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  "Title": "Waiting List Metrics Using Queuing Theory",
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  "Author": "Chris Mainey",
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  "Description": "Waiting list management using queuing theory to analyse,\npredict and manage queues, based on the approach described in\nFong et al. (2022) <doi:10.1101/2022.08.23.22279117>.  Aimed at\nUK National Health Service (NHS) applications, waiting list\nsummary statistics, target-value calculations, waiting list\nsimulation, and scheduling functions are included.",
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    "calc_queue_load",
    "calc_relief_capacity",
    "calc_target_capacity",
    "calc_target_mean_wait",
    "calc_target_queue_size",
    "calc_waiting_list_pressure",
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    "format_histogram",
    "plot_rtt_journey",
    "rep_rtt_improvement",
    "sim_exponential_histogram",
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    "sim_schedule",
    "vis_plot_geometric_hist",
    "vis_plot_hist",
    "wl_fit_geometric_hist",
    "wl_insert",
    "wl_insert_hist",
    "wl_join",
    "wl_join_hist",
    "wl_mean_wait_age",
    "wl_mean_wait_age_hist",
    "wl_mean_wait_sojourn",
    "wl_percentile_hist",
    "wl_queue_size",
    "wl_queue_size_hist",
    "wl_referral_stats",
    "wl_referral_stats_hist",
    "wl_removal_stats",
    "wl_removal_stats_hist",
    "wl_schedule",
    "wl_simulator",
    "wl_stats",
    "wl_stats_hist"
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      "title": "demographic data",
      "object": "demographic_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "hospital_site",
        "main_spec_code",
        "opcs4_code",
        "n",
        "mean_arrival_rate",
        "mean_wait",
        "start_date",
        "sd",
        "rott"
      ],
      "rows": 5,
      "table": true,
      "tojson": true
    },
    {
      "name": "opcs4",
      "title": "OPCS4 data",
      "object": "opcs4",
      "class": [
        "data.frame"
      ],
      "fields": [
        "code_1digit",
        "name_1digit",
        "code_3digit",
        "name_3digit",
        "code_4digit",
        "name_4digit",
        "node_id",
        "parent_id",
        "selectable"
      ],
      "rows": 12251,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "aggregate_histogram",
      "title": "Aggregate a histogram to remove categorical variables and sum to a single waiting list",
      "topics": [
        "aggregate_histogram"
      ]
    },
    {
      "page": "calc_queue_load",
      "title": "Calculate Queue Load",
      "topics": [
        "calc_queue_load"
      ]
    },
    {
      "page": "calc_relief_capacity",
      "title": "Relief Capacity",
      "topics": [
        "calc_relief_capacity"
      ]
    },
    {
      "page": "calc_target_capacity",
      "title": "Target Capacity",
      "topics": [
        "calc_target_capacity"
      ]
    },
    {
      "page": "calc_target_mean_wait",
      "title": "Average Waiting Time",
      "topics": [
        "calc_target_mean_wait"
      ]
    },
    {
      "page": "calc_target_queue_size",
      "title": "Target Queue Size",
      "topics": [
        "calc_target_queue_size"
      ]
    },
    {
      "page": "calc_waiting_list_pressure",
      "title": "Calculate Waiting List Pressure",
      "topics": [
        "calc_waiting_list_pressure"
      ]
    },
    {
      "page": "create_waiting_list",
      "title": "Create Waiting List",
      "topics": [
        "create_waiting_list"
      ]
    },
    {
      "page": "demographic_data",
      "title": "demographic data",
      "topics": [
        "demographic_data"
      ]
    },
    {
      "page": "format_histogram",
      "title": "Format Histogram Data for Waiting List Metrics",
      "topics": [
        "format_histogram"
      ]
    },
    {
      "page": "opcs4",
      "title": "OPCS4 data",
      "topics": [
        "opcs4"
      ]
    },
    {
      "page": "plot_rtt_journey",
      "title": "Create a ggplot of an RTT improvement journey",
      "topics": [
        "plot_rtt_journey"
      ]
    },
    {
      "page": "rep_rtt_improvement",
      "title": "Make an RTT improvement report",
      "topics": [
        "rep_rtt_improvement"
      ]
    },
    {
      "page": "sim_exponential_histogram",
      "title": "Create a simulated histogram in the format used by the package",
      "topics": [
        "sim_exponential_histogram"
      ]
    },
    {
      "page": "sim_patients",
      "title": "Generator of NHS patients",
      "topics": [
        "sim_patients"
      ]
    },
    {
      "page": "sim_schedule",
      "title": "Generator a list of dates to schedule",
      "topics": [
        "sim_schedule"
      ]
    },
    {
      "page": "vis_plot_geometric_hist",
      "title": "Plot a Waiting-list Histogram Against a Fitted Geometric Distribution",
