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  "Title": "Causal Inference with Spatio-Temporal Data",
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  "Authors@R": "c(\nperson(given = \"Mitsuru\", family = \"Mukaigawara\",\nemail = \"mitsuru_mukaigawara@g.harvard.edu\",\nrole = c(\"cre\", \"aut\"),\ncomment = c(ORCID = \"0000-0001-6530-2083\")),\nperson(given = \"Lingxiao\", family = \"Zhou\",\nemail = \"zhou.l@ufl.edu\",\nrole = c(\"aut\")),\nperson(given = \"Georgia\", family = \"Papadogeorgou\",\nemail = \"gpapadogeorgou@ufl.edu\",\nrole = \"aut\",\ncomment = c(ORCID = \"0000-0002-1982-2245\")),\nperson(given = \"Jason\", family = \"Lyall\",\nemail = \"Jason.Lyall@dartmouth.edu\",\nrole = \"aut\",\ncomment = c(ORCID = \"0000-0001-9117-7503\")),\nperson(given = \"Kosuke\", family = \"Imai\",\nemail = \"imai@harvard.edu\",\nrole = \"aut\",\ncomment = c(ORCID = \"0000-0002-2748-1022\")))",
  "Maintainer": "Mitsuru Mukaigawara <mitsuru_mukaigawara@g.harvard.edu>",
  "Description": "Spatio-temporal causal inference based on point process\ndata. You provide the raw data of locations and timings of\ntreatment and outcome events, specify counterfactual scenarios,\nand the package estimates causal effects over specified spatial\nand temporal windows. See Papadogeorgou, et al. (2022)\n<doi:10.1111/rssb.12548> and Mukaigawara, et al. (2024)\n<doi:10.31219/osf.io/5kc6f>.",
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  "Date/Publication": "2026-05-25 00:38:41 UTC",
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  "Author": "Mitsuru Mukaigawara [cre, aut] (ORCID:\n<https://orcid.org/0000-0001-6530-2083>),\nLingxiao Zhou [aut],\nGeorgia Papadogeorgou [aut] (ORCID:\n<https://orcid.org/0000-0002-1982-2245>),\nJason Lyall [aut] (ORCID: <https://orcid.org/0000-0001-9117-7503>),\nKosuke Imai [aut] (ORCID: <https://orcid.org/0000-0002-2748-1022>)",
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    "get_sens",
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    "get_weighted_surf",
    "get_window",
    "imls_to_arr",
    "pixel_count_ppp",
    "sim_cf_dens",
    "sim_power_dens",
    "smooth_ppp"
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      "object": "iraq_window",
      "class": [
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      "table": false,
      "tojson": false
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  "_help": [
    {
      "page": "airstrikes",
      "title": "airstrikes",
      "topics": [
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      ]
    },
    {
      "page": "airstrikes_2006",
      "title": "airstrikes_2006",
      "topics": [
        "airstrikes_2006"
      ]
    },
    {
      "page": "conv_owin_into_sf",
      "title": "Convert windows into sf objects",
      "topics": [
        "conv_owin_into_sf"
      ]
    },
    {
      "page": "dx_outpred",
      "title": "Perform out-of-sample prediction",
      "topics": [
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      ]
    },
    {
      "page": "dx_supthin",
      "title": "Perform superthinning tests",
      "topics": [
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    },
    {
      "page": "get_adaptive_baseline_dens",
      "title": "Generate adaptive intervention densities based on historical data",
      "topics": [
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      ]
    },
    {
      "page": "get_base_dens",
      "title": "Get the baseline density",
      "topics": [
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      ]
    },
    {
      "page": "get_cate",
      "title": "Generate a Hajek estimator for heterogeneity analysis",
      "topics": [
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      "title": "Sensitivity analysis for conditional average treatment effects",
      "topics": [
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    },
    {
      "page": "get_cf_dens",
      "title": "Get counterfactual densities",
      "topics": [
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      ]
    },
    {
      "page": "get_cf_dens_adaptive",
      "title": "Get counterfactual densities",
      "topics": [
        "get_cf_dens_adaptive"
      ]
    },
    {
      "page": "get_cf_sum_log_intens",
      "title": "Calculate the log counterfactual densities",
      "topics": [
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    },
    {
      "page": "get_dist_focus",
      "title": "Get distance maps",
      "topics": [
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      ]
    },
    {
      "page": "get_dist_line",
      "title": "Get distance maps from lines and polygons",
      "topics": [
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      ]
    },
    {
      "page": "get_distexp",
      "title": "Get the expectation of treatment events with arbitrary distances",
      "topics": [
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    },
    {
      "page": "get_elev",
      "title": "Get elevation data",
      "topics": [
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    },
    {
      "page": "get_em_vec",
      "title": "convert a list of im objects to a vector",
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    },
    {
      "page": "get_est",
      "title": "Get causal estimates comparing two scenarios",
      "topics": [
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    },
    {
      "page": "get_estimates",
