has some influence over between 0 and 7 other students. Mostly the influence is fairly small, however, there are certain instances, such as for student #10 and student #24, where they have a significant influence over another student. \n", "\n", "It is also important to note that a student will only influence others if they have a direct connection to another student. Students #4, #13 and #22 do not have any direct connections to other students therefore they do not have any influence over other students in the dataset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 4.2 Calculate loneliness factor\n", "\n", "The loneliness factor for each student will be calculated by measuring whether the student is becoming more or less withdrawn over time." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "def filter_dataframe(df,user,direction):\n", " \"\"\" Function to filter dataframe by user and direction\"\"\"\n", " assert user in user_aliases\n", " assert direction in (['Incoming','Outgoing','all'])\n", " \n", " if direction == 'all':\n", " return df.loc[(df['user'] == user)]\n", " else:\n", " return df.loc[(df['user'] == user) & (df['direction'] == direction)]\n", "\n", "\n", "def calc_rolling_sum(user, df, window=30, direction='all'):\n", " \"\"\" Returns dataframe with data resampled by daily call count with a rolling sum over \n", " the specified timeframe (default 30 days)\"\"\"\n", "\n", " # filter dataframe by user and direction\n", " filtered_df = filter_dataframe(df,user,direction)\n", "\n", " # resample for number of calls made in one day\n", " daily_calls = filtered_df.set_index('timestamp').resample('D').count()[['duration']]\n", " daily_calls.index = daily_calls.index.date\n", "\n", " # reindex dataframe between start and end date of the the dataset\n", " min_date = min(df['timestamp']).date()\n", " max_date = max(df['timestamp']).date()\n", " daily_calls = daily_calls.reindex(pd.date_range(min_date, max_date))\n", "\n", " # fill nan with 0\n", " daily_calls = daily_calls.fillna(0)\n", "\n", " # calculate rolling sum over the specified window (30 days)\n", " daily_calls['rolling_sum'] = daily_calls['duration'].rolling(window).sum()\n", "\n", " return daily_calls[['rolling_sum']][window-1:] #first 30 entries are nan\n", "\n", "\n", "def calc_rolling_unique(user, df, window=30, direction='all'):\n", " \"\"\" Function to calculate the number of unique persons a student is in contact with over\n", " a rolling 30 day window\"\"\"\n", "\n", " # filter dataframe by user and direction\n", " filtered_df = filter_dataframe(df,user,direction)\n", " \n", " #set timestamp to index and convert timestamp just to a date\n", " filtered_df = filtered_df.set_index('timestamp')\n", " filtered_df.index = filtered_df.index.date\n", "\n", " min_date = min(df['timestamp']).date()\n", " max_date = max(df['timestamp']).date()\n", " \n", " ed = max_date # initial end date\n", " sd = max_date - rel.relativedelta(days=window) # initial start date\n", "\n", " #create dictionary to store 30 day rolling unique count\n", " unique_count = {}\n", " #Loop through 30 day windows until we reach the first day in the dataset\n", " while sd >= min_date - rel.relativedelta(days=1):\n", " #filter dataframe between the specified date window\n", " calc_df = filtered_df.loc[(filtered_df.index <= ed) & (filtered_df.index > sd)]\n", " #count unique 'other' numbers\n", " unique_count[ed] = calc_df['other'].nunique()\n", " # move window one day backwards\n", " ed -= rel.relativedelta(days=1)\n", " sd -= rel.relativedelta(days=1)\n", "\n", " \n", " # convert dictionary to dataframe\n", " rolling_unique_calls = pd.DataFrame.from_dict(unique_count, orient='index').sort_index()\n", " #rename columns\n", " rolling_unique_calls.rename(columns={0: 'rolling_unique_count'}, inplace=True)\n", " rolling_unique_calls.rename_axis('timestamp', inplace=True)\n", "\n", " return rolling_unique_calls" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These functions calculate the number of calls for each student over a 30 day rolling window and the number of unique people that they are interacting with over a 30 day rolling window. \n", "\n", "The output of these functions for each student is summarised below with each graph showing the rolling count (blue) and rolling unique count (green - plotted on secondary axis) of calls across the time frame of the dataset." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

