Dales_Analysis
Manan
2025-08-03
| Var1 | Freq |
|---|---|
| Rural | 73.18 |
| Urban | 26.82 |
| Var1 | Freq |
|---|---|
| Female | 45.79 |
| Male | 54.21 |
| Var1 | Freq |
|---|---|
| 1 to 4 | 29.24 |
| 5 to 6 | 46.44 |
| 7 to 9 | 19.40 |
| 10+ | 4.92 |
| Var1 | Freq |
|---|---|
| Beyond Class 12 | 19.38 |
| Non-literate | 16.74 |
| Up to Class 12 | 32.72 |
| Up to Class 8 | 31.16 |
Members with 6 and more people are defined as big families
| Var1 | Freq |
|---|---|
| Big rural family | 34.49 |
| Big urban family | 10.91 |
| Small rural family | 38.68 |
| Small urban family | 15.92 |
| Var1 | Freq |
|---|---|
| Conventional media | 53.96 |
| Don’t watch news | 0.03 |
| Others | 7.81 |
| Social media / digital | 38.20 |
| Var1 | Freq |
|---|---|
| Central | 7.19 |
| East | 24.61 |
| North | 22.15 |
| Northeast | 1.86 |
| South | 24.98 |
| West | 19.21 |
| Var1 | Freq |
|---|---|
| All family members vote differently | 18.52 |
| All family members vote similarly | 51.58 |
| Don’t Know | 9.75 |
| Most family members vote differently | 4.90 |
| Most family members vote similarly | 15.25 |
| Var1 | Freq |
|---|---|
| Can’t Say | 8.40 |
| Make up their own minds | 41.32 |
| Vote as others in the household say | 50.28 |
Members with 6 and above are defined as big
##
## ==================================================================
## Dependent variable:
## ---------------------------
## All_Votes_Similarly
## ------------------------------------------------------------------
## family_Size_localityBig urban family -0.039***
## (0.010)
##
## family_Size_localitySmall rural family -0.039***
## (0.006)
##
## family_Size_localitySmall urban family -0.095***
## (0.008)
##
## Constant 0.605***
## (0.005)
##
## ------------------------------------------------------------------
## Observations 32,683
## R2 0.004
## Adjusted R2 0.004
## Residual Std. Error 0.494 (df = 32679)
## F Statistic 44.157*** (df = 3; 32679)
## ==================================================================
## Note: *p<0.1; **p<0.05; ***p<0.01##
## =========================================================================
## Dependent variable:
## ----------------------------------------
## All_Votes_Similarly Most_Votes_Similarly
## (1) (2)
## -------------------------------------------------------------------------
## West_India -0.093*** -0.065***
## (0.012) (0.010)
##
## South_India -0.149*** -0.185***
## (0.012) (0.010)
##
## Northeast_India -0.152*** -0.118***
## (0.024) (0.021)
##
## North_India -0.073*** 0.023**
## (0.012) (0.010)
##
## East_India -0.039*** 0.001
## (0.012) (0.010)
##
## Central_India
##
##
## Constant 0.655*** 0.795***
## (0.010) (0.009)
##
## -------------------------------------------------------------------------
## Observations 32,686 32,686
## R2 0.009 0.034
## Adjusted R2 0.009 0.034
## Residual Std. Error (df = 32680) 0.493 0.431
## F Statistic (df = 5; 32680) 57.098*** 232.362***
## =========================================================================
## Note: *p<0.1; **p<0.05; ***p<0.01##
## =========================================================================
## Dependent variable:
## ----------------------------------------
## All_Votes_Similarly Most_Votes_Similarly
## (1) (2)
## -------------------------------------------------------------------------
## Beyond_Class_12 -0.074*** -0.059***
## (0.008) (0.007)
##
## Non_literate 0.018** -0.001
## (0.008) (0.007)
##
## Upto_Class_12 -0.024*** -0.008
## (0.007) (0.006)
##
## Upto_Class_8
##
##
## Constant 0.591*** 0.755***
## (0.005) (0.004)
##
## -------------------------------------------------------------------------
## Observations 32,686 32,686
## R2 0.004 0.003
## Adjusted R2 0.004 0.002
## Residual Std. Error (df = 32682) 0.494 0.438
## F Statistic (df = 3; 32682) 42.323*** 27.836***
## =========================================================================
## Note: *p<0.1; **p<0.05; ***p<0.01##
## =========================================================================
## Dependent variable:
## ----------------------------------------
