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outcome","format":0,"style":"","detail":0,"mode":"normal","version":1}],"direction":"ltr","format":"","indent":0,"textFormat":0,"textStyle":"","version":1}],"direction":"ltr","format":"","indent":0,"version":1,"backgroundColor":null,"colSpan":1,"headerState":0,"rowSpan":1},{"type":"tablecell","children":[{"type":"paragraph","children":[{"type":"text","text":"You need the probability of a range of outcomes","format":0,"style":"","detail":0,"mode":"normal","version":1}],"direction":"ltr","format":"","indent":0,"textFormat":0,"textStyle":"","version":1}],"direction":"ltr","format":"","indent":0,"version":1,"backgroundColor":null,"colSpan":1,"headerState":0,"rowSpan":1}],"direction":"ltr","format":"","indent":0,"version":1}],"direction":"ltr","format":"","indent":0,"version":1},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"A helpful way to think about it: the PDF gives you the height of a single bar in the probability distribution, while the CDF gives you the total area of all bars from 0 up to x.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"This calculator gives you both. P(X = x) is the PDF value, and P(X ≤ x) is the CDF value. The other outputs — P(X < x), P(X > x), and P(X ≥ x) — are derived from these two.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"Here's how they relate:","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""},{"children":[{"children":[{"detail":0,"format":1,"mode":"normal","style":"","text":"P(X < x)","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" = P(X ≤ x) − P(X = x)","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"listitem","version":1,"value":1},{"children":[{"detail":0,"format":1,"mode":"normal","style":"","text":"P(X > x)","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" = 1 − P(X ≤ x)","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"listitem","version":1,"value":2},{"children":[{"detail":0,"format":1,"mode":"normal","style":"","text":"P(X ≥ x)","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" = 1 − P(X < x) = 1 − P(X ≤ x) + P(X = x)","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"listitem","version":1,"value":3}],"direction":null,"format":"","indent":0,"type":"list","version":1,"listType":"bullet","start":1,"tag":"ul"},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"When to Use Cumulative Binomial Probability","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"heading","version":1,"tag":"h2"},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"Cumulative probabilities come up whenever your question involves \"at most,\" \"at least,\" \"fewer than,\" or \"more than\" — which is most real-world probability questions. Here are some common scenarios:","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""},{"children":[{"children":[{"detail":0,"format":1,"mode":"normal","style":"","text":"\"At most\" questions:","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" \"What's the probability of at most 3 defects?\" Use P(X ≤ 3).","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"listitem","version":1,"value":1},{"children":[{"detail":0,"format":1,"mode":"normal","style":"","text":"\"At least\" questions:","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" \"What's the probability of at least 8 successes?\" Use P(X ≥ 8).","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"listitem","version":1,"value":2},{"children":[{"detail":0,"format":1,"mode":"normal","style":"","text":"\"Fewer than\" questions:","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" \"What's the probability of fewer than 5 correct answers?\" Use P(X < 5).","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"listitem","version":1,"value":3},{"children":[{"detail":0,"format":1,"mode":"normal","style":"","text":"\"More than\" questions:","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" \"What's the probability of more than 2 failures?\" Reframe in terms of successes and use the appropriate output.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"listitem","version":1,"value":4},{"children":[{"detail":0,"format":1,"mode":"normal","style":"","text":"Hypothesis testing:","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" Determining whether an observed result is statistically unusual given an expected probability.