Genome-wide Association Study Visualization Tool
Scatter2D graphs are a fundamental visualization tool used to display the relationship between two numerical variables. Each data point is represented as a dot on a two-dimensional plane, where the x-coordinate and y-coordinate correspond to the values of the two variables. This allows for quick identification of trends, clusters, and outliers in the data. Applications range from scientific data analysis to business intelligence, making them highly versatile. Creating effective Scatter2D graphs involves careful consideration of axis scaling, labeling, and color-coding. Highlighting specific data points or regions can improve understanding. Interactive Scatter2D plots further enhance exploration, allowing users to zoom, pan, and select individual data points for detailed examination. Choosing appropriate visualization tools greatly impacts the ability to draw meaningful insights from data.
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<head>
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<link rel="stylesheet" href="https://www.canvasxpress.org/dist/canvasXpress.css" type="text/css"/>
<script src="https://www.canvasxpress.org/dist/canvasXpress.min.js"></script>
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<canvas id="canvasId" width="600" height="600"></canvas>
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<script>
// Use a data frame (2D-array) for the graph
var data = [
[ "Id", "Chr", "Pos", "-log10(pValue)"],
[ "rs1", 1, 1, 0.038],
[ "rs2", 1, 2, 0.028],
[ "rs3", 1, 3, 0.543],
[ "rs4", 1, 4, 0.08],
[ "rs5", 1, 5, 0.192],
[ "rs6", 1, 6, 0.284],
[ "rs7", 1, 7, 0.132],
[ "rs8", 1, 8, 0.87],
[ "rs9", 1, 9, 0.182],
[ "rs10", 1, 10, 0.151],
[ "rs11", 1, 11, 0.339],
[ "rs12", 1, 12, 0.143],
[ "rs13", 1, 13, 0.029],
[ "rs14", 1, 14, 0.592],
[ "rs15", 1, 15, 0.335],
[ "rs16", 1, 16, 0.026],
[ "rs17", 1, 17, 0.009],
[ "rs18", 1, 18, 0.93],
[ "rs19", 1, 19, 0.323],
[ "rs20", 1, 20, 0.251],
[ "rs21", 1, 21, 0.043],
[ "rs22", 1, 22, 0.857],
[ "rs23", 1, 23, 0.004],
[ "rs24", 1, 24, 0.023],
[ "rs25", 1, 25, 1.083],
[ "rs26", 1, 26, 0.288],
[ "rs27", 1, 27, 0.408],
[ "rs28", 1, 28, 0.042],
// ... (data truncated after 29 records for clarity)
]
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"decorations" : {
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"marker" : [{"align" : "left","offsetX" : 5,"offsetY" : 0,"rotate" : -45,"sample" : ["Chr","Pos","-log10(pValue)"],
"text" : "rs4064",
"type" : "text",
"variable" : "rs4064"
}
]
},
"graphType" : "Scatter2D",
"highlightVar" : ["rs13895","rs11846"],
"manhattanMarkerChromosomeNumber" : "Chr",
"manhattanMarkerLogPValue" : "-log10(pValue)",
"manhattanMarkerPosition" : "Pos",
"scatterOutlineThreshold" : 5000,
"scatterType" : "manhattan",
"title" : "Manhattan Plot",
"xAxis" : ["Pos"],
"yAxis" : ["-log10(pValue)"]
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</script>
</body>
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<html>
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<link rel="stylesheet" href="https://www.canvasxpress.org/dist/canvasXpress.css" type="text/css"/>
<script src="https://www.canvasxpress.org/dist/canvasXpress.min.js"></script>
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<body>
<!-- Create a canvas element for the chart with the desired dimensions -->
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<canvas id="canvasId" width="600" height="600"></canvas>
