diff --git a/.gitignore b/.gitignore index c939b39..dba6d2f 100644 --- a/.gitignore +++ b/.gitignore @@ -1,7 +1,9 @@ # Scratch files for testing -scratch.ipynb -scratch.py +*scratch*.ipynb +*scratch*.py +image.jpg esparto-doc.html +esparto-quick.html docs/examples/*.html # IDE files diff --git a/.travis.yml b/.travis.yml index b994d60..ebeb529 100644 --- a/.travis.yml +++ b/.travis.yml @@ -22,6 +22,7 @@ install: - poetry install $INSTALL_DEPS -E test script: + - python -m tests.check_package_version - black --check . - flake8 - mypy esparto tests diff --git a/Makefile b/Makefile index 7ead546..ee32acf 100644 --- a/Makefile +++ b/Makefile @@ -61,7 +61,6 @@ mypy: ## check type hints test: ## run tests quickly with the default Python pytest - python -m tests.check_package_version test-all: ## run tests on every Python version with tox tox --skip-missing-interpreters diff --git a/devdocs/classes.png b/devdocs/classes.png new file mode 100644 index 0000000..841fa7b Binary files /dev/null and b/devdocs/classes.png differ diff --git a/docs/02-user-guide/examples.md b/docs/02-user-guide/examples.md index a5811f4..c51cb12 100644 --- a/docs/02-user-guide/examples.md +++ b/docs/02-user-guide/examples.md @@ -25,7 +25,7 @@ The [pandas-bokeh](https://github.com/PatrikHlobil/Pandas-Bokeh) library offers with few lines of code. With the [Plotly backend for Pandas](https://plotly.com/python/pandas-backend/) -we can access the Plotly Express API directly from the '.plot()' method of any DataFrame or Series. +we can access the Plotly Express API directly from the `.plot()` method of any DataFrame or Series. This notebook shows basic examples from each library: diff --git a/docs/04-about/release-notes.md b/docs/04-about/release-notes.md index 45343f3..ff86a6b 100644 --- a/docs/04-about/release-notes.md +++ b/docs/04-about/release-notes.md @@ -1,6 +1,20 @@ Release Notes ============= +0.2.1 (2021-04-24) +------------------ + +- Add Bootstrap dependencies for relevant content classes. +- Inherit FigureBokeh height from Bokeh object. +- Fix issues with in-notebook content rendering. + + +0.2.0 (2021-04-23) +------------------ + +- Add support for Bokeh and Plotly. + + 0.1.2 (2021-04-09) ------------------ @@ -17,3 +31,5 @@ Release Notes ------------------ - First public release. + +
diff --git a/docs/examples/interactive-plots.ipynb b/docs/examples/interactive-plots.ipynb index 6307988..4786f4b 100644 --- a/docs/examples/interactive-plots.ipynb +++ b/docs/examples/interactive-plots.ipynb @@ -487,7 +487,7 @@ "\n", "\n", "\n", - "
\n" + "
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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qI7I0DqjxgNShYkQK/zTAqwPiNAkIxQ56l/JEDpgCEmc8UkQJ7cY9zHEyRA+ovaWgGBJEAe1lCfSIooQN4qzf6NAydACmzL+Q43J0DuK/nKcJcjQCQ3wL0XjiNA2STObv1lIkAMdTxUd+oiQH010gPQYCRACItolkmUIEDMKDO7IeMfQLbI4PfNnRtALgFjU6kjFkANSLPdYV4UQLJ33BufBRJAyBpXZ2KJDkAAGHUq+HEFQG4ey2BN9QhAnFzRz+Y9AECwzFgOf+wIQIvOCjRXPAhAOoGFOwEmDkCAOMPnDJkVQBa8We4PdBJAzjnRYHNYEkBH2heAscoZQNzwGSV6oB9AjZpc/0bkIEA9uFd4nxEeQOcD8w+1QR9AAZz7YzLbIEAjot7gahQgQAPZ8A4SfCBA4XiG9X6XI0ABNWKEvyMhQGD81wq+OBtAiPw+FdNzFEB3OqRtl2cXQEjcbZQGkhtA4EF6j3LJHkAKzopngngVQDcyr3XUzhVA/znS6IIZGkDybxFTP2QUQB8zziK6KhBAgiomq0ohBUAD6xF75P0JQK679UykwwJAqFJZy+K5/z/Z5NFqwOABQE3HJnwufQlAM7z2hXo+BEA2gGQKW9r/PyAK2pI2LANA1fD+XpbXCUAnTM0Ei6sTQIg0oD9xCwlAZGybC1hFFEBvy3YDAbgUQFMWpbkVtQ9ArPbtgeGvFUDuu9p6ms4ZQM7/Cbwc0BpA7BmEnf2+G0DV1tAB8t0cQAdfBnHiXSFAgepj2yVwIkDw2APTxSokQGNISgcJtSNAPLFjfgN+IkCQh30kGukjQEZ2Iv44wSVAhOdjqWRkJkAOqmFR0eImQLKSpb3wvSVAHxAJwJUWJUBSGkxjfSAiQHHsAg/bLyJANeJCTuHEIEBaB4MD8zEhQC9UpuE2ySFA5mr20u/gIEAKqEQ1iFQdQBIWY4lxRRtAseRNqanDHEAXDvX5cZMbQFiliDwXahtA5GR/sVMMGUAf40zJeKMZQEjL0kKQvRxAQ/ZOYWFEH0DmXV86bn4hQJ+7Y8rn8yJAO+JdPJsMIkCY4oW5AeQeQDQlF314lx1AI9YNTLPyGkCzuo5NI/sXQF6C88qTJBRAW5ujRd2YGkCkZcMzO9McQIfuTDNTsSFAgrOJnxF3IUBev0XpilojQKs9yNkYuyNAvbTe2iaBJkAhHnu7bEglQBM2t+SLliVAFSwLhnXQJUDcZ3FvfUQlQBdd8mVNqCRAULSN1ccJJUArAp1obl8jQNbxRsszHyNAMW6Mw16lIkBJbVQXNHciQDBrU4QFViRAGD+Lh5HAJkCOtXe5DsImQPAicF5TRiZAgkKgA+GrJ0B/FtgsVnwpQKbg3HII+ylA4BsPtBy5K0Afbc5rNNUtQJYvE2wY7S9AgqRFI4TALEAxnWVgw9wtQJtyAPOeYS5AJFadVxvrLkDUnn24PoEuQItiOpaF3jBAmPtgkgxaLkBv4xMJ9BwvQL2pAz1VIDBA44fVhIp9MEAGkWJ6OtYvQAix8PKTMTBAepr6GQ8KL0CGWVqjBq0uQPq6nlX/4y9AhDcWBzLKMEArJ6tRhaQxQFP3MTe4bDBAUxZjgw/nMEBk30ouU+gwQG0jKcFSmjFAVd9RKdHZMEAOWqD6m+sxQKQ9MkeqizJAu+VRclgSM0AE+huviyc0QM86+nWHvzVAzOslLqJjNUA3kD3EN640QPl9dHJL1DNAyt+oCfcBM0BYALJjZdkyQOBLR+6tyjNAwOFS+QsAM0C4s3LUqrsxQOSTJtbz+DBAirPaaHXlMUBOn5tAil0xQLNHfpNVyjNAA2IXg+8qNkBb3h9Os202QDtkqJRAfjZACMaprjN9NkC+Duy0njM3QDYru8hNVjhA8vp/FE/4NkBYdkcdi3E1QBqSumwBnjVAocXobq0JNkBzmx8PdOg1QHbLaQ3vCzZA/WdDiyMuN0Bvew8Ehks3QCgNUKCPeDdA1rdIzPPUNkBkIvmCVOs1QF4MDP6FujRAXnQKKXhpMkCzf9gvVtwyQESvDmUY0DNAUvvPEOh4NECr85qfJMU0QCGdIAscgzVAULvdD/d5N0D7zVKqbLM3QOV6Bc8s7DVAfYjIN62dNUAtUQA4spw1QM8PruAfhjdAeKk3obRANkBR7Ad/Ihk3QKLOZWFRnDdAQPFjnqXYNkCxGZ7xDc42QCB9gkWk2TZAMigrKcwDOEDwA/EatMw4QFJtsjx8fjpA9LxyMP07PkDIv7wYCPU+QOQtHpP39j5AIO/IVXk7QEBOydFzyeI/QE5I801l3T9AYRrKgMy4QECJ1y9EAydBQFDptUMaiUBA0npwYEYmQUB9yaa46m5BQHp8opfS7EFAAI2QC9EvQkAHCc1YDlNCQLbK3xLon0JA1aB3R8MBQ0CEk5oH1NNDQNkFN5eCTUNAOIxJ5JJoQ0AodlvusbNDQC/SikTaVkRA+O4U45LQQ0B9Xf95o/lDQJ/w8krFKERAvbIDhRN8Q0CKEBydGmJDQPqu98hiQkNAiQx0NjWiQkCPFJR1aP9BQLtqVXqQVkFAocq2sjIeQUBVGSsUmi1BQDj94daVAEFAVunt+Mz4QEDsNJasNDBBQKzNQu0cNEFAQ/o2zKSEQECHQusMJAZBQM8LLgGnhkFAHaE3/uVaQkBXyMFn3MNCQNrzAlg+0kJAEqaNmgbfQkDCgWpdUmJDQLDcRrfOb0NASCkkfWq8QkAHwKP0qVBDQI5Pp5Df0kJARxFeS5KJQ0AbEU72TPxDQI3lQuD6S0RAlvHLR2/oQ0CNOqFnWnZEQDHxhBtrqkRAocBM8NUqREB8M6LTrf5DQCTAMnFkLkRAmv5goyFyREDF27385itFQMU6Y/ccbkVAiviteE/dREB/6+YrV0NEQCLK/fSfsURAyRd5v9YlRUCJUt2/+fBEQJtb9kCEW0VAQiY8DeLYRUAIqCWTeLxFQEaAPbqyTkVAJVIxMTmhREChcZdXj1tEQL6SaaDkR0RAO/2AfrOnQ0CcMlqjrDZDQJjkbiuhIENAy0EE5FB3QkB7/Z8jutpBQKZs9d8UJkFACvBJRf/NQEA8XSjJZ+5AQBPt/hmWMUFArqGeVe8IQUDI4w24fo9AQNw8Ajg6+T9Auk1eflLgP0B71zs4/qBAQLDPp+UBQUFAr1wZXjVuQUBo+VDudMlBQPo/cEyOBkJAmxwukevdQUCMrrXCT8NBQOod0wUPOEJAB2bdSvrFQUA+cmTanFVBQMT8phgLD0FAN9z5kBVPQUBX9PZ2RXdBQGlan/iMgkFArtzfGPdSQkBA96+UhYZBQI5WtNOFhkFA17OWyf0XQUDzTQus+YNAQHrEBK5igEBAg2q+t2bGQEDdeoOHMglBQClPlbWOQUFAefdwdMD3QEA5/ryzbpJBQIghPKZdVEBAsN9AadnIP0C2VdrOZzU/QNLoczddH0BAxPGgjNU2QEDyWBtdtmA/QJOL9OTo/D9A3YNYHFEdQEAcqWimtgFAQE2/3enjhj9AjRqK37jBQECJNTy1ViJBQGLHM4zBB0JAE6ciYFUDQkAYTZXWEnZCQIFFzVs/GUJAqCcxWR/ZQUAZLlTaApJBQHxq9ZL390FAVsoav4I9QUCzDWOL3NZAQCGgjlbx1EBAzFaQ4iIgQUBxpuOyrClBQBfQGa5JOUFArAPungoKQUB/V8l1g25BQK6AwrP/YkFAOPHTeiXSQUAnqP9SSOVAQHZ6ZYhoC0FALxpVhdiBQUBPH+CNwWJBQGQz4K5NvEFAMPOyb2c8QkCCErWGCjNCQM1Dx5D7qkJAd8eClU/FQkAXxNk2v5hCQELpMgp2L0NA6sqOu6jMQkCGsT1mHyZCQHFuQ/aD3UJAQRlYvFN3QkAgV70rn1BCQHQLbGeggkFAvDll3MjpQUCuRMVTWRBDQK8cA9cFG0NAVzRmPsYtQ0DRE0BsEMxDQHfzDORbpENAv1l8naydQ0CuP4NgkXRDQKeVVXZfOENAv9e72ZCvQ0CBLuddjKVEQDXFhIkX9URAtQLM6V07RUCRNUOqz4xFQG1VAFl+fEVAewmoOlbZREDrz5vBnGZFQCRMUmUoH0VAfGQET4BzRUAb8EOssUFGQP5+rlH7wEZANS1kbiACR0D50mlmawZHQNhrW5F12UdAGlRrOp7mR0CoaPuxAzJHQD9sOTVquEdAdi4ZmPJaR0Dd6btDqutHQCTEBJMVsUdAcmTtun/hSEBydOAV1MVIQJ8wlmsCJEhAdt0FcP19SEBtXJt/3gdIQH9gxl/IM0hAyO4z6URdSEDIY/+1Th5JQHqGUA32u0lA+ugNnW/jSUABDcK//Z1JQG13P1fvwUlAjVcnfdxxSkBWSuXZbJFJQF5gqhL7U0lACitEGcnLSUC8AI/+oEhKQG66rzXstkpAMtwid2ovSkD93NPC6q9JQDkiO5WEqUhA0o4Rc6e7SEAhGKXOwq5IQBiyE1v3+UdAEILYUHC+R0AJSxHh6YNHQB6HpJecfEhATd17U4PqSEAZbfHmPDBJQDTS+rHt+ElASPLNc2fOSkBxqvDugoNLQKOSowxsektA1ruHdDNxS0Ct4OEMdIxLQPhAbQIbnktAgowFQ0OhTEBVSbo6SMdMQKV/A4PsZ0xAjagu5sioS0AHDx6pvlZLQDSIzhJ1xUpAY7y1qndZS0B3wxmxK+xKQCA+wbp9OExAI0xeJA05TUAj0gi4P/pMQI9GYgBrnU1A/yJ23BjyTUDYy5CYebNNQHklV/sQs01AKR0OixE4TUDn031ixZtNQIXnDtdViU5AZDgbNYHrTkDx/XjuZGhOQHAdmyh+wU5A3sPrXkqhTUCSvC1lADVNQFpRiBFk10xAPvuG2U03TEC+q4cQdWJMQCpbNa+G4ktAVpkCU0HWSkAOEvBLtPRKQKtf1YoCL0pAp70uzRKhSkDS7XaG0fpKQDgu66cIn0tAZ2cn5CUaS0ChAHEU8oRLQCrErueaVUxArYWKsTS1S0AqiPMNjZ9KQNfIfqLG8kpAWhn3GIE2TECND17QiyFMQB0iWYQS6EtASFgQXr3oS0AVjBaeh4JLQFo2UjLnJEtAcR7v+FoxSkDU1JX3bXtKQDE9FB7Dl0pAFeX6FtJsSkDRikunVlVKQJmWXRoMQUpAj2DqxNdeSUAVy+zY4b9IQN+4T0KJnEhAORZXKCHUSECSyrn5MnlHQMyRZ7yaXEZAmUBqVH9fRkBzlKHtP9FGQDHWCxhlJkZAY3AFSMWQRUBalO8xcodEQIummF+lZURAWuAcN6X+Q0CruU6PpXNEQMK8Av3KTERA3ltuOZKnREC96oYZHbJEQJQQRZASQERAoqCn8K0mRUCerVk5ildFQHx5+u/ly0RAWcsSJsPmREBqkVD9OSFFQKraSV7lpEVAxHuG/4JxRUBVxROAi0tFQI8Q1KUba0RAXksPIyDZQ0BGBqYU+XxEQIdXjo7cZURAPdGzSlJ3RUDWmbElT6xFQApMVKUWa0VATr8dJiG/REC1MqaObupEQLCu2JRB6URAvbac0XuXREDRFMe1EkFEQB6MKWvE40RAHGJuHKmPRED0zAF2gItEQDlAxwG76kNAWQESRJgpREC5CQMG3kxDQDVYTFqQOkNATaZBmcFoQ0BsbkuXd6VDQH5ExnPsUENAxwDU4g8qREDWWAStqWdEQJaEUQHIf0RAyn4WrfBiREDO3Ua2lwJEQHpgFdt/BkRAQLHgfOxrREDY8UQThk1EQEeoCkheQUVAfvfNKTrZRUBP6rPCLXZFQLD9GHcB8EVAfw12meGkREBqtEMoQOpEQOMNZpUxNUVAwsVM7tpfRUD+4YaUY3pFQNHXU+c8vkVA8H6TkwRmRUBfypcyCS1GQLm0JXCTPkZARzyImyt8RUDpPIX+ae1EQCJY+kPSk0RACPH/huUFRUAKOZwB2o9EQLl3nxFP8ERAXgzxNfj+RUB+8oE2Rs1FQJuOXYiTa0ZAlvN6YBX8RUDovhxC30tFQEKgwEccuURAUifgk0mrREC3CKD1qpVEQP+PjIDbYURAmy1FjgZQRECH0/8HHHFEQFkDJy8YpURA7Gem1r7zQ0DJOHojL8xDQJflA0aphENAqMVx3Nc0Q0AwU1pYw71CQOWYu6CoZEJAaCFAbv9YQkDLR7ssDE1CQFEOoeNj3UFA8PhwLpLRQUAhrw/cEP5CQDco+WZHCENASkOTv2GEQkDdgcpz69pBQBygy7lQY0JA33NysEnUQkCuMnpKRvdCQKs5G4inaURAnvP3VAl1RECM9CnrZR9EQJV1yn9Y20RA0YB0C/EcRUAVzG/dEDhFQPcP/uEo1ERADT0wqtW9REDGxp7lZVNEQE5deTV3zkNAskV2ctLUQ0CB8vOnPdVEQAfIytWd9kVARPHTfWcYRkB2zX7uamlGQBenhHjwnkZA5AA4cP8FR0BZ+yK14B9HQAtkg9Q95kZAON8ris0iR0Agdt05lkZHQBz60xV8UEdA/vOAuCSaR0BqzSkhB4pHQAD06ZLKzkdAnA4E9TsxSECuRPHF/e9IQECFOvkfUklAPrL9MDzASUDNFCXb+GlKQIYjcSkphkpA5v0bmRCaSkDh067G1JpKQAqlu9uA5UpAyNICS8HiSkAEV4pyqBxKQEacr72OVkpA4JblmzFvSUA1NSfp0k1JQOjzkhNhLklAfYu9ASagSUCBIOQFFyBKQK4rhMHtyUpA6Si7DyVUS0AaPR+Yk6lKQBGS2PkIQUpAhwjmxsdNSUBPX+DjaT1JQMlxw7gqo0lAUmSYRXdnSUDAmN34RgpJQODCg1w+f0lA4eKfmb6NSUCCFkIuBHhJQK5J4P55jkpAAURDtBdzS0AIoJqt31NLQGZBomZOSUtALIROUA9HS0A5rH27extLQKUB3WPJ90pAliNg9Bj8SkCBoP1iPLVLQLcNTLHeC0tARFrfcA1mS0CV/b5Fi4NLQGWX4m+ZkUtA4LhdgqiuS0AcHc+fm61LQPkUcqEWYkxAi7918NEZTUA4T2w6PxBMQAbvAGCOt0tASx4s6w9oS0A9GTvGv+lKQIdSTNVJYEpAJyBtiv6WSkABWwNpk5hKQNuqyyttikpAf0Np1WUpS0Cb18g+vf5LQJ8/vbczYk1AEfJnsPTgTUDjk83ri+FMQOP0rOMICE1AmBL7GHK3TEAxk1mZ1y5NQOSWkEHKck1AIitV0cR1TUBMjBalt2NNQGcTju4kak1AGA2RDwcoTkBjP3h/yDxNQH+dcINzeExAAl8BOUtXTEApygykANZLQGXxj5drbExABmmRjy7nTECTUtGaSStNQF4+66BI50xAXR55T2w+TUD+fTQ1/UpNQCRneCCJy01AU2W1PhjWTkDtHpmLR31OQM3mPRbnMk9AQj0BRv6qT0AtSLsLUf5PQJcHT5YsOU9AchmD2ywpT0BPP/7G0IZPQMvd7QjQok9AJoqQPPoSUEDOYqmAfgtQQHFXuZZcGVBAN/zKBSsgUECbgLFp+wpQQEyaoS3DSFBA3EQKKlEVUEDeZMBTgsdPQJLGevPE009AuNNqeo1PUEApZW1ChiVQQEhQJWgOiU9AxBM88oG7T0BXawLvT/lOQNNeznfy6E5AohKViQ4CTkDVoQlzUUZOQIrF4qEIhk5Ar5ijGqOsTkAqEOddgAFOQPvhyDFw4k1AiwoYlpCJTUCzitTM45ROQMHA1NCKr05AuGaU1P7FTkA+obnxk8tOQARpa7TJ1k5A5NGf9f/RTkAAoqULVRlPQEZlU/3QVE9AzrV/akIZUED2Y1zHe/VPQGydo5HYLlBAWQjWfusTUEDpp/0+dJNPQIQ/+GnLKVBAmPj1caRZUEBqkX/tR11QQNJ2nJCuVlBA+KUO6K4HUEAx7xdUgBtQQBInzitzPVBASKpZaIdmUECRzc0/8pxQQH07Abl45lBAgBM8JQFKUUCcTYKMFG1RQFRSxk0aTVFACPseDGRFUUBMvtAPytxRQE5lS4EnGVJA8y//EUMWUkC8q2SmcuhRQF/etbT5/VFAaw1hiT13UkCg+zwe0lpSQBAeEDuM3VFAglUN43WLUkAcZ96wgudSQJQDQvwx31JAIHk61IEHU0Bv+ohiCzRTQN7S0qZsWlNANWmqZqLQU0CKQkan7fxTQLOHuoATmFNAvrj8mPt/U0BLLaPNdW1TQNcTTkFZglNAwKGFFDCSU0DTCNsNeG5TQBtZXMJYX1NAlhpTCHLdU0BOUh1sAh5UQNYJJ8phglRAy3VbW9eLVECTaiADrZxUQAximiq8ElRA9z9HEkbzU0DlKZcH3QBUQCRCzm5Q8lNAObOy0NuwU0BKLlfKz2tTQOgKmFjnz1NA7u++PxTNU0AjmqshEzFUQLmu/JaBPVRAc5bC+Jh5VEDAsxVimZJUQNo84dL4cFRAkE6gEfeNVEDqWTWjop5UQL27rOAhN1VAFF2t1KtqVUBnisY3qmxVQCN2USpgT1VAAmGEABU8VUBvz+QoeVhVQOBgOcARrFVAV6p523u1VUBUvutoml9VQEGrd67ih1VAvk7WrgOZVUAcCDqFUfZVQFsV6eQP9FVA8lKdePD/VUDgi56vWO5VQKAiBr9D0lVAuSDvfCRMVUCnhJHZaWhVQD0uMNS1g1VAkiPOrpK2VUBrUYdj78NVQKRea3xzq1VAK8M9w4dCVkBMmcpSIlhWQE+Sk0LIdlZA+c/UQUpOVkDfnvmAPxVWQMwcIQOnP1ZA58kNKC1bVkCBo5bpJEpWQMLLinSQzFVADSJGOltwVUAwp2c7TmBVQF23LMmEwlVAgcD+Ma53VUDK43snJ1BVQMZqZA5PRVVANzBukXBDVUCFIL+CPWNVQB6sartEd1VA0a1LxWJuVUDkz9udHXlVQKJ6VSLtI1VAreEzEZFPVUCWXS9mVjtVQGLSDknmRlVAc8HtWEAKVUAWLqE/yU9VQHRepPlLNFVAKh9mNNanVUA6CxTHNLFVQMIynqmU2lVAUc+7AbCMVUDOANi8EStVQPEQwVHu41RA9SQ7znEAVUBIk8On6kVUQLkuR1dLCFRACe85aAEGVEB21ZxJQ0dUQDKJt/xNa1RAH8pGXhKKVECDBtW/xn1UQDsXdXX5PVRA7mo3+WSvVEA2a6NAgIpUQFiRLk0Rc1RARJ9GCJdaVECw7SetjVZUQKAh2o8+vVRAH143UbtMVUA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"littl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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"/ZUUXmhB4D8QZKPyjtbWv6REJq8KodI/3meWOGi5/T9wE56wVw62v9JhX0LGPdS/OhyvGLfs0b8IPUXNt4+7PwTZ3qe84vY/p51TsICk8z/UvAFiDFb7P0zRxT1rXAJA/IzraLA69D8MYFdKz+0AQMaDkwpHNwRAqOYFs1YtAkCTvnXU7UoCQOAZY4Zug84/W0CpbxnQ/D/YcGQ4Z/DHvxxJIIr6Abo/Nv3w2D8tub9lauwIUKL0P9/KPzGmpvE/zJ6u+EwRAkAYDFrDJFTvP/wuR8NYdem/Lt/sE1Kr9r/7v3bOmVT2v+xWEYh5Zfy/Gj+byKYoEcBNJecwcaQRwHQRpecVyxjAqnPkllGhF8ALU/sayqwYwM0OaEudpxbAWp+Q5ViVGsDX3XHaCU0cwEAiNg8iux3ADc+Tz1A4GcAuD4ov3a8bwNaOVVEM1h/ANYTKwkz7H8CWHlvb5GQhwGwIvtCmCiTApjpV4VwPJMCCmJrt+wcjwHS7kmMGlSTAprdDxYbSIcA2VXM2bUMgwPAeV/zPyh/AUW7f/wLfFsAaTrmqDo4SwDgpRmBsNRbAAsra1jG0EsCqh/tJkW0RwEslYl4U3RHA2WFgigvwCsBOrCM7PG8AwAYiey78a/i/44SkcFfc6b/9O9BitZ0AwDCK+hRzzgjAlEfj28lkEMCw7Tx6n8kRwCcJCnXt3AvA94XN+ZNWBcCERtN4i/IOwNqQdS3G6xPABv8t2GVdEMCSbOi6TN8MwDBq3NKAnAzABZqOla9EB8CWNx1IWNoDwEhx/FEgMAHAtj4mRGFoBMDXtIg/0iQMwK7tMSMXEBPAwH79siJ3EsANHu6jSEcQwMIDqVAvhgjAx4mQwdIIB8BpcQDEaJMEwFX3DWIj3AHAu0rt2GXXAMBK8D8YknQDwLL9jZQD0gnAXARrcmig+L/EODOvbMwGwHsEw3K3zwvA9kzanLoqC8CCZmLDSVILwDoZVi2qJwfArg9djSQW9L9zBOxt4fDnv55QRbEvRQfAOGfB6KUSDcB419osni0TwOWDL5MpqQDAVvJvPP/i9r+G9Xb2m7P7v/jbHZIrQAHANp6O6jN1B8Dig4bWaGkUwICBmfrkngfADBGY0qVsAcAA0NqabraEv8eMQdMmUvW/fINX8GzGAcCSwGrrgd7sv1qEXO8jZdm/vTYUitzv4j9kE6ENcjD3P0BDNDMxJfc/rhI4QQpe+T+OiHKw8c3nP0w2r8/mQgZAbXQZ1gnU+z+I5r+8UZEFQJ4to2D1phFAZOYstzbgFEBlLXqU0BsWQK/Rw1uYQg9A+SiE35lKFEAdehIqS+EbQDrEHS+OyxpAXVB25slXGUBSb5hhb5kYQNBB/dTq7RZA0Akmq1ttD0A1duTQN+sSQELgRqpbzxRACYJ3s+eQGUBAWIUFAksaQKck+nSkOCBAE+ZtVsvyIEDa89FvR/ggQOEuwOfl1RtAjO4FWPSOGkBQTZ8NK40gQF/UpDqMbSFAGm0g6KUeHUAy4pDZ+oMUQE5EBlasJA5AYi8hLlXTDkBnnr9LRPwPQFWDtXwFzxNAyGiXKlcGC0Dga7Jqoyj7P/C9TWJRGQhAi8nuBjSEAkAMmvokJ5UPQDgfIBwirwZAnAedaDOq+j+pRJxJcyf+P2koQLmQfu4/4t+Q12Yh6j9wIJvEWvz1PwzYp1P5DOQ/mGpgssM5zD+hq0AXCGnnv+A2hsGjoJC/2pUAvkjp8b9Y4X0Dzhn5vwBN4lVoqMS/nDNVtYuG8T+0qINoYvn8PyzEx83t6vk/+yBtqwYJDkBkxHb/tRYBQCZMQY3xRg5AsTtLbJOPBUBaa/8b2cAQQIQFqK7HzA1A2M7cqGI9BUCFU4Pp0ycFQFyehO9NqhBAQHRsGOJ5EkAXKvmSF8wQQAGepuMeohFAO39NcNUqFEBDktjF2eIOQDKaLAWpZRNAVIZCfaryEkBburRhVCcQQPX6QberVA1AVs0rp2lrDkAuU88liroGQN5cP5hP2AFAvJUi2ISqAUDHKj97j6z+P1STfyVSgd8/ytqywMH40L/iGXTG5l++v6amSX1WO/m/v6K7GjaZ5788hB0n1/fWv6w+ZHNDSOI//GBmfgq71j9o7pceRujxP77fEmb3GvM/noD28iXg3z882YtRRR34P24TEz2S/vA/DEq6aZ3nA0AKDiCwPg/6P3MjSjOixe8/Mhmfw4Sl8D/Zll0ya+P5PyrfEJW7MQRASqVOs+v+BUCmnpnGShoKQIz+dmjQkQ1A0JNAEKQBDUAuj2+2994KQND48iQT1BRAK+8/yO/2EEAAQayFdKELQPdvshDF5QhAiLfOdARKCEAsQhBMb20OQL1DIJdrLhVAoVNwFMQPFUBAd3s1ECIKQNjFUkSFnhFA1Dctx+r0D0D0QmzU4Y8TQO6wrAgIJxhAhsr5PT9MFEDNblO4amUTQJqwHlwqbRdATm2Dl/KkH0BHoreQgTkjQFd+h4J2zCBASqfzT93uH0CXx050ByMXQMUcRoVuzxhAN2PwdPLtHUDa5VVqOHgZQHgC+vpJ7BlA1jNZX4bHEUAVGcCBrCESQBZBODocKw5ACni13OmEF0BTlQkiL8cXQGJZXQeBfBxAyI/2X4c0GEBwYBusa3sWQJKLGj01sRRAZdm1vR5IF0BMW3XrQH0VQKvojGalEhRAvHS1twwkGEBy2A1FUmoZQH+9cJGzSBdAJ7a+Q+UwDUAO80dDxBgLQPJrsZrslA1Apo4r3v82FUBpi0/GJaUaQErrHSKNERdArbDZxJYdF0CyVo0++6EWQDIzdqS6xxRA2VvepVnDFEAILdgCsmwYQNJ3tukgfBRAruYfuBOSGkAMI07+HaEZQIBAj9hhmxRAcUcIkKSLGEDHYsN5jfcXQM4dCcijAhlA6HQMnnacF0D+lzBOsKIYQK6OrMGKURpAA9Ai2hBjHUBEDPNw+AscQKc5O6KEphxAFRx07KWWFEAfC6I6j1cRQFEtM6J1sBBA+jJ2vSpgGkD5nY7RVYIcQOXjaOlRrx9AIs1OEycAIUAtVbmhRvQiQAXhz6itYCFA3exs8ko3JUAKDW0EUOEjQOzQWRwbkCNAEay/QsgUJkBiIdgUUEYmQPrEpHN4YShAzD4GUxJuJkDgrcsA5uYmQAErRWJnBidAk1ZsQeCFJUC+hS9K9BYkQD32XxUwBSFAZzXpV3tdI0BRigontMEjQFLjG9FKlSVAbZoAAw3yJUCJmeLOx4cnQARQtxzqjyhALENw148EKUD8iRfu/EQnQP5DcaUV9SxAW2gzksHeKkAS6+BqM0ctQJMnLBqlhixAy5WRPNwgL0D5SVgAI60sQDXF/tJ72C9A/njsTCdtMUB7YYBzqLYyQHhyc1vrBzNADcg2vKh9MUC6xKXQTPkuQFjDPoddyjBAOEY4KhFoL0BRL9zbHvcvQB0V/VR5IjFATiCyBWLtMkBNR0PlqlMyQN6AS+126DJAHaVShVGbM0BHTMRwyJAxQDVJzUQpADBAV72OHakGLkABOu7xbZswQG8PRPVdZy5ANfy2lDQhMEB7d8ShoxIuQPGs9RcsJi1Aavg0b9cyLED3cjYnMJIsQA/VTMS+PShAAIsGNtl2KECZSx3EktMlQEM638d0oiZAKLw3GMGbJ0CJ4pA8/rUkQKsv+Z2voiRAEMw+N08fJEDy6Eyx29ojQDquJhTvAyJATJUE2/sLIUAFO0xNFyEgQKki1AVjqCNAgN4PQ2FsJUBOR2Qjne4mQOP4DTBgDClAjgSG/5r8KECf10ZTPNAnQEqXo73WMSdA7rq34bu/J0BRgk4B5+gnQDFp63bTcylAHGT+yLhJJEBXw9Ma/3ckQJqUSdy2oiRA0IQo62fnI0A4xU0iJkQmQKD+H5lddCZAqieQSF1rJUBUqDVX3XIpQFr7ty43ky1AjB5NCojVLEDMM82paBUrQMJEmK5GYS9An76ELABLMECDEHcZVLEvQD/AXzQziTBAgUayAO3hL0Dej7mpsCQxQFIJBRTXTzBAFuhzumKzL0DQTVWDsHguQKLGc94qsC9AC7maM+T/LkCKSk3tUQAsQBOBoTBqLilA+rf3/qiBK0DRhpbEQDQrQL6ck5sZBy5AeFjVaaBZMECY7YMgaXgwQGhT19HjeTBAy/IEx2CWLECKC8iWGuwsQOtB4ma7GS1AjHVZgapGKUBRcXf4jYkqQAp+fi5TNChAmdU5FihEKUBDwRw3PJwqQMsDguCo1C1AbCD6EOy1K0CU