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"listitem","version":1,"value":5},{"children":[{"detail":0,"format":1,"mode":"normal","style":"","text":"Range probabilities:","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" For P(a ≤ X ≤ b), calculate P(X ≤ b) − P(X ≤ a−1) by running the calculator twice.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"listitem","version":1,"value":6}],"direction":null,"format":"","indent":0,"type":"list","version":1,"listType":"bullet","start":1,"tag":"ul"}],"direction":null,"format":"","indent":0,"type":"root","version":1}}},"id":"69ab0d8141075e0004c809d9"}]}]}],"$L35"]}],"$L36"]}]]}]}]}]
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35:["$","div",null,{"className":"bg-white rounded-lg shadow-sm p-8","children":[["$","h2",null,{"className":"typo-large mb-6 text-mist-950","children":"Frequently Asked Questions"}],["$","div",null,{"className":"space-y-6","children":[["$","div","0",{"className":"pb-6 last:pb-0","children":[["$","h3",null,{"className":"text-lg font-medium text-mist-950 mb-3","children":"What does binomcdf stand for?"}],["$","div",null,{"className":"prose max-w-none text-mist-600","children":["$","$L32",null,{"content":{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"Binomcdf stands for \"binomial cumulative distribution function.\" It calculates the probability of getting x or fewer successes in n independent trials, each with the same probability of success p. If you've used a TI-84 calculator, the binomcdf function works the same way — this online calculator just makes it accessible from any device.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""}],"direction":null,"format":"","indent":0,"type":"root","version":1}}}]}]]}],["$","div","1",{"className":"pb-6 last:pb-0","children":[["$","h3",null,{"className":"text-lg font-medium text-mist-950 mb-3","children":"How do I calculate P(X >= x) using binomial CDF?"}],["$","div",null,{"className":"prose max-w-none text-mist-600","children":["$","$L32",null,{"content":{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"You can get P(X ≥ x) from the CDF using the complement: P(X ≥ x) = 1 − P(X ≤ x − 1). But with this calculator, you don't need to do that math yourself. Just enter your values and read P(X ≥ x) directly from the results.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""}],"direction":null,"format":"","indent":0,"type":"root","version":1}}}]}]]}],["$","div","2",{"className":"pb-6 last:pb-0","children":[["$","h3",null,{"className":"text-lg font-medium text-mist-950 mb-3","children":"What's the difference between binomcdf and binompdf?"}],["$","div",null,{"className":"prose max-w-none text-mist-600","children":["$","$L32",null,{"content":{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"Binompdf calculates the probability of ","type":"text","version":1},{"detail":0,"format":2,"mode":"normal","style":"","text":"exactly","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" x successes (a single point), while binomcdf calculates the probability of ","type":"text","version":1},{"detail":0,"format":2,"mode":"normal","style":"","text":"x or fewer","type":"text","version":1},{"detail":0,"format":0,"mode":"normal","style":"","text":" successes (a cumulative total). For example, binompdf(10, 0.5, 3) gives the probability of exactly 3 heads in 10 coin flips, while binomcdf(10, 0.5, 3) gives the probability of 0, 1, 2, or 3 heads.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""}],"direction":null,"format":"","indent":0,"type":"root","version":1}}}]}]]}],["$","div","3",{"className":"pb-6 last:pb-0","children":[["$","h3",null,{"className":"text-lg font-medium text-mist-950 mb-3","children":"Can I use this calculator for a range of values like P(3 <= X <= 7)?"}],["$","div",null,{"className":"prose max-w-none text-mist-600","children":["$","$L32",null,{"content":{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"Yes, but it takes two steps. Calculate P(X ≤ 7) and subtract P(X ≤ 2). The difference gives you P(3 ≤ X ≤ 7). Run the calculator once with x = 7 to get the upper bound, and once with x = 2 to get the value to subtract.