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}
}
// Create the configuration for the graph
var config = {
"chromosomeLengths" : [1500,1191,1040,945,877,825,784,750,721,696,674,655,638,622,608,595,583,572,562,553,544,535],
"decorations" : {
"line" : [{"color" : "rgb(255,0,0)","width" : 1,"y" : 7},{"color" : "rgb(0,0,255)","width" : 1,"y" : 5}],
"marker" : [{"align" : "left","offsetX" : 5,"offsetY" : 0,"rotate" : -45,"sample" : ["Chr","Pos","-log10(pValue)"],
"text" : "rs4064",
"type" : "text",
"variable" : "rs4064"
}
]
},
"graphType" : "Scatter2D",
"highlightVar" : ["rs13895","rs11846"],
"manhattanMarkerChromosomeNumber" : "Chr",
"manhattanMarkerLogPValue" : "-log10(pValue)",
"manhattanMarkerPosition" : "Pos",
"scatterOutlineThreshold" : 5000,
"scatterType" : "manhattan",
"title" : "Manhattan Plot",
"xAxis" : ["Pos"],
"yAxis" : ["-log10(pValue)"]
}
// Event used to create graph (optional)
var events = false
// Call the CanvasXpress function to create the graph
var cX = new CanvasXpress("canvasId", data, config, events);
</script>
</body>
</html>
library(canvasXpress)
y=read.table("https://www.canvasxpress.org/data/r/cX-gwas-dat.txt", header=TRUE, sep="\t", quote="", row.names=1, fill=TRUE, check.names=FALSE, stringsAsFactors=FALSE)
canvasXpress(
data=y,
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graphType="Scatter2D",
highlightVar=list("rs13895", "rs11846"),
manhattanMarkerChromosomeNumber="Chr",
manhattanMarkerLogPValue="-log10(pValue)",
manhattanMarkerPosition="Pos",
scatterOutlineThreshold=5000,
scatterType="manhattan",
title="Manhattan Plot",
xAxis=list("Pos"),
yAxis=list("-log10(pValue)")
)
from canvasxpress.canvas import CanvasXpress
from canvasxpress.plot import show_in_browser
if __name__ == "__main__":
# Define the chart with its data and configuration
chart: CanvasXpress = CanvasXpress(
render_to = "scatter2d16",
data = {
"y": {
"data": [
[1, 1, 0.038],
[1, 2, 0.028],
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"rs2010", "rs2011", "rs2012", "rs2013", "rs2014", "rs2015", "rs2016", "rs2017", "rs2018", "rs2019", "rs2020", "rs2021", "rs2022", "rs2023", "rs2024", "rs2025", "rs2026", "rs2027", "rs2028", "rs2029", "rs2030", "rs2031", "rs2032", "rs2033", "rs2034", "rs2035", "rs2036", "rs2037", "rs2038", "rs2039", "rs2040", "rs2041", "rs2042", "rs2043", "rs2044", "rs2045", "rs2046", "rs2047", "rs2048", "rs2049", "rs2050", "rs2051", "rs2052", "rs2053", "rs2054", "rs2055", "rs2056", "rs2057", "rs2058", "rs2059", "rs2060", "rs2061", "rs2062", "rs2063", "rs2064", "rs2065", "rs2066", "rs2067", "rs2068", "rs2069", "rs2070", "rs2071", "rs2072", "rs2073", "rs2074", "rs2075", "rs2076", "rs2077", "rs2078", "rs2079", "rs2080", "rs2081", "rs2082", "rs2083", "rs2084", "rs2085", "rs2086", "rs2087", "rs2088", "rs2089", "rs2090", "rs2091", "rs2092", "rs2093", "rs2094", "rs2095", "rs2096", "rs2097", "rs2098", "rs2099", "rs2100", "rs2101", "rs2102", "rs2103", "rs2104", "rs2105", "rs2106", "rs2107", "rs2108", "rs2109", "rs2110", "rs2111", "rs2112", "rs2113", "rs2114", "rs2115", "rs2116", "rs2117", "rs2118", "rs2119", "rs2120", "rs2121", "rs2122", "rs2123", "rs2124", "rs2125", "rs2126", "rs2127", "rs2128", "rs2129", "rs2130", "rs2131", "rs2132", "rs2133", "rs2134", "rs2135", "rs2136", "rs2137", "rs2138", "rs2139", "rs2140", "rs2141", "rs2142", "rs2143", "rs2144", "rs2145", "rs2146", "rs2147", "rs2148", "rs2149", "rs2150", "rs2151", "rs2152", "rs2153", "rs2154", "rs2155", "rs2156", "rs2157", "rs2158", "rs2159", "rs2160", "rs2161", "rs2162", "rs2163", "rs2164", "rs2165", "rs2166", "rs2167", "rs2168", "rs2169", "rs2170", "rs2171", "rs2172", "rs2173", "rs2174", "rs2175", "rs2176", "rs2177", "rs2178", "rs2179", "rs2180", "rs2181", "rs2182", "rs2183", "rs2184", "rs2185", "rs2186", "rs2187", "rs2188", "rs2189", "rs2190", "rs2191", "rs2192", "rs2193", "rs2194", "rs2195", "rs2196", "rs2197", "rs2198", "rs2199", "rs2200", "rs2201", "rs2202", "rs2203", "rs2204", "rs2205", "rs2206", "rs2207", "rs2208", "rs2209", "rs2210", "rs2211", "rs2212", "rs2213", "rs2214", "rs2215", "rs2216", "rs2217", "rs2218", "rs2219", "rs2220", "rs2221", "rs2222", "rs2223", "rs2224", "rs2225", "rs2226", "rs2227", "rs2228", "rs2229", "rs2230", "rs2231", "rs2232", "rs2233", "rs2234", "rs2235", "rs2236", "rs2237", "rs2238", "rs2239", "rs2240", "rs2241", "rs2242", "rs2243", "rs2244", "rs2245", "rs2246", "rs2247", "rs2248", "rs2249", "rs2250", "rs2251", "rs2252", "rs2253", "rs2254", "rs2255", "rs2256", "rs2257", "rs2258", "rs2259", "rs2260", "rs2261", "rs2262", "rs2263", "rs2264", "rs2265", "rs2266", "rs2267", "rs2268", "rs2269", "rs2270", "rs2271", "rs2272", "rs2273", "rs2274", "rs2275", "rs2276", "rs2277", "rs2278", "rs2279", "rs2280", "rs2281", "rs2282", "rs2283", "rs2284", "rs2285", "rs2286", "rs2287", "rs2288", "rs2289", "rs2290", "rs2291", "rs2292", "rs2293", "rs2294", "rs2295", "rs2296", "rs2297", "rs2298", "rs2299", "rs2300", "rs2301", "rs2302", "rs2303", "rs2304", "rs2305", "rs2306", "rs2307", "rs2308", "rs2309", "rs2310", "rs2311", "rs2312", "rs2313", "rs2314", "rs2315", "rs2316", "rs2317", "rs2318", "rs2319", "rs2320", "rs2321", "rs2322", "rs2323", "rs2324", "rs2325", "rs2326", "rs2327", "rs2328", "rs2329", "rs2330", "rs2331", "rs2332", "rs2333", "rs2334", "rs2335", "rs2336", "rs2337", "rs2338", "rs2339", "rs2340", "rs2341", "rs2342", "rs2343", "rs2344", "rs2345", "rs2346", "rs2347", "rs2348", "rs2349", "rs2350", "rs2351", "rs2352", "rs2353", "rs2354", "rs2355", "rs2356", "rs2357", "rs2358", "rs2359", "rs2360", "rs2361", "rs2362", "rs2363", "rs2364", "rs2365", "rs2366", "rs2367", "rs2368", "rs2369", "rs2370", "rs2371", "rs2372", "rs2373", "rs2374", "rs2375", "rs2376", "rs2377", "rs2378", "rs2379", "rs2380", "rs2381", "rs2382", "rs2383", "rs2384", "rs2385", "rs2386", "rs2387", "rs2388", "rs2389", "rs2390", "rs2391", "rs2392", "rs2393", "rs2394", "rs2395", "rs2396", "rs2397", "rs2398", "rs2399", "rs2400", "rs2401", "rs2402", "rs2403", "rs2404", "rs2405", "rs2406", "rs2407", "rs2408", "rs2409", "rs2410", "rs2411", "rs2412", "rs2413", "rs2414", "rs2415", "rs2416", "rs2417", "rs2418", "rs2419", "rs2420", "rs2421", "rs2422", "rs2423", "rs2424", "rs2425", "rs2426", "rs2427", "rs2428", "rs2429", "rs2430", "rs2431", "rs2432", "rs2433", "rs2434", "rs2435", "rs2436", "rs2437", "rs2438", "rs2439", "rs2440", "rs2441", "rs2442", "rs2443", "rs2444", "rs2445", "rs2446", "rs2447", "rs2448", "rs2449", "rs2450", "rs2451", "rs2452", "rs2453", "rs2454", "rs2455", "rs2456", "rs2457", "rs2458", "rs2459", "rs2460", "rs2461", "rs2462", "rs2463", "rs2464", "rs2465", "rs2466", "rs2467", "rs2468", "rs2469", "rs2470", "rs2471", "rs2472", "rs2473", "rs2474", "rs2475", "rs2476", "rs2477", "rs2478", "rs2479", "rs2480", "rs2481", "rs2482", "rs2483", "rs2484", "rs2485", "rs2486", "rs2487", "rs2488", "rs2489", "rs2490", "rs2491", "rs2492", "rs2493", "rs2494", "rs2495", "rs2496", "rs2497", "rs2498", "rs2499