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Research on E-commerce Mode of Rural Common Wealth Realisation Path under the Internet Environment

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Feb 03, 2025

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Figure 1.

Overall architecture diagram of the e-commerce platform
Overall architecture diagram of the e-commerce platform

Figure 2.

Flowchart of association rule recommendation
Flowchart of association rule recommendation

Figure 3.

Offline recommendation flow chart
Offline recommendation flow chart

Figure 4.

Flowchart of popular recommendations
Flowchart of popular recommendations

Figure 5.

Real-time recommendation flow chart
Real-time recommendation flow chart

A set of rules with scoring information

Rule classification The rule of the band support confidence
1 (G4,3.02) → (G7,2.55) 0.32 0.72
(G4,3.02),(G8,3.02) → (G7,2.55) 0.32 0.72
2 (G3,3.02) → (G2,2.12) 0.32 0.72
(G9,4.25) → (G2,2.82) 0.55 0.68
(G4,3.02),(G8,4.22) → (G1,2.12) 0.32 0.72
3 (G5,3.15) → (G7,4.00) 0.32 0.72
(G8,3.5) → (G7,3.4) 0.55 0.68
(G5,3.15),(G8,2.51) → (G7,4.00) 0.32 0.72

The production and operation of the farmers

Statistical characteristics categories Sample size Proportion(%)
Area of planting 3 mu and below 80 57.14%
4-10mu 55 39.29%
Ten mu and above 5 3.57%
Price volatility general 15 10.35%
larger 120 82.76%
large 10 6.9%
Sales difficulty No difficulty 5 3.7%
Occasionally difficulty 65 48.15%
Often difficulty 65 48.15%
Stable fruit sales channel yes 45 32.14%
no 95 67.86%

The scale and growth rate of rural e-commerce in Guangxi

Year The scale of the transaction (billion) Rateyear-to-year growth
2016 5.22 5%
2017 8.62 10%
2018 10.62 15%
2019 1.28 2.76%
2020 2.31 3.19%
2021 4.22 4.04%
2022 6.59 5.14%
2023 8.46 4.62%

Sample transaction database

Transaction serial number Purchase record
T1 (G1,3),(G3,3),(G4,3),(G8,2),(G9,4)
T2 (G1,3),(G3,4),(G8,5)
T3 (G2,3),(G6,3),(G7,5),(G8,6)
T4 (G2,4),(G6,2),(G7,5)
T5 (G2,3),( G2,5),(G4,5),(G7,5),(G9,3)
T6 (G1,4),(G7,3),(G8,5),(G9,4)
T7 (G4,5),(G7,6),(G8,2),( G9,1)
T8 (G1,1),(G4,2),(G5,1),(G7,4),(G8,4),(G9,5)
T9 (G1,5),(G2,4),(G5,4),(G8,5)

Guangxi rural e-commerce product structure

Product category 2019 annual sales (billion yuan) 2020 annual sales (billion yuan) 2021 annual sales (billion yuan) 2022 annual sales (billion yuan) 2023 annual sales (billion yuan)
Agricultural product (20.76) (22.22) (33.73) (42.69) (43.38)

There is a collection of value recommendation rules

Rule Number Support Confidence There Is A Value Recommendation Rule
R1 0.32 0.72 G4G7
R2 0.32 0.72 G4, G8G7
R3 0.32 0.72 G3G2
R4 0.55 0.68 G9G2
R5 0.32 0.72 G4, G8G1
R6 0.32 0.72 G5G7
R7 0.55 0.68 G8G7
R8 0.32 0.72 G5, G8G7

The similarity degree of the project and the calculation of the similarity of the score

Rule classification There is a value rule for the score Project similarity Scoring similarity
1 G4 → (G7,2.55) 0.66 0.22
G4, G8 → (G7,2.55) 1.02 0.51
2 G3 → (G2,2.12) 0.66 0.22
G9 → (G2,2.82) 0.66 0.18
G4, G8 → (G1,2.12) 1.02 0.42
3 G5 → (G7,4.00) 0.66 0.54
G8 → (G7,3.4) 0.66 0.22
G5, G8 → (G7,4.00) 1.02 0.59

Investigation area and sample distribution

Township Sample Village Effective Sample Number (Household) Sample Scale(100%) Cooperatives
Wu Ming Village A 25 18.52% 10
Village B 35 25.93% 5
Village C 20 14.82% 15
Qin Zhou Village D 30 22.22% 8
Village E 25 18.52% 12
Tot -- 140 100% 50

The predicted score of the recommended results

Rule classification Valuable rules information Prediction score
1 G4 → (G7,2.55) 2.65
G4, G8 → (G7,2.55)
2 G3 → (G2,2.12) 2.21
G9 → (G2,2.82)
G4, G8 → (G1,2.12)
3 G5 → (G7,4.00) 3.82
G8 → (G7,3.4)
G5, G8 → (G7,4.00)
Language:
English