Phone activity of each student over the timeperiod

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

Legend:

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

Total calls over 30 day rolling window

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

Total unique people contacted over 30 day rolling window (secondary axis)" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "

" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 15))\n", "\n", "display(HTML('

Trends in phone activity for each student over the timeperiod

'))\n", "display(HTML('

Legend:

'))\n", "display(HTML('

Total calls over 30 day rolling window

'))\n", "display(HTML('

Total unique people contacted over 30 day rolling window (secondary axis)'))\n", "\n", "for index, user in enumerate(user_aliases):\n", " ax = fig.add_subplot(6, 5, index+1)\n", " # ax.set_ylim([-1,5])\n", " ax.set_title(user)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " count = calc_rolling_sum(user,df=calls_df,direction='all')\n", " ax.plot(count.index, count['rolling_sum'])\n", "\n", " ax1 = ax.twinx()\n", " ax1.set_xticks([])\n", " ax1.set_yticks([])\n", " unique = calc_rolling_unique(user,df=calls_df,direction='all')\n", " ax1.plot(unique.index, unique['rolling_unique_count'], color='g')\n", "\n", " plt.subplots_adjust(hspace=0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The summary graphs show that the number of calls made over a 30 day window fluctuates for each student. Students #1, #2, #15, #16, #17, #18, #22 and #25 all show zero outgoing calls during the last 30 days. There may be a few reasons for this:\n", "- They have become more withdrawn and are at risk of depression/loneliness\n", "- They have got a new phone and no longer use that phone number any more \n", "\n", "As we do not know which is correct, as a precaution, we must assume it is the former and give these students a higher at risk of loneliness score.\n", "\n", "The loneliness metric for each student will now be calculated and stored in a dictionary which can be used for the final calculation of risk." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def loneliness_metrics(df,users=user_aliases,direction='all'):\n", " \"\"\"Function calculates various metrics related to 30 count and unique count of calls for each student\n", " Returns a dictionary with the max and current values for 30 day count and 30 unique calls. The final loneliness\n", " factor which will be used to define the loneliness of a student is stored as 'factor' in the dictionary\"\"\"\n", " \n", " max_current={}\n", " for user in users:\n", " stats = {}\n", " count = calc_rolling_sum(user,df=df,direction=direction)\n", " unique = calc_rolling_unique(user,df=df,direction=direction)\n", " \n", " stats['max_count'] = np.max(count['rolling_sum'])\n", " stats['max_unique'] = np.max(unique['rolling_unique_count'])\n", " stats['current_count'] = count.ix[-1,'rolling_sum']\n", " stats['current_unique'] = unique.ix[-1,'rolling_unique_count']\n", " \n", " stats['max_factor'] = stats['max_count']*stats['max_unique']\n", " stats['current_factor'] = stats['current_count']*stats['current_unique']\n", " \n", " #calculate ratio of current to max (higher value = less risk of loneliness)\n", " stats['factor'] = 1- stats['current_factor']/stats['max_factor']\n", " \n", " max_current[user]=stats\n", "\n", " return max_current" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'#1': {'max_count': 72.0,\n", " 'max_unique': 16,\n", " 'current_count': 0.0,\n", " 'current_unique': 0,\n", " 'max_factor': 1152.0,\n", " 'current_factor': 0.0,\n", " 'factor': 1.0},\n", " '#2': {'max_count': 38.0,\n", " 'max_unique': 10,\n", " 'current_count': 0.0,\n", " 'current_unique': 0,\n", " 'max_factor': 380.0,\n", " 'current_factor': 0.0,\n", " 'factor': 1.0}}" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "calls_loneliness_factors = loneliness_metrics(calls_df,direction='all')\n", "#example output of loneliness factors\n", "{k: calls_loneliness_factors[k] for k in list(calls_loneliness_factors)[:2]}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 4.3 Predict paired students\n", "\n", "Finally we will write a function to calculate the total risk score for a student given another student has been identified as at risk by multiplying the influence score by the loneliness factors." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