", "rs2500", "rs2501", "rs2502", "rs2503", "rs2504", "rs2505", "rs2506", "rs2507", "rs2508", "rs2509", "rs2510", "rs2511", "rs2512", "rs2513", "rs2514", "rs2515", "rs2516", "rs2517", "rs2518", "rs2519", "rs2520", "rs2521", "rs2522", "rs2523", "rs2524", "rs2525", "rs2526", "rs2527", "rs2528", "rs2529", "rs2530", "rs2531", "rs2532", "rs2533", "rs2534", "rs2535", "rs2536", "rs2537", "rs2538", "rs2539", "rs2540", "rs2541", "rs2542", "rs2543", "rs2544", "rs2545", "rs2546", "rs2547", "rs2548", "rs2549", "rs2550", "rs2551", "rs2552", "rs2553", "rs2554", "rs2555", "rs2556", "rs2557", "rs2558", "rs2559", "rs2560", "rs2561", "rs2562", "rs2563", "rs2564", "rs2565", "rs2566", "rs2567", "rs2568", "rs2569", "rs2570", "rs2571", "rs2572", "rs2573", "rs2574", "rs2575", "rs2576", "rs2577", "rs2578", "rs2579", "rs2580", "rs2581", "rs2582", "rs2583", "rs2584", "rs2585", "rs2586", "rs2587", "rs2588", "rs2589", "rs2590", "rs2591", "rs2592", "rs2593", "rs2594", "rs2595", "rs2596", "rs2597", "rs2598", "rs2599", "rs2600", "rs2601", "rs2602", "rs2603", "rs2604", "rs2605", "rs2606", "rs2607", "rs2608", "rs2609", "rs2610", "rs2611", "rs2612", "rs2613", "rs2614", "rs2615", "rs2616", "rs2617", "rs2618", "rs2619", "rs2620", "rs2621", "rs2622", "rs2623", "rs2624", "rs2625", "rs2626", "rs2627", "rs2628", "rs2629", "rs2630", "rs2631", "rs2632", "rs2633", "rs2634", "rs2635", "rs2636", "rs2637", "rs2638", "rs2639", "rs2640", "rs2641", "rs2642", "rs2643", "rs2644", "rs2645", "rs2646", "rs2647", "rs2648", "rs2649", "rs2650", "rs2651", "rs2652", "rs2653", "rs2654", "rs2655", "rs2656", "rs2657", "rs2658", "rs2659", "rs2660", "rs2661", "rs2662", "rs2663", "rs2664", "rs2665", "rs2666", "rs2667", "rs2668", "rs2669", "rs2670", "rs2671", "rs2672", "rs2673", "rs2674", "rs2675", "rs2676", "rs2677", "rs2678", "rs2679", "rs2680", "rs2681", "rs2682", "rs2683", "rs2684", "rs2685", "rs2686", "rs2687", "rs2688", "rs2689", "rs2690", "rs2691", "rs2692", "rs2693", "rs2694", "rs2695", "rs2696", "rs2697", "rs2698", "rs2699", "rs2700", "rs2701", "rs2702", "rs2703", "rs2704", "rs2705", "rs2706", "rs2707", "rs2708", "rs2709", "rs2710", "rs2711", "rs2712", "rs2713", "rs2714", "rs2715", "rs2716", "rs2717", "rs2718", "rs2719", "rs2720", "rs2721", "rs2722", "rs2723", "rs2724", "rs2725", "rs2726", "rs2727", "rs2728", "rs2729", "rs2730", "rs2731", "rs2732", "rs2733", "rs2734", "rs2735", "rs2736", "rs2737", "rs2738", "rs2739", "rs2740", "rs2741", "rs2742", "rs2743", "rs2744", "rs2745", "rs2746", "rs2747", "rs2748", "rs2749", "rs2750", "rs2751", "rs2752", "rs2753", "rs2754", "rs2755", "rs2756", "rs2757", "rs2758", "rs2759", "rs2760", "rs2761", "rs2762", "rs2763", "rs2764", "rs2765", "rs2766", "rs2767", "rs2768", "rs2769", "rs2770", "rs2771", "rs2772", "rs2773", "rs2774", "rs2775", "rs2776", "rs2777", "rs2778", "rs2779", "rs2780", "rs2781", "rs2782", "rs2783", "rs2784", "rs2785", "rs2786", "rs2787", "rs2788", "rs2789", "rs2790", "rs2791", "rs2792", "rs2793", "rs2794", "rs2795", "rs2796", "rs2797", "rs2798", "rs2799", "rs2800", "rs2801", "rs2802", "rs2803", "rs2804", "rs2805", "rs2806", "rs2807", "rs2808", "rs2809", "rs2810", "rs2811", "rs2812", "rs2813", "rs2814", "rs2815", "rs2816", "rs2817", "rs2818", "rs2819", "rs2820", "rs2821", "rs2822", "rs2823", "rs2824", "rs2825", "rs2826", "rs2827", "rs2828", "rs2829", "rs2830", "rs2831", "rs2832", "rs2833", "rs2834", "rs2835", "rs2836", "rs2837", "rs2838", "rs2839", "rs2840", "rs2841", "rs2842", "rs2843", "rs2844", "rs2845", "rs2846", "rs2847", "rs2848", "rs2849", "rs2850", "rs2851", "rs2852", "rs2853", "rs2854", "rs2855", "rs2856", "rs2857", "rs2858", "rs2859", "rs2860", "rs2861", "rs2862", "rs2863", "rs2864", "rs2865", "rs2866", "rs2867", "rs2868", "rs2869", "rs2870", "rs2871", "rs2872", "rs2873", "rs2874", "rs2875", "rs2876", "rs2877", "rs2878", "rs2879", "rs2880", "rs2881", "rs2882", "rs2883", "rs2884", "rs2885", "rs2886", "rs2887", "rs2888", "rs2889", "rs2890", "rs2891", "rs2892", "rs2893", "rs2894", "rs2895", "rs2896", "rs2897", "rs2898", "rs2899", "rs2900", "rs2901", "rs2902", "rs2903", "rs2904", "rs2905", "rs2906", "rs2907", "rs2908", "rs2909", "rs2910", "rs2911", "rs2912", "rs2913", "rs2914", "rs2915", "rs2916", "rs2917", "rs2918", "rs2919", "rs2920", "rs2921", "rs2922", "rs2923", "rs2924", "rs2925", "rs2926", "rs2927", "rs2928", "rs2929", "rs2930", "rs2931", "rs2932", "rs2933", "rs2934", "rs2935", "rs2936", "rs2937", "rs2938", "rs2939", "rs2940", "rs2941", "rs2942", "rs2943", "rs2944", "rs2945", "rs2946", "rs2947", "rs2948", "rs2949", "rs2950", "rs2951", "rs2952", "rs2953", "rs2954", "rs2955", "rs2956", "rs2957", "rs2958", "rs2959", "rs2960", "rs2961", "rs2962", "rs2963", "rs2964", "rs2965", "rs2966", "rs2967", "rs2968", "rs2969", "rs2970", "rs2971", "rs2972", "rs2973", "rs2974", "rs2975", "rs2976", "rs2977", "rs2978", "rs2979", "rs2980", "rs2981", "rs2982", "rs2983", "rs2984", "rs2985", "rs2986", "rs2987", "rs2988", "rs2989", "rs2990", "rs2991", "rs2992", "rs2993", "rs2994", "rs2995", "rs2996", "rs2997", "rs2998", "rs2999", "rs3000", "rs3001", "rs3002", "rs3003", "rs3004", "rs3005", "rs3006", "rs3007", "rs3008", "rs3009", "rs3010", "rs3011", "rs3012", "rs3013", "rs3014", "rs3015", "rs3016", "rs3017", "rs3018", "rs3019", "rs3020", "rs3021", "rs3022", "rs3023", "rs3024", "rs3025", "rs3026", "rs3027", "rs3028", "rs3029", "rs3030", "rs3031", "rs3032", "rs3033", "rs3034", "rs3035", "rs3036", "rs3037", "rs3038", "rs3039", "rs3040", "rs3041", "rs3042", "rs3043", "rs3044", "rs3045", "rs3046", "rs3047", "rs3048", "rs3049", "rs3050", "rs3051", "rs3052", "rs3053", "rs3054", "rs3055", "rs3056", "rs3057", "rs3058", "rs3059", "rs3060", "rs3061", "rs3062", "rs3063", "rs3064", "rs3065", "rs3066", "rs3067", "rs3068", "rs3069", "rs3070", "rs3071", "rs3072", "rs3073", "rs3074", "rs3075", "rs3076", "rs3077", "rs3078", "rs3079", "rs3080", "rs3081", "rs3082", "rs3083", "rs3084", "rs3085", "rs3086", "rs3087", "rs3088", "rs3089", "rs3090", "rs3091", "rs3092", "rs3093", "rs3094", "rs3095", "rs3096", "rs3097", "rs3098", "rs3099", "rs3100", "rs3101", "rs3102", "rs3103", "rs3104", "rs3105", "rs3106", "rs3107", "rs3108", "rs3109", "rs3110", "rs3111", "rs3112", "rs3113", "rs3114", "rs3115", "rs3116", "rs3117", "rs3118", "rs3119", "rs3120", "rs3121", "rs3122", "rs3123", "rs3124", "rs3125", "rs3126", "rs3127", "rs3128", "rs3129", "rs3130", "rs3131", "rs3132", "rs3133", "rs3134", "rs3135", "rs3136", "rs3137", "rs3138", "rs3139", "rs3140", "rs3141", "rs3142", "rs3143", "rs3144", "rs3145", "rs3146", "rs3147", "rs3148", "rs3149", "rs3150", "rs3151", "rs3152", "rs3153", "rs3154", "rs3155", "rs3156", "rs3157", "rs3158", "rs3159", "rs3160", "rs3161", "rs3162", "rs3163", "rs3164", "rs3165", "rs3166", "rs3167", "rs3168", "rs3169", "rs3170", "rs3171", "rs3172", "rs3173", "rs3174", "rs3175", "rs3176", "rs3177", "rs3178", "rs3179", "rs3180", "rs3181", "rs3182", "rs3183", "rs3184", "rs3185", "rs3186", "rs3187", "rs3188", "rs3189", "rs3190", "rs3191", "rs3192", "rs3193", "rs3194", "rs3195", "rs3196", "rs3197", "rs3198", "rs3199", "rs3200", "rs3201", "rs3202", "rs3203", "rs3204", "rs3205", "rs3206", "rs3207", "rs3208", "rs3209", 