      "topics": [
        "vis_plot_geometric_hist"
      ]
    },
    {
      "page": "vis_plot_hist",
      "title": "Plot Actual vs Geometric Target Waiting List Histogram",
      "topics": [
        "vis_plot_hist"
      ]
    },
    {
      "page": "wl_fit_geometric_hist",
      "title": "Fit a Geometric Distribution to a Waiting-list Histogram",
      "topics": [
        "wl_fit_geometric_hist"
      ]
    },
    {
      "page": "wl_insert",
      "title": "Insert new referrals into the waiting list",
      "topics": [
        "wl_insert"
      ]
    },
    {
      "page": "wl_insert_hist",
      "title": "Insert some patients into a waiting list in histogram format",
      "topics": [
        "wl_insert_hist"
      ]
    },
    {
      "page": "wl_join",
      "title": "Join two waiting list",
      "topics": [
        "wl_join"
      ]
    },
    {
      "page": "wl_join_hist",
      "title": "Join Two Waiting Lists in Histogram Format",
      "topics": [
        "wl_join_hist"
      ]
    },
    {
      "page": "wl_mean_wait_age",
      "title": "Calculate Mean Age of Waiting for Patients on Waiting List",
      "topics": [
        "wl_mean_wait_age"
      ]
    },
    {
      "page": "wl_mean_wait_age_hist",
      "title": "Calculate Mean Waiting Age from Waiting List History",
      "topics": [
        "wl_mean_wait_age_hist"
      ]
    },
    {
      "page": "wl_mean_wait_sojourn",
      "title": "Calculate Mean Sojourn Time Between Referral and Removal",
      "topics": [
        "wl_mean_wait_sojourn"
      ]
    },
    {
      "page": "wl_percentile_hist",
      "title": "Calculate the date and waiting time corresponding to a given percentile in waiting list history",
      "topics": [
        "wl_percentile_hist"
      ]
    },
    {
      "page": "wl_queue_size",
      "title": "Queue size calculator",
      "topics": [
        "wl_queue_size"
      ]
    },
    {
      "page": "wl_queue_size_hist",
      "title": "Calculates the number of people in a queue",
      "topics": [
        "wl_queue_size_hist"
      ]
    },
    {
      "page": "wl_referral_stats",
      "title": "Calculate some stats about referrals",
      "topics": [
        "wl_referral_stats"
      ]
    },
    {
      "page": "wl_referral_stats_hist",
      "title": "Calculate some stats about referrals from histogram data",
      "topics": [
        "wl_referral_stats_hist"
      ]
    },
    {
      "page": "wl_removal_stats",
      "title": "Calculate some stats about removals",
      "topics": [
        "wl_removal_stats"
      ]
    },
    {
      "page": "wl_removal_stats_hist",
      "title": "Calculate some stats about removals from histogram data",
      "topics": [
        "wl_removal_stats_hist"
      ]
    },
    {
      "page": "wl_schedule",
      "title": "A simple operation scheduler",
      "topics": [
        "wl_schedule"
      ]
    },
    {
      "page": "wl_simulator",
      "title": "Simple simulator to create a waiting list",
      "topics": [
        "wl_simulator"
      ]
    },
    {
      "page": "wl_stats",
      "title": "Calculate some stats about the waiting list",
      "topics": [
        "wl_stats"
      ]
    },
    {
      "page": "wl_stats_hist",
      "title": "Calculate waiting list statistics from histogram data",
      "topics": [
        "wl_stats_hist"
      ]
    }
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      "filename": "histogram_analysis.html",
      "title": "Analysing Waiting Lists with Histogram Data",
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      "headings": [
        "Introduction",
        "When to Use Histogram Functions",
        "Histogram Data Structure",
        "Creating Histogram Data",
        "Example: Converting Weekly Bins",
        "Multiple Time Points",
        "Using format_histogram()",
        "Core Analysis Functions",
        "Queue Size",
        "Referral Statistics (Demand)",
        "Removal Statistics (Capacity)",
        "Mean Waiting Time",
        "Percentile Waiting Times",
        "Comprehensive Statistics with wl_stats_hist()",
        "Understanding the Results",
        "Working with Multiple Snapshots",
        "Time Series Analysis",
        "Filtering Date Ranges",
        "Working with Categorical Variables",
        "Multiple Specialties",
        "Aggregating Across Categories",
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        "Summary",
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        "Next Steps",
        "References"
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      "created": "2026-07-09 12:27:07",
      "modified": "2026-07-09 12:27:07",
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        "3. How our list will change with referral growth / service change",
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      "modified": "2026-07-09 12:27:07",
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