Final risk scores

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def calc_paired_risk(G,u,loneliness_factors):\n", " paired_risk = {}\n", " influence = calc_influence(G,u)\n", " \n", " for i in influence:\n", " paired_risk[i] = influence[i] * loneliness_factors[i]['factor']\n", " \n", " return paired_risk\n", "\n", "\n", "def plot_all_students_paired_risk(G,loneliness_factors):\n", " fig = plt.figure(figsize=(15, 15))\n", " for index, user in enumerate(user_aliases):\n", " ax = fig.add_subplot(6, 5, index+1)\n", " try:\n", " d = calc_paired_risk(G,user,loneliness_factors)\n", " x,y = ordered_dictionary(d)\n", " \n", " ax.set_title(user)\n", " ax.set_yticks([])\n", " ax.set_ylim(0,0.8)\n", " \n", " #add labels to each bar\n", " for i,j in zip(x,y):\n", " ax.annotate(str(round(j,2)),xy=(i,j+0.05),ha='center',size=8)\n", "\n", " ax = plt.bar(x,y)\n", "\n", " except:\n", " ax.set_title(user)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " ax.text(0.5,0.5,'No direct \\nconnections with \\nother students', ha='center', va='center',size = 12,\n", " bbox={'facecolor': 'red', 'alpha': 0.5, 'pad': 8})\n", "\n", "\n", " plt.subplots_adjust(hspace=0.7)\n", "\n", " \n", "display(HTML('