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"rs15833", "rs15834", "rs15835", "rs15836", "rs15837", "rs15838", "rs15839", "rs15840", "rs15841", "rs15842", "rs15843", "rs15844", "rs15845", "rs15846", "rs15847", "rs15848", "rs15849", "rs15850", "rs15851", "rs15852", "rs15853", "rs15854", "rs15855", "rs15856", "rs15857", "rs15858", "rs15859", "rs15860", "rs15861", "rs15862", "rs15863", "rs15864", "rs15865", "rs15866", "rs15867", "rs15868", "rs15869", "rs15870", "rs15871", "rs15872", "rs15873", "rs15874", "rs15875", "rs15876", "rs15877", "rs15878", "rs15879", "rs15880", "rs15881", "rs15882", "rs15883", "rs15884", "rs15885", "rs15886", "rs15887", "rs15888", "rs15889", "rs15890", "rs15891", "rs15892", "rs15893", "rs15894", "rs15895", "rs15896", "rs15897", "rs15898", "rs15899", "rs15900", "rs15901", "rs15902", "rs15903", "rs15904", "rs15905", "rs15906", "rs15907", "rs15908", "rs15909", "rs15910", "rs15911", "rs15912", "rs15913", "rs15914", "rs15915", "rs15916", "rs15917", "rs15918", "rs15919", "rs15920", "rs15921", "rs15922", "rs15923", "rs15924", "rs15925", "rs15926", "rs15927", "rs15928", "rs15929", "rs15930", "rs15931", "rs15932", "rs15933", "rs15934", "rs15935", "rs15936", "rs15937", "rs15938", "rs15939", "rs15940", "rs15941", "rs15942", "rs15943", "rs15944", "rs15945", "rs15946", "rs15947", "rs15948", "rs15949", "rs15950", "rs15951", "rs15952", "rs15953", "rs15954", "rs15955", "rs15956", "rs15957", "rs15958", "rs15959", "rs15960", "rs15961", "rs15962", "rs15963", "rs15964", "rs15965", "rs15966", "rs15967", "rs15968", "rs15969", "rs15970", "rs15971", "rs15972", "rs15973", "rs15974", "rs15975", "rs15976", "rs15977", "rs15978", "rs15979", "rs15980", "rs15981", "rs15982", "rs15983", "rs15984", "rs15985", "rs15986", "rs15987", "rs15988", "rs15989", "rs15990", "rs15991", "rs15992", "rs15993", "rs15994", "rs15995", "rs15996", "rs15997", "rs15998", "rs15999", "rs16000", "rs16001", "rs16002", "rs16003", "rs16004", "rs16005", "rs16006", "rs16007", "rs16008", "rs16009", "rs16010", "rs16011", "rs16012", "rs16013", "rs16014", "rs16015", "rs16016", "rs16017", "rs16018", "rs16019", "rs16020", "rs16021", "rs16022", "rs16023", "rs16024", "rs16025", "rs16026", "rs16027", "rs16028", "rs16029", "rs16030", "rs16031", "rs16032", "rs16033", "rs16034", "rs16035", "rs16036", "rs16037", "rs16038", "rs16039", "rs16040", "rs16041", "rs16042", "rs16043", "rs16044", "rs16045", "rs16046", "rs16047", "rs16048", "rs16049", "rs16050", "rs16051", "rs16052", "rs16053", "rs16054", "rs16055", "rs16056", "rs16057", "rs16058", "rs16059", "rs16060", "rs16061", "rs16062", "rs16063", "rs16064", "rs16065", "rs16066", "rs16067", "rs16068", "rs16069", "rs16070", "rs16071", "rs16072", "rs16073", "rs16074", "rs16075", "rs16076", "rs16077", "rs16078", "rs16079", "rs16080", "rs16081", "rs16082", "rs16083", "rs16084", "rs16085", "rs16086", "rs16087", "rs16088", "rs16089", "rs16090", "rs16091", "rs16092", "rs16093", "rs16094", "rs16095", "rs16096", "rs16097", "rs16098", "rs16099", "rs16100", "rs16101", "rs16102", "rs16103", "rs16104", "rs16105", "rs16106", "rs16107", "rs16108", "rs16109", "rs16110", "rs16111", "rs16112", "rs16113", "rs16114", "rs16115", "rs16116", "rs16117", "rs16118", "rs16119", "rs16120", "rs16121", "rs16122", "rs16123", "rs16