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| Year | President | Party | House_Seat_Change | RDPI_YoY_Pct_Change_July | RDPI_Source | |
|---|---|---|---|---|---|---|
| 1946 | Harry S. Truman | D | -55 | -1.1 | FRED A067RL1A156NBEA (annual % chg, total RDPI): 1945-1946 | |
| 1950 | Harry S. Truman | D | -29 | 8.71 | FRED DPIC96: Q2-49 (1564.4) to Q2-50 (1700.7) | |
| 1954 | Dwight D. Eisenhower | R | -18 | -0.22 | FRED DPIC96: Q2-53 (1935.2) to Q2-54 (1931.0) | |
| 1958 | Dwight D. Eisenhower | R | -48 | -0.36 | FRED DPIC96: Q2-57 (2238.1) to Q2-58 (2230.0) | |
| 1962 | John F. Kennedy | D | -4 | 4.58 | FRED DSPIC96: Jul-61 (2517.6) to Jul-62 (2633.0) | |
| 1966 | Lyndon B. Johnson | D | -47 | 5.25 | FRED DSPIC96: Jul-65 (3097.8) to Jul-66 (3260.4) | |
| 1970 | Richard Nixon | R | -12 | 5.05 | FRED DSPIC96: Jul-69 (3705.6) to Jul-70 (3892.6) | |
| 1974 | Gerald R. Ford | R | -48 | -1.34 | FRED DSPIC96: Jul-73 (4499.0) to Jul-74 (4438.7) | |
| 1978 | Jimmy Carter | D | -15 | 4.77 | FRED DSPIC96: Jul-77 (4841.6) to Jul-78 (5072.8) |
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| library(tidyverse) | |
| library(janitor) | |
| library(zoo) | |
| library(scales) | |
| clean_and_avg = function(series){ | |
| dat = read_csv(sprintf('%s.csv',series)) | |
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| party | cycle | state_name | district | representative | WAR | ideo | |
|---|---|---|---|---|---|---|---|
| dem | 2024 | Alabama | 2 | Shomari Figures | -0.0142956 | -2.40172899842457 | |
| dem | 2024 | Alabama | 7 | Terri A. Sewell | -0.013435550000000001 | -2.07122942055397 | |
| dem | 2024 | Arizona | 3 | Yassamin Ansari | -0.0015478900000000001 | -1.9319779182875 | |
| dem | 2024 | Arizona | 4 | Greg Stanton | -0.008184455 | -2.18490810244875 | |
| dem | 2024 | Arizona | 7 | Raúl Grijalva | -0.018168 | -3.33143206893384 | |
| dem | 2024 | California | 2 | Jared Huffman | 0.00308888 | -3.35023512544864 | |
| dem | 2024 | California | 4 | Mike Thompson | 0.018705350000000003 | -2.10464881402841 | |
| dem | 2024 | California | 6 | Ami Bera | -0.013199550000000001 | -2.40293561432867 | |
| dem | 2024 | California | 7 | Doris Matsui | 0.0075622499999999995 | -2.67086471545931 |
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| library(tidyverse) | |
| library(survey) | |
| # mutate weight variable | |
| dat = read_csv('anes_timeseries_2024_csv_20250430.csv') %>% | |
| filter(V241012 == 1) %>%# RVs | |
| mutate(weight = case_when(!is.na(V240103b) ~ V240103b, | |
| !is.na(V240104b) ~ V240104b, | |
| !is.na(V240104b) ~ V240104b, | |
| !is.na(V240103a) ~ V240103a, |
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| library(tidyverse) | |
| library(zoo) | |
| dat = read_csv('~/Desktop/selected_outlays_2025-04-10.csv') %>% | |
| select(date, spend = `Cumulative year-to-date`) | |
| dat = tibble( | |
| date = ymd(as_date(min(dat$date):max(dat$date))) | |
| ) %>% |
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| library(tidyverse) | |
| library(janitor) | |
| dat = read_csv('~/Downloads/Trump issue approval march - Sheet1.csv') | |
| dat = clean_names(dat) | |
| dat %>% group_by(category) %>% | |
| summarise_at(c('approve', 'disapprove', 'net'), mean) %>% | |
| mutate_if(is.numeric,round_half_up,1) %>% |
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| download excel file from: https://elections.countyofdane.com/Precincts-Result/179/0005 |
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| library(tidyverse) | |
| bayes_update_normal = function( | |
| data_mu, | |
| data_se, | |
| prior_mu = 0, | |
| prior_se = 3){ | |
| if(all(data_mu == 0)){ | |
| return(c(0,0)) |
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| country | inflation (YoY Sept 2023) | Leader approval | Disapproval | Net | |
|---|---|---|---|---|---|
| Austria | 7.37 | 23 | 73 | -50 | |
| Belgium | 2.39 | 38 | 46 | -8 | |
| Brazil | 5.19 | 51 | 45 | 6 | |
| Canada | 4 | 33 | 59 | -26 | |
| France | 4.86 | 23 | 72 | -49 | |
| Germany | 4.53 | 25 | 68 | -43 | |
| Ireland | 6.41 | 39 | 52 | -13 | |
| Italy | 5.44 | 44 | 51 | -7 | |
| Japan | 3.2 | 23 | 63 | -40 |
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| end_date | pollster | n | population | pid_weighted | keep | remove | |
|---|---|---|---|---|---|---|---|
| 2021-09-13 | survey monkey | 3985 | LV | 1 | 0.55 | 0.41 | |
| 2021-09-13 | trafalgar | 1082 | LV | 0 | 0.53 | 0.45 | |
| 2021-09-11 | emerson | 1000 | LV | 1 | 0.6 | 0.4 | |
| 2021-09-10 | data for progress | 2464 | LV | 1 | 0.57 | 0.43 | |
| 2021-09-08 | surveyusa | 930 | LV | 0 | 0.54 | 0.41 | |
| 2021-09-07 | suffolk | 500 | LV | 0 | 0.58 | 0.41 | |
| 2021-09-06 | uc berkeley | 6550 | LV | 0 | 0.6 | 0.39 | |
| 2021-09-04 | trafalgar | 1079 | LV | 0 | 0.53 | 0.43 | |
| 2021-09-01 | yougov | 1955 | LV | 1 | 0.56 | 0.44 |
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