Final risk scores

'))\n", "plot_all_students_paired_risk(G1,calls_loneliness_factors)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graphs above show the final risk scores for each student given another student has been identified as at risk. Note that a student must be directly connected to the at risk student for there to be a risk score.\n", "\n", "\n", "### 4.4 Model Pairings\n", "\n", "The model will pick the student with the highest risk as the 'paired student'. The pairings predicted by the model are summarised in the 'calls_pairing' dictionary below with the paired student and the risk score listed for each student as the identified student at risk." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "def keywithmaxval(d):\n", " v=list(d.values())\n", " k=list(d.keys())\n", " try:\n", " return (k[v.index(max(v))],round(max(v),4))\n", " except:\n", " return (\"No pairing\",np.nan)\n", " \n", "def paired_students(G,loneliness_factors,u=user_aliases):\n", " \"\"\" Return dictionary with paired students\"\"\"\n", " paired_students = {}\n", " for u in user_aliases:\n", " p = calc_paired_risk(G,u,loneliness_factors)\n", " paired_students[u] = keywithmaxval(p)\n", " \n", " return paired_students" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "{'#1': ('#10', 0.2723),\n", " '#2': ('#3', 0.0805),\n", " '#3': ('#2', 0.2941),\n", " '#4': ('No pairing', nan),\n", " '#5': ('#10', 0.0778),\n", " '#6': ('#3', 0.1863),\n", " '#7': ('#17', 0.0543),\n", " '#8': ('#19', 0.0217),\n", " '#9': ('#15', 0.0556),\n", " '#10': ('#1', 0.7273),\n", " '#11': ('#17', 0.0388),\n", " '#12': ('#20', 0.0932),\n", " '#13': ('No pairing', nan),\n", " '#14': ('#26', 0.0149),\n", " '#15': ('#9', 0.0134),\n", " '#16': ('#21', 0.0405),\n", " '#17': ('#7', 0.0436),\n", " '#18': ('#18', 0.0189),\n", " '#19': ('#8', 0.0517),\n", " '#20': ('#12', 0.0163),\n", " '#21': ('#16', 0.1439),\n", " '#22': ('No pairing', nan),\n", " '#23': ('#1', 0.013),\n", " '#24': ('#2', 0.4874),\n", " '#25': ('#16', 0.001),\n", " '#26': ('#14', 0.0324),\n", " '#27': ('#24', 0.0005)}" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "calls_pairing = paired_students(G1,calls_loneliness_factors)\n", "calls_pairing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 4.5 Network Visualisation\n", "\n", "As the director is only interested finding students who are at risk, given another student has been identified, I will focus the visiualisation on connections between the identified students and the students which the model has predicted could be at risk.\n", "\n", "The visualisation will place the identified student at the centre and plot the students potentially at risk around it. To enhance the visualisation the edge lengths, edge widths, nodes sizes and node colours will be enhanced to convey further information about the relationship between the central node and the connected students:\n", "\n", "- __Edge length__ - inversely proportional to the influence of the central node over the connected node. i.e. The closer the connected node is to the central node, the more influence the central node has over it.\n", "- __Edge widths__ - proportional to the __loneliness factor__ of the student. i.e. The thicker the edge, the more lonely the connected student is likely to be.\n", "- __Node size__ - proportional to __overall risk__ of the student predicted by the model. i.e. Nodes with larger sizes are predicted to be more at risk.\n", "- __Node colour__ - colour map to highlight the __overall risk__ of the student predicted by the model. i.e. Nodes with higher risk will be coloured darker\n", "\n", "\n", "As an example I will use student #3 as the student that has already been identified as at risk." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_visualisation(u,paired_risk,df=calls_df,user_aliases=user_aliases,loneliness_factors = calls_loneliness_factors):\n", "\n", " #filter dataset for calls involving the identified student with other students\n", " df = df.loc[((df['user']=='#3')&df['other'].isin(user_aliases)) |\n", " (calls_df['other']=='#3')]\n", " \n", " #create graph object from filtered dataframe (edges only between identified students and other connected students)\n", " G2 = nx.from_pandas_edgelist(df,'user','other')\n", " \n", " \n", " #-------------\n", " # Add edge weights (proportional to influence)\n", " #-------------\n", " weights = calc_influence(G1,'#3')\n", " for e in G2.edges:\n", " G2[e[0]][e[1]]['weight'] = weights[e[1]]\n", " \n", " \n", " #-------------\n", " # Define edge widths (proportional to loneliness of the connected node)\n", " #-------------\n", " edge_widths = []\n", " for e in G2.edges:\n", " edge_widths.append(calls_loneliness_factors[e[1]]['factor']*5)\n", " \n", " #-------------\n", " # Define