IC_high_risk_driver_zip.r

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[{"file_id":"1rALG7uZhWd1v3qyqB3OvlFHvV_z1EkWU","timestamp":1677542936245},{"file_id":"1ExuZxtRxzHMZZ1yie20zsBH49WfEqEWt","timestamp":1677017529957}]},"kernelspec":{"name":"ir","display_name":"R"},"language_info":{"name":"R"}},"cells":[{"cell_type":"code","source":["library(tidyverse)\n","library(dplyr)\n","library(ggplot2)          "],"metadata":{"id":"55KaCTY4WnOx","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1677901716710,"user_tz":300,"elapsed":1460,"user":{"displayName":"Rui Han","userId":"05307395544784743279"}},"outputId":"29647505-8f31-4b36-99b7-c42f613d5005"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["Warning message in system(\"timedatectl\", intern = TRUE):\n","“running command 'timedatectl' had status 1”\n","── \u001b[1mAttaching packages\u001b[22m ─────────────────────────────────────── tidyverse 1.3.1 ──\n","\n","\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.4.1     \u001b[32m✔\u001b[39m \u001b[34mpurrr  \u001b[39m 1.0.1\n","\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 3.1.8     \u001b[32m✔\u001b[39m \u001b[34mdplyr  \u001b[39m 1.1.0\n","\u001b[32m✔\u001b[39m \u001b[34mtidyr  \u001b[39m 1.3.0     \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.1\n","\u001b[32m✔\u001b[39m \u001b[34mreadr  \u001b[39m 2.1.4     \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 1.0.0\n","\n","── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n","\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n","\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m    masks \u001b[34mstats\u001b[39m::lag()\n","\n"]}]},{"cell_type":"code","source":["crashdata <- read.csv('Data_Washington Fatal Crash Survey.csv')\n","summary(crashdata$vforms)"],"metadata":{"id":"CLPaxr1DW_-I","colab":{"base_uri":"https://localhost:8080/","height":51},"executionInfo":{"status":"ok","timestamp":1677901755233,"user_tz":300,"elapsed":620,"user":{"displayName":"Rui Han","userId":"05307395544784743279"}},"outputId":"5f74a172-ed99-472b-f751-73556d772ccb"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":["   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n","  1.000   1.000   2.000   2.008   2.000  10.000 "]},"metadata":{}}]},{"cell_type":"code","source":["#factors that can help describe and understand the makeup of a group of people.)\n","demographics<- crashdata %>%\n","  select(par,dzip,numfatal,pforms,age, sex, hispanic,drhgt_in,weight,noncdl,noncdltype,spdrel,first_dt,last_dt,druginv,alcinvol,dr_drug,dr_imp,dr_dist,dr_spd,race_me)\n","demographics_filtered<-demographics %>% filter( dzip != 0)# | dzip != 99999 |age != 999) \n","demographics_filtered1<-demographics_filtered %>% filter( dzip != 99999)\n","demographics_filtered2<-demographics_filtered1 %>%filter(age != 999)\n"],"metadata":{"id":"KGZopmzCXIsl","executionInfo":{"status":"ok","timestamp":1677901766298,"user_tz":300,"elapsed":122,"user":{"displayName":"Rui Han","userId":"05307395544784743279"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["zip_rates <- demographics_filtered2 %>%\n","  group_by(dzip) %>%\n","  mutate(total_crashes = n()) %>%\n","  summarize(crash_rate = n() / 2600)"],"metadata":{"id":"VrjpLrlFXMJa","executionInfo":{"status":"ok","timestamp":1677901800578,"user_tz":300,"elapsed":370,"user":{"displayName":"Rui Han","userId":"05307395544784743279"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["top_zip_codes<-zip_rates%>%\n","  arrange(desc(crash_rate))%>%\n","  head(50)\n","\n","other_zip_codes <- zip_rates[!