      "title": "Generate a Hajek estimator",
      "topics": [
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    },
    {
      "page": "get_hfr",
      "title": "Create a hyperframe",
      "topics": [
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      ]
    },
    {
      "page": "get_hist",
      "title": "Obtain histories of treatment or outcome events",
      "topics": [
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      ]
    },
    {
      "page": "get_linear_prog",
      "title": "Solve linear program for sensitivity bounds at a given gamma",
      "topics": [
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    },
    {
      "page": "get_obs_dens",
      "title": "Generate observed densities",
      "topics": [
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    },
    {
      "page": "get_power_dens",
      "title": "Get power densities",
      "topics": [
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    },
    {
      "page": "get_sens",
      "title": "Sensitivity analysis for counterfactual contrasts",
      "topics": [
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    },
    {
      "page": "get_var_bound",
      "title": "Calculate variance upper bounds",
      "topics": [
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    },
    {
      "page": "get_weighted_surf",
      "title": "Generate average weighted surfaces",
      "topics": [
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      ]
    },
    {
      "page": "get_window",
      "title": "Generate a window",
      "topics": [
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      ]
    },
    {
      "page": "imls_to_arr",
      "title": "convert a list of im objects to a three-dimensional array",
      "topics": [
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      ]
    },
    {
      "page": "insurgencies",
      "title": "insurgencies",
      "topics": [
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      "page": "insurgencies_2006",
      "title": "insurgencies_2006",
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    },
    {
      "page": "iraq_window",
      "title": "iraq_window",
      "topics": [
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    },
    {
      "page": "pixel_count_ppp",
      "title": "Get number of events in a pixel",
      "topics": [
        "pixel_count_ppp"
      ]
    },
    {
      "page": "plot.cate",
      "title": "Plot estimated CATE",
      "topics": [
        "plot.cate"
      ]
    },
    {
      "page": "plot.cflist",
      "title": "Plot simulated counterfactual densities",
      "topics": [
        "plot.cflist"
      ]
    },
    {
      "page": "plot.distlist",
      "title": "Plot distance-based expectations",
      "topics": [
        "plot.distlist"
      ]
    },
    {
      "page": "plot.est",
      "title": "Plot estimates",
      "topics": [
        "plot.est"
      ]
    },
    {
      "page": "plot.hyperframe",
      "title": "Plot estimates",
      "topics": [
        "plot.hyperframe"
      ]
    },
    {
      "page": "plot.im",
      "title": "Plot im",
      "topics": [
        "plot.im"
      ]
    },
    {
      "page": "plot.imlist",
      "title": "Plot im objects (list)",
      "topics": [
        "plot.imlist"
      ]
    },
    {
      "page": "plot.list",
      "title": "Plot lists",
      "topics": [
        "plot.list"
      ]
    },
    {
      "page": "plot.obs",
      "title": "Plot observed densities",
      "topics": [
        "plot.obs"
      ]
    },
    {
      "page": "plot.powerlist",
      "title": "Plot simulated power densities",
      "topics": [
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      ]
    },
    {
      "page": "plot.ppplist",
      "title": "Plot point pattern (list)",
      "topics": [
        "plot.ppplist"
      ]
    },
    {
      "page": "plot.supthin",
      "title": "Plot the results of superthinning tests",
      "topics": [
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      ]
    },
    {
      "page": "plot.weights",
      "title": "Plot weights",
      "topics": [
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    },
    {
      "page": "print.cate",
      "title": "Print results",
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    {
      "page": "print.est",
      "title": "Print results",
      "topics": [
        "print.est"
      ]
    },
    {
      "page": "sens_weighted_surf",
      "title": "Generate weighted surfaces for sensitivity analysis",
      "topics": [
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    },
    {
      "page": "sim_cf_dens",
      "title": "Simulate counterfactual densities",
      "topics": [
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      ]
    },
    {
      "page": "sim_power_dens",
      "title": "Simulate power densities",
      "topics": [
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      ]
    },
    {
      "page": "smooth_ppp",
      "title": "Smooth outcome events",
      "topics": [
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      ]
    },
    {
      "page": "summary.cate",
      "title": "Summarize results",
      "topics": [
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      ]
    },
    {
      "page": "summary.est",
      "title": "Summarize results",
      "topics": [
        "summary.est"
      ]
    },
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