node size\n", " #-------------\n", " node_sizes = [] \n", " for n in G2.nodes:\n", " if n in paired_risk.keys():\n", " node_sizes.append(paired_risk[n]*10000)\n", " else:\n", " #central node\n", " node_sizes.append(10000)\n", " \n", " \n", " #------------- \n", " #Define graph to plot\n", " #-------------\n", " #plot 'ego' graph with identified student in the middle\n", " a = nx.ego_graph(G2,'#3',radius=1,distance='weight')\n", " \n", " node_labels = create_node_labels(a)\n", " pos=nx.fruchterman_reingold_layout(a)\n", " \n", " #Put identified student in the middle\n", " pos[u] = np.array([0,0])\n", " \n", " nx.draw(a,pos=pos,with_labels = True,labels=node_labels,\n", " width=edge_widths,node_size=node_sizes,cmap=plt.cm.YlOrRd, node_color=node_sizes,\n", " font_size=24, font_color='#000000',edge_color = '#D3D3D3')\n", " \n", " plt.title(f\"Students at risk given student {u} has been identified as at risk\",fontdict={'fontsize':24,'fontweight':'bold'})\n", "\n", " \n", "plt.figure(figsize=(15,15))\n", "paired_risk = calc_paired_risk(G1,'#3',calls_loneliness_factors)\n", "plot_visualisation('#3',paired_risk)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the visualisation we can imediately see that #3 is connected to students #1, #2, #5, #6, #10 and #25. Student #3 is the central node as it has been identified as being at risk. It is also the largest and darkest coloured node because we already know #3 is at risk (of the nodes present it has the highest probability of being in trouble). Student #2 is the most at risk student, shown by the second darkest colour and second largest node size (after node #3), followed by student #6. We can also see that #1, #5, #10 and #24 are not considered at much risk, even though they are connected to #3, as they have very small node sizes. \n", "\n", "The network also conveys the information about the influence #3 has over each node (length of edge) and loneliness of each node (width of edge) which was used to calculate the overall risk. For example, nodes #1 and #10 have thick edges which means that although they are not considered at risk due to #3, they are stil relatively 'lonely'. We can also see the #3 has the most influence over #6 as it is the closed node to the center, however, #2 is most at risk because of its higher loneliness score (thicker edge width).\n", "\n", "This visualisation could be easily generated for any given student to highlight which students are considered at most risk." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 4.6 Model Evaluation\n", "\n", "Although we do not have the ground truth to verify the model, we have a complementary dataset containing the text messages sent by the 27 students. I will apply the model to the messages dataset to see if the same predictions are made by the model. \n", "\n", "\n", "#### 4.6.1 Load and clean messages data\n", "\n", "It is important to carry out the same data cleaning processes on the message dataset that were carried out for the calls dataset so we can directly compare the predictions of the model. The only difference in data preparation for the messages dataset is that there are missing values in the 'other' column which I will remove from the data. I will also make sure that the timeperiod of the dataset is the same for both the calls and messages data." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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userotherdirectiondurationtimestamp
00761003969407684763671Incoming282010-09-15 18:01:54+00:00
10764103611707681546436Incoming71980-02-11 07:08:49+00:00
20764103611707681546436Outgoing61980-02-11 07:14:05+00:00
30764103611707981267897Outgoing412010-09-09 20:43:44+00:00
40798126789707784425582Outgoing751980-01-07 22:58:28+00:00
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" ], "text/plain": [ " user other direction duration timestamp\n", "0 07610039694 07684763671 Incoming 28 2010-09-15 18:01:54+00:00\n", "1 07641036117 07681546436 Incoming 7 1980-02-11 07:08:49+00:00\n", "2 07641036117 07681546436 Outgoing 6 1980-02-11 07:14:05+00:00\n", "3 07641036117 07981267897 Outgoing 41 2010-09-09 20:43:44+00:00\n", "4 07981267897 07784425582 Outgoing 75 1980-01-07 22:58:28+00:00" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#read csv\n", "#specify dtypes as 'user' is read differently to 'other'\n", "raw_messages_df = pd.read_csv(\"high_school_messages.csv\", dtype={'user':str,'other':str,'direction':str,'duration':int})\n", "\n", "#convert timestamp column from object to datetime\n", "raw_messages_df['timestamp'] = pd.to_datetime(raw_messages_df['timestamp'],utc=True)\n", "\n", "#rename length column to duration (so functions will still work)\n", "raw_messages_df.rename(columns={'length':'duration'},inplace=True)\n", "raw_messages_df.head()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "user 0\n", "other 6207\n", "direction 0\n", "duration 0\n", "timestamp 0\n", "dtype: int64" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#missing values\n", "raw_messages_df.