AI Statistical Analyses

The following are AI statistical analyses of the Gospel of John.   The purpose of these is to help me understand the most central ideas in the Fourth Gospel.

The first step was to do a frequency analysis of each word in the gospel.  The original koine (common) Greek was used.  Here are the most frequently occurring words:

Step 1: Full Frequency List of Key Content Words in John

(Top 50 non-trivial Greek words, excluding particles and articles)

Rank Greek Word Lemma Gloss (Meaning) Frequency
1 πατήρ patēr father 118
2 θεός theos God 98
3 πιστεύω pisteuō believe 98
4 κόσμος kosmos world 78
5 λόγος logos word, message 40
6 ζωή zōē life 36
7 ἀγαπάω agapaō love 44
8 υἱός huios son 42
9 ἀλήθεια alētheia truth 25
10 πνεῦμα pneuma spirit 24
11 μαθητής mathētēs disciple 78
12 φῶς phōs light 23
13 δόξα doxa glory 19
14 ἀποστέλλω apostellō send 17
15 οἶδα oida know 56
16 μάρτυς / μαρτυρέω martus / martyréō witness, testify 47
17 ζωή αἰώνιος zōē aiōnios eternal life 17
18 μισέω miseō hate 12
19 φίλος philos friend 12
20 γινώσκω ginōskō know 55
21 κρίνω krinō judge 23
22 φωνή phōnē voice 14
23 ἀρνέομαι arneomai deny 10
24 σωτήρ sōtēr savior 8
25 ἀρχή archē beginning 8
26 ἐγείρω egeirō raise up 20
27 νεκρός nekros dead 16
28 κλέπτης kleptēs thief 5
29 ποιμήν poimēn shepherd 6
30 σάρξ sarx flesh 13
31 ὕδωρ hydōr water 21
32 φιλία philia love (friendship) 6
33 φέρω pherō bear, carry 20
34 δοκέω dokeō seem, think 17
35 βασιλεύς basileus king 14
36 φόβος phobos fear 14
37 τυφλός typhlos blind 17
38 ἁμαρτία hamartia sin 17
39 χειρ cheir hand 16
40 βλέπω blepō see 22
41 πεινάω peinaō hunger 6
42 διψάω dipsaō thirst 5
43 ὀργή orgē wrath 6
44 δεῖ dei it is necessary 19
45 ἄγγελος angelos messenger, angel 7
46 βασιλεία basileia kingdom 5
47 ἀνάστασις anastasis resurrection 10
48 ἔργον ergon work, deed 27
49 τέρας teras wonder, sign 10
50 σημεῖον sēmeion sign 17

The second step was to examine the frequency that certain words occur together, within five verses of each other.  The original Greek had no punctuation. and so it is not possible to always know just how long a sentence was intended to be or where it stopped (since it has been set here at a five verse interval).  This could cause some ambiguity in determining exactly where to stop looking for word correlations; but even though this seemed to introduce a possible element of arbitrariness, it still appears to be a practical and useful technique.   Here are the most common word pair associations.

πατήρ υἱός Father/son.  Frequent: Father-Son relationship central throughout
θεός κόσμος God/world.  God and the world often juxtaposed, esp. in salvation contexts
ζωή φῶς Life/light.  Life and light paired especially in the Prologue and Ch. 8-9
πιστεύω ἀλήθεια Believe/truth.  Belief and truth linked heavily, esp. Jesus’ testimony to the truth
πνεῦμα ἀλήθεια Breath, air, or spirt/truth.  Spirit and truth paired esp. John 4 (worship in Spirit and truth)
ἀγαπάω κόσμος Love/world.  God’s love for the world (John 3:16) — frequent theme
λόγος ζωή Word/life.  Word as source of life (Prologue)
πίστις ζωή αἰώνιος Faith/eternal life.  Faith leads to eternal life
κόσμος φῶς World/light.  World rejects the light (John 1; John 3)
νεκρός ζωή Death/life.  Death vs. life, esp. in Lazarus narrative (John 11)
μαρτυρέω ἀλήθεια Witness/truth.  Witness to the truth; John the Baptist and Jesus’ testimony
βασιλεύς κόσμος King/world.  Jesus as King not of this world
ἀρχή λόγος Beginning/word.  In the beginning was the Word (John 1:1)
ἀρνέομαι πιστεύω Deny/believe.  Belief vs. denial — Peter’s denial story
ζωή ἀλήθεια Life/truth.  Life and truth bound in Christ’s teaching (John 14:6)
σημεῖον πιστεύω Sign/believe.  Signs intended to lead to belief (explicit in John 20:31)

Thus, words were deemed conceptually close together because they occured close to one another, in the same discourse.  This was true even though they were opposites.  Thus, in this type of analysis, if I wrote a childrens book which stated over and over “Cats are not clingy to their owners,” then cats and the concept of clinginess would still be related albeit it on the surface content they would not be.

The next step was to do a graphical analysis in three dimensions of how closely aligned–or not–different concepts are.  Here is a 3D manipulable map of words used near each other in John.  Click here

I determined that there are likely to be six clusters based on visual inspection of the graphical interface.

I then had ChatGPT to create a value on each cluster for each verse by adding up a value of how many key words it contained from each of the six centroids or clusters.  This allowed us to look  for a prototypical verse for each cluster to better understand what John was saying. Here are the 6 centroids and the most representative verses for each.