3kVSGCkuQPdePPnHKC5ADVphSplRLkDLEb5vbcEwQFlBGWizcy5AyC7UkxSBLkAPnIEE3UAvQH7IdjTOxCxA4UNSZuJALkC3MAzKAt4tQMxU9EhRoS1Ai4TpemRvK0AC/BEoQy8rQLtMHU6sAypAwbm2pfiPKEBoPLf+34QqQMDbmy+McilAUm4QUqJ5LEBVB7PC3O4qQHwORhemkCxAhuBf9npwK0BQLZsX4IUpQHhz5MS9OylAUYNMrGAzKkAoV12BG3UsQFx4ruB/Vi5A8fUdHkd4L0AIXcbsUxYuQBaaXB8EcCxAJoHkMoyALUB4NZ7i2A4xQDPnE3/BQDFAqe6FsGq/MkCuc+qABVsyQHDOew5vrDJAPGPGe9lXM0DhVIGthXIzQBMsQfB+iTVARPZ9wHj8NEBVKLYhomszQGU6serCGDRAxbVSk3PcM0CsYBaVn/k0QIs8wpGGwjNAljC2DEMFNEAfD0SuUUM0QPzIXeOOBzRAwDyMbQ8gM0DZw7M5TskzQAmWsxstFTRAO39dobOpNECPAC1lzhQ0QBpXqb6mKDVAKPQzKZ8oNED95y4MSM80QN3+k4La8TdAB+tIYMeGOED91Mr3cPY4QPE7hDGImjhAnPlFC8g1N0BcViWh8og3QAilO6pNJDdA7MSxdiGCNUDUXYYvWzU2QNhZCME6mDZAz00hBXvZN0BkfNT+L5o4QCVmMJSWcDhABEyCbSD8N0DbA6cs6Po2QHaO07jRgzZAvxJpedxbNUBQFYU+SYMzQL0GnWryZzNAF9lDNFjCM0DubfuVjhkzQKu0bp0GrTJAExEdOTLFMkAmpcEYdf4wQL2hBKvdJDBAX14gFc/zL0B8EYUm1aYuQDedoSVVVi9AKmsMwalfLkA4HsoZ4xExQL9fj7aaYDFAyv9CHl4wMECI19jIBQcwQBDrcWun/i5AN3O7hOdRLEA5U0DvBPErQM+iajdVzi1Az/wxvQ34L0BgaTNzGxYvQDq9ZLwHyytAxH19wQaeKkCSdocXsuorQIcQbb9SSS1AmVz4XFSuKUCNnTaQhOEmQDhhbTxz2ihAKEn3eJw8KkCyJkXBFC8tQObGeJQl9CtAXH8GLjXsLUDS8B4pktcwQNd8daYROzFAKQU1RkX+MUDjOUnTqbwwQHATEw3eBjFAtGvpACgWMUADTWPWe0YxQJ0mlHx/ZDFAl1Jj45NrMUCoXc96Hf8wQCjYUFNshjBASDBhPQYYMUCgscb/tHgyQK+TR+VPuDNA43KwM2QZNEA3HsfOFzs0QI5FD60XDjRAjJS6ypdPNUAVVBQrHKA1QL5Q1TQn2TRAh0XK/H4rNEC6kKGST2wzQJaZ49Ko3jNAV0/A5jUDNEDqVpxCPdkzQEqKs9XX+jRA53w9cNDANEAl4rBj3/UzQGlGkDHytDNAhWTpQt2bM0BDy9Z0RBQzQE5/sPvJdDRAqsbgenVBNEDYUnfLNmIxQFh8taRXbTNAPp7B6tKMNEANgLGLcD00QJRb4VOrUDVALwk1tbW9NECg/zW0VbM0QDZ3xzv4DTVA2f/RH/ldNUCh41fiSi41QBFGVmVP9jVAX87xmNZRNkCIZtcfCq40QL9vNqN9fTRAvXEvgLB/NEA9NAlC5Kw1QBtF0OBRnTZA05ZweGBsNkCz0zjQohQ3QMoBjkzv1DdA0JCn70B2OUBxSz2FCqI4QDYmJnzkljZAz7CtHoK+NECOtu2Y9lgzQIqw3CRrBTRAvQvDWg/NNEAJWGFl5KQ2QFRTcl03DTdAa9kHPQqBNkBAqeaCtIU3QICupJUmFDdAvC2cePOjOEB0RAVc7Bk5QIj+3zSTajdAiUjEv/94N0C9kLf3Z7Y3QI6kwJCbCjlA9/HQVQT4OEB67vQuZwA5QBPOo5HZMzhAxV9RekneOUBCcyyXj3c4QLkIkLHOkzlAToL9xHFuOkDT+MhoxYQ8QAfWV0krIj1AQSYCHwLfO0DaXcy6wKQ7QFsg5qGv8DtA+T27JvDhOkA6rHq2gmI6QCYmwyTALjpAw3ZhA9FhOUDuv98P6Gw5QG/7asv7QTpA8b8IZaxPO0A+0LocuXg6QFD0+TfqETpAFhyvj9GwOkDOEwQUK6U5QMo2+NTFDzlAIMyq9pvqN0DIRVlBd883QFRkFaz8ATdAI73HXTkmNkDgBPW993E2QPY8YwYWqjRAEEU/uOfNNkB2weESk6M3QC0ZYlyzbDhAZrx6TFXcN0ArFt2iLYs3QKygE0bNlDdA2hB9EYyjN0ChyRV3gHA2QPJPCQvMTzZASrUDlII4NkCsC8zxTbs1QIwHE5nB9jVAQnXs6pT/NUAS8OudVBE1QDhifCp3MDRAdtFo5ow2NEAKaRPh8j80QOIM4ycZKjNAF5hqDNpUM0B4pEINW1ozQOdzqfPZCjNAb68Pndw8MUD993TSkbkxQD9kZ/bN5zFASiZAoH6nMEDbiZzfaEQwQCGTYNg64zBASla/xYjzL0CzUEwsqggwQJjOZbiEbjBAqFYMJLOyMkDEHUZsTT8yQKfOidszXDJAmk2YQyPlMkB8ymWCbYAzQO1sb9y/izNAtek7fcuxMUBoiObK+z4wQMnLJhKlsDBAexiDBoMNL0CQ/UgVV9IwQPwQ3IL8UTBA+bvZam17L0CAQEGW0E0tQA38URmlZTBAGINVth+LMkBCIttQb+ExQEK1GVdABjNAfiW98pvzMkCjACtR+e0yQEczSJ2V+zNAdSakMn4aM0BquZnVp5MzQOSHIdWHvDJAgC2BiQ4FMUDM+CfGPkwxQBFlRzdMojBAAGt2Ugh3MUDubYl2NlAvQPqFbrn3CDBAYAvcvL6tMECkuFjv21MvQAFpzUV79i9Av6SpDDD+LUD31qDVx5MuQM5vfoyTRy5AaykIPR1vLECbwh2zM0MtQAsvajMfCi5ANFHAC0jALUDhSfVrnvoqQE0HzknDoylADQxkBfA/KkDrxvYSziEqQCdOzHTFYCtA7Fr0PGybLEB22qB6iT8tQE0+6j4mby5AH6KI/ZnFLEDvmkiP77YtQAK//JtL9itAgAAEDCkYLkD4k1vV/EcuQBtDVX1zXTBAfdtli9yWMEDIUeGeMCMxQM41qK4XvTBAjR6TmXaUMEDhjHrLynUwQMOEImiQti9AkJMbwTCQL0ChVn7CARwwQDUblKVTOS5ALD18eNJELkARXMdOhDQwQH0HyN2jBi9AFCwxmohAMEAxAumGDRIuQKGq0SfJ/y5A9zjzqpe6LUBgcTZVtyAwQK2FS9pH6jJAoARu1PosM0AbZf4SwxE0QLW3FXLTszNAuDOkg1GNMkBG0nylw/EzQH9UmLk9ZDRA2dUdG8b5MUCZnHFp86EwQLADkbDYVzJASOxgv+cIM0ApHZMc+fQwQH5b2Fo/6DBARwHW49CBLkBPGXps+i8tQJ2Gb1/3Jy9AB8lEPt+7L0DzvPrxTXYwQEKi+sgObCxAeuWmybsWLkDWiNj5Lh4wQOD20I1sIytAilubS/A7K0CtxBzc4yEnQNyijSRwkSdAVsb/WjDPJ0Dq36uYqoIpQDO9iwj/xCdAwYJ35NqVJkC5htILe2AnQO9x2yyn6ilAUtVQp3n/J0DXlT7OQPAmQBnKXv1JuSVAoTiUKzBgJkA5cR7xnb0pQCNU1nkDyypAKusELc4RKUBYPJWRzsEnQJFuRx+R+yVARKt7nWo5IkDD1YXydKIgQJJQ5PMq5CFAVyB+TeWDIkDprNPcSHciQFwjnUjtASNAgqgyRnbhHUBCdvOGpnEiQDZjgLLSjyFAqdXra1OkHUDVma1Mnv0ZQHgL+G4AsSBAYM86Q5bmI0AFA9A0p6IkQG4r76z+fSdA2EX6h98nKEDrgJgXa10oQNrxCnuCeypA4XBlKqrjK0BEr2o3q34sQJSPEFN8SC5AKYWxxD1WLEB6iJ+gP+ovQCKwUst80i1ASB+DIhJZLkC3oFxmubosQHDiYWlbvitAaRHJwHtgLkBTMNEfS+AsQH0V8PCY0y5ApqqwPd3SLkA4yBU1evErQFhHWZUyYSxA/pqwl9viKUCG30jDDQ4oQHuF6PCGfSZAzymESHXnJED9vOLaAtUiQPMcPL2NZyRAz037B+1SJEATT6DCAb8kQHLEUIZXNSdAvkNW4Df7JkBtAMC60RspQN6tYxciBSZAL5sMNoFKJECcSgyRltooQBVn7aoF2ilA1nWMtidoKUCPrK/+upstQGu2q+nJ+itAlsA88XRoLUAix0GjJ2wrQPEOJaOwxipAXnywGUMMLEAPAhCB10MrQNTLeYX60C9AfHki1oInL0CMTlTQauMvQE72SrZQWjBA+5sN6cg4MkCIVHB5kx0xQDpDRIcqRjBAhlOtR1XGMEBzaiMnaq8yQHTz8uxiqDNA1Cc+lhBgNEBAgM3NcjkyQIszwghgpjFAXCE7xnHRMUDZ7OWMC2cyQGQ26e354jJAU0TeXDihM0DuolZrFSo0QNhMx4ZaSjRAb78/2NPDNEBgqWDlb+s0QB36p/VV/TVA6O/VPrfiN0AYl/nId/A2QMqtKQXPozhAsZ5MH+EsN0DfI4FOf4U2QIDncRiQHjZAN2Cf2PqnNkAT4rZD8IU1QO2pzUWK7DRAr5PCDf2aNUCK9L71EIo1QCE5Uf49yDdArTQBLv1HNkCV4zxygpA2QI5Gv5ZcPDZAm0qKSpJlNUBGdsZTh9wzQPiDUvPbZDNAShB05wyAM0Dti85Xah80QI0LcuejZDNAmniM90q1M0BPA35/krUyQHxV48J7zjFALtvLKBLKM0D+sp5XPoA0QICVhKGEezRAkNh3V/y2NEAc2+v6c+w0QJ2GqurPKTNAUpQ1PmAsM0BHDydvK4YzQNeKsZotdDNA1h3ZXgn0NEBZRcTz20A1QKHbnKFEyTNA4btAY6zNM0BturFjOBE1QMStlhr+ATVAmz+Vap1KNEBuojMDBuY0QDIwW9LDBDNA0mP8IXr5M0CXjEOW8V4zQId8DtkEeDJAFbkJZC0lMUDkkaeA190xQLlxeapaBjNAYx45Gv2lMkCExNuQRHQzQNqRQnlrsDRAxyzll2HgNEBrHcyWXok0QIERg2oVijNAPZH7X2gHNECDgwlWyEU1QMoXYQIiqzZA/XssUDfaN0Cb1daLCEs4QJxRFKnlTzhAISmdfDLDOED9228r1Qs5QLd6o94SxzdAFJ3bV4kBOEDxTmfUeQQ3QBngaUG7DDdAYe5jUSsMN0CevMtHpxM3QPPout2Y9DVAclJUVglbNkBkNyrIoTI2QHTGFASAGDVAwXndmGTLNUCz74AXn7A1QCfqAmI9LzRAmVyhiaXTNEDEwLdRAlI1QCNZSMAqOTVAFG3GniIjNUDAEVC80HY2QJI8qX/ZDzVAZSy2FYY4NUA0zHNgIGM1QPx48JhP5zNAQkctP6l+NECz8KnawFQ0QKTj7ega9TRADRxpa1X1NUAW518npSc1QOZAH3YTTDRABE+kAEZRM0AROeLB+94yQBggO+a67zJAzidz/614MkDeAMpoal0yQJQQpfqJmjRAEg3UZtGFNUCsGNl2hRU2QF2hdOsmdDVA3KS5toBkNEATIey+oOE0QEgvEmSa9zVA7LyaBw/vNUAJOnfnNpw2QKEryReREjdAVCztM999N0DOkoCE1No3QCPETLyF8TdA7pfVBxYhN0Aw3vBK2Cg4QA6GeRE6rzlAjtaJrKmrOkBExgoBYjY7QJgVkcSLrjpAa9qCleS2PEBl+gNh88A9QN9/vBSu7jxAffrcMo8zO0DBIAMQ4ng5QCZiwuHZZDhAbTnlURDPOEBb+WxUGcc3QCNt64VB1DdAJqD0EE5BOEBdN1LgQHQ4QJtlP8chrzhAyoArzT0dOEByeUoGRx45QMeHAI/7zTlAynG+P6CCOUAnizeCqf45QGZyKrEw9DpA5zRoNOAqOkDUiqfMEk86QO0n/4Q8uzpAQjTPnlLJOkDBLFSRRZE6QBW6Dr8IKztADhAPhvuSPECs+lGXITs9QFeYVoym+D5Ai/k0Q+s5P0BNhCTzo5JAQH0/hToFU0BApGYeE0FWQEBmJhuaVk5AQMrJ+CvWGUBA8kcMWFQPQECNXEGyMq0/QPqHOjSyTj9ACUXdDY02P0Bc2ob/6RpAQCVljfxHskBAunZgWuFRQUCzhm2EqiRCQOt/Axl2r0FANY6l8JtqQUD8Q8LC9fFAQOKF9mYU5kBA3G3DgObcQEDTdBbJIHQ/QLpdOk77IUBAOCuJGEbVP0CHGK90s48/QDNwakFLvz9AUhVXnkApQEBp3AcVEAU/QPU6MwUuAT1ASdmevJS3PUDVDMwQWMc9QNGM2CMbtD5A45Aa1zRzPkA9D2cT1uc9QNRYVJGDfT5AgCUw1T6TP0A=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"fzX/F/K81L939QiezDjSP7BTl/MnEvG//9q65vjf9L/9Rtn5YtQDwA27a/P7wQfA9FA+gzIS7r+7HBe5Wrb0vxkzDHYDm/G/1z8d7NiM7r+q0GKyTw3rvyBVu0aBG9U/2G+JP3qgrT8BwtHFWBT7P7hBpGEsJP4/a4eRvwDj+z88tSaJktrQP6YJs9RC6ec/0KcpGMOiv7+EpbuLVJvnP0+ve/37eOk/AHznz4O16T950NOKRXnwPwPMUqJnlOU/TYUWqqdT8D8garkMXnfUvwZkaxV4OeS/VI+ODlXK2j8SMMMPvRzrPx6nbNBSKQVAgYob76ytC0DYvqAkDJgJQOjWl72BGwhAQqTbBF+aBEA2ze2oVYILQGxznJKCXwlA2rtsRWzLBUAMyLt/dv8BQHJ5ulXcLQZAgh8BetyUBkC5zqU7nXkGQNc9k71OKP4/7qKCKPNIDkB1/egeqAYLQIc0+eS0wQxAQYlQcHYLEUA7EFg6zPkQQJbxCU3ZkBhAqtKe8z3wF0Cxesav3pcTQBrlc2ZePxNA6sCZCnANEUDD5N6APpwMQFPAyoR8ngdA+4kT4emaCEAAsQfMXLkKQKYjdca8HBFA2LFti6C5FUBW3gNzi9EVQK6fK3nqJQ9AilsIjcAtCUCEwYx82J8TQO5TP5s85RVAbO4JES9WEUCwvJ86y3wTQK9T5zJVQBVAbMomC48fFEDOPbQXSe0SQDDo812DXAxAOBPA+t56FUBYiT9X9uwLQOSxJPFctAFAyMg9tFB2AUAUnhDN2S/9P2Bq4h91q8q/uUx3d8/2+r9Yfyq0Lezdv2IGa1/P1O8/OP7/jKI6+T+wANCYR5fxP67M15Acj/8/IyFvVVOlBkCS+o62pzAHQPo0tfyTiAlAnFGK7EX3CEDoDaOjysoXQIKWsZ+y8xRAz6YoyLfmFUAdtT7e/+UTQO2Hq2im/BZAJSMBfxaoGkDf0wZs87sbQOVV2UK59xtAPCnErWuqFkAVwFs6DjMWQCd+BpF40xdA5JilEYLDH0DquvBdlO0iQPbEUtRTuyBA/9dSps5EIEDwzUhOesUgQGrXf8O8rCNAvlflH9+pIUCuwIhnvW4gQO5/ELD5UCJAlu93EhivH0DJMegVgVYhQI7HhYsriyJAmwyfrEDJIkB8KhcJMp0kQH8RSGbOpCVATGWip3ooJUC59w6AE28lQJEl8ySrGihAV1gXLCuyJUAiBOqbTMceQK2pSbN+MR1A/fVAaOtEH0AlAuZQZPEeQJlSk+3PuRtAyJQNpf3YGkAJrMB9QE8fQLuMSgZCqiNA1iN4t/AOJEAN2/QDq0shQCWXjMJ6BSVAgZzm3kIoIkDIyTuwkEEjQPWdeagJhSNAM0AXoB8PJECOBmftydkkQCSQsfOK9SZAhP/95IFSIkAXYPjihaAiQNt8c/lSxyVAANqADtQLJEDzzBB9ayIlQBYwSoI7nCNA4EdzoqI7I0DqjxgNShYkQK/zTAqwPiNAkIxQ56l/JEDpgCEmc8UkQJ7cY9zHEyRA+ovaWgGBJEAe1lCfSIooQN4qzf6NAydACmzL+Q43J0DuK/nKcJcjQCQ3wL0XjiNA2STObv1lIkAMdTxUd+oiQH010gPQYCRACItolkmUIEDMKDO7IeMfQLbI4PfNnRtALgFjU6kjFkANSLPdYV4UQLJ33BufBRJAyBpXZ2KJDkAAGHUq+HEFQG4ey2BN9QhAnFzRz+Y9AECwzFgOf+wIQIvOCjRXPAhAOoGFOwEmDkCAOMPnDJkVQBa8We4PdBJAzjnRYHNYEkBH2heAscoZQNzwGSV6oB9AjZpc/0bkIEA9uFd4nxEeQOcD8w+1QR9AAZz7YzLbIEAjot7gahQgQAPZ8A4SfCBA4XiG9X6XI0ABNWKEvyMhQGD81wq+OBtAiPw+FdNzFEB3OqRtl2cXQEjcbZQGkhtA4EF6j3LJHkAKzopngngVQDcyr3XUzhVA/znS6IIZGkDybxFTP2QUQB8zziK6KhBAgiomq0ohBUAD6xF75P0JQK679UykwwJAqFJZy+K5/z/Z5NFqwOABQE3HJnwufQlAM7z2hXo+BEA2gGQKW9r/PyAK2pI2LANA1fD+XpbXCUAnTM0Ei6sTQIg0oD9xCwlAZGybC1hFFEBvy3YDAbgUQFMWpbkVtQ9ArPbtgeGvFUDuu9p6ms4ZQM7/Cbwc0BpA7BmEnf2+G0DV1tAB8t0cQAdfBnHiXSFAgepj2yVwIkDw2APTxSokQGNISgcJtSNAPLFjfgN+IkCQh30kGukjQEZ2Iv44wSVAhOdjqWRkJkAOqmFR0eImQLKSpb3wvSVAHxAJwJUWJUBSGkxjfSAiQHHsAg/bLyJANeJCTuHEIEBaB4MD8zEhQC9UpuE2ySFA5mr20u/gIEAKqEQ1iFQdQBIWY4lxRRtAseRNqanDHEAXDvX5cZMbQFiliDwXahtA5GR/sVMMGUAf40zJeKMZQEjL0kKQvRxAQ/ZOYWFEH0DmXV86bn4hQJ+7Y8rn8yJAO+JdPJsMIkCY4oW5AeQeQDQlF314lx1AI9YNTLPyGkCzuo5NI/sXQF6C88qTJBRAW5ujRd2YGkCkZcMzO9McQIfuTDNTsSFAgrOJnxF3IUBev0XpilojQKs9yNkYuyNAvbTe2iaBJkAhHnu7bEglQBM2t+SLliVAFSwLhnXQJUDcZ3FvfUQlQBdd8mVNqCRAULSN1ccJJUArAp1obl8jQNbxRsszHyNAMW6Mw16lIkBJbVQXNHciQDBrU4QFViRAGD+Lh5HAJkCOtXe5DsImQPAicF5TRiZAgkKgA+GrJ0B/FtgsVnwpQKbg3HII+ylA4BsPtBy5K0Afbc5rNNUtQJYvE2wY7S9AgqRFI4TALEAxnWVgw9wtQJtyAPOeYS5AJFadVxvrLkDUnn24PoEuQItiOpaF3jBAmPtgkgxaLkBv4xMJ9BwvQL2pAz1VIDBA44fVhIp9MEAGkWJ6OtYvQAix8PKTMTBAepr6GQ8KL0CGWVqjBq0uQPq6nlX/4y9AhDcWBzLKMEArJ6tRhaQxQFP3MTe4bDBAUxZjgw/nMEBk30ouU+gwQG0jKcFSmjFAVd9RKdHZMEAOWqD6m+sxQKQ9MkeqizJAu+VRclgSM0AE+huviyc0QM86+nWHvzVAzOslLqJjNUA3kD3EN640QPl9dHJL1DNAyt+oCfcBM0BYALJjZdkyQOBLR+6tyjNAwOFS+QsAM0C4s3LUqrsxQOSTJtbz+DBAirPaaHXlMUBOn5tAil0xQLNHfpNVyjNAA2IXg+8qNkBb3h9Os202QDtkqJRAfjZACMaprjN9NkC+Duy0njM3QDYru8hNVjhA8vp/FE/4NkBYdkcdi3E1QBqSumwBnjVAocXobq0JNkBzmx8PdOg1QHbLaQ3vCzZA/WdDiyMuN0Bvew8Ehks3QCgNUKCPeDdA1rdIzPPUNkBkIvmCVOs1QF4MDP6FujRAXnQKKXhpMkCzf9gvVtwyQESvDmUY0DNAUvvPEOh4NECr85qfJMU0QCGdIAscgzVAULvdD/d5N0D7zVKqbLM3QOV6Bc8s7DVAfYjIN62dNUAtUQA4spw1QM8PruAfhjdAeKk3obRANkBR7Ad/Ihk3QKLOZWFRnDdAQPFjnqXYNkCxGZ7xDc42QCB9gkWk2TZAMigrKcwDOEDwA/EatMw4QFJtsjx8fjpA9LxyMP07PkDIv7wYCPU+QOQtHpP39j5AIO/IVXk7QEBOydFzyeI/QE5I801l3T9AYRrKgMy4QECJ1y9EAydBQFDptUMaiUBA0npwYEYmQUB9yaa46m5BQHp8opfS7EFAAI2QC9EvQkAHCc1YDlNCQLbK3xLon0JA1aB3R8MBQ0CEk5oH1NNDQNkFN5eCTUNAOIxJ5JJoQ0AodlvusbNDQC/SikTaVkRA+O4U45LQQ0B9Xf95o/lDQJ/w8krFKERAvbIDhRN8Q0CKEBydGmJDQPqu98hiQkNAiQx0NjWiQkCPFJR1aP9BQLtqVXqQVkFAocq2sjIeQUBVGSsUmi1BQDj94daVAEFAVunt+Mz4QEDsNJasNDBBQKzNQu0cNEFAQ/o2zKSEQECHQusMJAZBQM8LLgGnhkFAHaE3/uVaQkBXyMFn3MNCQNrzAlg+0kJAEqaNmgbfQkDCgWpdUmJDQLDcRrfOb0NASCkkfWq8QkAHwKP0qVBDQI5Pp5Df0kJARxFeS5KJQ0AbEU72TPxDQI3lQuD6S0RAlvHLR2/oQ0CNOqFnWnZEQDHxhBtrqkRAocBM8NUqREB8M6LTrf5DQCTAMnFkLkRAmv5goyFyREDF27385itFQMU6Y/ccbkVAiviteE/dREB/6+YrV0NEQCLK/fSfsURAyRd5v9YlRUCJUt2/+fBEQJtb9kCEW0VAQiY8DeLYRUAIqCWTeLxFQEaAPbqyTkVAJVIxMTmhREChcZdXj1tEQL6SaaDkR0RAO/2AfrOnQ0CcMlqjrDZDQJjkbiuhIENAy0EE5FB3QkB7/Z8jutpBQKZs9d8UJkFACvBJRf/NQEA8XSjJZ+5AQBPt/hmWMUFArqGeVe8IQUDI4w24fo9AQNw8Ajg6+T9Auk1eflLgP0B71zs4/qBAQLDPp+UBQUFAr1wZXjVuQUBo+VDudMlBQPo/cEyOBkJAmxwukevdQUCMrrXCT8NBQOod0wUPOEJAB2bdSvrFQUA+cmTanFVBQMT8phgLD0FAN9z5kBVPQUBX9PZ2RXdBQGlan/iMgkFArtzfGPdSQkBA96+UhYZBQI5WtNOFhkFA17OWyf0XQUDzTQus+YNAQHrEBK5igEBAg2q+t2bGQEDdeoOHMglBQClPlbWOQUFAefdwdMD3QEA5/ryzbpJBQIghPKZdVEBAsN9AadnIP0C2VdrOZzU/QNLoczddH0BAxPGgjNU2QEDyWBtdtmA/QJOL9OTo/D9A3YNYHFEdQEAcqWimtgFAQE2/3enjhj9AjRqK37jBQECJNTy1ViJBQGLHM4zBB0JAE6ciYFUDQkAYTZXWEnZCQIFFzVs/GUJAqCcxWR/ZQUAZLlTaApJBQHxq9ZL390FAVsoav4I9QUCzDWOL3NZAQCGgjlbx1EBAzFaQ4iIgQUBxpuOyrClBQBfQGa5JOUFArAPungoKQUB/V8l1g25BQK6AwrP/YkFAOPHTeiXSQUAnqP9SSOVAQHZ6ZYhoC0FALxpVhdiBQUBPH+CNwWJBQGQz4K5NvEFAMPOyb2c8QkCCErWGCjNCQM1Dx5D7qkJAd8eClU/FQkAXxNk2v5hCQELpMgp2L0NA6sqOu6jMQkCGsT1mHyZCQHFuQ/aD3UJAQRlYvFN3QkAgV70rn1BCQHQLbGeggkFAvDll3MjpQUCuRMVTWRBDQK8cA9cFG0NAVzRmPsYtQ0DRE0BsEMxDQHfzDORbpENAv1l8naydQ0CuP4NgkXRDQKeVVXZfOENAv9e72ZCvQ0CBLuddjKVEQDXFhIkX9URAtQLM6V07RUCRNUOqz4xFQG1VAFl+fEVAewmoOlbZREDrz5vBnGZFQCRMUmUoH0VAfGQET4BzRUAb8EOssUFGQP5+rlH7wEZANS1kbiACR0D50mlmawZHQNhrW5F12UdAGlRrOp7mR0CoaPuxAzJHQD9sOTVquEdAdi4ZmPJaR0Dd6btDqutHQCTEBJMVsUdAcmTtun/hSEBydOAV1MVIQJ8wlmsCJEhAdt0FcP19SEBtXJt/3gdIQH9gxl/IM0hAyO4z6URdSEDIY/+1Th5JQHqGUA32u0lA+ugNnW/jSUABDcK//Z1JQG13P1fvwUlAjVcnfdxxSkBWSuXZbJFJQF5gqhL7U0lACitEGcnLSUC8AI/+oEhKQG66rzXstkpAMtwid2ovSkD93NPC6q9JQDkiO5WEqUhA0o4Rc6e7SEAhGKXOwq5IQBiyE1v3+UdAEILYUHC+R0AJSxHh6YNHQB6HpJecfEhATd17U4PqSEAZbfHmPDBJQDTS+rHt+ElASPLNc2fOSkBxqvDugoNLQKOSowxsektA1ruHdDNxS0Ct4OEMdIxLQPhAbQIbnktAgowFQ0OhTEBVSbo6SMdMQKV/A4PsZ0xAjagu5sioS0AHDx6pvlZLQDSIzhJ1xUpAY7y1qndZS0B3wxmxK+xKQCA+wbp9OExAI0xeJA05TUAj0gi4P/pMQI9GYgBrnU1A/yJ23BjyTUDYy5CYebNNQHklV/sQs01AKR0OixE4TUDn031ixZtNQIXnDtdViU5AZDgbNYHrTkDx/XjuZGhOQHAdmyh+wU5A3sPrXkqhTUCSvC1lADVNQFpRiBFk10xAPvuG2U03TEC+q4cQdWJMQCpbNa+G4ktAVpkCU0HWSkAOEvBLtPRKQKtf1YoCL0pAp70uzRKhSkDS7XaG0fpKQDgu66cIn0tAZ2cn5CUaS0ChAHEU8oRLQCrErueaVUxArYWKsTS1S0AqiPMNjZ9KQNfIfqLG8kpAWhn3GIE2TECND17QiyFMQB0iWYQS6EtASFgQXr3oS0AVjBaeh4JLQFo2UjLnJEtAcR7v+FoxSkDU1JX3bXtKQDE9FB7Dl0pAFeX6FtJsSkDRikunVlVKQJmWXRoMQUpAj2DqxNdeSUAVy+zY4b9IQN+4T0KJnEhAORZXKCHUSECSyrn5MnlHQMyRZ7yaXEZAmUBqVH9fRkBzlKHtP9FGQDHWCxhlJkZAY3AFSMWQRUBalO8xcodEQIummF+lZURAWuAcN6X+Q0CruU6PpXNEQMK8Av3KTERA3ltuOZKnREC96oYZHbJEQJQQRZASQERAoqCn8K0mRUCerVk5ildFQHx5+u/ly0RAWcsSJsPmREBqkVD9OSFFQKraSV7lpEVAxHuG/4JxRUBVxROAi0tFQI8Q1KUba0RAXksPIyDZQ0BGBqYU+XxEQIdXjo7cZURAPdGzSlJ3RUDWmbElT6xFQApMVKUWa0VATr8dJiG/REC1MqaObupEQLCu2JRB6URAvbac0XuXREDRFMe1EkFEQB6MKWvE40RAHGJuHKmPRED0zAF2gItEQDlAxwG76kNAWQESRJgpREC5CQMG3kxDQDVYTFqQOkNATaZBmcFoQ0BsbkuXd6VDQH5ExnPsUENAxwDU4g8qREDWWAStqWdEQJaEUQHIf0RAyn4WrfBiREDO3Ua2lwJEQHpgFdt/BkRAQLHgfOxrREDY8UQThk1EQEeoCkheQUVAfvfNKTrZRUBP6rPCLXZFQLD9GHcB8EVAfw12meGkREBqtEMoQOpEQOMNZpUxNUVAwsVM7tpfRUD+4YaUY3pFQNHXU+c8vkVA8H6TkwRmRUBfypcyCS1GQLm0JXCTPkZARzyImyt8RUDpPIX+ae1EQCJY+kPSk0RACPH/huUFRUAKOZwB2o9EQLl3nxFP8ERAXgzxNfj+RUB+8oE2Rs1FQJuOXYiTa0ZAlvN6YBX8RUDovhxC30tFQEKgwEccuURAUifgk0mrREC3CKD1qpVEQP+PjIDbYURAmy1FjgZQRECH0/8HHHFEQFkDJy8YpURA7Gem1r7zQ0DJOHojL8xDQJflA0aphENAqMVx3Nc0Q0AwU1pYw71CQOWYu6CoZEJAaCFAbv9YQkDLR7ssDE1CQFEOoeNj3UFA8PhwLpLRQUAhrw/cEP5CQDco+WZHCENASkOTv2GEQkDdgcpz69pBQBygy7lQY0JA33NysEnUQkCuMnpKRvdCQKs5G4inaURAnvP3VAl1RECM9CnrZR9EQJV1yn9Y20RA0YB0C/EcRUAVzG/dEDhFQPcP/uEo1ERADT0wqtW9REDGxp7lZVNEQE5deTV3zkNAskV2ctLUQ0CB8vOnPdVEQAfIytWd9kVARPHTfWcYRkB2zX7uamlGQBenhHjwnkZA5AA4cP8FR0BZ+yK14B9HQAtkg9Q95kZAON8ris0iR0Agdt05lkZHQBz60xV8UEdA/vOAuCSaR0BqzSkhB4pHQAD06ZLKzkdAnA4E9TsxSECuRPHF/e9IQECFOvkfUklAPrL9MDzASUDNFCXb+GlKQIYjcSkphkpA5v0bmRCaSkDh067G1JpKQAqlu9uA5UpAyNICS8HiSkAEV4pyqBxKQEacr72OVkpA4JblmzFvSUA1NSfp0k1JQOjzkhNhLklAfYu9ASagSUCBIOQFFyBKQK4rhMHtyUpA6Si7DyVUS0AaPR+Yk6lKQBGS2PkIQUpAhwjmxsdNSUBPX+DjaT1JQMlxw7gqo0lAUmSYRXdnSUDAmN34RgpJQODCg1w+f0lA4eKfmb6NSUCCFkIuBHhJQK5J4P55jkpAAURDtBdzS0AIoJqt31NLQGZBomZOSUtALIROUA9HS0A5rH27extLQKUB3WPJ90pAliNg9Bj8SkCBoP1iPLVLQLcNTLHeC0tARFrfcA1mS0CV/b5Fi4NLQGWX4m+ZkUtA4LhdgqiuS0AcHc+fm61LQPkUcqEWYkxAi7918NEZTUA4T2w6PxBMQAbvAGCOt0tASx4s6w9oS0A9GTvGv+lKQIdSTNVJYEpAJyBtiv6WSkABWwNpk5hKQNuqyyttikpAf0Np1WUpS0Cb18g+vf5LQJ8/vbczYk1AEfJnsPTgTUDjk83ri+FMQOP0rOMICE1AmBL7GHK3TEAxk1mZ1y5NQOSWkEHKck1AIitV0cR1TUBMjBalt2NNQGcTju4kak1AGA2RDwcoTkBjP3h/yDxNQH+dcINzeExAAl8BOUtXTEApygykANZLQGXxj5drbExABmmRjy7nTECTUtGaSStNQF4+66BI50xAXR55T2w+TUD+fTQ1/UpNQCRneCCJy01AU2W1PhjWTkDtHpmLR31OQM3mPRbnMk9AQj0BRv6qT0AtSLsLUf5PQJcHT5YsOU9AchmD2ywpT0BPP/7G0IZPQMvd7QjQok9AJoqQPPoSUEDOYqmAfgtQQHFXuZZcGVBAN/zKBSsgUECbgLFp+wpQQEyaoS3DSFBA3EQKKlEVUEDeZMBTgsdPQJLGevPE009AuNNqeo1PUEApZW1ChiVQQEhQJWgOiU9AxBM88oG7T0BXawLvT/lOQNNeznfy6E5AohKViQ4CTkDVoQlzUUZOQIrF4qEIhk5Ar5ijGqOsTkAqEOddgAFOQPvhyDFw4k1AiwoYlpCJTUCzitTM45ROQMHA1NCKr05AuGaU1P7FTkA+obnxk8tOQARpa7TJ1k5A5NGf9f/RTkAAoqULVRlPQEZlU/3QVE9AzrV/akIZUED2Y1zHe/VPQGydo5HYLlBAWQjWfusTUEDpp/0+dJNPQIQ/+GnLKVBAmPj1caRZUEBqkX/tR11QQNJ2nJCuVlBA+KUO6K4HUEAx7xdUgBtQQBInzitzPVBASKpZaIdmUECRzc0/8pxQQH07Abl45lBAgBM8JQFKUUCcTYKMFG1RQFRSxk0aTVFACPseDGRFUUBMvtAPytxRQE5lS4EnGVJA8y//EUMWUkC8q2SmcuhRQF/etbT5/VFAaw1hiT13UkCg+zwe0lpSQBAeEDuM3VFAglUN43WLUkAcZ96wgudSQJQDQvwx31JAIHk61IEHU0Bv+ohiCzRTQN7S0qZsWlNANWmqZqLQU0CKQkan7fxTQLOHuoATmFNAvrj8mPt/U0BLLaPNdW1TQNcTTkFZglNAwKGFFDCSU0DTCNsNeG5TQBtZXMJYX1NAlhpTCHLdU0BOUh1sAh5UQNYJJ8phglRAy3VbW9eLVECTaiADrZxUQAximiq8ElRA9z9HEkbzU0DlKZcH3QBUQCRCzm5Q8lNAObOy0NuwU0BKLlfKz2tTQOgKmFjnz1NA7u++PxTNU0AjmqshEzFUQLmu/JaBPVRAc5bC+Jh5VEDAsxVimZJUQNo84dL4cFRAkE6gEfeNVEDqWTWjop5UQL27rOAhN1VAFF2t1KtqVUBnisY3qmxVQCN2USpgT1VAAmGEABU8VUBvz+QoeVhVQOBgOcARrFVAV6p523u1VUBUvutoml9VQEGrd67ih1VAvk7WrgOZVUAcCDqFUfZVQFsV6eQP9FVA8lKdePD/VUDgi56vWO5VQKAiBr9D0lVAuSDvfCRMVUCnhJHZaWhVQD0uMNS1g1VAkiPOrpK2VUBrUYdj78NVQKRea3xzq1VAK8M9w4dCVkBMmcpSIlhWQE+Sk0LIdlZA+c/UQUpOVkDfnvmAPxVWQMwcIQOnP1ZA58kNKC1bVkCBo5bpJEpWQMLLinSQzFVADSJGOltwVUAwp2c7TmBVQF23LMmEwlVAgcD+Ma53VUDK43snJ1BVQMZqZA5PRVVANzBukXBDVUCFIL+CPWNVQB6sartEd1VA0a1LxWJuVUDkz9udHXlVQKJ6VSLtI1VAreEzEZFPVUCWXS9mVjtVQGLSDknmRlVAc8HtWEAKVUAWLqE/yU9VQHRepPlLNFVAKh9mNNanVUA6CxTHNLFVQMIynqmU2lVAUc+7AbCMVUDOANi8EStVQPEQwVHu41RA9SQ7znEAVUBIk8On6kVUQLkuR1dLCFRACe85aAEGVEB21ZxJQ0dUQDKJt/xNa1RAH8pGXhKKVECDBtW/xn1UQDsXdXX5PVRA7mo3+WSvVEA2a6NAgIpUQFiRLk0Rc1RARJ9GCJdaVECw7SetjVZUQKAh2o8+vVRAH143UbtMVUA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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GJ6JsQgAAAJLMomxCAACAXXGjbEIAAAApFqRsQgAAgPS6pGxCAAAAwF+lbEIAAICLBKZsQgAAAFeppmxCAACAIk6nbEIAAADu8qdsQgAAgLmXqGxCAAAAhTypbEIAAIBQ4alsQgAAAByGqmxCAACA5yqrbEIAAACzz6tsQgAAgH50rGxCAAAAShmtbEIAAIAVvq1sQgAAAOFirmxCAACArAevbEIAAAB4rK9sQgAAgENRsGxCAAAAD/awbEIAAIDamrFsQgAAAKY/smxCAACAceSybEIAAAA9ibNsQgAAgAgutGxCAAAA1NK0bEIAAICfd7VsQgAAAGsctmxCAACANsG2bEIAAAACZrdsQgAAgM0KuGxCAAAAma+4bEIAAIBkVLlsQgAAADD5uWxCAACA+526bEIAAADHQrtsQgAAgJLnu2xCAAAAXoy8bEIAAIApMb1sQgAAAPXVvWxCAACAwHq+bEIAAACMH79sQgAAgFfEv2xCAAAAI2nAbEIAAIDuDcFsQgAAALqywWxCAACAhVfCbEIAAABR/MJsQgAAgByhw2xCAAAA6EXEbEIAAICz6sRsQgAAAH+PxWxCAACASjTGbEIAAAAW2cZsQgAAgOF9x2xCAAAArSLIbEIAAIB4x8hsQgAAAERsyWxCAACADxHKbEIAAADbtcpsQgAAgKZay2xCAAAAcv/LbEIAAIA9pMxsQgAAAAlJzWxCAACA1O3NbEIAAACgks5sQgAAgGs3z2xCAAAAN9zPbEIAAIACgdBsQgAAAM4l0WxCAACAmcrRbEIAAABlb9JsQgAAgDAU02xCAAAA/LjTbEIAAIDHXdRsQgAAAJMC1WxCAACAXqfVbEIAAAAqTNZsQgAAgPXw1mxCAAAAwZXXbEIAAICMOthsQgAAAFjf2GxCAACAI4TZbEIAAADvKNpsQgAAgLrN2mxCAAAAhnLbbEIAAIBRF9xsQgAAAB283GxCAACA6GDdbEIAAAC0Bd5sQgAAgH+q3mxCAAAAS0/fbEIAAIAW9N9sQgAAAOKY4GxCAACArT3hbEIAAAB54uFsQgAAgESH4mxCAAAAECzjbEIAAIDb0ONsQgAAAKd15GxCAACAchrlbEIAAAA+v+VsQgAAgAlk5mxCAAAA1QjnbEIAAICgredsQgAAAGxS6GxCAACAN/fobEIAAAADnOlsQgAAgM5A6mxCAAAAmuXqbEIAAIBliutsQgAAADEv7GxCAACA/NPsbEIAAADIeO1sQgAAgJMd7mxCAAAAX8LubEIAAIAqZ+9sQgAAAPYL8GxCAACAwbDwbEIAAACNVfFsQgAAgFj68WxCAAAAJJ/ybEIAAIDvQ/NsQgAAALvo82xCAACAho30bEIAAABSMvVsQgAAgB3X9WxCAAAA6Xv2bEIAAIC0IPdsQgAAAIDF92xCAACAS2r4bEIAAAAXD/lsQgAAgOKz+WxCAAAArlj6bEIAAIB5/fpsQgAAAEWi+2xCAACAEEf8bEIAAADc6/xsQgAAgKeQ/WxCAAAAczX+bEIAAIA+2v5sQgAAAAp//2xCAACA1SMAbUIAAAChyABtQgAAgGxtAW1CAAAAOBICbUIAAIADtwJtQgAAAM9bA21CAACAmgAEbUIAAABmpQRtQgAAgDFKBW1CAAAA/e4FbUIAAIDIkwZtQgAAAJQ4B21CAACAX90HbUIAAAArgghtQgAAgPYmCW1CAAAAwssJbUIAAICNcAptQgAAAFkVC21CAACAJLoLbUIAAADwXgxtQgAAgLsDDW1CAAAAh6gNbUIAAIBSTQ5tQgAAAB7yDm1CAACA6ZYPbUIAAAC1OxBtQgAAgIDgEG1CAAAATIURbUIAAIAXKhJtQgAAAOPOEm1CAACArnMTbUIAAAB6GBRtQgAAgEW9FG1CAAAAEWIVbUIAAIDcBhZtQgAAAKirFm1CAACAc1AXbUIAAAA/9RdtQgAAgAqaGG1CAAAA1j4ZbUIAAICh4xltQgAAAG2IGm1CAACAOC0bbUIAAAAE0httQgAAgM92HG1CAAAAmxsdbUIAAIBmwB1tQgAAADJlHm1CAACA/QkfbUIAAADJrh9tQgAAgJRTIG1CAAAAYPggbUIAAIArnSFtQgAAAPdBIm1CAACAwuYibUIAAACOiyNtQgAAgFkwJG1CAAAAJdUkbUIAAIDweSVtQgAAALweJm1CAACAh8MmbUIAAABTaCdtQgAAgB4NKG1CAAAA6rEobUIAAIC1ViltQgAAAIH7KW1CAACATKAqbUIAAAAYRSttQgAAgOPpK21CAAAAr44sbUIAAIB6My1tQgAAAEbYLW1CAACAEX0ubUIAAADdIS9tQgAAgKjGL21CAAAAdGswbUIAAIA/EDFtQgAAAAu1MW1CAACA1lkybUIAAACi/jJtQgAAgG2jM21CAAAAOUg0bUIAAIAE7TRtQgAAANCRNW1CAACAmzY2bUIAAABn2zZtQgAAgDKAN21CAAAA/iQ4bUIAAIDJyThtQgAAAJVuOW1CAACAYBM6bUIAAAAsuDptQgAAgPdcO21CAAAAwwE8bUIAAICOpjxtQgAAAFpLPW1CAACAJfA9bUIAAADxlD5tQgAAgLw5P21CAAAAiN4/bUIAAIBTg0BtQgAAAB8oQW1CAACA6sxBbUIAAAC2cUJtQgAAgIEWQ21CAAAATbtDbUIAAIAYYERtQgAAAOQERW1CAACAr6lFbUIAAAB7TkZtQgAAgEbzRm1CAAAAEphHbUIAAIDdPEhtQgAAAKnhSG1CAACAdIZJbUIAAABAK0ptQgAAgAvQSm1CAAAA13RLbUIAAICiGUxtQgAAAG6+TG1CAACAOWNNbUIAAAAFCE5tQgAAgNCsTm1CAAAAnFFPbUIAAIBn9k9tQgAAADObUG1CAACA/j9RbUIAAADK5FFtQgAAgJWJUm1CAAAAYS5TbUIAAIAs01NtQgAAAPh3VG1CAACAwxxVbUIAAACPwVVtQgAAgFpmVm1CAAAAJgtXbUIAAIDxr1dtQgAAAL1UWG1CAACAiPlYbUIAAABUnlltQgAAgB9DWm1CAAAA6+dabUIAAIC2jFttQgAAAIIxXG1CAACATdZcbUIAAAAZe11tQgAAgOQfXm1CAAAAsMRebUIAAIB7aV9tQgAAAEcOYG1CAACAErNgbUIAAADeV2FtQgAAgKn8YW1CAAAAdaFibUIAAIBARmNtQgAAAAzrY21CAACA149kbUIAAACjNGVtQgAAgG7ZZW1CAAAAOn5mbUIAAIAFI2dtQgAAANHHZ21CAACAnGxobUIAAABoEWltQgAAgDO2aW1CAAAA/1pqbUIAAIDK/2ptQgAAAJaka21CAACAYUlsbUIAAAAt7mxtQgAAgPiSbW1CAAAAxDdubUIAAICP3G5tQgAAAFuBb21CAACAJiZwbUIAAADyynBtQgAAgL1vcW1CAAAAiRRybUIAAIBUuXJtQgAAACBec21CAACA6wJ0bUIAAAC3p3RtQgAAgIJMdW1CAAAATvF1bUIAAIAZlnZtQgAAAOU6d21CAACAsN93bUIAAAB8hHhtQgAAgEcpeW1CAAAAE855bUIAAIDecnptQgAAAKoXe21CAACAdbx7bUIAAABBYXxtQgAAgAwGfW1CAAAA2Kp9bUIAAICjT35tQgAAAG/0fm1CAACAOpl/bUIAAAAGPoBtQgAAgNHigG1CAAAAnYeBbUIAAIBoLIJtQgAAADTRgm1CAACA/3WDbUIAAADLGoRtQgAAgJa/hG1CAAAAYmSFbUIAAIAtCYZtQgAAAPmthm1CAACAxFKHbUIAAACQ94dtQgAAgFuciG1CAAAAJ0GJbUIAAIDy5YltQgAAAL6Kim1CAACAiS+LbUIAAABV1IttQgAAgCB5jG1CAAAA7B2NbUIAAIC3wo1tQgAAAINnjm1CAACATgyPbUIAAAAasY9tQgAAgOVVkG1CAAAAsfqQbUIAAIB8n5FtQgAAAEhEkm1CAACAE+mSbUIAAADfjZNtQgAAgKoylG1CAAAAdteUbUIAAIBBfJVtQgAAAA0hlm1CAACA2MWWbUIAAACkapdtQgAAgG8PmG1CAAAAO7SYbUIAAIAGWZltQgAAANL9mW1CAACAnaKabUIAAABpR5ttQgAAgDTsm21CAAAAAJGcbUIAAIDLNZ1tQgAAAJfanW1CAACAYn+ebUIAAAAuJJ9tQgAAgPnIn21CAAAAxW2gbUIAAICQEqFtQgAAAFy3oW1CAACAJ1yibUIAAADzAKNtQgAAgL6lo21CAAAAikqkbUIAAIBV76RtQgAAACGUpW1CAACA7DimbUIAAAC43aZtQgAAgIOCp21CAAAATyeobUIAAIAazKhtQgAAAOZwqW1CAACAsRWqbUIAAAB9uqptQgAAgEhfq21CAAAAFASsbUIAAIDfqKxtQgAAAKtNrW1CAACAdvKtbUIAAABCl65tQgAAgA08r21CAAAA2eCvbUIAAICkhbBtQgAAAHAqsW1CAACAO8+xbUIAAAAHdLJtQgAAgNIYs21CAAAAnr2zbUIAAIBpYrRtQgAAADUHtW1CAACAAKy1bUIAAADMULZtQgAAgJf1tm1CAAAAY5q3bUIAAIAuP7htQgAAAPrjuG1CAACAxYi5bUIAAACRLbptQgAAgFzSum1CAAAAKHe7bUIAAIDzG7xtQgAAAL/AvG1CAACAimW9bUIAAABWCr5tQgAAgCGvvm1CAAAA7VO/bUIAAIC4+L9tQgAAAISdwG1CAACAT0LBbUIAAAAb58FtQgAAgOaLwm1CAAAAsjDDbUIAAIB91cNtQgAAAEl6xG1CAACAFB/FbUIAAADgw8VtQgAAgKtoxm1CAAAAdw3HbUIAAIBCssdtQgAAAA5XyG1CAACA2fvIbUIAAACloMltQgAAgHBFym1CAAAAPOrKbUIAAIAHj8ttQgAAANMzzG1CAACAntjMbUIAAABqfc1tQgAAgDUizm1CAAAAAcfObUIAAIDMa89tQgA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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"1XzoBcd1A8C4bq4nc24KwGIHt2l7oPy/WFEf4w8S5b/yxsZpiE4BwJ6mqMtPegXAtwN6HmQd9L/My3nvNoT8vxHHGJoYYwPA+YlDepoZB8AIJTEZKkgCwBacMH6Fpw7Aoq+LXrHoEsAzf74kwkMVwIb3HbKpZw3ATPSN2NDoC8BjajeHUdYJwFKJteJdVxDAZBrwVg1z+79oHX0+5A/jvxivVDFVtNu/ju5Q2p616r9BuMNsisgEwHdxpwRwNAPAirrqzAj9AcDcAZ5pZMTQv1N9jIjqW96/+GgGVz8E5T+yEzQc+NPcPzkgXDhU4eg/NkEON5u4/j+RbK+m08T6PzJ4BdTxnvg/QmZiotNe+T9TBGETsTf8P/ncS4FpIvo/ryGw+4eIAUCfxodnwqUAQE6PoRmVvw5AVccYVTeKD0AavJaRU7MJQEtqhmEFqf0/fRHYCgBwCUDCEkYmPuURQI/uahMqMQxAKYttQvRBCkCZMr6JB9QMQCBNkv+P/QRAGOqMCuqc/j9gX+4dYbfdPxCydBEUvPE/NyOn/uUIAkCdnLNsirsQQP6eNh5xrgxAHhPf2jT8B0Cu6MMq6xIPQFxSZ6571BFAj9Fqq85/HUAr5wclkNEdQHrefnoKkBtAXLqq3zWmGEAG5Q/KdLgbQFhswEqFzxhAF9W3ITZ/FkBSttbFCS4dQOv3IOfz7xxAwH0lF1rEG0CoYm3MGKUcQIxxmJS6DB1A1HqmqnbWIEC0u27L1KcgQIknLd9ALCJAANmh6LArJEA+JauXx2IkQB23m9DEAyVAoBZRSah2KECBWn1VPYgnQJ4UZyOQ9yhAX8d+3MZzKECYoK8jmxsqQF1F4To1fCdABJeWtcBOJkA/JziTTHQlQON3OruGMiRAk9VXmTQNJEA5Kk1AfBEkQNoqZBGzuCFA5i6nSlaVJED/6m0KIVolQLOnVT4MNCZABbhh2CG5JUA+TgPY7Y0nQCb4h3msNypAICzfj2cgJ0A0n6B3jf8lQD6fXLWMZSRAjeSauHIZI0CVV33AxsAjQCCuf9t+Gh1A9BYit5QEIEC2erd0PHciQOsJyWXuoSJAoocfxNdhIkAujJI73kckQH/7LPMcISlAdBbfBhMTKEAwSkJZabcoQN+k6ydUYChAzZI9ObjaKEA+6jQ4uNwpQHFZFhnkgipAlp8ct1jRLkDsTtBMFPsvQG17UXPDmi9A29QXRKyaLEC/CAZFrsYtQJUV8JSRKzBA/LQr7S0ZK0CwLTy+O70tQOlzTWW2HC9AkKR5bsJALkBtRsrHmJkrQIPyoW9jkSVAUItJaSFFJUD/XR9asNkkQPPQIn6+OSRAWsVFQ0vlJUBsHNDHyDsoQOApbg/DUyhAByvspDhuJ0D+CaTHotYlQPO+YNqYHSVAX8Sia197I0Ced/QFd7QfQDRxzQEiASBAmOVf6LliG0CogJKlzUoXQDzJbTTLhBJACDW9teOnFUCeFuzeDwsaQDYJHDs5px9ArsKvqLY9IECiHazoOQ4ZQD9NfYRpfRtAzjdfSs1YFUA76Bh9CBAHQLXKCQFgiARAeGLZDWPbCECZ2ew4Gj0QQJ4sLhWDDQpAqwGhD3RTEUAFCd0aMncUQPxfdpVYYhJAR8GzDZpdEUD+SXv3j5wLQH52HFpgCgNAtFcKm/y1EUDSdKHS6G4LQCett4iAchtAAAtUUgdcG0BpxeEfQ6sfQIWII/zm9xlAb0ZhrJ8BHUBL9EQB9ysgQK/rNw+sZiFAZlbUmUa3IEDapzVzUHQaQIp+2819LxxADEISqSWWFUC8mSec3EkVQEbBk5lxiRNA8V/9GYaKE0A5bd8/nXgRQIH1YxJKVgxAaoT6svFdFECPXMejXM4UQESSt8O5VhBApMjBsmtcGEDX5xJVAZ8OQODRXG5hwgpA2VTiMCgVB0Da5TGIxywSQJNvTY9yIhJAok4gjsmpEEAoCXfC/doQQEDT85RHqhdAZbXDfIizFEB4yaFb2AEYQHgI7UopRhlA3BRrOzA1HkAtPl7Eu3IfQHITdMnipiFA3A3OjpvRIED9UfeLYu0hQGbAjxjxZCFAeDtQZtXEIUDKIA6V/QojQCoGme54YyNAV3fgTkxBJUDPxXkwyEApQM4SOh6mMixA1wD5OYMmLkBeIoKAp5krQFCRlvWJ9ypAnRySFDJaLEBDgVwxKh4sQCWu1M4qZClAm0Bojxh1KUCZzQ//V8coQFYKW+NGSSdAbDRN4m7RJ0B9AquTz8EqQLaOlKlsrChA8TuhtoHiJkB2lbPMDRQqQFEUwGWPuylAWcp1qVEiJkDcFo59sRcmQJEv3Tm1/CJA/oz851/VJUBlQqj7FaslQKqSyA0+wiZA715LnaMcJUCmfpZQco4mQKYEnH1lQyVA8bDYAli8IUB2dZZtvp0iQJQcDt29HCBArGzOsEzlHkDaRLjFm1QhQHB8unaJTiRAIWqLwJUiI0CxILXonWQiQGpkzkc/LCJA+bG2y1MSH0C+YrTHjIUZQGcByLyNRBdA+TXGYRW/FkB9m0QLB3EYQOfggrHWlhBAKzuGtR2FBkC4KZGe2x0DQNxQhNPcbwVAAyRxj4y4B0Cel2ks+UD6P8BblJpsgQ5AJIAzZp1UB0DYw7rUm0ICQCJFrALEA+w/0JSh53Gnp7+fN1VdAKfIPytFdH0Mnuk/wMYaMJb1jD/FVkJCGW/HPwsVy+MEuv6/PlVAgo+4BcAKo8oZFsMCwMImCwiPOQjAxiiZIQ+IDsDyID5e2gwEwHzlyU8Kivm/Zx4Hf57f+r99yKnGXR/3v1Qzk7n2+QXAR3ZwqtoVBcAAtyV/E5z+v+wYin/ULwnAXWj7ieny/b/eW5nUzLX5v2ZVBI+jQfa/qInWjhJixL8eMRiMAmn2v/uImum0HQbApJ0+vCZ6DsDMmYmeACf7v0s6LTptawbAB9fenGkHBMDwQZKfkWMMwOIPYpAn9wXANnkgkP1g9L+NEv4SmNwBwHYaI4LeBwnAojo+dcchAMB+Y4OxAJwCwMhm7Pg7NAXAjpW0pjs+E8AxVyEFz8YVwAxUegsiuxTAkW25+DL2FMCEPsF3cQsbwFyABatNaRfAPWz8/Z8rGMCZxoZYY1cdwJ3bzI3CZxrAuTuetVjKGMBW1l55qVscwAwvYNE80iDAMJ1TgTIIIcAU4QkvIygcwNcIpeQWRCDAwq3PlSovIMBTj4jBqrIhwO38EgW1RiPATI+6P3KFJMDU/UveTz0kwAAsJoNu3SLA1hMtG5A5JMBuHToGckQjwOQAPYeC/SXAXkJxTqGtJMDLGLEAz+wkwIfb8XjlXCXAvoqIsh9MJMBQjNMdUOIgwE3uQIfv5SPAJ5Fn4R/aJMBiGSywtuEjwJAc196kpiPA4URlHUG9I8A+SX3/DTQlwMw0ZlFTXSXALfEVg2KaJMCv5ZSvopQlwO75mM+WRyfAzLsOXUU9JcCHlGGvnhYnwLxSd/gITifADAKVsP2VJsBd0bI42BcnwOpAzCW2+irA0F5gZV+GLcBBdBpiSZEuwCAN4QWXDy7A+e0i0wsvLcAklK1bfe0twM78DUoQZzDAX/EQAonNL8CDHztrCtsxwOWPn6RFgzHAQYHxRW7yMsB/h4ZdCWgywJlCJ9GrDjLAdVoGE2UyMcD2H8VHM8ExwObVjKeanjDAuSTn0qQJMcDzZ92ZlecxwJwA4J/oDzPApMTYyTquM8AviM6/KlE1wOf0ocCRLTTALJc/NL9YNMBQbHY5/W01wPZYAn0P9DTAicmdC8iFNMBR1tKXUNYzwDY18wURjTLA3bN5Tym+MsAnz7mFrHozwMgd/xe4RTTANh0cFUaRNMB4m+3Nxwg2wFHXZwW+fzbAmmqcUoGWNcD8Sn6Lt0w3wP90gC+KlzjAgkGzkJZjOcDyOAwDfbU5wDENbV21qTjAWYLnlQ1SOcCjat1wglM6wH/qCgHVhzrAxN/ymbkXOsBKQdWr3Fo6wGyET8zZkzrA8/jaBDSXOsC7BKqGTtg6wGhvW2LM7zrA4jiOQsvXPMDmejW5AkM8wP+egtA9NDzA88RroXQZPMAhgJLu3BI+wE6z/DhR6jzAIdEFSlKNPcAsCbV8Smc9wBrl0x6jmz7AcTLTMlF1PsB8g8HB8p4/wDmRsznTaUDAlNuMjbGYP8Ap1w1pqZQ/wEWCiWZcoD/A1jm45+xNPsAEaqf1Ebs9wN0DJ8imSjzAg2hZyINyPcCQ5Em9UQk+wOYg40Umnj/A3aaBXz9CQMCIe5AZzJ1AwCC4xz2cJEHABV4AOwpgQcCjyxwgfspAwJLc1oDbK0HADmE5+3zeQMALEfuLMj9AwDS87Uo+EUDAThyk71E3PsC5X6ldjUA9wK4lyJEtwjzAwkH5B8nkOsBTxfqpd6A5wCXXFbaLFDnAKhsrw/NpOMDUAD4iFqM3wM/jEV2dfDfA1H1WjdkbOMAWYdRxHVg4wEvX949ZYDrAsN58oaSuO8BRK+wZF5Q9wFpcKbcfUz3A7Ar8mcEePsAlP6Q1naA+wKqtXxDEcj/Av3r4qC78PsBUQhhb/zs9wO/5QaivVT7A6zRQG9FkQMBE7Ai2M7dAwDcE22DcQEHAqxSG6I9DQcDvzE0te69BwPKjMuAXvkHAQhbOj33mQcCNZzgHmWNCwB7oEJAQWkLAVnrDY7LeQsApM4sxdnlDwJaBLIeDKkPA93Rj8fiBQ8CVPbM729ZDwMxqyJz5/0LAPr84qrCHQ8BQ7BKySclDwFKHeLytokLAUVwTq8rDQsBCRcsWd9tCwFn3ps7zMkLAnMUa+vtWQsDZ8LXJUIJCwOqcQg7rzULAzUUNJnJaQ8ByF9RG7VJDwGiTqgdy4EHABcrY2NNSQsAl1XI0aVJDwJzlggNhfkPAtGHbZTvHQ8BVLvfCiJtDwBlJO7DsiEPA1r17RmvFQ8D0brM+KlxDwCe/3Rn0qULAXdKnEe0XQ8AQIaCavyBDwBtxRnHBR0PA2QlzJa6GQ8BggejaDqxCwA6Qvdab00HA5z8R56HSQcBU29pBomBCwJ7gteDDuULA1XycesKZQsCIo2JcsldCwK0i1P1dGELAHUcza3puQsCSLUk+FUNCwLMJzkqgGELArHnJR3GqQsBrtFlvO7VCwArP2dHzJ0LAqcwB0bTkQcAEBOhQMTVCwDyPCK7GL0LAnqpK1J52QcBHymGsvt5BwLMIW1iAgUHAbeM+HYXFQcAwSsb+kMtBwCgKsCbpUELA+wYCV3J9QsAIGeAkuO1BwHjxykt+60DA7EPSdpPQQMDIihx3Ip5AwAMGUL7xwkDAq0jJGxulQMBdDzvsY7hAwDjdh+fJnUDAOKXqvtvMQMBfSgehe88/wHwBVhRlGUDAq4ENBnjkP8A1curLgwc/wGSpoD2qvT7AUmMV3+ApPcDE7Lw66FI8wFjTMEk1pD3AY2s77tEOPMCTJLdrbHM8wCYZcPFXgT3AwhI09lUsPsDVT97c/nk9wIHLgIWgtjvAR9exXuIgO8BP8Bekz+s5wM+jqgLsgznAltRyYiVAOsBCABqkfik4wMfEkXJYZjjAECz9PyFEOcD/6BrrDsg4wJ/GkCBZ5jnAVIxu8sVMOcDRJV6C5Ow4wH/5oXEmHDnAIMeAUCaON8DAnfAsPRE4wHn+YAYbWjjAPpBWAfggOcBKi1Btisw5wCKwsmzmSTnAHNiUiarSOMDETn65M0s5wGqvRjkqwDjAa6RIDFeuOMD7FU1NEQw5wE0IGTzxdjjAOG1b9WggOMDwE1NWuA05wFVk1ximaDrAUdC6NyITOsAx6vNtxXU6wNriEXKxGjvAKVAQ+8mAO8DmzqjufqA7wBISngsB4DrAW95hzLUfO8AKU3fC5aQ6wBMQI3A2tTrAiEqFNFjlOsC2+NbE3OU5wIdNsZ9H/jjA9Y26GywwO8D6NcdMcbw6wD49YL+3hTrANJjUVDVSOcAPAiZJY+s5wEAfsDFx1zvAJZti/2yoOsB9Cl8GMKU7wJ8s6abIpDzALUwGDPVhPMAveBw6SVw9wC6P61IXjDzAQm3zmkP1PcCyqJ6NY1s/wODB+gacVT3AAOlYWxYBPsAwytZTcw4+wLkCzI0dET/A7r/0nAv0PsBjkj2UQD8/wNZ9w/XyiD/At24lhll4P8BYYfh6ph8/wGY/CkECJz/AuRdJ81cbPsCxPdp3cb8+wJcPmD0cHEDAOdyPtAKKP8AFVO9o/hc9wJpsgrOrbD7AyFLI/XjYPsCxy8I5RbI+wJcR4ikpwz3Aolzv9vRAPsA5UneTgnM9wEmi4ZnztjvACb/5pSqYPMBPPLhhAbY7wBZ8tD1+czvAayhPJEYeO8CMbLXRxuo8wAvIOoPAJz3AdGVM7VkEPsCalFtfPbM+wNK2NYKqyT/ACunSSc5KQMBDuggYzt9AwJT2mUZUBEDAmNnVfR31P8CqW5YV8hA+wC92hXT1ezzAQ0J8EJriOsAVG1ypwOU6wDdfFdkzOzrAYnDhUGikOsC4Gmn5TmY6wH9CzKo3+zrAq4f00chhO8AwQXWsLIc5wFX+QXLA6jnAWSjSspZ3OsBnsg8lL3o7wIvseyKVfDrALY1JO8DbO8DkjuUwfAQ8wC2aMtX18TzAQpJ4gGkQPcBe4lJF3049wMaNkpmxpz3AKlBoR2VuO8A6I/MXK0k8wBrKUTvHwTvAE5OzN6z0OsBDCHZc9Bg6wBKSJ/TOwDnA5KjB8cZ2OsAuhePMX6c5wIZ2BxrJgTjAJx+b1WmbOMCc/TCg9EE5wLIDay1IATnAL2f4Y1vlOcDtVDUWcEs6wHjRBdUsgjnAm2EYztdLOsDO+hpXm/o7wIXFGN6PXTvAVCh6uCeMO8CSJ5/LFRc7wBen+YA+mjzAstTB3C+RPcC+Ryiwzak9wAm8BJAdYT7AXfm3oD6mPsD9CZa/cmw+wNDGKjubsT7ArS890BkWP8Db4oPjr0Y/wAcuF/lUb0DA0W5TNYR+QMCuo05rL9JAwJTYW327M0HA7Hr9HN4DQcAHIrX6hwlAwK/akLO120DAx63PxPAZQMANbtCcOgFAwHDiU3vxAz/AqS91piLLQMCTFD/RWiNBwKm5yDPCFkHANn2Jw+fiQcDlcKJqg9RBwBDE2IDMVUHAD4qG8u+JQMAsOjik6Pg/wJ+tQvXpyD/AI/X3mLT/P8DqtjpfmQFAwEGgL0dJoD/Awd/GzVe1P8CnsHwsxMM/wLCJjD8GWkDAbyhHzIswQMBBhiLBLs9AwCw0qWwpBUHAJo/nvgngQMCd3AHE2ulBwH1H7C2xNELAadvlxsL8QsBT4XWWpaRCwAbnUjfojULAWJjRBXLHQcDebNKKJH5CwNKYalV2BULAGH5KSXsgQsDxXNq8RU5CwFvYJ7YGG0PAI0gIiwh9Q8C6B0CVXEZDwJ2ZYXZL5kLAcs3n271TQ8BeAScvjLhDwB+8nTouiUPAjI+R878yQ8AYXVA5T5RDwNs0w30iokPAKbslE+FrQ8ALcU6TrF5DwHxHBTzaukLARB7y3PczQsBcaBu1QpZCwME55WhklULAP/SV0aI/Q8AHgjpJy2lDwHW9QlOCzkPAWGuYiTs8RMCr4M+3hTRFwJ7Ee5W53kXAc4EhRhndRcBtNOmn54FGwG3jthfKykXAS9LZj84PRsAlYxBNAsdFwEaMoh1iGkbAMY2DK6TORcAEEv64CZVFwLRSpU2uykXAJV5NOrWhRcDpmMY0Ym1GwMuY+HBcfkbAlzp0Q6u/RsAFqwdCupNGwNZsspklOUbAJB8ZsquDRsD1TJUNa0BGwCqgmKw+4EXAzxUkchd4RsAIvNXaUcZFwOhg1gsiNUbAcbETzMeORcCYZeYQdHJGwEAtBm4GuUbAIB5vR0MgRsChH7b8ElpGwMIsArdk4EbAKW57SJ5jR8BTIuOvVm1HwKUOlOB1dkjAQBWWyvqDSMDLQ3R6gTBHwIFxJ/IW00bAMj3AmdadRsBarR5WPwZGwCMzsa9EckbAk+s4XyNgRsA6+JfEMntFwNebrEZqM0XA2aWg1w9SRMDGbtsHu+9DwE4D6I+2X0PAVIhNfeLLQ8CcswaUmxVEwOMMcb7nHETAvU6tj3lsRMAySJZymWREwAXM5AhtDUTAT3IRAt69RMCxN7NibnlEwOklrSZbf0TA7ycC2JdLRMAZVU9YyIlEwATW3U4210TAiINGFhHzRMDWYg0KbjhEwJ4333+cRUTAK23QbbCURMCsoiKCSfpEwF31XfCTt0XARUnzBoGsRMACK/5RVcBFwJUbjsXY30TAnQth56JzRMBcm4bHHgdDwO+bCx1LuULAlKhFS9x1Q8DqQN8J3vZCwGAwwnpTkUPAALIqFhE9Q8ANYAotdChDwNG3TNUIyUPAb00Ry+zZQ8DJvmSM11JDwL1FJhWKw0LAoXFLusFZQ8Cuazkt8k9DwP2zHfFEkkPA1V6Ikka3Q8DlKvpsX+5DwLZ7E9kGTUPA2VVGLdsaQ8CniVFUdBhDwFbe6f0Aq0LAkZUFwRGiQsB9bfVUJeJCwEvLUqwoCkTAnEgaAOUxRMDPshv0SO9DwCaVo3OmsEPAuuV/TPv+Q8D3KjZ1B6RDwDZRjPu9IUTAkBqa29LaQ8By4pkdv6ZEwMLOeDjZg0TANMptlGbeRMA+iZafXlJEwDiXwcpjC0TAgKmu/UpeRcA0SqjYzqxFwCSO5REeUUXAw9NCHOhSRsAW27fMum5GwA2iKJgwO0bARH2WiB6hRsAdY3GVahRGwAwSbb8qnkbAUJMB769ERsDcZdTeduNFwHr6K7llZEXA43BycVh8RcD8+4Z+bx5FwGy6iL+cSkbAz4wLF9v7RcD/a0c9VAxGwPf6KFgWyEbAMQ8MCjOJRsDDFo6BJPBFwPf5XqPUUkbAtMWXBAAnRsC21OA8mupGwPo1rex/6kbAbpYPJmTERsAHn/dczPlGwIw3nzGmGEjACH7A7hs7SMAnjXxAbThIwMYFQQ1nSkfAJlUBL7BOR8CmRVxaYoBHwH8I6RTlLEfADD9i7sbmRsDBq5z24OZFwH3vnnLOxUTA2vRrAyoGRcCaWBKreZtEwAm/8iXLU0TAUQO5A1soRMCHANl+d/5EwNczhHc1D0XAbhHhfTSfRcBarhVjjJhEwOiJ9EdBhUTAtDAXJe+JQ8Bg2xVnAjdDwD6jj0YzoUPAvvR6xcsGRMBujmvdqnxDwMjRyQkoukPAkYZFk6OqQ8ClXCPzrv5DwLW0IFukJETAwNdRtu1aQ8CSL0kVmuFCwAFGrvs3CkPAXmkiaiNTQsDBNqjI63BCwCfR+TbKsELAjWIYsXwyQ8CJRnB/9WhDwFgoPItLtkPAmb1W1AvEQsDMgZ0QceBCwEbrt8VdwkLA4luf8Q8aRMBaWD5TbHtEwBPYZ/tbakTAMN1tIF58RMBLg7JqkSREwHqIWcmKIETAxZAKtvk0RMDsPeR0mPpDwGB10REhxUTA1fO0ww/rRMCXTewdj4hEwGXifXYa5UTA58GQXtOJRMDUAEmA4E1FwFj7tQ7n2UXARohp2cGcRcARUB5G8iFGwBCxg6IEBUbAOm2Kgz5QRcBN6zy0CfBFwMTCo9aAKEbAAxa0af0tRsBsxj8FBd5FwIBRFROTV0XA11BSNpMlRcBvf3geuOFFwKrfKZU8DUbAbgUpG/eORcAXgl8VIa9FwI+K+/DDs0XAJyseShokRcAm4bnWE25FwMAK4jFvzkTAB1V2IwmTRMBLvDN5Wz1FwFgv8XghVkTAk9/ZsymrRMDLB9evzs9EwBazk35ldUTAYG6v1m/kRMCokzdIhDhFwEX0eIPLZkTAOd9OlAppRcCwfsOKNSZFwBubiSPr+0TAxYBfc8cqRcBvVUtDCEtFwNuueU4FUEXAbEXzI4ezRMBeQqSJ8mZEwCxwnMlY/UPAafVz0jYEQ8BAfZunozdDwJHWWvdULUPAWIqX0cmQQsBtKYMgxHlCwIbdJsGnukLA+/QGgH5VQ8Bq9V4VgaBCwOaSDvkOs0LAoVRZuNbhQsDAr2GtXqRCwAP12WZXFULAdDZY/4SnQcBu0CcMEndCwHLEK2o8UELAvwPwdK4xQsBh0nSI0MxBwHhkPLkqtUHAlED7J3+kQcAJXsmxxrtBwPIku4TuqUHA9hd18RsUQcDu3+J9T8NAwKWxlyJ42EDAMOfkSoH9P8BN605mRl5AwMJ+0L5sX0DA3fbvZcFrQcDrmxtMSfBBwO181hMxUkHAi43uK8CHQcCJO+f+Vb9AwDlm4cGhv0DAdDiaixC/QMDefrI7Qz5AwBMSWuuI5T/AelJYHaWAQMAZpIQfGKpAwLbonCRnN0HAy7jV/B98QMBuir8ZtG9AwCpvuED8kT/AhBTG/kUAPsA6bG108ss9wCr4EhcgND7ASFSveig8PcBlBP/RjVM+wB7rNTZyoT/AxZ71qJTiQMAat1Dd8F5BwMXReJHeW0DAFiNgORbvP8D0zQW83NU/wAwIeeOmrj7AI9agXLW1P8D9oAPi2YQ/wLX7QNyjV0DAa5ph3xZrQMCCqjKpas5AwNv7/yNlUEHAUvvJ5SWsQcCTYqD98MBBwA2V1QW/UUHAhpt74CrhQMB2DjqPHHZBwINmVPmAGkHAPuFZmF10QMDMet9q4tY/wMhVUsFgAD7A9JUT5AfHPsA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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2tNRBPA1EToO14rFcDhX08hly4UwJ6lheZKexfARkPeXwrTEsAMmftQ/X8VwPQY7/aZThHAtqxFIAhkE8AHzsY66METwOkbAR1MwBXAPZ5sb+VlFcBZh5ckdl4VwLey/THfUhXAY5L1PKWtF8A+Tn6sboEYwBZ1GFRphhbA4htuxcwTF8C0+tS6o+oXwA+YUDDTlhfAI+aLE5LeF8CUTqD+hzYfwHQb5X3kNxvA6Yim0xl6IMD5v5HSXosgwJ+G0Vme5x3AbSDj9ut7HMBRnmsVSiMfwEMXmj478CDA8ojgdazdIsAy/H+6AcIiwKTlHYY4NSLAT/whmKc0J8DlOIGTKtEmwHRK9902PyXAvgrb1XcvI8ByyawqRkkiwKoibzCbLh/AboZJXXUbIsDvpMQZKLQiwGdLwijaXSHA84GKIFQJIcBbuFz4IEgiwKDMgIibbyLAgUuaoiNhIcD0nzYeqvMgwBeRjTatBR7AxSydrebfG8DAkfYinBIdwLu1bXud+xnAbJRXaf9IHMDHAxiArFUWwNWN93Lu+BfAS3cxh0XzGsBTwZBkq/QbwFJOx042AQ7AAjYJ8QHQEcB5cEeBqhEKwJtE8jm8sfe/ZD6CQxGp6L+WmdsASyvxv09CjobLSPC/VrHLSaBf1L+GdrWetEj3v4pVjQ9DhxDAL38IYoLwD8COYL0uE4wUwCJhUJDdUhDANF3lXRicFcAd5VZ56XQTwFdz/fHOJg3Adgfr7i/A+7+UBtyVipP+v1MwgoDzU/W/QDeJUOy6rj8til5iNvz3v5N3Byvv8xDAYvKqzFAtEsB8YwPdvmMRwG59e+sHDgbAhyYNwbLzCcDxBMaLOYoBwM7LxaTdJAvAMP9U5/Ar+b+5efQC2yvqvxB6Rw2Uorw/fK/eU6X1xL8gs8g3QSh7v4PEPNq51eU/AGQScUkWu7+gSfUvyOHnv0x316NFney/TjgqrHnx1r+PaDLXGFvwv6dRPkFZiwTAXnHfOWPs6L+sXHHR51nLvwIrZrEMZfG/qOencq91/r++7en2od/4v3KeS3gmiAjASokU9xUjEMDgEZ5asloVwPvX9XswEBLAR6whme5HFcDm79OFzu8awBpR5ir9GR/AQ4fpMV1iHcAgz36HpGAewB8w2Zv0nSHAv8YMsPjrI8BZfk0WwaMgwDL6pzIABB7AcEP3xQdfIsAa/bhFbwkiwEEWcEZBEBvAHHvtwIlJIMAL6EiDZ1ogwCI0Z9B2JyHAMYokabNRIsCyz9H3Ae0iwFPE46JkiiPATCnND/0XI8DP872PLbMmwD/9SKy8aSfA96NxHtXTKMA0mpAxLosrwMWGI6pUeCzAen83JouBK8ARveqZlr0swHZE3mNeYivAGWxU3qUYJ8DOHAqk7eslwDJK8t4hPCbADsP11FZcJ8D92N8e8qsowEOXJxhixyjAs0V5jETLKMDWznA92GcpwNzc/Pe6/CXAhToT1Ia4KMC7OHRQByIpwFO+Wz6rtyrA5qReuLYBLsCOlFQypysuwAZSRwyJBC3A3BcPKITBLcAQruZwUx8qwFegfIlbsSnAHoLLW5QNLcCcn9fLf3guwP10FsDmyC7ABe0FFZiwL8C4HuWRKeAwwM6d+Lz3jTDADGArG32kL8Apfx3uYt8rwChcosh6yy7A9Oebt8wrLsAYPKZKlfgswLxfR8Fc6C/AahyXl+NkMcDsSACNmAIywCs2QjwUgjHAjOtWqnMCMsAP6JOK2HcwwIAYPSrQxDDAA4R0gbldMsAzcuw/riIywNPS1BzIMzPAP8JvJviyNMD2GZpUp5E2wBLCEXgP8jbAkbjfQ0XiNsCBQLvsBMo1wHn1IMVuODXA5KVNwxOnNsBEdyt1or42wFUfeGkMQzjAuR74DEtROsCrjNQ3mIc7wOks7pfSPTvASFIIPq1bOsDOEA79Ojw6wBRCNyvVTjvABc59rsglO8AssWW5G8E8wAm86CebpzzA9eL/D8g9PsCE/Wbzo+I8wJqazgWPtzvAk+nQX1MEO8Dh32vFEIQ6wIZOYfZcnTrAzvUG/ivROsCtVBDhxNc5wBqeXKeYzznAx/6mPoEpOcC+PaDnywo6wE5QtMG3VDrA/HgNU+zaOcDINy6W5P84wOo7AURlxTfAZMQxwocyOMANvMp6BN03wH/CD6FvfTjAgcu25cKZOMD3r/Qviqw4wLZIePWK/jfA5zM59cSwN8A7phIpl8w2wPu1ESqg+jfAJXcVh12bN8BUueImUoI3wMhjZcX9tTXAo8o6y36dNMCkR/KwdQo0wDfanAk0rjLAk1CqYRcRMsD2V4oReV4ywOoU4gP5nDPAe0lFkLWAMsCI2VtGFJQ0wCDzvgJq4DXAsDXvN0vyNcDR8Xe+VU41wPF1TMdCtTTAnliMsI2+M8CE1/i5DvYzwPV/+4MFhDPAKQNs2YAnNMD1YLGySv8zwPunkGJ3zzPA4z52jnOxMsDLVEcq5m0zwGrOAz3rRTPAPXjWqamuMcAQy/esOWcywFIQc3QrLTPARqoKD1UmM8BqpGSqHRYzwOj15dREezTAw30PDX9dM8Cl1QLO6RMzwJljzuVFoDHAxLWD/+EOMcBrCfGAdaQxwGacnc1FezLAWrT7Jf//MsC95B6UkW8ywCumoIsV2zDA0GdqDiarMMDeDmT9+/QwwGmi3VOwPDHAThmLYJ/YLsBZJs+NgqsswEuLvaVtqC7Ao7DSdF5XLsArw4sQ4pQtwMJprIR/dirATtgxpNdaKcBZBDAHHxAtwEYigdKVpifAl7aqdTXqJsDmqXAesDslwP/aI/llgSTAJFM1uSYaI8ApEQ655I8kwLtwv4xC9yPAnPRTkI32HMAelFhCFfMbwBx9DZePFhnA5o8GCV11FsBTax2cgZgXwFk42KFYJxPAD7eYukzfEsAZzHUK398QwA3OAteWvhTAPebkIY6OCcCAd5F1Zu7mv4Yxx4Q9K+K/9Ghjta8F6L+IDx6FyZW8vwQyrIo+beg/ikzm2QPp6L+M4mG2iybgv3c1rg7OhfC/gnhNp0wa9r8SyfZRKFP4v+aHbOUtBgHA5+z2mNJvAMCBbDD/mD3/v/iSiJeWTQfAFdKKaxFtCMAKc0Nnc8ADwEWIj0wEUgbA2BNtILgNBsAXJGPL3ncAwOgGBAQbtQvAcNQEvl8fCMB+OPjvavcGwHgS0GiDXgnAtz9+sNFT/b/mVoPKijP7v4yRHibdLfu/PnZySMHpAsDSusVWQQEEwHFwlkSNlRHAtcPGeiY+E8BnZPrG67kWwIhuK89xGRHAeTxPUPLnD8CQmIAIV/YPwCWFU5VG2hHAailV47aPB8D3HS2Dv+MMwAxJ+JYo+Q3AFxuqgwFbE8Du4gUUnecbwBariLJTsx/Az0RVnkpDIcDV7mG4n1MgwH8RxHjy7yPAc4XNcH/IIsBLbuPSd2UnwNQSv++kUyfARigMJTneI8DAnII6HHglwJo3jj4F6yHAm2q2kviHIMCvkW0tT28bwJa86HhmqhbAYNFu0xicD8C80HOzIScYwMaFcHAP8xTAP1bEge+6GcCgqx+EtgYdwNO62easyh3AzGPSOGghHMC5c6rTpsoawDhZjo8lTB3AmvrEyxDWGsAue1uXRs8awMidl3D+xRfA+m9N17CIFsBkjj8fH8kdwG1E1yxS7h7AKopi5G3pFcB2247DbUMVwEt07IFptxrAl/SHw7osHcBBCbFT7vcTwNtrt0niDBbAqe6HdaPdFMBXVTNz/SUYwEzdf/tARhrAL3G229wNG8Ax9u+xnqkawHJqVQ11HhbA1nFbYvqcF8DUXF1QOfoPwPqL2g0tyBTA5/TVxlNHGMDLhgYyiRwYwBfcB0mx1xfAead7w2xfFMDYk+Piaj4TwPlaFAtUORLAbeQa929bFsDSnec4w54fwHtUrFo23CLARUq1JUZ1H8CSBL5vCVUlwOfTxeku6CnAgcDV+7/MK8CcsZpfXvYswIVD8vvEYi7AdFWzjh0jMMA2HYljLT4uwHmejirMjizAYP65w6rXLsDVhgVti3wvwN9g6YZ4wzHAMsugXRU3McB1EVqC4xAywMwG6jpk9zPA75W72aBvNMDz7COogug0wL/2lM9VizTApk163yPzM8BrxYeBc+k0wDb1RHOCRjTA/AS3sglBNMAqGTIxwvM0wK1nFoASIjLAhUOYZRE3MMCwJ1t0HdowwOIlX07kGjTAtH5fBNKxM8AGxdKu0XUzwO3EyFuaZTPAraGM3cppMsCbMX6GaBAzwOthaK0ygDLAWZjmdvG/MMCpgakJL18xwHGMPhTsOzPAISxxLC5CM8CmnXulU3oywDR/uy3wejHArVS9VzuSL8CRYmJNMxwwwO8y3PYETC/ASTVfu8PdLsCu1adOmeYvwB+Etg9Vwi3A69qaX7wSKsC/nXlomC8owP7kzArkSSnAVsjjiL4GKsDgAspf6tApwAzDXj/BWC7Ak0Q07rU0LcAmKiY7Zb0swB1AZrvppS7AnAT6Dgp4LMA0BMmH9V4owNQPVouhiijAkuIUs82NKMBxESzkZMgnwCQ8zo1C0SXASaihexmgI8CHhDuGH/cjwDnazkOvliLAHDDnXXibJsBOcIraApwhwITpt6Gv2iHA6kRU0342I8C+6q1V11AgwNdw9wEBtB3AW6+ZjVFsI8AduH9PM+UjwK4WXa9EviDAWK1Sbh+DHcBzmhqWBv8ewDw+FzAlBB7AuxtlfGy7HMClOUIZcqEbwPGwp0U1yxzAnh5CLOr6G8DT9JI+DUMUwLdKL8m/sxXAjiIRZuqSE8CVTNzsRqYQwBKO1zHO7gLAXtFj0msE/r95V9LLrBoCwOxv4fxycgPA5KjZC5/mDcDdb9Vy9CIMwJR7PGfaUA/A4WLqzkZnC8DazlPHMV0OwJ+imdMwzxPAasj1hwI/E8AgvOgd0+kUwNTHLaK6HQnAUCi8l3faEcD5DD/cdoIJwLG8X9hOKQPAQW+IZsyC9b/XPaDgvgb0vwkXujdUnPe/azKMyOBrBMDj/0J/NVcJwGzB6XhIMBLAgZwzL9YgDMBXoGlJsEkQwD3eu6Kk8hDAx0b9rX/xDcA94cP7Q94SwIZJp9ja3xPAemT8YZBWD8DSgGSfRssAwGZFRFY6ZwXABBbku3dpBMATFhWi2pEEwAi+jq0QShDALzX3cIq4EsDmbCYlsSQbwC4mzcwEvhnAwdY50FZhHsCBiU/g0agbwKHxFLwigx7AjacWU/b4HcD/zm+PZlEdwJMmM/EGzB/Ahi9RMp9WJcDzfk1mNSgkwOE8DoejTiTAhZR1t0DlJMCzVXi/9mUjwMWs0jF+cyDAMsaFJBfhIMALr+7U5QUdwL6x0rwcpB7A1M7wWXRwHsBba/hpR3EawMS0SZFl9hfAzCxCgxRKFcBDW7sObakXwCSqPi75LxfAdS2iXWFIFsD5RoXayFkWwDFp8vcuvBPAIxN/UwREEcAJ9yW2NSsUwG0DK1hAnRbAxZljXO8SFsBi2Wey2QIXwMzv0qgNNRzAQBclF6jgG8BITLBMK5wawF2PszZqlBvAhdM/MpEwIMDAZ9EY+FMYwPRPDNgrVRvAxDOTl4geFcDB5F05UZsVwGK6J+n/ChTAe++LS5dQGsBADeyfdkMUwDwR1yEnARbAwKRrgC6uH8C/mA6kLzMewPIn5vCWjhfAnXihlKmxG8AeJ7nmobUWwJM3oKXMFB3AzXfE0Kb+FsBMIzkTOhoTwCA/DqbpDQ/Aty6CNn2FCsA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"1XzoBcd1A8C4bq4nc24KwGIHt2l7oPy/WFEf4w8S5b/yxsZpiE4BwJ6mqMtPegXAtwN6HmQd9L/My3nvNoT8vxHHGJoYYwPA+YlDepoZB8AIJTEZKkgCwBacMH6Fpw7Aoq+LXrHoEsAzf74kwkMVwIb3HbKpZw3ATPSN2NDoC8BjajeHUdYJwFKJteJdVxDAZBrwVg1z+79oHX0+5A/jvxivVDFVtNu/ju5Q2p616r9BuMNsisgEwHdxpwRwNAPAirrqzAj9AcDcAZ5pZMTQv1N9jIjqW96/+GgGVz8E5T+yEzQc+NPcPzkgXDhU4eg/NkEON5u4/j+RbK+m08T6PzJ4BdTxnvg/QmZiotNe+T9TBGETsTf8P/ncS4FpIvo/ryGw+4eIAUCfxodnwqUAQE6PoRmVvw5AVccYVTeKD0AavJaRU7MJQEtqhmEFqf0/fRHYCgBwCUDCEkYmPuURQI/uahMqMQxAKYttQvRBCkCZMr6JB9QMQCBNkv+P/QRAGOqMCuqc/j9gX+4dYbfdPxCydBEUvPE/NyOn/uUIAkCdnLNsirsQQP6eNh5xrgxAHhPf2jT8B0Cu6MMq6xIPQFxSZ6571BFAj9Fqq85/HUAr5wclkNEdQHrefnoKkBtAXLqq3zWmGEAG5Q/KdLgbQFhswEqFzxhAF9W3ITZ/FkBSttbFCS4dQOv3IOfz7xxAwH0lF1rEG0CoYm3MGKUcQIxxmJS6DB1A1HqmqnbWIEC0u27L1KcgQIknLd9ALCJAANmh6LArJEA+JauXx2IkQB23m9DEAyVAoBZRSah2KECBWn1VPYgnQJ4UZyOQ9yhAX8d+3MZzKECYoK8jmxsqQF1F4To1fCdABJeWtcBOJkA/JziTTHQlQON3OruGMiRAk9VXmTQNJEA5Kk1AfBEkQNoqZBGzuCFA5i6nSlaVJED/6m0KIVolQLOnVT4MNCZABbhh2CG5JUA+TgPY7Y0nQCb4h3msNypAICzfj2cgJ0A0n6B3jf8lQD6fXLWMZSRAjeSauHIZI0CVV33AxsAjQCCuf9t+Gh1A9BYit5QEIEC2erd0PHciQOsJyWXuoSJAoocfxNdhIkAujJI73kckQH/7LPMcISlAdBbfBhMTKEAwSkJZabcoQN+k6ydUYChAzZI9ObjaKEA+6jQ4uNwpQHFZFhnkgipAlp8ct1jRLkDsTtBMFPsvQG17UXPDmi9A29QXRKyaLEC/CAZFrsYtQJUV8JSRKzBA/LQr7S0ZK0CwLTy+O70tQOlzTWW2HC9AkKR5bsJALkBtRsrHmJkrQIPyoW9jkSVAUItJaSFFJUD/XR9asNkkQPPQIn6+OSRAWsVFQ0vlJUBsHNDHyDsoQOApbg/DUyhAByvspDhuJ0D+CaTHotYlQPO+YNqYHSVAX8Sia197I0Ced/QFd7QfQDRxzQEiASBAmOVf6LliG0CogJKlzUoXQDzJbTTLhBJACDW9teOnFUCeFuzeDwsaQDYJHDs5px9ArsKvqLY9IECiHazoOQ4ZQD9NfYRpfRtAzjdfSs1YFUA76Bh9CBAHQLXKCQFgiARAeGLZDWPbCECZ2ew4Gj0QQJ4sLhWDDQpAqwGhD3RTEUAFCd0aMncUQPxfdpVYYhJAR8GzDZpdEUD+SXv3j5wLQH52HFpgCgNAtFcKm/y1EUDSdKHS6G4LQCett4iAchtAAAtUUgdcG0BpxeEfQ6sfQIWII/zm9xlAb0ZhrJ8BHUBL9EQB9ysgQK/rNw+sZiFAZlbUmUa3IEDapzVzUHQaQIp+