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6207 rows with missing data were removed\n", "1 rows with communications to themselves were removed\n" ] } ], "source": [ "#remove missing values\n", "messages_df = raw_messages_df.dropna()\n", "print(f\"{len(raw_messages_df)-len(messages_df) } rows with missing data were removed\")\n", "\n", "#replace student numbers with aliases\n", "messages_df = replace_numbers_with_alias(messages_df)\n", "\n", "#remove texts to self\n", "messages_df = remove_self_calls(messages_df)\n", "\n", "#filter dataset to same timeframe as the calls\n", "max_date = max(calls_df['timestamp'])\n", "min_date = min(calls_df['timestamp'])\n", "messages_df = messages_df.loc[(messages_df['timestamp']>=min_date)&\n", " (messages_df['timestamp']<=max_date)].copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### 4.6.2 Calculate pairings for messages data\n", "\n", "Now that the messages data is in much the same format as the calls data, we can apply the same centrality metric calculations to each student and predict a paired student who might also be at risk. The pairings predicted by the model will be stored in the 'message_pairing' dictionary." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "#create undirected unweighted graph from dataframe\n", "Gm = nx.from_pandas_edgelist(messages_df,source='user', target='other',create_using=nx.Graph())\n", "#add edge weights\n", "Gm1 = add_edge_weights(Gm)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'#1': {'max_count': 72.0,\n", " 'max_unique': 16,\n", " 'current_count': 0.0,\n", " 'current_unique': 0,\n", " 'max_factor': 1152.0,\n", " 'current_factor': 0.0,\n", " 'factor': 1.0},\n", " '#2': {'max_count': 38.0,\n", " 'max_unique': 10,\n", " 'current_count': 0.0,\n", " 'current_unique': 0,\n", " 'max_factor': 380.0,\n", " 'current_factor': 0.0,\n", " 'factor': 1.0}}" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#calculate loneliness factors (outgoing calls only)\n", "message_loneliness_factors = loneliness_metrics(df=messages_df,direction='Outgoing')\n", "\n", "#example output of loneliness factors\n", "{k: calls_loneliness_factors[k] for k in list(calls_loneliness_factors)[:2]}" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'#1': ('#10', 0.3313),\n", " '#2': ('#3', 0.0475),\n", " '#3': ('#2', 0.3398),\n", " '#4': ('#19', 0.0),\n", " '#5': ('#10', 0.0947),\n", " '#6': ('#3', 0.11),\n", " '#7': ('#17', 0.0805),\n", " '#8': ('#19', 0.0518),\n", " '#9': ('#15', 0.0719),\n", " '#10': ('#1', 0.8038),\n", " '#11': ('#17', 0.0575),\n", " '#12': ('#20', 0.15),\n", " '#13': ('No pairing', nan),\n", " '#14': ('#26', 0.053),\n", " '#15': ('#9', 0.0086),\n", " '#16': ('#21', 0.0518),\n", " '#17': ('#7', 0.0528),\n", " '#18': ('No pairing', nan),\n", " '#19': ('#8', 0.0482),\n", " '#20': ('#12', 0.0291),\n", " '#21': ('#16', 0.1825),\n", " '#22': ('#3', 0.0),\n", " '#23': ('#19', 0.0173),\n", " '#24': ('#2', 0.5631),\n", " '#25': ('#16', 0.0013),\n", " '#26': ('#14', 0.125),\n", " '#27': ('#24', 0.0)}" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#calculate paired student\n", "messages_pairing = paired_students(Gm1,message_loneliness_factors)\n", "messages_pairing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### 4.6.3 Compare model predictions\n", "\n", "We will now combine the predictions from the calls and messages datasets into one table to compare their predictions." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The model predicted the same pairing across the two datasets 85.19% of the time\n", "23 pairings were the same. \n", "4 pairings were different\n" ] }, { "data": { "text/html": [ "
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CallsMessagesSame Prediction
studentscorestudentscore
#1#100.2723#100.3313True
#2#30.0805#30.0475True
#3#20.2941#20.3398True
#4No pairingNaN#190.0000False
#5#100.0778#100.0947True
#6#30.1863#30.1100True
#7#170.0543#170.0805True
#8#190.0217#190.0518True
#9#150.0556#150.0719True
#10#10.7273#10.8038True
#11#170.0388#170.0575True
#12#200.0932#200.1500True
#13No pairingNaNNo pairingNaNTrue
#14#260.0149#260.0530True
#15#90.0134#90.0086True
#16#210.0405#210.0518True
#17#70.0436#70.0528True
#18#180.0189No pairingNaNFalse
#19#80.0517#80.0482True
#20#120.0163#120.0291True
#21#160.1439#160.1825True
#22No pairingNaN#30.0000False
#23#10.0130#190.0173False
#24#20.4874#20.5631True