(zip_rates$dzip %in% top_zip_codes$dzip), ]\n","\n","#crashdata only in high risk zip codes \n","high_risk_crashes<-demographics_filtered2 %>%\n","  inner_join(top_zip_codes,by =\"dzip\")\n","low_risk_crashes <-demographics_filtered2 %>%\n","  inner_join(other_zip_codes,by =\"dzip\")"],"metadata":{"id":"KzEEO4iNXW21","executionInfo":{"status":"ok","timestamp":1677901802634,"user_tz":300,"elapsed":395,"user":{"displayName":"Rui Han","userId":"05307395544784743279"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["ggplot(high_risk_crashes, aes(x = reorder(race_me, -table(race_me)[race_me]), fill = race_me)) +\n","  geom_bar(position = \"dodge\") +\n","  ggtitle(\"Population Demographics of High-Risk Driver-Producing ZIP Codes\") +\n","  xlab(\"Race\") +\n","  ylab(\"Count\") +\n","  scale_fill_brewer(palette = \"Set3\")+\n","  theme(plot.title = element_text(hjust = 0.5),\n","        legend.title = element_blank())+\n","  geom_text(stat = \"count\", aes(label = ..count..), position = position_dodge(width=0.9), vjust=-0.5)\n"],"metadata":{"id":"e4Dhasq6XcGd","colab":{"base_uri":"https://localhost:8080/","height":488},"executionInfo":{"status":"ok","timestamp":1677901808179,"user_tz":300,"elapsed":1089,"user":{"displayName":"Rui Han","userId":"05307395544784743279"}},"outputId":"dac8b596-25c2-4737-cd92-0cfb62c9820f"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stderr","text":["Warning message:\n","“\u001b[1m\u001b[22mThe dot-dot notation (`..count..`) was deprecated in ggplot2 3.4.0.\n","\u001b[36mℹ\u001b[39m Please use `after_stat(count)` instead.”\n"]},{"output_type":"display_data","data":{"text/plain":["plot without title"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\nxT1OTk6OwWAo/OFePaLcf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IyMjIadOm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\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1I7/NUn02nXrp3L5dq5c2dISIgQwm63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\nACRBsAMAAJDE/wFuiDJyD3cr1AAAAABJRU5ErkJggg=="},"metadata":{"image/png":{"width":420,"height":420}}}]},{"cell_type":"code","source":["ggplot(high_risk_crashes, aes(x = age)) +\n","  geom_histogram(binwidth = 5, alpha = 0.8, fill = \"#00C19C\", color = \"white\") +\n","  ggtitle(\"Ages of High-Risk Drivers\") +\n","  xlab(\"Age\") +\n","  ylab(\"Count\") +\n","  theme(plot.title = element_text(hjust = 0.5))+\n","  theme_minimal()+\n","  scale_x_continuous(breaks = seq(0, 100, by= 5))"],"metadata":{"id":"Mj-0i6Kmberk","colab":{"base_uri":"https://localhost:8080/","height":437},"executionInfo":{"status":"ok","timestamp":1677903654999,"user_tz":300,"elapsed":532,"user":{"displayName":"Rui Han","userId":"05307395544784743279"}},"outputId":"fca1d38f-a334-49ac-bab3-b271ac5fdf2c"},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":["plot without 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qCU5olUpl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\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R8/vqSkhF+0WCwTJ068evUqhdIcx02Z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\nAAAAgEz8Hwq4RlQBh2ZiAAAAAElFTkSuQmCC"},"metadata":{"image/png":{"width":420,"height":420}}}]},{"cell_type":"code","source":["#high_risk_crashes_male_female <- subset(high_risk_crashes, sex %in% c(\"Male\", \"Female\"))\n","ggplot(high_risk_crashes , aes(x = sex)) +\n","  geom_bar(fill = \"#00C19C\") +\n","  ggtitle(\"Gender Distribution of High Risk Drivers\") +\n","  xlab(\"Gender\") +\n","  ylab(\"Count\") +\n","  scale_x_continuous(breaks = c(1, 2), labels = c(\"Male\", \"Female\"))\n","  scale_y_continuous(labels = scales::comma) +\n","  geom_text(stat=\"count\", aes(label= paste0(round((..count../sum(..count..))*100), \"%\")),\n","            position=position_stack(vjust=0.5))\n","\n"],"metadata":{"id":"iRYnnqrgbVI4","colab":{"base_uri":"https://localhost:8080/","height":703},"executionInfo":{"status":"error","timestamp":1677901814157,"user_tz":300,"elapsed":521,"user":{"displayName":"Rui Han","userId":"05307395544784743279"}},"outputId":"86608893-d70c-4423-eb86-f9f67236dacf"},"execution_count":13,"outputs":[{"output_type":"error","ename":"ERROR","evalue":"ignored","traceback":["\u001b[1m\u001b[33mError\u001b[39m:\u001b[22m\n\u001b[1m\u001b[22m\u001b[33m!\u001b[39m Cannot add \u001b[34m<ggproto>\u001b[39m objects together\n\u001b[36mℹ\u001b[39m Did you forget to add this object to a \u001b[34m<ggplot>\u001b[39m object?\nTraceback:\n","1. `+.gg`(scale_y_continuous(labels = scales::comma), geom_text(stat = \"count\", \n .     