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""}],"direction":null,"format":"","indent":0,"type":"root","version":1}}}]}]]}],["$","div","4",{"className":"pb-6 last:pb-0","children":[["$","h3",null,{"className":"text-lg font-medium text-mist-950 mb-3","children":"What if my probability of success is greater than 0.5?"}],["$","div",null,{"className":"prose max-w-none text-mist-600","children":["$","$L32",null,{"content":{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"The calculator works for any probability between 0 and 1. A high probability of success simply means successes are more likely than failures, which shifts the distribution to the right. The formulas and calculations work exactly the same way.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""}],"direction":null,"format":"","indent":0,"type":"root","version":1}}}]}]]}],"$L37","$L38","$L39","$L3a","$L3b"]}]]}]
36:["$","div",null,{"className":"lg:col-span-2","children":[["$","div",null,{"className":"sticky top-24 mb-6 max-h-[calc(100vh-6rem)] overflow-y-auto space-y-4","children":[["$","$L3c",null,{"className":"rounded-xl shadow-sm","id":"cmmesz1da000gl104298ix6l2"}],["$","div",null,{"className":"bg-white rounded-lg shadow-sm p-4","children":["$","nav",null,{"aria-label":"Table of contents","children":[["$","h2",null,{"className":"text-lg font-display font-normal mb-4 text-mist-900","children":"Table of Contents"}],["$","ul",null,{"className":"space-y-2.5","children":[["$","li","what-is-the-binomial-cdf",{"className":"","children":["$","$L6",null,{"className":"block py-1 text-mist-600 hover:text-mist-900 hover:underline transition-colors leading-relaxed text-sm no-underline","href":"#what-is-the-binomial-cdf","children":"What Is the Binomial CDF?"}]}],["$","li","understanding-the-binomial-cdf-formula",{"className":"","children":["$","$L6",null,{"className":"block py-1 text-mist-600 hover:text-mist-900 hover:underline transition-colors leading-relaxed text-sm no-underline","href":"#understanding-the-binomial-cdf-formula","children":"Understanding the Binomial CDF Formula"}]}],["$","li","how-to-use-this-calculator",{"className":"","children":["$","$L6",null,{"className":"block py-1 text-mist-600 hover:text-mist-900 hover:underline transition-colors leading-relaxed text-sm no-underline","href":"#how-to-use-this-calculator","children":"How to Use This Calculator"}]}],["$","li","practical-examples",{"className":"","children":["$","$L6",null,{"className":"block py-1 text-mist-600 hover:text-mist-900 hover:underline transition-colors leading-relaxed text-sm no-underline","href":"#practical-examples","children":"Practical Examples"}]}],["$","li","quality-control-inspection",{"className":"ml-3","children":["$","$L6",null,{"className":"block py-1 text-mist-600 hover:text-mist-900 hover:underline transition-colors leading-relaxed text-sm no-underline","href":"#quality-control-inspection","children":"Quality Control Inspection"}]}],["$","li","free-throw-shooting",{"className":"ml-3","children":["$","$L6",null,{"className":"block py-1 text-mist-600 hover:text-mist-900 hover:underline transition-colors leading-relaxed text-sm no-underline","href":"#free-throw-shooting","children":"Free Throw Shooting"}]}],["$","li","medical-clinical-trial",{"className":"ml-3","children":["$","$L6",null,{"className":"block py-1 text-mist-600 hover:text-mist-900 hover:underline transition-colors leading-relaxed text-sm no-underline","href":"#medical-clinical-trial","children":"Medical Clinical Trial"}]}],["$","li","multiple-choice-guessing",{"className":"ml-3","children":["$","$L6",null,{"className":"block py-1 text-mist-600 hover:text-mist-900 hover:underline transition-colors leading-relaxed text-sm no-underline","href":"#multiple-choice-guessing","children":"Multiple Choice Guessing"}]}],["$","li","binomial-cdf-vs-pdf-whats-the-difference",{"className":"","children":["$","$L6",null,{"className":"block py-1 text-mist-600 hover:text-mist-900 hover:underline transition-colors leading-relaxed text-sm no-underline","href":"#binomial-cdf-vs-pdf-whats-the-difference","children":"Binomial CDF vs. PDF: What's the Difference?"}]}],["$","li","when-to-use-cumulative-binomial-probability",{"className":"","children":["$","$L6",null,{"className":"block py-1 text-mist-600 hover:text-mist-900 hover:underline transition-colors leading-relaxed text-sm no-underline","href":"#when-to-use-cumulative-binomial-probability","children":"When to Use Cumulative Binomial Probability"}]}]]}]]}]}]]}],["$","div",null,{"className":"space-y-6","children":false}]]}]
37:["$","div","5",{"className":"pb-6 last:pb-0","children":[["$","h3",null,{"className":"text-lg font-medium text-mist-950 mb-3","children":"How many trials can this calculator handle?"}],["$","div",null,{"className":"prose max-w-none text-mist-600","children":["$","$L32",null,{"content":{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"The calculator handles a wide range of trial numbers. For very large values of n (say, over 1,000), the binomial distribution closely approximates a normal distribution, and you might find a normal approximation calculator useful as a cross-check. For most practical problems, this calculator will give you accurate results.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""}],"direction":null,"format":"","indent":0,"type":"root","version":1}}}]}]]}]
38:["$","div","6",{"className":"pb-6 last:pb-0","children":[["$","h3",null,{"className":"text-lg font-medium text-mist-950 mb-3","children":"Why are my results showing 0 or 1?"}],["$","div",null,{"className":"prose max-w-none text-mist-600","children":["$","$L32",null,{"content":{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"If you see probabilities of 0 or very close to 0, it usually means the outcome you're asking about is extremely unlikely given your inputs. Similarly, a probability of 1 (or very close to it) means the outcome is nearly certain. Try adjusting your number of successes (x) closer to n × p (the expected value) to see more intermediate probabilities.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""}],"direction":null,"format":"","indent":0,"type":"root","version":1}}}]}]]}]
39:["$","div","7",{"className":"pb-6 last:pb-0","children":[["$","h3",null,{"className":"text-lg font-medium text-mist-950 mb-3","children":"When should I use binomial CDF vs. the normal approximation?"}],["$","div",null,{"className":"prose max-w-none text-mist-600","children":["$","$L32",null,{"content":{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"For small to moderate sample sizes (n < 30 or so), use the exact binomial CDF — that's what this calculator provides. When n is large and p isn't too close to 0 or 1, the normal approximation with continuity correction becomes a reasonable shortcut. As a rule of thumb, the normal approximation works well when both n × p ≥ 5 and n × (1 − p) ≥ 5.","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""}],"direction":null,"format":"","indent":0,"type":"root","version":1}}}]}]]}]
3a:["$","div","8",{"className":"pb-6 last:pb-0","children":[["$","h3",null,{"className":"text-lg font-medium text-mist-950 mb-3","children":"What are common mistakes when using binomial CDF?"}],["$","div",null,{"className":"prose max-w-none text-mist-600","children":["$","$L32",null,{"content":{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"The most common mistakes are mixing up \"fewer than\" and \"at most\" (P(X < 5) vs. P(X ≤ 5) — they differ by exactly P(X = 5)), forgetting that trials must be independent, and using the binomial model when the probability changes between trials. Also watch for off-by-one errors: \"at least 5\" means P(X ≥ 5), not P(X > 5).","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""}],"direction":null,"format":"","indent":0,"type":"root","version":1}}}]}]]}]
3b:["$","div","9",{"className":"pb-6 last:pb-0","children":[["$","h3",null,{"className":"text-lg font-medium text-mist-950 mb-3","children":"Is this the same as the binomcdf function on a TI-84?"}],["$","div",null,{"className":"prose max-w-none text-mist-600","children":["$","$L32",null,{"content":{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"Yes, this calculator produces the same results as the TI-84's binomcdf function. On a TI-84, you'd access it through 2nd > VARS > binomcdf(n, p, x). This online version saves you from navigating calculator menus and gives you all five probability types at once, rather than just the cumulative P(X ≤ x).","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0,"textStyle":""}],"direction":null,"format":"","indent":0,"type":"root","version":1}}}]}]]}]