## All_Votes_Similarly Most_Votes_Similarly
## (1) (2)
## -------------------------------------------------------------------------
## AITC 0.162*** 0.180***
## (0.015) (0.013)
##
## BJP 0.110*** 0.128***
## (0.006) (0.006)
##
## Other
##
##
## SP 0.015 0.201***
## (0.014) (0.012)
##
## INC 0.123*** 0.108***
## (0.008) (0.007)
##
## Constant 0.507*** 0.664***
## (0.004) (0.004)
##
## -------------------------------------------------------------------------
## Observations 32,686 32,686
## R2 0.014 0.023
## Adjusted R2 0.014 0.023
## Residual Std. Error (df = 32681) 0.491 0.433
## F Statistic (df = 4; 32681) 117.089*** 194.693***
## =========================================================================
## Note: *p<0.1; **p<0.05; ***p<0.01##
## =========================================================================
## Dependent variable:
## ----------------------------------------
## All_Votes_Similarly Most_Votes_Similarly
## (1) (2)
## -------------------------------------------------------------------------
## Hindu 0.095*** 0.120***
## (0.012) (0.010)
##
## Muslim 0.131*** 0.176***
## (0.014) (0.012)
##
## Sikh
##
##
## Christian
##
##
## Other
##
##
## Constant 0.477*** 0.620***
## (0.011) (0.010)
##
## -------------------------------------------------------------------------
## Observations 32,686 32,686
## R2 0.003 0.007
## Adjusted R2 0.003 0.006
## Residual Std. Error (df = 32683) 0.494 0.437
## F Statistic (df = 2; 32683) 46.658*** 107.585***
## =========================================================================
## Note: *p<0.1; **p<0.05; ***p<0.01##
## =========================================================================
## Dependent variable:
## ----------------------------------------
## All_Votes_Similarly Most_Votes_Similarly
## (1) (2)
## -------------------------------------------------------------------------
## General -0.014 0.012
## (0.011) (0.010)
##
## OBC 0.012 0.035***
## (0.011) (0.009)
##
## SC -0.008 -0.004
## (0.012) (0.010)
##
## ST
##
##
## Constant 0.572*** 0.722***
## (0.010) (0.009)
##
## -------------------------------------------------------------------------
## Observations 32,686 32,686
## R2 0.001 0.001
## Adjusted R2 0.0004 0.001
## Residual Std. Error (df = 32682) 0.495 0.438
## F Statistic (df = 3; 32682) 5.841*** 14.111***
## =========================================================================
## Note: *p<0.1; **p<0.05; ***p<0.01##
## =========================================================================
## Dependent variable:
## ----------------------------------------
## All_Votes_Similarly Most_Votes_Similarly
## (1) (2)
## -------------------------------------------------------------------------
## West_India -0.060*** -0.035***
## (0.012) (0.011)
##
## South_India -0.089*** -0.130***
## (0.012) (0.011)
##
## Northeast_India -0.116*** -0.089***
## (0.024) (0.021)
##
## North_India -0.040*** 0.028**
## (0.012) (0.011)
##
## East_India -0.019 0.012
## (0.012) (0.011)
##
## Central_India
##
##
## Beyond_Class_12 -0.048*** -0.019***
## (0.008) (0.007)
##
## Non_literate 0.024*** 0.009
## (0.008) (0.007)
##
## Upto_Class_12 -0.018*** 0.001
## (0.007) (0.006)
##
## Upto_Class_8
##
##
## AITC 0.112*** 0.101***
## (0.016) (0.014)
##
## BJP 0.094*** 0.084***
## (0.007) (0.006)
##
## big_urban_family -0.016 -0.015*
## (0.010) (0.008)
##
## small_urban_family -0.035*** -0.042***
## (0.008) (0.007)
##
## big_rural_family 0.013** 0.030***
## (0.007) (0.006)
##
## small_rural_family
##
##
## Other
##
##
## SP -0.031* 0.083***
## (0.016) (0.014)
##
## INC 0.108*** 0.081***
## (0.008) (0.007)
##
## Hindu 0.062*** 0.084***
## (0.012) (0.010)
##
## Muslim 0.094*** 0.125***
## (0.014) (0.013)
##
## Sikh
##
##
## Christian
##
##
## General 0.004 0.003
## (0.012) (0.010)
##
## OBC 0.035*** 0.038***
## (0.011) (0.010)
##
## SC 0.024** 0.017*
## (0.012) (0.011)
##
## ST
##
##
## Locality
##
##
## Gender 0.005 0.002
## (0.006) (0.005)
##
## Constant 0.495*** 0.615***
## (0.018) (0.016)
##
## -------------------------------------------------------------------------