aes(label = paste0(round((..count../sum(..count..)) * 100), \n .         \"%\")), position = position_stack(vjust = 0.5)))","2. cli::cli_abort(c(\"Cannot add {.cls ggproto} objects together\", \n .     i = \"Did you forget to add this object to a {.cls ggplot} object?\"))","3. rlang::abort(message, ..., call = call, use_cli_format = TRUE, \n .     .frame = .frame)","4. signal_abort(cnd, .file)"]},{"output_type":"display_data","data":{"text/plain":["plot without title"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAAAwZwBAQECAgID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\nASkgJCAFhASkgJCAFBASkIL/DzBhfNLwtjZlAAAAAElFTkSuQmCC"},"metadata":{"image/png":{"width":420,"height":420}}}]},{"cell_type":"code","source":["high_risk_crashes$druginv_status <- ifelse(high_risk_crashes$druginv == 0, \"No\",\n","                                           ifelse(high_risk_crashes$druginv == 1, \"Yes\",                                                  ifelse(high_risk_crashes$druginv == 8, \"Not reported\",\n","                                                         ifelse(high_risk_crashes$druginv == 9, \"Unknown\", NA))))\n","ggplot(high_risk_crashes, aes(x = druginv)) +\n","  geom_bar(fill = \"#00C19C\") +\n","  ggtitle(\"Drug Involvement Distribution of High Risk Drivers\") +\n","  xlab(\"drug involvement\") +\n","  ylab(\"Count\") +\n","  scale_y_continuous(labels = scales::comma)+\n","  geom_text(stat = \"count\", aes(label = paste0(round((..count../sum(..count..))*100), \"%\")),\n","            position = position_stack(vjust = 0.5), color = \"white\") +\n","  theme_minimal() +\n","  theme(plot.title = element_text(face = \"bold\", size = 14),\n","        axis.title = element_text(face = \"bold\", size = 12),\n","        axis.text = element_text(size = 10))+\n","  scale_x_continuous(breaks = c(0, 1, 8, 9), labels = c(\"No\", \"Yes\", \"Not reported\", \"Unknown\"))\n","\n","#need Tam\n","\n"],"metadata":{"id":"HHIYHubDdl0o","colab":{"base_uri":"https://localhost:8080/","height":437},"executionInfo":{"status":"ok","timestamp":1677901869035,"user_tz":300,"elapsed":483,"user":{"displayName":"Rui Han","userId":"05307395544784743279"}},"outputId":"a055e4d6-2000-4abe-9606-eeb6114bb3ad"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":["plot without title"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\n992T4dyrmBK510cVzic+8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REOwAACIh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\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AAAAMCeAtwURFTaUG8Z/NNQT0QBUnmR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\n4v8Afd7/A1Wqj2gAAAAASUVORK5CYII="},"metadata":{"image/png":{"width":420,"height":420}}}]},{"cell_type":"code","source":["ggplot(high_risk_crashes, aes(x = alcinvol)) +\n","  geom_bar(fill = \"#00C19C\") +\n","  ggtitle(\"Alcoho Involvement Distribution of High Risk Drivers\") +\n","  xlab(\"Alcohol involvement\") +\n","  ylab(\"Count\") +\n","  scale_y_continuous(labels = scales::comma)+\n","  geom_text(stat = \"count\", aes(label = paste0(round((..count../sum(..count..))*100), \"%\")),\n","            position = position_stack(vjust = 0.5), color = \"white\") +\n","  theme_minimal() +\n","  theme(plot.title = element_text(face = \"bold\", size = 14),\n","        axis.title = element_text(face = \"bold\", size = 12),\n","        axis.text = element_text(size = 10))+\n","  scale_x_continuous(breaks = c(0, 1, 8, 9), labels = c(\"No\", \"Yes\", \"Not reported\", \"Unknown\"))\n","\n","\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":437},"id":"TQ-Yybo0dnFo","executionInfo":{"status":"ok","timestamp":1677901900545,"user_tz":300,"elapsed":674,"user":{"displayName":"Rui Han","userId":"05307395544784743279"}},"outputId":"19ce22f0-511f-4cba-d21d-bed0673f7c8a"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["plot without 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ASIJgBwAA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\n0rJw4cKr7dbFc0KwAzyIa+wAuHL8+HHlEqsJEyYoLbfddpvFYhE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