 

Top 3 Prototypical Verses for Each Cluster (Gospel of John)

Cluster Rank Verse Greek Text WEB English Text Score
Father-Son (Red) 1 John 17:21 ἵνα πάντες ἓν ὦσιν, καθὼς σὺ, πάτερ, ἐν ἐμοὶ κἀγὼ ἐν σοὶ, ἵνα καὶ αὐτοὶ ἐν ἡμῖν ὦσιν “that they may all be one, even as you, Father, are in me, and I in you, that they also may be one in us.” 4
2 John 1:18 θεὸν οὐδεὶς ἑώρακεν πώποτε· ὁ μονογενὴς θεὸς ὁ ὢν εἰς τὸν κόλπον τοῦ πατρὸς ἐκεῖνος ἐξηγήσατο. “No one has seen God at any time. The one and only Son, who is in the bosom of the Father, has declared him.” 3
3 John 5:23 ἵνα πάντες τιμῶσι τὸν υἱὸν καθὼς τιμῶσι τὸν πατέρα. “that all may honor the Son, even as they honor the Father.” 3
World-Kingship (Blue) 1 John 3:16 Οὕτως γὰρ ἠγάπησεν ὁ θεὸς τὸν κόσμον, ὥστε τὸν υἱὸν αὐτοῦ τὸν μονογενῆ ἔδωκεν “For God so loved the world that he gave his one and only Son…” 2
2 John 8:23 καὶ ἔλεγεν αὐτοῖς, Ὑμεῖς ἐκ τῶν κάτω ἐστέ, ἐγὼ ἐκ τῶν ἄνω εἰμι· ὑμεῖς ἐκ τούτου τοῦ κόσμου ἐστέ “You are from beneath. I am from above. You are of this world. I am not of this world.” 2
3 John 17:14 ἐγὼ δέδωκα αὐτοῖς τὸν λόγον σου· καὶ ὁ κόσμος ἐμίσησεν αὐτούς “I have given them your word. The world hated them…” 2
Life-Light (Green) 1 John 1:4 ἐν αὐτῷ ζωὴ ἦν, καὶ ἡ ζωὴ ἦν τὸ φῶς τῶν ἀνθρώπων “In him was life, and the life was the light of men.” 2
2 John 8:12 πάλιν οὖν αὐτοῖς ἐλάλησεν ὁ Ἰησοῦς λέγων, Ἐγώ εἰμι τὸ φῶς τοῦ κόσμου “I am the light of the world. He who follows me will not walk in the darkness…” 2
3 John 11:25 εἶπεν αὐτῇ ὁ Ἰησοῦς, Ἐγώ εἰμι ἡ ἀνάστασις καὶ ἡ ζωή “Jesus said to her, ‘I am the resurrection and the life.'” 2
Belief-Testimony (Orange) 1 John 20:31 ταῦτα δὲ γέγραπται ἵνα πιστεύσητε ὅτι Ἰησοῦς ἐστιν ὁ Χριστὸς, ὁ υἱὸς τοῦ θεοῦ “but these are written, that you may believe that Jesus is the Christ, the Son of God…” 2
2 John 3:18 ὁ πιστεύων εἰς αὐτὸν οὐ κρίνεται· ὁ δὲ μὴ πιστεύων ἤδη κέκριται “He who believes in him is not judged. He who doesn’t believe has been judged already…” 2
3 John 11:25 εἶπεν αὐτῇ ὁ Ἰησοῦς, Ἐγώ εἰμι ἡ ἀνάστασις καὶ ἡ ζωή· ὁ πιστεύων εἰς ἐμὲ καν ἀποθάνῃ ζήσεται “Jesus said to her, ‘I am the resurrection and the life. He who believes in me will still live, even if he dies.'” 2
Spirit-Truth (Purple) 1 John 4:24 πνεῦμα ὁ θεός, καὶ τοὺς προσκυνοῦντας αὐτὸν ἐν πνεύματι καὶ ἀληθείᾳ δεῖ προσκυνεῖν “God is spirit, and those who worship him must worship in spirit and truth.” 2
2 John 14:17 τὸ πνεῦμα τῆς ἀληθείας, ὃ ὁ κόσμος οὐ δύναται λαβεῖν “the Spirit of truth, whom the world can’t receive…” 2
3 John 15:26 Ὅταν δὲ ἔλθῃ ὁ παράκλητος ὃν ἐγὼ πέμψω ὑμῖν παρὰ τοῦ πατρός, τὸ πνεῦμα τῆς ἀληθείας “When the Counselor has come, whom I will send to you from the Father, the Spirit of truth…” 2
Logos (Brown) 1 John 1:1 Ἐν ἀρχῇ ἦν ὁ λόγος, καὶ ὁ λόγος ἦν πρὸς τὸν θεόν “In the beginning was the Word, and the Word was with God, and the Word was God.” 2
2 John 1:14 Καὶ ὁ λόγος σὰρξ ἐγένετο καὶ ἐσκήνωσεν ἐν ἡμῖν “The Word became flesh, and lived among us.” 1
3 John 5:24 ὁ τὸν λόγον μου ἀκούων καὶ πιστεύων τῷ πέμψαντί με ἔχει ζωὴν αἰώνιον “He who hears my word, and believes him who sent me, has eternal life…” 1

 

So it turns out that a 5 cluster solution is probably better than a 6 cluster solution. However, redoing all the statistics and getting ChatGPT to cooperate has not been as easy as I expected. We will see if I can get the 6 cluster solution revised down to the 5 cluster solution. This first five cluster solution it gave me was actually random; I do not know why it wanted to give me a random solution. rather than a true analysis of covariance.

Surprise!  Now it is saying that the  best fit is a six cluster solution.  So it’s not going to give me a five cluster solution after all.  Well, at least we’ll see if it replicates its previous solution or not.

Here is the new six cluster solution:  click here.

The new color chart for the new six cluster solution does  not replicate the first one, but I find it much more believable.