## Observations 32,683 32,683
## R2 0.025 0.053
## Adjusted R2 0.025 0.052
## Residual Std. Error (df = 32661) 0.489 0.427
## F Statistic (df = 21; 32661) 40.258*** 86.759***
## =========================================================================
## Note: *p<0.1; **p<0.05; ***p<0.01##
## ============================================================================
## Dependent variable:
## -------------------------------------------
## All_Vote_differently Most_Votes_differently
## (1) (2)
## ----------------------------------------------------------------------------
## West_India 0.031*** 0.035***
## (0.010) (0.011)
##
## South_India 0.129*** 0.130***
## (0.010) (0.011)
##
## Northeast_India 0.091*** 0.089***
## (0.020) (0.021)
##
## North_India -0.039*** -0.028**
## (0.010) (0.011)
##
## East_India -0.024** -0.012
## (0.010) (0.011)
##
## Central_India
##
##
## Beyond_Class_12 0.011* 0.019***
## (0.006) (0.007)
##
## Non_literate -0.005 -0.009
## (0.007) (0.007)
##
## big_urban_family 0.002 0.015*
## (0.008) (0.008)
##
## small_urban_family 0.025*** 0.042***
## (0.007) (0.007)
##
## big_rural_family -0.028*** -0.030***
## (0.005) (0.006)
##
## small_rural_family
##
##
## Upto_Class_12 0.002 -0.001
## (0.005) (0.006)
##
## Upto_Class_8
##
##
## AITC -0.089*** -0.101***
## (0.013) (0.014)
##
## BJP -0.058*** -0.084***
## (0.006) (0.006)
##
## Other
##
##
## SP -0.074*** -0.083***
## (0.013) (0.014)
##
## INC -0.059*** -0.081***
## (0.006) (0.007)
##
## Hindu -0.082*** -0.084***
## (0.010) (0.010)
##
## Muslim -0.120*** -0.125***
## (0.012) (0.013)
##
## Sikh
##
##
## Christian
##
##
## General 0.010 -0.003
## (0.009) (0.010)
##
## OBC -0.013 -0.038***
## (0.009) (0.010)
##
## SC -0.008 -0.017*
## (0.010) (0.011)
##
## ST
##
##
## Locality
##
##
## Gender -0.004 -0.002
## (0.004) (0.005)
##
## Constant 0.309*** 0.385***
## (0.015) (0.016)
##
## ----------------------------------------------------------------------------
## Observations 32,683 32,683
## R2 0.053 0.053
## Adjusted R2 0.053 0.052
## Residual Std. Error (df = 32661) 0.393 0.427
## F Statistic (df = 21; 32661) 87.653*** 86.759***
## ============================================================================
## Note: *p<0.1; **p<0.05; ***p<0.01##
## ===============================================
## Dependent variable:
## ---------------------------
## Women_make_their_mind
## -----------------------------------------------
## West_India 0.163***
## (0.011)
##
## South_India 0.143***
## (0.011)
##
## Northeast_India 0.111***
## (0.021)
##
## North_India -0.015
## (0.012)
##
## East_India 0.022*
## (0.011)
##
## Central_India
##
##
## Beyond_Class_12 0.061***
## (0.008)
##
## Non_literate -0.010
## (0.008)
##
## big_urban_family -0.024***
## (0.009)
##
## small_urban_family 0.031***
## (0.008)
##
## big_rural_family -0.047***
## (0.006)
##
## small_rural_family
##
##
## Upto_Class_12 0.019***
## (0.006)
##
## Upto_Class_8
##
##
## AITC 0.027*
## (0.015)
##
## BJP -0.016**
## (0.006)
##
## Other
##
##
## SP -0.055***
## (0.015)
##
## INC -0.040***
## (0.007)
##
## Hindu -0.144***
## (0.011)
##
## Muslim -0.153***
## (0.013)
##
## Sikh
##
##
## Christian
##
##
## General 0.017
## (0.011)
##
## OBC 0.002
## (0.010)
##
## SC 0.014
## (0.011)
##
## ST
##
##
## Locality
##
##
## Gender -0.009*
## (0.005)
##
## Constant 0.486***
## (0.017)
##
## -----------------------------------------------
## Observations 36,213
## R2 0.045
## Adjusted R2 0.044
## Residual Std. Error 0.481 (df = 36191)
## F Statistic 81.121*** (df = 21; 36191)
## ===============================================
## Note: *p<0.1; **p<0.05; ***p<0.01## Warning: Removed 8 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_errorbarh()`).
## Warning: Removed 8 rows containing missing values or values outside the scale range
## (`geom_point()`).## Warning: Removed 8 rows containing missing values or values outside the scale range
## (`geom_errorbarh()`).
## Warning: Removed 8 rows containing missing values or values outside the scale range
## (`geom_point()`).