124", "rs16125", "rs16126", "rs16127", "rs16128", "rs16129", "rs16130", "rs16131", "rs16132", "rs16133", "rs16134", "rs16135", "rs16136", "rs16137", "rs16138", "rs16139", "rs16140", "rs16141", "rs16142", "rs16143", "rs16144", "rs16145", "rs16146", "rs16147", "rs16148", "rs16149", "rs16150", "rs16151", "rs16152", "rs16153", "rs16154", "rs16155", "rs16156", "rs16157", "rs16158", "rs16159", "rs16160", "rs16161", "rs16162", "rs16163", "rs16164", "rs16165", "rs16166", "rs16167", "rs16168", "rs16169", "rs16170", "rs16171", "rs16172", "rs16173", "rs16174", "rs16175", "rs16176", "rs16177", "rs16178", "rs16179", "rs16180", "rs16181", "rs16182", "rs16183", "rs16184", "rs16185", "rs16186", "rs16187", "rs16188", "rs16189", "rs16190", "rs16191", "rs16192", "rs16193", "rs16194", "rs16195", "rs16196", "rs16197", "rs16198", "rs16199", "rs16200", "rs16201", "rs16202", "rs16203", "rs16204", "rs16205", "rs16206", "rs16207", "rs16208", "rs16209", "rs16210", "rs16211", "rs16212", "rs16213", "rs16214", "rs16215", "rs16216", "rs16217", "rs16218", "rs16219", "rs16220", "rs16221", "rs16222", "rs16223", "rs16224", "rs16225", "rs16226", "rs16227", "rs16228", "rs16229", "rs16230", "rs16231", "rs16232", "rs16233", "rs16234", "rs16235", "rs16236", "rs16237", "rs16238", "rs16239", "rs16240", "rs16241", "rs16242", "rs16243", "rs16244", "rs16245", "rs16246", "rs16247", "rs16248", "rs16249", "rs16250", "rs16251", "rs16252", "rs16253", "rs16254", "rs16255", "rs16256", "rs16257", "rs16258", "rs16259", "rs16260", "rs16261", "rs16262", "rs16263", "rs16264", "rs16265", "rs16266", "rs16267", "rs16268", "rs16269", "rs16270", "rs16271", "rs16272", "rs16273", "rs16274", "rs16275", "rs16276", "rs16277", "rs16278", "rs16279", "rs16280", "rs16281", "rs16282", "rs16283", "rs16284", "rs16285", "rs16286", "rs16287", "rs16288", "rs16289", "rs16290", "rs16291", "rs16292", "rs16293", "rs16294", "rs16295", "rs16296", "rs16297", "rs16298", "rs16299", "rs16300", "rs16301", "rs16302", "rs16303", "rs16304", "rs16305", "rs16306", "rs16307", "rs16308", "rs16309", "rs16310", "rs16311", "rs16312", "rs16313", "rs16314", "rs16315", "rs16316", "rs16317", "rs16318", "rs16319", "rs16320", "rs16321", "rs16322", "rs16323", "rs16324", "rs16325", "rs16326", "rs16327", "rs16328", "rs16329", "rs16330", "rs16331", "rs16332", "rs16333", "rs16334", "rs16335", "rs16336", "rs16337", "rs16338", "rs16339", "rs16340", "rs16341", "rs16342", "rs16343", "rs16344", "rs16345", "rs16346", "rs16347", "rs16348", "rs16349", "rs16350", "rs16351", "rs16352", "rs16353", "rs16354", "rs16355", "rs16356", "rs16357", "rs16358", "rs16359", "rs16360", "rs16361", "rs16362", "rs16363", "rs16364", "rs16365", "rs16366", "rs16367", "rs16368", "rs16369", "rs16370", "rs16371", "rs16372", "rs16373", "rs16374", "rs16375", "rs16376", "rs16377", "rs16378", "rs16379", "rs16380", "rs16381", "rs16382", "rs16383", "rs16384", "rs16385", "rs16386", "rs16387", "rs16388", "rs16389", "rs16390", "rs16391", "rs16392", "rs16393", "rs16394", "rs16395", "rs16396", "rs16397", "rs16398", "rs16399", "rs16400", "rs16401", "rs16402", "rs16403", "rs16404", "rs16405", "rs16406", "rs16407", "rs16408", "rs16409", "rs16410", "rs16411", "rs16412", "rs16413", "rs16414", "rs16415", "rs16416", "rs16417", "rs16418", "rs16419", "rs16420", "rs16421", "rs16422", "rs16423", "rs16424", "rs16425", "rs16426", "rs16427", "rs16428", "rs16429", "rs16430", "rs16431", "rs16432", "rs16433", "rs16434", "rs16435", "rs16436", "rs16437", "rs16438", "rs16439", "rs16440", "rs16441", "rs16442", "rs16443", "rs16444", "rs16445", "rs16446", "rs16447", "rs16448", "rs16449", "rs16450", "rs16451", "rs16452", "rs16453", "rs16454", "rs16455", "rs16456", "rs16457", "rs16458", "rs16459", "rs16460", "rs16461", "rs16462", "rs16463", "rs16464", "rs16465", "rs16466", "rs16467", "rs16468", "rs16469", "rs16470"]