Replicating with Manus AI. starting with 50 substantive words and pairing that down to 42 substantive words. with a plan of using principle components analysis followed by Varimax rotation and cluster analysis:

Interpretation from Manus:

Factor Analysis Results: Semantic Structure of John’s Gospel
Greek Words with English Translations

Factor Analysis Results (5 Factors Identified)

Factor 1: Divine/Christological Theme
**Top Positive Loadings:**
1. ἀγάπη (agapē) – love [3.522]
2. Ἰησοῦς (Iēsous) – Jesus [3.223]
3. δόξα (doxa) – glory [2.790]
4. θεός (theos) – God [2.351]
5. πατήρ (patēr) – father [2.351]
6. ἀλήθεια (alētheia) – truth [2.123]
7. ἀκούω (akouō) – to hear [1.302]
8. πιστεύω (pisteuō) – to believe [1.220]

**Interpretation:** This factor represents the core divine relationships and attributes in John’s Gospel – the Trinity (Jesus, God, Father), divine love, glory, and truth.

### Factor 2: Epistemological Theme
**Top Positive Loadings:**
1. ἀκούω (akouō) – to hear [2.644]
2. πιστεύω (pisteuō) – to believe [2.519]
3. γινώσκω (ginōskō) – to know [2.407]
4. ὁράω (horaō) – to see [2.395]
5. ἀλήθεια (alētheia) – truth [2.124]
6. λέγω (legō) – to say [2.050]
7. ἀποκρίνομαι (apokrinomai) – to answer [1.690]
8. ὄνομα (onoma) – name [1.619]

**Interpretation:** This factor captures the epistemological dimension – how knowledge, perception, belief, and truth are interconnected in John’s theology.

### Factor 3: Communication Theme
**Top Positive Loadings:**
1. ὄνομα (onoma) – name [2.322]
2. ἀποκρίνομαι (apokrinomai) – to answer [2.185]
3. λέγω (legō) – to say [2.172]
4. εἶπον (eipon) – said [1.957]
5. ἐγείρω (egeirō) – to raise up [0.539]
6. ἡμέρα (hēmera) – day [0.527]
7. πατήρ (patēr) – father [0.518]
8. ἀδελφός (adelphos) – brother [0.372]

**Interpretation:** This factor represents dialogue, verbal interaction, and the communicative aspects of Jesus’ ministry and teaching.

### Factor 4: Action/Movement Theme
**Top Positive Loadings:**
1. ποιέω (poieō) – to make/do [1.933]
2. ἀποκρίνομαι (apokrinomai) – to answer [1.809]
3. λαμβάνω (lambanō) – to take/receive [1.788]
4. ἔρχομαι (erchomai) – to come/go [1.732]
5. λέγω (legō) – to say [1.695]
6. μένω (menō) – to remain/abide [1.648]
7. ὄνομα (onoma) – name [1.495]
8. ὁράω (horaō) – to see [1.405]

**Interpretation:** This factor captures dynamic actions, movement, and the active nature of Jesus’ ministry and divine work.

### Factor 5: Discipleship/Community Theme
**Top Positive Loadings:**
1. ἀγαπητός (agapētos) – beloved [2.424]
2. ἀδελφός (adelphos) – brother [2.315]
3. μαθητής (mathētēs) – disciple [1.559]
4. ἀκολουθέω (akoloutheō) – to follow [1.498]
5. ἀγάπη (agapē) – love [1.036]
6. δόξα (doxa) – glory [1.002]
7. λαμβάνω (lambanō) – to take/receive [0.680]
8. ἀκούω (akouō) – to hear [0.637]

**Interpretation:** This factor represents the relational and community aspects of discipleship – the bonds between believers and their relationship to Jesus.

This quantitative analysis is in line with traditional theological understanding.

To see the Manus AI “molecule” map of John click  here

# Six-Sentence Gospel of John: Semantic Cluster Analysis

## Methodology
Based on our semantic cluster analysis of the 42 most substantive Greek words in John’s Gospel, I will identify the verse that best exemplifies each cluster and create a condensed six-sentence Gospel.

## The Six Semantic Clusters and Their Representative Verses

### Cluster 1: Divine/Trinity
**Core words**: θεός (God), Ἰησοῦς (Jesus), πατήρ (father), δόξα (glory), ἀγάπη (love)

**Representative Verse: John 3:16**
“οὕτως γὰρ ἠγάπησεν ὁ θεὸς τὸν κόσμον, ὥστε τὸν υἱὸν τὸν μονογενῆ ἔδωκεν, ἵνα πᾶς ὁ πιστεύων εἰς αὐτὸν μὴ ἀπόληται ἀλλὰ ἔχῃ ζωὴν αἰώνιον.”

*”For God so loved the world that he gave his one and only Son, that whoever believes in him shall not perish but have eternal life.”*

**Why this verse**: Contains θεός (God), ἀγάπη (love), and the divine relationship between Father and Son. It’s the quintessential statement of divine love and sacrifice.

### Cluster 2: Epistemological (Knowledge/Belief)
**Core words**: γινώσκω (to know), πιστεύω (to believe), ὁράω (to see), ἀκούω (to hear), ἀλήθεια (truth)

**Representative Verse: John 8:32**
“καὶ γνώσεσθε τὴν ἀλήθειαν, καὶ ἡ ἀλήθεια ἐλευθερώσει ὑμᾶς.”

*”Then you will know the truth, and the truth will set you free.”*

**Why this verse**: Contains γινώσκω (know) and ἀλήθεια (truth), representing the epistemological dimension of how divine truth is apprehended and its transformative power.

### Cluster 3: Communication/Dialogue
**Core words**: λέγω (to say), ἀποκρίνομαι (to answer), εἶπον (said), ὄνομα (name)

**Representative Verse: John 1:1**
“Ἐν ἀρχῇ ἦν ὁ λόγος, καὶ ὁ λόγος ἦν πρὸς τὸν θεόν, καὶ θεὸς ἦν ὁ λόγος.”

*”In the beginning was the Word, and the Word was with God, and the Word was God.”*

**Why this verse**: Features λόγος (Word) as the ultimate communication from God. This establishes Jesus as divine communication incarnate, the foundation of all dialogue in the Gospel.

