added path detail to tutorial 004

.gitignore

@@ -53,4 +53,7 @@ docs/_build/
 notebooks/testing.ipynb
 notebooks/investigations
 
+# Jupyter
+.ipynb_checkpoints
+
 *.DS_Store

notebooks/004_connection_check.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b7641405",
+   "id": "177cb892",
    "metadata": {},
    "source": [
     "*In this tutorial we will investigate two seperate companies and check if they are connected.*"
@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e39bd44d",
+   "id": "b8cd2e41",
    "metadata": {},
    "source": [
     "There are instances where we may want to see if two companies are connected. We can do this by simply building a network for each company and comparing them to see if there are any common officers, addresses or companies.\n",
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "53435932",
+   "id": "10e091d0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "489a4141",
+   "id": "b5897b17",
    "metadata": {},
    "source": [
     "Create one network for Zahawi & Zahawi including some limits to reduce the number of possibly irrelevant connections:"
@@ -41,7 +41,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "300cecde",
+   "id": "8ec6a941",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -53,7 +53,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf8ddb84",
+   "id": "7e27a1f1",
    "metadata": {},
    "source": [
     "Create a second network for Gorgeous Services:"
@@ -62,7 +62,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "9480e020",
+   "id": "eadec2f9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -74,7 +74,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd678b28",
+   "id": "e8fd1658",
    "metadata": {},
    "source": [
     "We can now pass both networks to the `find_network_connections` method which returns any connections found between two networks. The method accepts two networks as input and an optional `max_depth` value (defaults to 5) which sets the maximum depth of network we will build for both. `find_network_connections` builds each network up to the `max_depth` value and completes when connections are found or the `max_depth` is reached."
@@ -83,7 +83,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "b4036e3d",
+   "id": "dae95c03",
    "metadata": {},
    "outputs": [
     {
@@ -103,7 +103,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bac64a8e",
+   "id": "4eee3f43",
    "metadata": {},
    "source": [
     "Looks like a connection was found. We can see by the long string of characters that its an officer ID:"
@@ -112,7 +112,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "be034584",
+   "id": "e02ca7c4",
    "metadata": {},
    "outputs": [
     {
@@ -132,7 +132,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6cd89faa",
+   "id": "78ec9aab",
    "metadata": {},
    "source": [
     "We can now trace the path from Zahawi & Zahawi to this connection:"
@@ -141,7 +141,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "9544095a",
+   "id": "fc581d24",
    "metadata": {},
    "outputs": [
     {
@@ -244,7 +244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "613910a7",
+   "id": "efe1add8",
    "metadata": {},
    "source": [
     "... and the path from Gorgeous Connections to the connection:"
@@ -253,7 +253,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "f810b714",
+   "id": "786d0d23",
    "metadata": {},
    "outputs": [
     {
@@ -332,10 +332,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e6ffa85",
+   "id": "b67e8187",
    "metadata": {},
    "source": [
-    "Reading both paths tells us how Zahawi & Zahawi connect to Gorgeous Connections."
+    "Reading both paths tells us how Zahawi & Zahawi connect to Gorgeous Connections. Zahawi & Zahawi has Nadhim Zahawi as an officer who has YOUGOV PLC as an appointment which has Benjamin Elliot as an officer who is also an officer of Gorgeous Services Limited."
    ]
   }
  ],