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An In-depth Analysis of Data Science Methods on the Path of Women’s Consciousness Awakening under the Cultural System of Marxist Chineseization

Shaohong Li

Shaohong Li

Hebei Chemical & Pharmaceutical CollegeShijiazhuang, China
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Li, Shaohong
  
19 mar 2025
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Pubblicato online: 19 mar 2025
Ricevuto: 01 nov 2024
Accettato: 19 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0365
Parole chiave
© 2025 Shaohong Li, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

Sample cbow model
Sample cbow model

Figure 2.

The paper publishes the annual score
The paper publishes the annual score

Figure 3.

Women’s consciousness research theme and content statistics
Women’s consciousness research theme and content statistics

Figure 4.

Women’s consciousness research topics and content, method distribution
Women’s consciousness research topics and content, method distribution

Figure 5.

Women’s consciousness research group distribution
Women’s consciousness research group distribution

The assignment and descriptive statistics of each variable

/ Variable Mean SD
Explained variable Female awareness 1.7365 0.4693
Interpretation variable Background and social environment Gender division 3.3155 1.2658
Bisexual ability 2.9645 1.2615
Marriage marriage 3.1485 1.1596
Gender discrimination 2.1566 1.0066
housekeeping 2.1056 0.9655
Cultural values Lateral contrast 1.7415 0.5236
Longitudinal contrast 2.2648 0.6185
Control variable age 49.4885 16.4586
Political appearance 0.1856 0.3153
Marital status 0.7985 0.4188
Education life 8.0655 5.0652
Working condition 0.5186 0.5269
Household registration 0.3648 0.4866
Geographic type 0.3856 0.4856
Health status 0.5591 0.4969
Family economy 0.6245 0.4826

Analysis of the main effect of women’s conscious awakening

Interpretation variable Order Logit Multivariate linear regression
Model 1 Model 2 Model 3 Model 4
Coefficient S.E. Coefficient S.E. Coefficient S.E. Coefficient S.E.
Background and social environment Gender division - - 0.094*** 0.034 0.105*** 0.034 0.015*** 0.004
Bisexual ability - - -0.015 0.032 -0.013 0.036 -0.003 0.005
Marriage marriage - - -0.076** 0.033 -0.057 0.033 -0.015* 0.005
Gender discrimination - - 0.115*** 0.038 0.098** 0.037 0.018** 0.008
housekeeping - - -0.026 0.035 -0.023 0.035 -0.005 0.008
Cultural values Lateral contrast - - - - 0.915*** 0.078 0.182*** 0.015
Longitudinal contrast - - - - 0.348*** 0.054 0.067*** 0.013
Control variable age 0.015*** 0.005 0.007*** 0.005 0.006** 0.042 0.002* 0.000
Political appearance 0.248* 0.154 0.265** 0.125 0.185 0.128 0.025 0.015
Marital status 0.284*** 0.083 0.245*** 0.082 0.248*** 0.085 0.048*** 0.016
Education life 0.048*** 0.008 0.053*** 0.008 0.048*** 0.012 0.007*** 0.003
Working condition -0.043 0.078 -0.037 0.072 -0.085 0.078 -0.015 0.014
Household registration 0.192** 0.065 0.246*** 0.075 0.226*** 0.071 0.042*** 0.015
Geographic type 0.548 0.062 0.265*** 0.062 0.348*** 0.062 0.059*** 0.015
Health status 0.345*** 0.075 0.315*** 0.073 0.264*** 0.087 0.045*** 0.013
Family economy 1.485*** 0.073 1.465*** 0.071 0.958*** 0.072 0.196*** 0.015
Constant term - - - - - - 0.948*** 0.054
Adjust R2 0.085 0.135 0.148 0.175

The urban and rural differences of women’s consciousness

Interpretation variable Order Logit
Countryside Town
Coefficient S.E. Coefficient S.E.
Background and social environment Gender division 0.055 0.048 0.215*** 0.053
Bisexual ability 0.026 0.043 -0.156** 0.061
Marriage marriage -0.034 0.034 -0.086 0.057
Gender discrimination 0.154*** 0.045 0.034 0.072
housekeeping -0.019 0.044 -0.015 0.065
Cultural values Lateral contrast 0.082*** 0.082 1.065*** 0.136
Longitudinal contrast 0.254*** 0.065 0.469*** 0.105
Adjust R2 0.115 0.189
N 3.485 1.915
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
Argomenti della rivista:
Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro
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