### Cluster 4: Life/Light
**Core words**: ζωή (life), φῶς (light), ἀληθής (true), κόσμος (world), ἀρχή (beginning)

**Representative Verse: John 1:4-5**
“ἐν αὐτῷ ζωὴ ἦν, καὶ ἡ ζωὴ ἦν τὸ φῶς τῶν ἀνθρώπων. καὶ τὸ φῶς ἐν τῇ σκοτίᾳ φαίνει, καὶ ἡ σκοτία αὐτὸ οὐ κατέλαβεν.”

*”In him was life, and that life was the light of all mankind. The light shines in the darkness, and the darkness has not overcome it.”*

**Why this verse**: Directly connects ζωή (life) and φῶς (light), the two central metaphors of John’s Gospel, showing their unity in Christ.

### Cluster 5: Discipleship/Community
**Core words**: μαθητής (disciple), ἀκολουθέω (to follow), ἀδελφός (brother), ἀγαπητός (beloved)

**Representative Verse: John 13:34-35**
“ἐντολὴν καινὴν δίδωμι ὑμῖν, ἵνα ἀγαπᾶτε ἀλλήλους· καθὼς ἠγάπησα ὑμᾶς, ἵνα καὶ ὑμεῖς ἀγαπᾶτε ἀλλήλους. ἐν τούτῳ γνώσονται πάντες ὅτι ἐμοὶ μαθηταί ἐστε, ἐὰν ἀγάπην ἔχητε ἐν ἀλλήλοις.”

*”A new command I give you: Love one another. As I have loved you, so you must love one another. By this everyone will know that you are my disciples, if you love one another.”*

**Why this verse**: Contains μαθητής (disciples) and defines the essence of discipleship through love, establishing the community bond.

### Cluster 6: Action/Movement
**Core words**: ἔρχομαι (to come), ποιέω (to make/do), ἀποστέλλω (to send), δίδωμι (to give), λαμβάνω (to take)

**Representative Verse: John 20:21**
“εἶπεν οὖν αὐτοῖς [ὁ Ἰησοῦς] πάλιν· εἰρήνη ὑμῖν· καθὼς ἀπέσταλκέν με ὁ πατήρ, κἀγὼ πέμπω ὑμᾶς.”

*”Again Jesus said, ‘Peace be with you! As the Father has sent me, I am sending you.'”*

**Why this verse**: Contains ἀποστέλλω (send) and establishes the chain of divine mission – Father sends Son, Son sends disciples. It captures the dynamic movement that drives the Gospel narrative.

## The Six-Sentence Gospel of John

Based on these representative verses, here is the essence of John’s Gospel in six sentences:

**1. Divine Communication Incarnate** (Communication Cluster)
*In the beginning was the Word, and the Word was with God, and the Word was God.*

**2. Life and Light Revealed** (Life/Light Cluster)
*In him was life, and that life was the light of all mankind, shining in the darkness which could not overcome it.*

**3. Divine Love Demonstrated** (Divine/Trinity Cluster)
*For God so loved the world that he gave his one and only Son, that whoever believes in him shall not perish but have eternal life.*

**4. Truth and Freedom Offered** (Epistemological Cluster)
*You will know the truth, and the truth will set you free.*

**5. Community of Love Established** (Discipleship Cluster)
*Love one another as I have loved you, and by this everyone will know that you are my disciples.*

**6. Mission Commissioned** (Action/Movement Cluster)
*As the Father has sent me, I am sending you.*

## Analysis of the Six-Sentence Gospel

This condensed Gospel captures the complete theological arc of John’s narrative:

1. **Origin**: The eternal Word/Communication of God
2. **Revelation**: Life and light entering the world
3. **Salvation**: God’s love expressed through sacrifice
4. **Transformation**: Truth bringing freedom
5. **Community**: Disciples united in love
6. **Mission**: The sending forth to continue the work

### Semantic Completeness
Each sentence represents one of our six semantic clusters, ensuring that all major theological themes identified through our quantitative analysis are preserved in this distillation.

### Narrative Flow
The six sentences follow the logical progression of John’s Gospel:
– Eternal pre-existence → Incarnation → Salvation → Discipleship → Community → Mission

### Theological Integrity
This condensed version maintains the essential Johannine themes:
– **Christology**: Jesus as eternal Word and Son
– **Soteriology**: Salvation through belief and truth
– **Ecclesiology**: Community defined by love
– **Missiology**: Disciples sent as Jesus was sent

## Conclusion

Through semantic cluster analysis, we have identified the structural DNA of John’s Gospel and distilled it into six sentences that preserve both the theological content and narrative progression of the original. This demonstrates how computational analysis can illuminate the deep architecture of biblical texts while respecting their spiritual and literary integrity.

The six-sentence Gospel serves as both a summary and a lens through which to understand how John organized his theological vision around these six fundamental dimensions of Christian faith and experience.

# Six-Sentence Gospel of John: Semantic Cluster Analysis

## Methodology
Based on our semantic cluster analysis of the 42 most substantive Greek words in John’s Gospel, I will identify the verse that best exemplifies each cluster and create a condensed six-sentence Gospel.

## The Six Semantic Clusters and Their Representative Verses

### Cluster 1: Divine/Trinity
**Core words**: θεός (God), Ἰησοῦς (Jesus), πατήρ (father), δόξα (glory), ἀγάπη (love)

**Representative Verse: John 3:16**
“οὕτως γὰρ ἠγάπησεν ὁ θεὸς τὸν κόσμον, ὥστε τὸν υἱὸν τὸν μονογενῆ ἔδωκεν, ἵνα πᾶς ὁ πιστεύων εἰς αὐτὸν μὴ ἀπόληται ἀλλὰ ἔχῃ ζωὴν αἰώνιον.”

*”For God so loved the world that he gave his one and only Son, that whoever believes in him shall not perish but have eternal life.”*

**Why this verse**: Contains θεός (God), ἀγάπη (love), and the divine relationship between Father and Son. It’s the quintessential statement of divine love and sacrifice.