#25#160.0010#160.0013True
#26#140.0324#140.1250True
#27#240.0005#240.0000True
\n", "
" ], "text/plain": [ " Calls Messages Same Prediction\n", " student score student score \n", "#1 #10 0.2723 #10 0.3313 True\n", "#2 #3 0.0805 #3 0.0475 True\n", "#3 #2 0.2941 #2 0.3398 True\n", "#4 No pairing NaN #19 0.0000 False\n", "#5 #10 0.0778 #10 0.0947 True\n", "#6 #3 0.1863 #3 0.1100 True\n", "#7 #17 0.0543 #17 0.0805 True\n", "#8 #19 0.0217 #19 0.0518 True\n", "#9 #15 0.0556 #15 0.0719 True\n", "#10 #1 0.7273 #1 0.8038 True\n", "#11 #17 0.0388 #17 0.0575 True\n", "#12 #20 0.0932 #20 0.1500 True\n", "#13 No pairing NaN No pairing NaN True\n", "#14 #26 0.0149 #26 0.0530 True\n", "#15 #9 0.0134 #9 0.0086 True\n", "#16 #21 0.0405 #21 0.0518 True\n", "#17 #7 0.0436 #7 0.0528 True\n", "#18 #18 0.0189 No pairing NaN False\n", "#19 #8 0.0517 #8 0.0482 True\n", "#20 #12 0.0163 #12 0.0291 True\n", "#21 #16 0.1439 #16 0.1825 True\n", "#22 No pairing NaN #3 0.0000 False\n", "#23 #1 0.0130 #19 0.0173 False\n", "#24 #2 0.4874 #2 0.5631 True\n", "#25 #16 0.0010 #16 0.0013 True\n", "#26 #14 0.0324 #14 0.1250 True\n", "#27 #24 0.0005 #24 0.0000 True" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def combine_results(calls_pairing=calls_pairing,messages_pairing=messages_pairing):\n", " \"\"\" Combine calls predictions and messages predictions into the same dictionary\n", " This will help with displaying the results in a dataframe\"\"\"\n", " d = {}\n", " for u in user_aliases:\n", " d[u] = calls_pairing[u] + messages_pairing[u]\n", " return d\n", "\n", "\n", "def print_error_statistics(results_df):\n", " \"\"\"Print out some model statistics\"\"\"\n", " \n", " same_pred_pct = results_df['Same Prediction'].value_counts(normalize=True)[True]*100\n", " print(f\"The model predicted the same pairing across the two datasets {same_pred_pct:.2f}% of the time\")\n", " \n", " same_pred_count = results_df['Same Prediction'].value_counts()[True]\n", " diff_pred_count = results_df['Same Prediction'].value_counts()[False]\n", " \n", " if diff_pred_count == 1:\n", " p = 'pairing was'\n", " else:\n", " p = 'pairings were'\n", " \n", " print(f\"{same_pred_count} pairings were the same. \\n{diff_pred_count} {p} different\")\n", "\n", "#combine calls and messages pairings into the same dictionary\n", "results = combine_results()\n", "#define multi index columns\n", "columns = pd.MultiIndex.from_product([['Calls','Messages'], ['student', 'score']])\n", "#create dataframe from dictionary of results\n", "results_df = pd.DataFrame.from_dict(results,orient='index',columns=columns)\n", "#rename columns\n", "results_df.rename(columns={0:'student',1:'score'},inplace=True)\n", "#create boolean column to see if the prediction is the same\n", "results_df['Same Prediction'] = results_df['Calls','student']==results_df['Messages','student']\n", "\n", "print_error_statistics(results_df)\n", "results_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing the model for the calls and messages data we can see that the model predicts the same pairing 85% of the time. Looking more closely at the results it looks like most of the differences in pairing prediction occurred for students who had no pairing from either the calls data or the message data. A student has no pairing if they do not have direct contact with any other student in the dataset. Therefore if they have contact in the messages data but not the calls data, then they might get a pairing for messages but not calls. This feature of the model could be improved with further refinement so that a pairing is always predicted, however, to compare the models I will remove the instances where no pairing is predicted." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The model predicted the same pairing across the two datasets 95.65% of the time\n", "22 pairings were the same. \n", "1 pairing was different\n" ] }, { "data": { "text/html": [ "
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CallsMessagesSame Prediction
studentscorestudentscore
#1#100.2723#100.3313True
#2#30.0805#30.0475True
#3#20.2941#20.3398True
#5#100.0778#100.0947True
#6#30.1863#30.1100True
#7#170.0543#170.0805True
#8#190.0217#190.0518True
#9#150.0556#150.0719True
#10#10.7273#10.8038True
#11#170.0388#170.0575True
#12#200.0932#200.1500True
#14#260.0149#260.0530True
#15#90.0134#90.0086True
#16#210.0405#210.0518True
#17#70.0436#70.0528True
#19#80.0517#80.0482True
#20#120.0163#120.0291True
#21#160.1439#160.1825True
#23#10.0130#190.0173False
#24#20.4874#20.5631True
#25#160.0010#160.0013True
#26#140.0324#140.1250True
#27#240.0005#240.0000True
\n", "