}
},
config = {
"chromosomeLengths": [1500, 1191, 1040, 945, 877, 825, 784, 750, 721, 696, 674, 655, 638, 622, 608, 595, 583, 572, 562, 553, 544, 535],
"decorations": {
"line": [
{
"color": "rgb(255,0,0)",
"width": 1,
"y": 7
},
{
"color": "rgb(0,0,255)",
"width": 1,
"y": 5
}
],
"marker": [
{
"align": "left",
"offsetX": 5,
"offsetY": 0,
"rotate": -45,
"sample": ["Chr", "Pos", "-log10(pValue)"],
"text": "rs4064",
"type": "text",
"variable": "rs4064"
}
]
},
"graphType": "Scatter2D",
"highlightVar": ["rs13895", "rs11846"],
"manhattanMarkerChromosomeNumber": "Chr",
"manhattanMarkerLogPValue": "-log10(pValue)",
"manhattanMarkerPosition": "Pos",
"scatterOutlineThreshold": 5000,
"scatterType": "manhattan",
"title": "Manhattan Plot",
"xAxis": ["Pos"],
"yAxis": ["-log10(pValue)"]
},
width = 600,
height = 600
)
# Display the chart in its own Web page
show_in_browser(chart)
Run this notebook:
from canvasxpress.canvas import CanvasXpress
from canvasxpress.plot import graph
graph(
CanvasXpress(
render_to = "scatter2d16",
data = {
"y": {
"data": [
[1, 1, 0.038],
[1, 2, 0.028],
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"rs2010", "rs2011", "rs2012", "rs2013", "rs2014", "rs2015", "rs2016", "rs2017", "rs2018", "rs2019", "rs2020", "rs2021", "rs2022", "rs2023", "rs2024", "rs2025", "rs2026", "rs2027", "rs2028", "rs2029", "rs2030", "rs2031", "rs2032", "rs2033", "rs2034", "rs2035", "rs2036", "rs2037", "rs2038", "rs2039", "rs2040", "rs2041", "rs2042", "rs2043", "rs2044", "rs2045", "rs2046", "rs2047", "rs2048", "rs2049", "rs2050", "rs2051", "rs2052", "rs2053", "rs2054", "rs2055", "rs2056", "rs2057", "rs2058", "rs2059", "rs2060", "rs2061", "rs2062", "rs2063", "rs2064", "rs2065", "rs2066", "rs2067", "rs2068", "rs2069", "rs2070", "rs2071", "rs2072", "rs2073", "rs2074", "rs2075", "rs2076", "rs2077", "rs2078", "rs2079", "rs2080", "rs2081", "rs2082", "rs2083", "rs2084", "rs2085", "rs2086", "rs2087", "rs2088", "rs2089", "rs2090", "rs2091", "rs2092", "rs2093", "rs2094", "rs2095", "rs2096", "rs2097", "rs2098", "rs2099", "rs2100", "rs2101", "rs2102", "rs2103", "rs2104", "rs2105", "rs2106", "rs2107", "rs2108", "rs2109", 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}
},
config = {
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"decorations": {
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{
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"width": 1,
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},
{
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}
],
"marker": [
{
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"offsetY": 0,
"rotate": -45,
"sample": ["Chr", "Pos", "-log10(pValue)"],
"text": "rs4064",
"type": "text",
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}
]
},
"graphType": "Scatter2D",
"highlightVar": ["rs13895", "rs11846"],
"manhattanMarkerChromosomeNumber": "Chr",
"manhattanMarkerLogPValue": "-log10(pValue)",
"manhattanMarkerPosition": "Pos",
"scatterOutlineThreshold": 5000,
"scatterType": "manhattan",
"title": "Manhattan Plot",
"xAxis": ["Pos"],
"yAxis": ["-log10(pValue)"]
},
width = 600,
height = 600
)
)