### Cluster 2: Epistemological (Knowledge/Belief)
**Core words**: γινώσκω (to know), πιστεύω (to believe), ὁράω (to see), ἀκούω (to hear), ἀλήθεια (truth)

**Representative Verse: John 8:32**
“καὶ γνώσεσθε τὴν ἀλήθειαν, καὶ ἡ ἀλήθεια ἐλευθερώσει ὑμᾶς.”

*”Then you will know the truth, and the truth will set you free.”*

**Why this verse**: Contains γινώσκω (know) and ἀλήθεια (truth), representing the epistemological dimension of how divine truth is apprehended and its transformative power.

### Cluster 3: Communication/Dialogue
**Core words**: λέγω (to say), ἀποκρίνομαι (to answer), εἶπον (said), ὄνομα (name)

**Representative Verse: John 1:1**
“Ἐν ἀρχῇ ἦν ὁ λόγος, καὶ ὁ λόγος ἦν πρὸς τὸν θεόν, καὶ θεὸς ἦν ὁ λόγος.”

*”In the beginning was the Word, and the Word was with God, and the Word was God.”*

**Why this verse**: Features λόγος (Word) as the ultimate communication from God. This establishes Jesus as divine communication incarnate, the foundation of all dialogue in the Gospel.

### Cluster 4: Life/Light
**Core words**: ζωή (life), φῶς (light), ἀληθής (true), κόσμος (world), ἀρχή (beginning)

**Representative Verse: John 1:4-5**
“ἐν αὐτῷ ζωὴ ἦν, καὶ ἡ ζωὴ ἦν τὸ φῶς τῶν ἀνθρώπων. καὶ τὸ φῶς ἐν τῇ σκοτίᾳ φαίνει, καὶ ἡ σκοτία αὐτὸ οὐ κατέλαβεν.”

*”In him was life, and that life was the light of all mankind. The light shines in the darkness, and the darkness has not overcome it.”*

**Why this verse**: Directly connects ζωή (life) and φῶς (light), the two central metaphors of John’s Gospel, showing their unity in Christ.

### Cluster 5: Discipleship/Community
**Core words**: μαθητής (disciple), ἀκολουθέω (to follow), ἀδελφός (brother), ἀγαπητός (beloved)

**Representative Verse: John 13:34-35**
“ἐντολὴν καινὴν δίδωμι ὑμῖν, ἵνα ἀγαπᾶτε ἀλλήλους· καθὼς ἠγάπησα ὑμᾶς, ἵνα καὶ ὑμεῖς ἀγαπᾶτε ἀλλήλους. ἐν τούτῳ γνώσονται πάντες ὅτι ἐμοὶ μαθηταί ἐστε, ἐὰν ἀγάπην ἔχητε ἐν ἀλλήλοις.”

*”A new command I give you: Love one another. As I have loved you, so you must love one another. By this everyone will know that you are my disciples, if you love one another.”*

**Why this verse**: Contains μαθητής (disciples) and defines the essence of discipleship through love, establishing the community bond.

### Cluster 6: Action/Movement
**Core words**: ἔρχομαι (to come), ποιέω (to make/do), ἀποστέλλω (to send), δίδωμι (to give), λαμβάνω (to take)

**Representative Verse: John 20:21**
“εἶπεν οὖν αὐτοῖς [ὁ Ἰησοῦς] πάλιν· εἰρήνη ὑμῖν· καθὼς ἀπέσταλκέν με ὁ πατήρ, κἀγὼ πέμπω ὑμᾶς.”

*”Again Jesus said, ‘Peace be with you! As the Father has sent me, I am sending you.'”*

**Why this verse**: Contains ἀποστέλλω (send) and establishes the chain of divine mission – Father sends Son, Son sends disciples. It captures the dynamic movement that drives the Gospel narrative.

## The Six-Sentence Gospel of John

Based on these representative verses, here is the essence of John’s Gospel in six sentences:

**1. Divine Communication Incarnate** (Communication Cluster)
*In the beginning was the Word, and the Word was with God, and the Word was God.*

**2. Life and Light Revealed** (Life/Light Cluster)
*In him was life, and that life was the light of all mankind, shining in the darkness which could not overcome it.*

**3. Divine Love Demonstrated** (Divine/Trinity Cluster)
*For God so loved the world that he gave his one and only Son, that whoever believes in him shall not perish but have eternal life.*

**4. Truth and Freedom Offered** (Epistemological Cluster)
*You will know the truth, and the truth will set you free.*

**5. Community of Love Established** (Discipleship Cluster)
*Love one another as I have loved you, and by this everyone will know that you are my disciples.*

**6. Mission Commissioned** (Action/Movement Cluster)
*As the Father has sent me, I am sending you.*

## Analysis of the Six-Sentence Gospel

This condensed Gospel captures the complete theological arc of John’s narrative:

1. **Origin**: The eternal Word/Communication of God
2. **Revelation**: Life and light entering the world
3. **Salvation**: God’s love expressed through sacrifice
4. **Transformation**: Truth bringing freedom
5. **Community**: Disciples united in love
6. **Mission**: The sending forth to continue the work

### Semantic Completeness
Each sentence represents one of our six semantic clusters, ensuring that all major theological themes identified through our quantitative analysis are preserved in this distillation.

### Narrative Flow
The six sentences follow the logical progression of John’s Gospel:
– Eternal pre-existence → Incarnation → Salvation → Discipleship → Community → Mission

### Theological Integrity
This condensed version maintains the essential Johannine themes:
– **Christology**: Jesus as eternal Word and Son
– **Soteriology**: Salvation through belief and truth
– **Ecclesiology**: Community defined by love
– **Missiology**: Disciples sent as Jesus was sent

## Conclusion

Through semantic cluster analysis, we have identified the structural DNA of John’s Gospel and distilled it into six sentences that preserve both the theological content and narrative progression of the original. This demonstrates how computational analysis can illuminate the deep architecture of biblical texts while respecting their spiritual and literary integrity.

The six-sentence Gospel serves as both a summary and a lens through which to understand how John organized his theological vision around these six fundamental dimensions of Christian faith and experience.

There is a lot to unpack here; lets start with pater.

 

We can see that there are several chapters where the word pater, or father, is often used.  There are other chapters where it is hardly used. For some reason, the beginning chapters of the gospel and the ending chapters of the gospel. used the word the least.  Some of the high frequency usage disappears  when two chapters are grouped at a time which is what is shown above.  So it is useful to do a analysis grouping chapters one and two, 3 and 4, etc. to smooth out this intra chapter variability. But even doing that. there is still evidence of a central distribution or a central bimodal distribution with the two tails of the curve being a very low level of use of the word father. The meaning of this is unclear. and perhaps a reading of the gospel in those chapters would eventually help elucidate why there is such a pattern.

AI Analysis of the Greek Text

Statistical Analysis of πατήρ (PATER) Distribution in the Gospel of John

Executive Summary

This analysis examines the frequency distribution of πατήρ (father) across the 21 chapters of John’s Gospel to determine whether the distribution is bimodal, as visually suggested by the data. Using multiple statistical tests specifically designed to detect multimodality, we found strong evidence supporting a bimodal distribution with 4 out of 4 tests confirming this pattern.

Key Findings

1.Distribution Shape: The frequency of πατήρ shows a clear bimodal pattern with:
A primary peak around chapters 5-6 (with 8-10 occurrences)
A secondary, higher peak at chapter 14 (15 occurrences)
Low frequencies at the beginning and end of the Gospel
2.Statistical Evidence for Bimodality:
Bimodality Coefficient: 0.5936 (exceeds the critical threshold of 0.555)
Silverman’s Test: 2 modes detected
Gaussian Mixture Model: Optimal components = 4 (both BIC and AIC)
Overall: 4/4 tests support multimodality
3.Distribution Characteristics:
Right-skewed (positive skew of 1.020)
Light-tailed (platykurtic with excess kurtosis of -0.071)
Significantly deviates from normal distribution (Shapiro-Wilk p = 0.0007)
4.Structural Analysis:
Early chapters (1-7): Mean = 3.29, Max = 10
Middle chapters (8-14): Mean = 5.00, Max = 15
Late chapters (15-21): Mean = 2.71, Max = 9
No statistically significant differences between sections (ANOVA p = 0.6306)

Theological Implications

The bimodal distribution of πατήρ (father) in John’s Gospel may reflect deliberate theological emphasis or literary structure:
1.Concentrated Usage: The peaks at chapters 5-6 and 14-15 represent concentrated theological discourse about God as Father
2.Narrative Structure: The distribution aligns with key theological sections of John’s Gospel
3.Discourse Patterns: The highest concentration (chapter 14) occurs during Jesus’ farewell discourse

Methodological Notes

While analyzing count data across ordered chapters presents some statistical challenges, the consistency of results across multiple methods (both parametric and non-parametric) strongly supports the bimodal conclusion. See the accompanying document “ordinal_data_considerations.md” for a detailed discussion of statistical approaches for this type of data.

Conclusion

The statistical evidence strongly confirms the visual impression of bimodality in the πατήρ distribution across John’s Gospel. This pattern likely reflects intentional theological emphasis and discourse structure rather than random variation.
My comment:  I think that there is something here However, there are two elements of artificiality.  One was the original assignment of chapter headings, approximately 900 years ago, but over 1000 years after the text was written. Secondly, there was the arbitrary aggregation of chapters one and two, two and three, et cetera. Nevertheless, despite rather arbitrary cutoffs, the curve does appear impressively by modal.  After all the analysis is said and done, perhaps another chapter system could be created that would have statistical underpinning; and then this analysis could be reperformed with cutoffs that had more empirical support.
But what does it mean?  I’m afraid that is going to have to wait until I finsh almost all of my commentary on John.  I don’t know what it means.
Theou
The distribution of the word God is apparently a linear declining distribution, perhaps. linear, but that cannot be decided on the basis of ordinal data. but it can be tested here. is, first of all, the chapter by chapter distribution, and then the smoothed curve arrived at by. summing and divine by averaging one and two, 3 and four Etcetera.

Statistical Trend Analysis of θεός (THEOS) in the Gospel of John

Executive Summary

This analysis examines whether the observed declining pattern of θεός (God) frequency across the Gospel of John is statistically significant. Using multiple statistical tests specifically designed for ordinal and count data, we found strong and consistent evidence of a significant decreasing trend in the frequency of θεός throughout John’s Gospel.

Key Findings

Individual Chapter Analysis

1.Spearman’s Rank Correlation: r = -0.509, p = 0.018 ✓ SIGNIFICANT
Moderate negative correlation between chapter position and θεός frequency
Appropriate for ordinal data, confirms decreasing trend
2.Kendall’s Tau Test : τ = -0.411, p = 0.013 ✓ SIGNIFICANT
Another non-parametric measure showing significant negative association
Robust to ties in the data
3.Poisson Regression: Coefficient = -0.093, p < 0.001 ✓ SIGNIFICANT
Specifically designed for count data
Each chapter progression associated with approximately 9.3% decrease in expected frequency
Very strong statistical significance (p < 0.001)
4.Negative Binomial Regression: Coefficient = -0.097, p = 0.027 ✓ SIGNIFICANT
Accounts for potential overdispersion in count data
Slightly better model fit than Poisson (AIC = 94.171 vs 95.604)
5.Mann-Kendall Test: Statistic = -81, p = 0.014 ✓ SIGNIFICANT
Non-parametric test specifically designed for detecting trends
Confirms monotonic decreasing trend

Paired Chapter Analysis

1.Spearman’s Rank Correlation: r = -0.863, p = 0.001 ✓ SIGNIFICANT
Strong negative correlation between pair position and θεός frequency
Even more pronounced than in individual chapters
2.Kendall’s Tau Test : τ = -0.685, p = 0.004 ✓ SIGNIFICANT
Strong negative association in paired data
3.Poisson Regression: Coefficient = -0.195, p < 0.001 ✓ SIGNIFICANT
Each pair progression associated with approximately 19.5% decrease in expected frequency
Stronger effect size than in individual chapters
4.Negative Binomial Regression: Coefficient = -0.219, p = 0.043 ✓ SIGNIFICANT
Confirms decreasing trend with adjustment for overdispersion
5.Mann-Kendall Test: Statistic = -37, p = 0.005 ✓ SIGNIFICANT
Confirms monotonic decreasing trend in paired data

Visualization Insights

1.Linear Trend Lines:
Individual chapters: y = -0.266x + 5.976
Paired chapters: y = -1.055x + 12.145
Both show clear negative slopes
2.Poisson Regression Curves:
Both individual and paired analyses show exponential decay pattern
Model fits the data well, particularly for paired chapters

Statistical Considerations for Ordinal/Count Data

The analysis properly accounts for the ordinal nature of chapter positions and count nature of word frequencies by:
1.Using non-parametric tests (Spearman, Kendall, Mann-Kendall) that make no distributional assumptions
2.Employing count-specific regression models (Poisson, Negative Binomial) designed for discrete frequency data
3.Analyzing both individual and paired chapter data to ensure robustness of findings

Conclusion

All statistical tests consistently confirm a significant decreasing trend in the frequency of θεός (God) across the Gospel of John. This pattern is even more pronounced in the paired chapter analysis, which smooths out some of the chapter-to-chapter variability.
The statistical evidence strongly supports the theological observation that references to θεός are front-loaded in John’s Gospel, establishing foundational theology early, and then gradually decrease as the narrative progresses toward the passion account.

Comparative Analysis of πατήρ (Father) and θεος (God) in John’s Gospel

Executive Summary

This analysis compares the distribution patterns of πατήρ (Father) and θεός (God) across the Gospel of John to determine whether their frequency distributions are statistically different. Despite visually distinct patterns, statistical testing reveals no significant difference between the two distributions.

Key Findings

Distribution Characteristics

1.Total Occurrences:
Father: 77 occurrences
God: 64 occurrences
2.Visual Pattern Differences:
πατήρ: Bimodal distribution with peaks at chapters 5-6 and 14-15
θεός: Front-loaded distribution with highest concentration in early chapters (1-6)
3.Trend Differences:
πατήρ: Quadratic trend (rises to middle chapters, then falls)
God: Linear declining trend throughout the Gospel

Statistical Comparison Results

Despite these visual differences, all statistical tests indicate the distributions are not significantly different:
1.Kolmogorov-Smirnov Test: p = 0.6028 (not significant)
Cannot reject that the distributions come from the same underlying distribution
2.Mann-Whitney U Test: p = 0.8983 (not significant)
Cannot reject that one distribution is stochastically greater than the other
3.Chi-square Test: p = 0.8931 (not significant)
Cannot reject that the frequency distributions are the same
4.Jensen-Shannon Divergence: 0.2417
Moderate similarity between distributions (0 = identical, ~0.693 = completely different)
5.Correlation Analysis: r = 0.0940, p = 0.6853 (not significant)
No significant correlation between the distributions
6.Paired t-test: p = 0.5830 (not significant)
Cannot reject that mean frequencies are the same
7.Wilcoxon Signed-Rank Test: p = 0.5500 (not significant)
Cannot reject that distributions are the same
8.Permutation Test: p = 0.6264 (not significant)
Cannot reject that mean frequencies are the same

Interpretation

The lack of statistical significance despite visual differences can be explained by:
1.Small sample size (only 21 chapters)
2.High variability within each distribution
3.Similar overall frequency (77 vs. 64 total occurrences)
4.Similar central tendency (both have means around 3-4 occurrences per chapter)

Theological Implications

While the distributions are not statistically different, the visual patterns suggest different theological functions:
1.θεός (God): Establishes foundational theology early in the Gospel
2.πατήρ (Father): Features prominently in Jesus’ intimate discourse, especially the farewell discourse
These complementary roles work together to develop John’s theological narrative, even though the statistical distributions are not significantly different.

Conclusion

Statistical analysis reveals that despite apparent visual differences, the distributions of πατήρ and θεός in John’s Gospel are not significantly different from a statistical perspective. This suggests that while the terms may serve different theological functions, their overall frequency patterns follow similar statistical properties.
Thus, despite the differences that have been shown above, an overall analysis cannot prove that pater and theou are significantly different from each other in their frequency curves. But what cannot be proven statistically may still be apparent to the human eye as at least a suggestion.  It is not unusual in statistics for an overall analysis to show that there is some type of variation overall but more detailed analyses do not show it. In this case it is the opposite. The more detailed analyses suggests that the distribution of  pater is not a straight constant linear distribution and that it is bimodal.  Detailed analysis of theou shows a declining distribution, which would appear to be different.  But the overall analysis does not prove that they are distributed differently beyond a chance level.

Analysis of “believe”–πιστευω–pisteuo, in John.

It is the third most common word. looking only at significant words in John  (as judged by words within a three verse radius, pisteuo is associated most commonly with Jesus, Ιησουσ, than with God, θεου. The Gospel is christocentric. It occurs throughout the gospel, but not often during the passion narrative. It does not occur at Cana when he turned water to wine. But then he said he did not intend to do that miracle; it was not part of a larger purpose to convince people at that time.  He was persuaded to do it by his mother.