" ], "text/plain": [ " Calls Messages Same Prediction\n", " student score student score \n", "#1 #10 0.2723 #10 0.3313 True\n", "#2 #3 0.0805 #3 0.0475 True\n", "#3 #2 0.2941 #2 0.3398 True\n", "#5 #10 0.0778 #10 0.0947 True\n", "#6 #3 0.1863 #3 0.1100 True\n", "#7 #17 0.0543 #17 0.0805 True\n", "#8 #19 0.0217 #19 0.0518 True\n", "#9 #15 0.0556 #15 0.0719 True\n", "#10 #1 0.7273 #1 0.8038 True\n", "#11 #17 0.0388 #17 0.0575 True\n", "#12 #20 0.0932 #20 0.1500 True\n", "#14 #26 0.0149 #26 0.0530 True\n", "#15 #9 0.0134 #9 0.0086 True\n", "#16 #21 0.0405 #21 0.0518 True\n", "#17 #7 0.0436 #7 0.0528 True\n", "#19 #8 0.0517 #8 0.0482 True\n", "#20 #12 0.0163 #12 0.0291 True\n", "#21 #16 0.1439 #16 0.1825 True\n", "#23 #1 0.0130 #19 0.0173 False\n", "#24 #2 0.4874 #2 0.5631 True\n", "#25 #16 0.0010 #16 0.0013 True\n", "#26 #14 0.0324 #14 0.1250 True\n", "#27 #24 0.0005 #24 0.0000 True" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#remove rows with no pairing in either the calls or messages data sets.\n", "results_df_without_no_pairing = results_df.loc[(results_df['Calls','student']!='No pairing')&\n", " (results_df['Messages','student']!='No pairing')]\n", "print_error_statistics(results_df_without_no_pairing)\n", "results_df_without_no_pairing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After removing the students for which the model could not predict a pairing, there was only one student (#23) which had a different prediction. Looking more closely at the predicted risk scores for both datasets, we can see that both models predicted the same students at risk in first and second place (#1 and #19) but their ranking is different. This shows that although the model gave different absolute predictions the predictions were similar." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Student #23 risk scores (calls) \n", "{'#1': 0.012987012987012988, '#19': 0.007248728767716109, '#23': 7.089578137484062e-05}\n", "Student #23 risk scores (messages) \n", "{'#19': 0.017250101999184003, '#1': 0.014354066985645933, '#4': 0.0, '#22': 0.0, '#11': 0.0}\n" ] } ], "source": [ "print(f\"Student #23 risk scores (calls) \\n{dict(zip(*ordered_dictionary(calc_paired_risk(G1,'#23',calls_loneliness_factors))))}\")\n", "print(f\"Student #23 risk scores (messages) \\n{dict(zip(*ordered_dictionary(calc_paired_risk(Gm1,'#23',message_loneliness_factors))))}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 5 Conclusions\n", "\n", "A model has been created which uses the phone records of students in a social network to can identify a \"paired\" student given that another student has been identified as at risk of suicide.\n", "\n", "The model uses a custom defined centrality measure to assign a relative importance to nodes in the network. The measure takes into account the closeness of relationship between nodes (influence) and also the individual behaviour of each node (loneliness). Nodes which are heavily influenced by the student already identified as at risk and who are also exhibiting isolationist behaviour will be assigned a higher importance in the network.\n", "\n", "The model was developed using the phone call records of the students. As we do not have access to the 'ground-truth', the model algorithm was applied to a second dataset, the text message records of the same students to see if the model gave similar results. The algorithm predicted the same rankings for at risk students which suggests that the model was not overfit on the training dataset and has some stability on additional data.\n", "\n", "#### Model improvements\n", "\n", "This is clearly a crude centrality measure for predicting a paired student at risk given a subject student, yet the model has seemed to perform consistently across two different sets of data. There are a number of other factors which could be incorporated into the model to refine the predictions. For example:\n", "- incorporate the time of day or length of calls between students into the influence measure. Calls at antisocial hours could be given more weighting as they signify a closer relationship\n", "- compare the current number of calls/unique calls in the loneliness factor to a moving average rather than the maximum values as the maximum values could just be anomalies\n", "- impute missing data (e.g. inserting reciprocal records for unmatched incoming and outgoing calls) to improve the stability of the model\n", "- account for weak ties between students, i.e. friends of friends, so the influence of the subject node reaches further than just the nodes it is directly connected to. This would help find a pairing for students how do not directly talk to other students but might have mutual friends\n" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "toc": { "base_numbering": "1", "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }