diff --git a/docs/user_guide/simple_transformations.rst b/docs/user_guide/simple_transformations.rst index 588aedf..9d755ca 100644 --- a/docs/user_guide/simple_transformations.rst +++ b/docs/user_guide/simple_transformations.rst @@ -1,11 +1,53 @@ -Simple Transformations -===== +========================== +Univariate Transformations +========================== -There are currently 4 simple transformations implemented in distrx: +There are currently 4 univariate transformations implemented in distrx: * log * logit * exp * expit These transformations are implemented using the first order delta method, which works in these -cases as all of the transformations listed are continuous and differentiable. \ No newline at end of file +cases as all of the transformations listed are continuous and differentiable. To briefly summarize, +the delta method transforms the variance by multiplying the original standard error by the first +order Taylor expansion of the transformation function. + +Example: Log Transform +---------------------- + +Assume that we have some means and standard errors (SEs) of systolic blood pressure (SBP) from +several different samples. The data may look something like the following, + +.. csv-table:: + :header: mean, se, n + :widths: 10, 10, 10 + :align: center + + 122, 10, 106 + 140, 14, 235 + 113, 8, 462 + 124, 15, 226 + 134, 7, 509 + +and our goal is to obtain the appropriate SEs for the data after applying the log transform. + +The first step is to import the required function from the distrx package. + +.. code-block:: python + + from distrx import transform_univariate + +Different transformation functions can be chosen through specifying a string parameter of which +transform you would like to apply to your data. In this case, it is the following. + +.. code-block:: python + + mu_tx, sigma_tx = transform_univariate(mu=df["means"], + sigma=df["se"], + n=df["n"], + transform="log") + +``mu_tx`` and ``sigma_tx`` are simply the means with the transformation function applied and their +corresponding standard errors, respectively. ``sigma_tx`` has already been scaled by :math:`\sqrt{n}` +so the we **should not** scale it by square root of the sample size to obtain a confidence interval. \ No newline at end of file diff --git a/simulations.ipynb b/simulations.ipynb index 34df414..fd81805 100644 --- a/simulations.ipynb +++ b/simulations.ipynb @@ -12,14 +12,30 @@ "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n", "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/maxbi/Documents/UW Grad/IHME/MSCA/distrx/src/distrx/transforms.py:61: SyntaxWarning: invalid escape sequence '\\l'\n", + " \"\"\"Performs delta method on data under log transform\n", + "/Users/maxbi/Documents/UW Grad/IHME/MSCA/distrx/src/distrx/transforms.py:85: SyntaxWarning: invalid escape sequence '\\l'\n", + " \"\"\"Performs delta method on data under logit transform\n", + "/Users/maxbi/Documents/UW Grad/IHME/MSCA/distrx/src/distrx/transforms.py:109: SyntaxWarning: invalid escape sequence '\\e'\n", + " \"\"\"Performs delta method on data under exponential transform\n", + "/Users/maxbi/Documents/UW Grad/IHME/MSCA/distrx/src/distrx/transforms.py:133: SyntaxWarning: invalid escape sequence '\\e'\n", + " \"\"\"Performs delta method on data under expit transform\n", + "/Users/maxbi/Documents/UW Grad/IHME/MSCA/distrx/src/distrx/transforms.py:191: SyntaxWarning: invalid escape sequence '\\s'\n", + " \"\"\"percentage change variance transformation for incidence data\n" + ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from distrx.transforms import (\n", - " transform_data,\n", - " transform_percentage_change\n", + " transform_univariate,\n", + " transform_bivariate\n", ")\n", "NREP = 1000\n", "Q = 1.96" @@ -68,28 +84,16 @@ "execution_count": 3, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/1300529156.py:15: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " mu_txs[i], sigma_tx = transform_data([x_bar], [sigma_hat], \"log\", \"delta\")\n", - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/1300529156.py:16: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " ci_uppers[i] = mu_txs[i] + Q * sigma_tx / np.sqrt(N)\n", - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/1300529156.py:17: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " ci_lowers[i] = mu_txs[i] - Q * sigma_tx / np.sqrt(N)\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "CI coverage rate: 0.947\n" + "CI coverage rate: 0.936\n" ] }, { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -113,9 +117,9 @@ " data = np.random.normal(MU, SIGMA, N)\n", " x_bar = np.mean(data)\n", " sigma_hat = np.std(data)\n", - " mu_txs[i], sigma_tx = transform_data([x_bar], [sigma_hat], \"log\", \"delta\")\n", - " ci_uppers[i] = mu_txs[i] + Q * sigma_tx / np.sqrt(N)\n", - " ci_lowers[i] = mu_txs[i] - Q * sigma_tx / np.sqrt(N)\n", + " mu_txs[i], sigma_tx = transform_univariate(x_bar, sigma_hat, N, \"log\")\n", + " ci_uppers[i] = mu_txs[i] + Q * sigma_tx\n", + " ci_lowers[i] = mu_txs[i] - Q * sigma_tx\n", " if (ci_lowers[i] < LOG_MU and LOG_MU < ci_uppers[i]):\n", " coverages[i] = 1\n", "\n", @@ -156,7 +160,7 @@ "output_type": "stream", "text": [ "True percentage change in proportions: 9.333333333333336\n", - "10 replications of incidence counts in year 1: [35 23 29 30 24 33 20 38 29]\n" + "10 replications of incidence counts in year 1: [33 21 30 24 29 28 35 28 30]\n" ] } ], @@ -195,24 +199,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "CI coverage rate: 0.953\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/190171402.py:7: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " mu_txs[i], sigma_hat = transform_percentage_change(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP)\n", - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/190171402.py:8: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " ci_uppers[i] = mu_txs[i] + Q * sigma_hat\n", - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/190171402.py:9: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " ci_lowers[i] = mu_txs[i] - Q * sigma_hat\n" + "CI coverage rate: 0.944\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -228,7 +220,7 @@ "# TODO: try to incorporate this into the testing suite\n", "# print(np.var(y1_incid, ddof=1))\n", "for i in range(NREP):\n", - " mu_txs[i], sigma_hat = transform_percentage_change(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP)\n", + " mu_txs[i], sigma_hat = transform_bivariate(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP, \"percentage_change\")\n", " ci_uppers[i] = mu_txs[i] + Q * sigma_hat\n", " ci_lowers[i] = mu_txs[i] - Q * sigma_hat\n", " if (ci_lowers[i] < TRUE_DIFF and TRUE_DIFF < ci_uppers[i]):\n", @@ -259,29 +251,17 @@ "execution_count": 6, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/813324598.py:13: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " mu_txs[i], sigma_hat = transform_percentage_change(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP)\n", - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/813324598.py:14: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " ci_uppers[i] = mu_txs[i] + Q * sigma_hat\n", - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/813324598.py:15: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " ci_lowers[i] = mu_txs[i] - Q * sigma_hat\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ "[0.01 0.06 0.11 0.16 0.21 0.26 0.31 0.36 0.41 0.46 0.51 0.56 0.61 0.66\n", - " 0.71 0.76 0.81 0.86 0.91 0.96] [0.936, 0.961, 0.946, 0.939, 0.949, 0.954, 0.949, 0.959, 0.943, 0.946, 0.947, 0.947, 0.958, 0.955, 0.96, 0.976, 0.957, 0.956, 0.95, 0.95]\n" + " 0.71 0.76 0.81 0.86 0.91 0.96] [0.929, 0.958, 0.949, 0.937, 0.954, 0.944, 0.956, 0.95, 0.946, 0.95, 0.945, 0.95, 0.965, 0.955, 0.946, 0.946, 0.953, 0.961, 0.948, 0.948]\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -303,7 +283,7 @@ " y1_incid = np.random.binomial(Y1_POP, Y1_PREV, size=NREP)\n", " y2_incid = np.random.binomial(Y2_POP, Y2_PREV, size=NREP)\n", " for i in range(NREP):\n", - " mu_txs[i], sigma_hat = transform_percentage_change(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP)\n", + " mu_txs[i], sigma_hat = transform_bivariate(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP, \"percentage_change\")\n", " ci_uppers[i] = mu_txs[i] + Q * sigma_hat\n", " ci_lowers[i] = mu_txs[i] - Q * sigma_hat\n", " if (ci_lowers[i] < TRUE_DIFF and TRUE_DIFF < ci_uppers[i]):\n", @@ -334,31 +314,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[-0.09 0.01 0.11 0.21 0.31 0.41 0.51 0.61 0.71 0.81]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/3508961853.py:14: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " mu_txs[i], sigma_hat = transform_percentage_change(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP)\n", - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/3508961853.py:15: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " ci_uppers[i] = mu_txs[i] + Q * sigma_hat\n", - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/3508961853.py:16: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " ci_lowers[i] = mu_txs[i] - Q * sigma_hat\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.9 0.1 1.1 2.1 3.1 4.1 5.1 6.1 7.1 8.1] [0.922, 0.95, 0.957, 0.95, 0.95, 0.944, 0.962, 0.947, 0.945, 0.952]\n" + "[-0.09 0.01 0.11 0.21 0.31 0.41 0.51 0.61 0.71 0.81]\n", + "[-0.9 0.1 1.1 2.1 3.1 4.1 5.1 6.1 7.1 8.1] [0.922, 0.931, 0.965, 0.945, 0.949, 0.945, 0.948, 0.927, 0.959, 0.957]\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -381,7 +343,7 @@ " y1_incid = np.random.binomial(Y1_POP, Y1_PREV, size=NREP)\n", " y2_incid = np.random.binomial(Y2_POP, Y2_PREV, size=NREP)\n", " for i in range(NREP):\n", - " mu_txs[i], sigma_hat = transform_percentage_change(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP)\n", + " mu_txs[i], sigma_hat = transform_bivariate(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP, \"percentage_change\")\n", " ci_uppers[i] = mu_txs[i] + Q * sigma_hat\n", " ci_lowers[i] = mu_txs[i] - Q * sigma_hat\n", " if (ci_lowers[i] < TRUE_DIFF and TRUE_DIFF < ci_uppers[i]):\n", @@ -408,28 +370,16 @@ "execution_count": 8, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/3515000061.py:15: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " mu_txs[i], sigma_hat = transform_percentage_change(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP)\n", - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/3515000061.py:16: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " ci_uppers[i] = mu_txs[i] + Q * sigma_hat\n", - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_31585/3515000061.py:17: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", - " ci_lowers[i] = mu_txs[i] - Q * sigma_hat\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "[0.945, 0.936, 0.937, 0.951, 0.945, 0.953, 0.958, 0.95, 0.94, 0.944, 0.951, 0.941, 0.951, 0.946, 0.958, 0.95, 0.949, 0.949, 0.956, 0.951, 0.944]\n" + "[0.949, 0.943, 0.946, 0.952, 0.949, 0.944, 0.953, 0.948, 0.952, 0.939, 0.95, 0.945, 0.955, 0.944, 0.953, 0.951, 0.953, 0.952, 0.95, 0.954, 0.948]\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -453,7 +403,7 @@ " y1_incid = np.random.binomial(Y1_POP, Y1_PREV, size=NREP)\n", " y2_incid = np.random.binomial(Y2_POP, Y2_PREV, size=NREP)\n", " for i in range(NREP):\n", - " mu_txs[i], sigma_hat = transform_percentage_change(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP)\n", + " mu_txs[i], sigma_hat = transform_bivariate(y1_incid[i], Y1_POP, y2_incid[i], Y2_POP, \"percentage_change\")\n", " ci_uppers[i] = mu_txs[i] + Q * sigma_hat\n", " ci_lowers[i] = mu_txs[i] - Q * sigma_hat\n", " if (ci_lowers[i] < TRUE_DIFF and TRUE_DIFF < ci_uppers[i]):\n", @@ -482,7 +432,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/src/distrx/transforms.py b/src/distrx/transforms.py index 0ef808b..ce3d9c7 100644 --- a/src/distrx/transforms.py +++ b/src/distrx/transforms.py @@ -17,6 +17,8 @@ import numpy.typing as npt from msca.c2fun import c2fun_dict +METHOD_LIST = ["delta"] + class FirstOrder: """ @@ -39,25 +41,29 @@ def __init__(self, transform: str) -> None: self.transform = transform def __call__( - self, mu: npt.ArrayLike, sigma: npt.ArrayLike + self, mu: npt.ArrayLike, sigma: npt.ArrayLike, n: npt.ArrayLike ) -> Tuple[np.ndarray, np.ndarray]: match self.transform: case "log": - return self.log_trans(mu, sigma) + return self.log_trans(mu, sigma, n) case "logit": - return self.logit_trans(mu, sigma) + return self.logit_trans(mu, sigma, n) case "exp": - return self.exp_trans(mu, sigma) + return self.exp_trans(mu, sigma, n) case "expit": - return self.expit_trans(mu, sigma) + return self.expit_trans(mu, sigma, n) case _: raise ValueError(f"Invalid transform '{self.transform}'.") def log_trans( - self, mu: npt.ArrayLike, sigma: npt.ArrayLike + self, mu: npt.ArrayLike, sigma: npt.ArrayLike, n: npt.ArrayLike ) -> Tuple[np.ndarray, np.ndarray]: """Performs delta method on data under log transform + .. math:: + + \log(mu), \frac{\sigma}{\mu} \cdot \frac{1}{\sqrt{n}} + Parameters ---------- mu : npt.ArrayLike @@ -71,14 +77,17 @@ def log_trans( Transformed mean and standard error """ log = c2fun_dict["log"] - # log(mu), sigma / mu - return log(mu), sigma * log(mu, order=1) + return log(mu), sigma * log(mu, order=1) / np.sqrt(n) def logit_trans( - self, mu: npt.ArrayLike, sigma: npt.ArrayLike + self, mu: npt.ArrayLike, sigma: npt.ArrayLike, n: npt.ArrayLike ) -> Tuple[np.ndarray, np.ndarray]: """Performs delta method on data under logit transform + .. math:: + + \log(\frac{\mu}{1 - \mu}), \frac{\sigma}{\mu \cdot (1 - \mu)} \cdot \frac{1}{\sqrt{n}} + Parameters ---------- mu : npt.ArrayLike @@ -92,14 +101,17 @@ def logit_trans( Transformed mean and standard error """ logit = c2fun_dict["logit"] - # log(mu / (1 - mu)), sigma / (mu * (1 - mu)) - return logit(mu), sigma * logit(mu, order=1) + return logit(mu), sigma * logit(mu, order=1) / np.sqrt(n) def exp_trans( - self, mu: npt.ArrayLike, sigma: npt.ArrayLike + self, mu: npt.ArrayLike, sigma: npt.ArrayLike, n: npt.ArrayLike ) -> Tuple[np.ndarray, np.ndarray]: """Performs delta method on data under exponential transform + .. math:: + + \exp(\mu), \sigma \cdot \exp(\mu) \cdot \frac{1}{\sqrt{n}} + Parameters ---------- mu : npt.ArrayLike @@ -113,14 +125,17 @@ def exp_trans( Transformed mean and standard error """ exp = c2fun_dict["exp"] - # exp(mu), sigma * exp(mu) - return exp(mu), sigma * exp(mu, order=1) + return exp(mu), sigma * exp(mu, order=1) / np.sqrt(n) def expit_trans( - self, mu: npt.ArrayLike, sigma: npt.ArrayLike + self, mu: npt.ArrayLike, sigma: npt.ArrayLike, n: npt.ArrayLike ) -> Tuple[np.ndarray, np.ndarray]: """Performs delta method on data under expit transform + .. math:: + + \frac{1}{1 + \exp(-\mu)}, \sigma \cdot \frac{\exp(\mu)}{(1 + \exp(\mu))^2} \cdot \frac{1}{\sqrt{n}} + Parameters ---------- mu : npt.ArrayLike @@ -134,20 +149,88 @@ def expit_trans( Transformed mean and standard error """ expit = c2fun_dict["expit"] - # 1 / (1 + exp(-mu)), sigma * exp(x) / (1 + exp(x))^2 - return expit(mu), sigma * expit(mu, order=1) + return expit(mu), sigma * expit(mu, order=1) / np.sqrt(n) -METHOD_LIST = ["delta"] +class FirstOrderBivariate: + def __init__(self, transform: str) -> None: + """Initializes an object to perform 1st order delta method transformations + + Parameters + ---------- + transform : str + Function of choice + Raises + ------ + ValueError + Is thrown function of choice not implemented + """ + self.transform = transform -def transform_data( + def __call__( + self, + c_x: npt.ArrayLike, + n_x: npt.ArrayLike, + c_y: npt.ArrayLike, + n_y: npt.ArrayLike, + ) -> Tuple[np.ndarray, np.ndarray]: + match self.transform: + case "percentage_change": + return self.percentage_change_trans(c_x, n_x, c_y, n_y) + case _: + raise ValueError(f"Invalid transform '{self.transform}'.") + + def percentage_change_trans( + self, + c_x: npt.ArrayLike, + n_x: npt.ArrayLike, + c_y: npt.ArrayLike, + n_y: npt.ArrayLike, + ) -> Tuple[np.ndarray, np.ndarray]: + """percentage change variance transformation for incidence data + + .. math:: + + \frac{p_y}{p_x} - 1, \sigma * \exp(\mu) + + Parameters + ---------- + c_x : npt.ArrayLike + incidence counts in first sample + n_x : npt.ArrayLike + sample sizes of first sample + c_y : npt.ArrayLike + incidence counts in second sample + n_y : npt.ArrayLike + sample sizes of second sample + + Returns + ------- + (delta_hat, sigma_tx) + sample percentage change of prevalence and corresponding transformed standard error + """ + + mu_x = c_x / n_x + mu_y = c_y / n_y + sigma2_x = (c_x * (1 - mu_x) ** 2 + (n_x - c_x) * mu_x**2) / (n_x - 1) + sigma2_y = (c_y * (1 - mu_y) ** 2 + (n_y - c_y) * mu_y**2) / (n_y - 1) + + sigma2_tx = (sigma2_y / (n_y * mu_x**2)) + ( + mu_y**2 * sigma2_x / (n_x * mu_x**4) + ) + + return ((mu_y / mu_x) - 1), np.sqrt(sigma2_tx) + + +def transform_univariate( mu: npt.ArrayLike, sigma: npt.ArrayLike, + n: npt.ArrayLike, transform: str, method: str = "delta", ) -> Tuple[np.ndarray, np.ndarray]: - """Transform data from one space to another. + """Transform univariate data from one space to another. Transform data, in the form of sample statistics and their standard errors, from one space to another using a given transform function. @@ -162,7 +245,7 @@ def transform_data( Standard errors. transform : {'log', 'logit', 'exp', 'expit'} Transform function. - method : {'delta'}, optional + method : {'delta'} Method used to transform data. Returns @@ -173,139 +256,116 @@ def transform_data( Standard errors in the transform space. """ - mu, sigma = np.array(mu), np.array(sigma) - _check_input(method, transform, mu, sigma) - if method == "delta": - return delta_method(mu, sigma, transform) - -def delta_method( - mu: npt.ArrayLike, sigma: npt.ArrayLike, transform: str -) -> Tuple[np.ndarray, np.ndarray]: - """Transform data using the delta method. - - Transform data, in the form of sample statistics and their standard - errors, from one space to another using a given transform function - and the delta method. No assumptions are made about the underlying - distributions of the given data. - - Parameters - ---------- - mu : array_like - Sample statistics. - sigma : array_like - Standard errors. - transform : {'log', 'logit', 'exp', 'expit'} - Transform function. - - Returns - ------- - mu_trans : numpy.ndarray - Sample statistics in the transform space. - sigma_trans : numpy.ndarray - Standard errors in the transform space. - - Notes - ----- - The delta method expands a function of a random variable about its - mean with a one-step Taylor approximation and then takes the - variance. - - """ mu, sigma = np.array(mu), np.array(sigma) - _check_input("delta", transform, mu, sigma) - transformer = FirstOrder(transform) - return transformer(mu, sigma) - - -def transform_percentage_change_experiment( - x_vec: npt.ArrayLike, y_vec: npt.ArrayLike -) -> Tuple[float, float]: - """percentage change with transformed standard error - - Parameters - ---------- - x_vec : array_like - observations from first sample - y_vec : array_like - observations from second sample - - Returns - ------- - p_hat : float - bias corrected percentage change - sigma_trans : float - standard error in the transformed space - - Raises - ------ - ValueError - covariance is not possible to calculate when x and y are different lengths - """ - if len(x_vec) != len(y_vec): - raise ValueError("x_vec must be the same length as y_vec") + _check_input(mu, sigma, n) + match method: + case "delta": + transformer = FirstOrder(transform) + return transformer(mu, sigma, n) + case _: + raise ValueError(f"Invalid method '{method}'.") - mu_x, mu_y = np.mean(x_vec), np.mean(y_vec) - cov = np.cov(x_vec, y_vec) - sigma2_x, sigma2_y, sigma_xy = cov[0, 0], cov[1, 1], cov[0, 1] - delta_hat = (mu_y - mu_x) / mu_x - - sigma_trans = ( - (sigma2_y / mu_x**2) - - (2 * mu_y * sigma_xy / (mu_x**3)) - + (mu_y**2 * sigma2_x / (mu_x**4)) - ) - - return delta_hat, np.sqrt(sigma_trans) - - -def handle_input_pct(c_x, n_x, c_y, n_y): - """helper function to convert to numpy arrays""" - return np.array([c_x]), np.array([n_x]), np.array([c_y]), np.array([n_y]) - - -def transform_percentage_change( +def transform_bivariate( c_x: npt.ArrayLike, n_x: npt.ArrayLike, c_y: npt.ArrayLike, n_y: npt.ArrayLike, + transform: str, + method: str = "delta", ) -> Tuple[np.ndarray, np.ndarray]: - """percentage change variance transformation for incidence data + """Transform bivariate data to a univariate space + + Transform data, in the form of counts and sample size from 2 groups, + to point estimates and appropriate standard errors using a given transform + function. No assumptions are made about the underlying distributions of + the data. Parameters ---------- c_x : npt.ArrayLike - incidence counts in first sample + _description_ n_x : npt.ArrayLike - sample size(s) of first sample + _description_ c_y : npt.ArrayLike - incidence counts in second sample + _description_ n_y : npt.ArrayLike - sample size(s) of second sample + _description_ + transform : str + _description_ + method : str, optional + _description_, by default "delta" Returns ------- - (delta_hat, sigma_tx) - sample percentage change of prevalence and corresponding transformed standard error - """ - c_x, n_x, c_y, n_y = handle_input_pct(c_x, n_x, c_y, n_y) + Tuple[np.ndarray, np.ndarray] + _description_ - mu_x = c_x / n_x - mu_y = c_y / n_y - sigma2_x = (c_x * (1 - mu_x) ** 2 + (n_x - c_x) * mu_x**2) / (n_x - 1) - sigma2_y = (c_y * (1 - mu_y) ** 2 + (n_y - c_y) * mu_y**2) / (n_y - 1) + Raises + ------ + ValueError + _description_ + """ - # ruff makes this really ugly for some reason - sigma2_tx = (sigma2_y / (n_y * mu_x**2)) + ( - mu_y**2 * sigma2_x / (n_x * mu_x**4) + c_x, n_x, c_y, n_y = ( + np.array(c_x), + np.array(n_x), + np.array(c_y), + np.array(n_y), ) - - return ((mu_y / mu_x) - 1), np.sqrt(sigma2_tx) + match method: + case "delta": + transformer = FirstOrderBivariate(transform) + return transformer(c_x, n_x, c_y, n_y) + case _: + raise ValueError(f"Invalid method '{method}'.") + + +# def transform_percentage_change_experiment( +# x_vec: npt.ArrayLike, y_vec: npt.ArrayLike +# ) -> Tuple[float, float]: +# """percentage change with transformed standard error + +# Parameters +# ---------- +# x_vec : array_like +# observations from first sample +# y_vec : array_like +# observations from second sample + +# Returns +# ------- +# p_hat : float +# bias corrected percentage change +# sigma_trans : float +# standard error in the transformed space + +# Raises +# ------ +# ValueError +# covariance is not possible to calculate when x and y are different lengths +# """ +# if len(x_vec) != len(y_vec): +# raise ValueError("x_vec must be the same length as y_vec") + +# mu_x, mu_y = np.mean(x_vec), np.mean(y_vec) +# cov = np.cov(x_vec, y_vec) +# sigma2_x, sigma2_y, sigma_xy = cov[0, 0], cov[1, 1], cov[0, 1] + +# delta_hat = (mu_y - mu_x) / mu_x + +# sigma_trans = ( +# (sigma2_y / mu_x**2) +# - (2 * mu_y * sigma_xy / (mu_x**3)) +# + (mu_y**2 * sigma2_x / (mu_x**4)) +# ) + +# return delta_hat, np.sqrt(sigma_trans) def _check_input( - method: str, transform: str, mu: npt.ArrayLike, sigma: npt.ArrayLike + mu: npt.ArrayLike, sigma: npt.ArrayLike, n: npt.ArrayLike ) -> None: """Run checks on input data. @@ -321,22 +381,8 @@ def _check_input( Standard errors. """ - _check_method_valid(method) - _check_lengths_match(mu, sigma) - _check_sigma_positive(sigma) - - -def _check_method_valid(method: str) -> None: - """Check that `method` is in METHOD_LIST. - - Parameters - ---------- - method : {'delta'} - Method used to transform data. - - """ - if method not in METHOD_LIST: - raise ValueError(f"Invalid method '{method}'.") + # _check_lengths_match(mu, sigma) + _check_sigma_n_positive(sigma, n) def _check_lengths_match(mu: npt.ArrayLike, sigma: npt.ArrayLike) -> None: @@ -354,7 +400,7 @@ def _check_lengths_match(mu: npt.ArrayLike, sigma: npt.ArrayLike) -> None: raise ValueError("Lengths of mu and sigma don't match.") -def _check_sigma_positive(sigma: npt.ArrayLike) -> None: +def _check_sigma_n_positive(sigma: npt.ArrayLike, n: npt.ArrayLike) -> None: """Check that `sigma` is positive. Parameters @@ -367,3 +413,7 @@ def _check_sigma_positive(sigma: npt.ArrayLike) -> None: warnings.warn("Sigma vector contains zeros.") if np.any(sigma < 0.0): raise ValueError("Sigma values must be positive.") + if np.any(n == 0.0): + warnings.warn("Sigma vector contains zeros.") + if np.any(n < 0.0): + raise ValueError("Sigma values must be positive.")