Analysis of “World”, κόσμος‘ by Chapter in the Gospel of John (ChatGPT)

Here is the bar chart showing how the word κόσμος (and its grammatical forms) is distributed by chapter in the Gospel of John.
ChatGPT said:

Words Near ‘κόσμος’ in John 17–18

Here is a table showing the frequency of each word that occurs within a ±3 verse window of any instance of κόσμος in John chapters 17 and 18. You can use this to examine co-occurrence patterns and explore thematic or theological connections around the use of κόσμος. Let me know if you’d like to filter this list (e.g., show only words that occur more than 5 times, or highlight specific terms like θεός). 

Chapter 17 – Jesus’ High Priestly Prayer

In John 17, Jesus repeatedly references “the world” to delineate boundaries between:

  1. Those who belong to God vs. the world:

    • “They are not of the world, even as I am not of the world.” (17:14, 16)

    • Jesus identifies his disciples as distinct from the world, set apart by divine election and truth.

  2. Jesus’ mission to the world:

    • “As you sent me into the world, I have sent them into the world.” (17:18)

    • Despite the world’s hostility, Jesus sends his followers into it—not to assimilate, but to testify and sanctify.

  3. Jesus’ prayer not for the world but for those given to him:

    • “I am not praying for the world but for those you have given me.” (17:9)

    • This reinforces Johannine dualism: the world is a realm alienated from God.

  4. The redemptive purpose:

    • “So that the world may believe that you have sent me.” (17:21)

    • Paradoxically, while the world is estranged, Jesus’ mission is ultimately for its redemption through revelation and unity.


⚖️ Chapter 18 – The Arrest and Trial

In chapter 18, world is mentioned less, but the narrative contrasts the kingdom of this world with the kingdom of truth:

  • “My kingdom is not of this world.” (18:36)

    • Jesus declares to Pilate that his authority and mission transcend earthly political power.

    • This crystallizes the core Johannine theme: Jesus’ origin, identity, and purpose are divine, not worldly.


🧠 Summary Message

The “world” in John 17–18 is:

  • Estranged from God (a realm of unbelief, opposition, hatred)

  • The target of divine mission and truth

  • Contrasted with the realm of divine truth, love, and sanctification

Jesus:

  • Prays not for the world, but for those in it who belong to God

  • Sends his followers into the world, but not of the world

  • Establishes a kingdom that is not from this world, even while confronting it


The Frequency Pattern

From the bar chart we generated, we saw the highest concentration of the word “κόσμος” in chapters 17–18, with moderate presence earlier (e.g., John 3), and a sharp drop-off in chapters 19–21.


Is There an Escalating Conflict or Rhetoric?

Jesus frames his identity and mission in opposition to “the world.”

Earlier in John:

  • John 1:10“He was in the world, and the world was made through him, and the world did not know him.”

  • John 3:16–19 – God’s love for the world, but the world’s rejection of light.

  • John 7–12 – Increasing conflict with “the Jews” and public misunderstanding; the “world” becomes a locus of blindness and judgment.

In John 13–17 (Farewell Discourse):

  • The rhetoric intensifies:

    • “If the world hates you, keep in mind that it hated me first.” (15:18)

    • “They are not of the world, just as I am not of the world.” (17:16)

  • Jesus’ prayer in chapter 17 draws a sharp line: the world is hostile, his disciples are distinct, and yet he sends them into it.

  • This climaxes with a missional paradox: rejection and love co-exist.

So: It’s not just narrative conflict — it’s also theological rhetoric. Jesus’ language about the world becomes clearer, starker, more polarized as the hour of crucifixion approaches.


Why the Sudden Cessation in Chapters 19–21?

Chapter 19–21 contain:

  • The Passion narrative (arrest, crucifixion, burial)

  • Resurrection appearances

  • The restoration of Peter and epilogue

Notable features:

  • The focus shifts from the world as theological entity → to historical execution by Roman and Jewish authorities.

  • Jesus is no longer addressing disciples or God in prayer — he is passive, silent before Pilate, and undergoing death.

  • The evangelist assumes you now understand what “the world” is — the very system that kills the Word made flesh.

  • The word may fall silent, but its presence is felt everywhere.

In a way, κόσμος goes quiet because it’s no longer being described — it is being acted out.



  • The term “world” escalates
    through John as Jesus’ mission and rejection intensify.

  • John 17 is the climax of this rhetoric — Jesus defines the world’s opposition, the disciples’ role, and God’s glory.

  • After chapter 18, the Gospel no longer needs the word because the world is no longer a concept — it is Pilate, the mob, the crucifixion, and eventually redemption through resurrection.


Literary-Theological Outline: The Function of “World” in the Gospel of John

I. Prologue (John 1:1–18)

  • The world is made through Him, but does not recognize Him.

  • Introduces cosmic tension.

II. Public Ministry (Ch. 2–12)

  • Ambiguous posture of the world: some believe, most reject.

  • Chapter 3: God loves the world, but it chooses darkness over light.

  • Dividing line emerges — light vs. darkness, belief vs. unbelief.

III. Farewell Discourse (Ch. 13–17)

  • “The world” becomes more rhetorically intense:

    • Hates Jesus and the disciples

    • Cannot receive the Spirit

    • Jesus sends disciples into it, but they are not of it.

  • John 17: A spiritual geography — the world is what Jesus is not, yet what he came to redeem.

IV. Passion and Resurrection (Ch. 18–21)

  • Word fades from the narrative.

  • But its effects are visible: betrayal, judgment, empire, crucifixion.

  • Jesus’ silence before Pilate is theological commentary on the world’s incapacity to hear truth.


The relative emphasis on the two major concepts

κόσμος goes quiet because it’s no longer being described — it is being acted out–ChatGPT.

 

Fifth most frequent key word–“Logos” in the Gospel of John

The word Logos and its distribution across the Gospel of John
The word Logos and its distribution across the Gospel of John

The word is used consistently throughout the Fourth Gospel but with special emphasis in the first chapter.

 

Sixth most frequent word: Life

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