2819LxxADEISqSWWFUC8mSec3EkVQEbBk5lxiRNA8V/9GYaKE0A5bd8/nXgRQIH1YxJKVgxAaoT6svFdFECPXMejXM4UQESSt8O5VhBApMjBsmtcGEDX5xJVAZ8OQODRXG5hwgpA2VTiMCgVB0Da5TGIxywSQJNvTY9yIhJAok4gjsmpEEAoCXfC/doQQEDT85RHqhdAZbXDfIizFEB4yaFb2AEYQHgI7UopRhlA3BRrOzA1HkAtPl7Eu3IfQHITdMnipiFA3A3OjpvRIED9UfeLYu0hQGbAjxjxZCFAeDtQZtXEIUDKIA6V/QojQCoGme54YyNAV3fgTkxBJUDPxXkwyEApQM4SOh6mMixA1wD5OYMmLkBeIoKAp5krQFCRlvWJ9ypAnRySFDJaLEBDgVwxKh4sQCWu1M4qZClAm0Bojxh1KUCZzQ//V8coQFYKW+NGSSdAbDRN4m7RJ0B9AquTz8EqQLaOlKlsrChA8TuhtoHiJkB2lbPMDRQqQFEUwGWPuylAWcp1qVEiJkDcFo59sRcmQJEv3Tm1/CJA/oz851/VJUBlQqj7FaslQKqSyA0+wiZA715LnaMcJUCmfpZQco4mQKYEnH1lQyVA8bDYAli8IUB2dZZtvp0iQJQcDt29HCBArGzOsEzlHkDaRLjFm1QhQHB8unaJTiRAIWqLwJUiI0CxILXonWQiQGpkzkc/LCJA+bG2y1MSH0C+YrTHjIUZQGcByLyNRBdA+TXGYRW/FkB9m0QLB3EYQOfggrHWlhBAKzuGtR2FBkC4KZGe2x0DQNxQhNPcbwVAAyRxj4y4B0Cel2ks+UD6P8BblJpsgQ5AJIAzZp1UB0DYw7rUm0ICQCJFrALEA+w/0JSh53Gnp7+fN1VdAKfIPytFdH0Mnuk/wMYaMJb1jD/FVkJCGW/HPwsVy+MEuv6/PlVAgo+4BcAKo8oZFsMCwMImCwiPOQjAxiiZIQ+IDsDyID5e2gwEwHzlyU8Kivm/Zx4Hf57f+r99yKnGXR/3v1Qzk7n2+QXAR3ZwqtoVBcAAtyV/E5z+v+wYin/ULwnAXWj7ieny/b/eW5nUzLX5v2ZVBI+jQfa/qInWjhJixL8eMRiMAmn2v/uImum0HQbApJ0+vCZ6DsDMmYmeACf7v0s6LTptawbAB9fenGkHBMDwQZKfkWMMwOIPYpAn9wXANnkgkP1g9L+NEv4SmNwBwHYaI4LeBwnAojo+dcchAMB+Y4OxAJwCwMhm7Pg7NAXAjpW0pjs+E8AxVyEFz8YVwAxUegsiuxTAkW25+DL2FMCEPsF3cQsbwFyABatNaRfAPWz8/Z8rGMCZxoZYY1cdwJ3bzI3CZxrAuTuetVjKGMBW1l55qVscwAwvYNE80iDAMJ1TgTIIIcAU4QkvIygcwNcIpeQWRCDAwq3PlSovIMBTj4jBqrIhwO38EgW1RiPATI+6P3KFJMDU/UveTz0kwAAsJoNu3SLA1hMtG5A5JMBuHToGckQjwOQAPYeC/SXAXkJxTqGtJMDLGLEAz+wkwIfb8XjlXCXAvoqIsh9MJMBQjNMdUOIgwE3uQIfv5SPAJ5Fn4R/aJMBiGSywtuEjwJAc196kpiPA4URlHUG9I8A+SX3/DTQlwMw0ZlFTXSXALfEVg2KaJMCv5ZSvopQlwO75mM+WRyfAzLsOXUU9JcCHlGGvnhYnwLxSd/gITifADAKVsP2VJsBd0bI42BcnwOpAzCW2+irA0F5gZV+GLcBBdBpiSZEuwCAN4QWXDy7A+e0i0wsvLcAklK1bfe0twM78DUoQZzDAX/EQAonNL8CDHztrCtsxwOWPn6RFgzHAQYHxRW7yMsB/h4ZdCWgywJlCJ9GrDjLAdVoGE2UyMcD2H8VHM8ExwObVjKeanjDAuSTn0qQJMcDzZ92ZlecxwJwA4J/oDzPApMTYyTquM8AviM6/KlE1wOf0ocCRLTTALJc/NL9YNMBQbHY5/W01wPZYAn0P9DTAicmdC8iFNMBR1tKXUNYzwDY18wURjTLA3bN5Tym+MsAnz7mFrHozwMgd/xe4RTTANh0cFUaRNMB4m+3Nxwg2wFHXZwW+fzbAmmqcUoGWNcD8Sn6Lt0w3wP90gC+KlzjAgkGzkJZjOcDyOAwDfbU5wDENbV21qTjAWYLnlQ1SOcCjat1wglM6wH/qCgHVhzrAxN/ymbkXOsBKQdWr3Fo6wGyET8zZkzrA8/jaBDSXOsC7BKqGTtg6wGhvW2LM7zrA4jiOQsvXPMDmejW5AkM8wP+egtA9NDzA88RroXQZPMAhgJLu3BI+wE6z/DhR6jzAIdEFSlKNPcAsCbV8Smc9wBrl0x6jmz7AcTLTMlF1PsB8g8HB8p4/wDmRsznTaUDAlNuMjbGYP8Ap1w1pqZQ/wEWCiWZcoD/A1jm45+xNPsAEaqf1Ebs9wN0DJ8imSjzAg2hZyINyPcCQ5Em9UQk+wOYg40Umnj/A3aaBXz9CQMCIe5AZzJ1AwCC4xz2cJEHABV4AOwpgQcCjyxwgfspAwJLc1oDbK0HADmE5+3zeQMALEfuLMj9AwDS87Uo+EUDAThyk71E3PsC5X6ldjUA9wK4lyJEtwjzAwkH5B8nkOsBTxfqpd6A5wCXXFbaLFDnAKhsrw/NpOMDUAD4iFqM3wM/jEV2dfDfA1H1WjdkbOMAWYdRxHVg4wEvX949ZYDrAsN58oaSuO8BRK+wZF5Q9wFpcKbcfUz3A7Ar8mcEePsAlP6Q1naA+wKqtXxDEcj/Av3r4qC78PsBUQhhb/zs9wO/5QaivVT7A6zRQG9FkQMBE7Ai2M7dAwDcE22DcQEHAqxSG6I9DQcDvzE0te69BwPKjMuAXvkHAQhbOj33mQcCNZzgHmWNCwB7oEJAQWkLAVnrDY7LeQsApM4sxdnlDwJaBLIeDKkPA93Rj8fiBQ8CVPbM729ZDwMxqyJz5/0LAPr84qrCHQ8BQ7BKySclDwFKHeLytokLAUVwTq8rDQsBCRcsWd9tCwFn3ps7zMkLAnMUa+vtWQsDZ8LXJUIJCwOqcQg7rzULAzUUNJnJaQ8ByF9RG7VJDwGiTqgdy4EHABcrY2NNSQsAl1XI0aVJDwJzlggNhfkPAtGHbZTvHQ8BVLvfCiJtDwBlJO7DsiEPA1r17RmvFQ8D0brM+KlxDwCe/3Rn0qULAXdKnEe0XQ8AQIaCavyBDwBtxRnHBR0PA2QlzJa6GQ8BggejaDqxCwA6Qvdab00HA5z8R56HSQcBU29pBomBCwJ7gteDDuULA1XycesKZQsCIo2JcsldCwK0i1P1dGELAHUcza3puQsCSLUk+FUNCwLMJzkqgGELArHnJR3GqQsBrtFlvO7VCwArP2dHzJ0LAqcwB0bTkQcAEBOhQMTVCwDyPCK7GL0LAnqpK1J52QcBHymGsvt5BwLMIW1iAgUHAbeM+HYXFQcAwSsb+kMtBwCgKsCbpUELA+wYCV3J9QsAIGeAkuO1BwHjxykt+60DA7EPSdpPQQMDIihx3Ip5AwAMGUL7xwkDAq0jJGxulQMBdDzvsY7hAwDjdh+fJnUDAOKXqvtvMQMBfSgehe88/wHwBVhRlGUDAq4ENBnjkP8A1curLgwc/wGSpoD2qvT7AUmMV3+ApPcDE7Lw66FI8wFjTMEk1pD3AY2s77tEOPMCTJLdrbHM8wCYZcPFXgT3AwhI09lUsPsDVT97c/nk9wIHLgIWgtjvAR9exXuIgO8BP8Bekz+s5wM+jqgLsgznAltRyYiVAOsBCABqkfik4wMfEkXJYZjjAECz9PyFEOcD/6BrrDsg4wJ/GkCBZ5jnAVIxu8sVMOcDRJV6C5Ow4wH/5oXEmHDnAIMeAUCaON8DAnfAsPRE4wHn+YAYbWjjAPpBWAfggOcBKi1Btisw5wCKwsmzmSTnAHNiUiarSOMDETn65M0s5wGqvRjkqwDjAa6RIDFeuOMD7FU1NEQw5wE0IGTzxdjjAOG1b9WggOMDwE1NWuA05wFVk1ximaDrAUdC6NyITOsAx6vNtxXU6wNriEXKxGjvAKVAQ+8mAO8DmzqjufqA7wBISngsB4DrAW95hzLUfO8AKU3fC5aQ6wBMQI3A2tTrAiEqFNFjlOsC2+NbE3OU5wIdNsZ9H/jjA9Y26GywwO8D6NcdMcbw6wD49YL+3hTrANJjUVDVSOcAPAiZJY+s5wEAfsDFx1zvAJZti/2yoOsB9Cl8GMKU7wJ8s6abIpDzALUwGDPVhPMAveBw6SVw9wC6P61IXjDzAQm3zmkP1PcCyqJ6NY1s/wODB+gacVT3AAOlYWxYBPsAwytZTcw4+wLkCzI0dET/A7r/0nAv0PsBjkj2UQD8/wNZ9w/XyiD/At24lhll4P8BYYfh6ph8/wGY/CkECJz/AuRdJ81cbPsCxPdp3cb8+wJcPmD0cHEDAOdyPtAKKP8AFVO9o/hc9wJpsgrOrbD7AyFLI/XjYPsCxy8I5RbI+wJcR4ikpwz3Aolzv9vRAPsA5UneTgnM9wEmi4ZnztjvACb/5pSqYPMBPPLhhAbY7wBZ8tD1+czvAayhPJEYeO8CMbLXRxuo8wAvIOoPAJz3AdGVM7VkEPsCalFtfPbM+wNK2NYKqyT/ACunSSc5KQMBDuggYzt9AwJT2mUZUBEDAmNnVfR31P8CqW5YV8hA+wC92hXT1ezzAQ0J8EJriOsAVG1ypwOU6wDdfFdkzOzrAYnDhUGikOsC4Gmn5TmY6wH9CzKo3+zrAq4f00chhO8AwQXWsLIc5wFX+QXLA6jnAWSjSspZ3OsBnsg8lL3o7wIvseyKVfDrALY1JO8DbO8DkjuUwfAQ8wC2aMtX18TzAQpJ4gGkQPcBe4lJF3049wMaNkpmxpz3AKlBoR2VuO8A6I/MXK0k8wBrKUTvHwTvAE5OzN6z0OsBDCHZc9Bg6wBKSJ/TOwDnA5KjB8cZ2OsAuhePMX6c5wIZ2BxrJgTjAJx+b1WmbOMCc/TCg9EE5wLIDay1IATnAL2f4Y1vlOcDtVDUWcEs6wHjRBdUsgjnAm2EYztdLOsDO+hpXm/o7wIXFGN6PXTvAVCh6uCeMO8CSJ5/LFRc7wBen+YA+mjzAstTB3C+RPcC+Ryiwzak9wAm8BJAdYT7AXfm3oD6mPsD9CZa/cmw+wNDGKjubsT7ArS890BkWP8Db4oPjr0Y/wAcuF/lUb0DA0W5TNYR+QMCuo05rL9JAwJTYW327M0HA7Hr9HN4DQcAHIrX6hwlAwK/akLO120DAx63PxPAZQMANbtCcOgFAwHDiU3vxAz/AqS91piLLQMCTFD/RWiNBwKm5yDPCFkHANn2Jw+fiQcDlcKJqg9RBwBDE2IDMVUHAD4qG8u+JQMAsOjik6Pg/wJ+tQvXpyD/AI/X3mLT/P8DqtjpfmQFAwEGgL0dJoD/Awd/GzVe1P8CnsHwsxMM/wLCJjD8GWkDAbyhHzIswQMBBhiLBLs9AwCw0qWwpBUHAJo/nvgngQMCd3AHE2ulBwH1H7C2xNELAadvlxsL8QsBT4XWWpaRCwAbnUjfojULAWJjRBXLHQcDebNKKJH5CwNKYalV2BULAGH5KSXsgQsDxXNq8RU5CwFvYJ7YGG0PAI0gIiwh9Q8C6B0CVXEZDwJ2ZYXZL5kLAcs3n271TQ8BeAScvjLhDwB+8nTouiUPAjI+R878yQ8AYXVA5T5RDwNs0w30iokPAKbslE+FrQ8ALcU6TrF5DwHxHBTzaukLARB7y3PczQsBcaBu1QpZCwME55WhklULAP/SV0aI/Q8AHgjpJy2lDwHW9QlOCzkPAWGuYiTs8RMCr4M+3hTRFwJ7Ee5W53kXAc4EhRhndRcBtNOmn54FGwG3jthfKykXAS9LZj84PRsAlYxBNAsdFwEaMoh1iGkbAMY2DK6TORcAEEv64CZVFwLRSpU2uykXAJV5NOrWhRcDpmMY0Ym1GwMuY+HBcfkbAlzp0Q6u/RsAFqwdCupNGwNZsspklOUbAJB8ZsquDRsD1TJUNa0BGwCqgmKw+4EXAzxUkchd4RsAIvNXaUcZFwOhg1gsiNUbAcbETzMeORcCYZeYQdHJGwEAtBm4GuUbAIB5vR0MgRsChH7b8ElpGwMIsArdk4EbAKW57SJ5jR8BTIuOvVm1HwKUOlOB1dkjAQBWWyvqDSMDLQ3R6gTBHwIFxJ/IW00bAMj3AmdadRsBarR5WPwZGwCMzsa9EckbAk+s4XyNgRsA6+JfEMntFwNebrEZqM0XA2aWg1w9SRMDGbtsHu+9DwE4D6I+2X0PAVIhNfeLLQ8CcswaUmxVEwOMMcb7nHETAvU6tj3lsRMAySJZymWREwAXM5AhtDUTAT3IRAt69RMCxN7NibnlEwOklrSZbf0TA7ycC2JdLRMAZVU9YyIlEwATW3U4210TAiINGFhHzRMDWYg0KbjhEwJ4333+cRUTAK23QbbCURMCsoiKCSfpEwF31XfCTt0XARUnzBoGsRMACK/5RVcBFwJUbjsXY30TAnQth56JzRMBcm4bHHgdDwO+bCx1LuULAlKhFS9x1Q8DqQN8J3vZCwGAwwnpTkUPAALIqFhE9Q8ANYAotdChDwNG3TNUIyUPAb00Ry+zZQ8DJvmSM11JDwL1FJhWKw0LAoXFLusFZQ8Cuazkt8k9DwP2zHfFEkkPA1V6Ikka3Q8DlKvpsX+5DwLZ7E9kGTUPA2VVGLdsaQ8CniVFUdBhDwFbe6f0Aq0LAkZUFwRGiQsB9bfVUJeJCwEvLUqwoCkTAnEgaAOUxRMDPshv0SO9DwCaVo3OmsEPAuuV/TPv+Q8D3KjZ1B6RDwDZRjPu9IUTAkBqa29LaQ8By4pkdv6ZEwMLOeDjZg0TANMptlGbeRMA+iZafXlJEwDiXwcpjC0TAgKmu/UpeRcA0SqjYzqxFwCSO5REeUUXAw9NCHOhSRsAW27fMum5GwA2iKJgwO0bARH2WiB6hRsAdY3GVahRGwAwSbb8qnkbAUJMB769ERsDcZdTeduNFwHr6K7llZEXA43BycVh8RcD8+4Z+bx5FwGy6iL+cSkbAz4wLF9v7RcD/a0c9VAxGwPf6KFgWyEbAMQ8MCjOJRsDDFo6BJPBFwPf5XqPUUkbAtMWXBAAnRsC21OA8mupGwPo1rex/6kbAbpYPJmTERsAHn/dczPlGwIw3nzGmGEjACH7A7hs7SMAnjXxAbThIwMYFQQ1nSkfAJlUBL7BOR8CmRVxaYoBHwH8I6RTlLEfADD9i7sbmRsDBq5z24OZFwH3vnnLOxUTA2vRrAyoGRcCaWBKreZtEwAm/8iXLU0TAUQO5A1soRMCHANl+d/5EwNczhHc1D0XAbhHhfTSfRcBarhVjjJhEwOiJ9EdBhUTAtDAXJe+JQ8Bg2xVnAjdDwD6jj0YzoUPAvvR6xcsGRMBujmvdqnxDwMjRyQkoukPAkYZFk6OqQ8ClXCPzrv5DwLW0IFukJETAwNdRtu1aQ8CSL0kVmuFCwAFGrvs3CkPAXmkiaiNTQsDBNqjI63BCwCfR+TbKsELAjWIYsXwyQ8CJRnB/9WhDwFgoPItLtkPAmb1W1AvEQsDMgZ0QceBCwEbrt8VdwkLA4luf8Q8aRMBaWD5TbHtEwBPYZ/tbakTAMN1tIF58RMBLg7JqkSREwHqIWcmKIETAxZAKtvk0RMDsPeR0mPpDwGB10REhxUTA1fO0ww/rRMCXTewdj4hEwGXifXYa5UTA58GQXtOJRMDUAEmA4E1FwFj7tQ7n2UXARohp2cGcRcARUB5G8iFGwBCxg6IEBUbAOm2Kgz5QRcBN6zy0CfBFwMTCo9aAKEbAAxa0af0tRsBsxj8FBd5FwIBRFROTV0XA11BSNpMlRcBvf3geuOFFwKrfKZU8DUbAbgUpG/eORcAXgl8VIa9FwI+K+/DDs0XAJyseShokRcAm4bnWE25FwMAK4jFvzkTAB1V2IwmTRMBLvDN5Wz1FwFgv8XghVkTAk9/ZsymrRMDLB9evzs9EwBazk35ldUTAYG6v1m/kRMCokzdIhDhFwEX0eIPLZkTAOd9OlAppRcCwfsOKNSZFwBubiSPr+0TAxYBfc8cqRcBvVUtDCEtFwNuueU4FUEXAbEXzI4ezRMBeQqSJ8mZEwCxwnMlY/UPAafVz0jYEQ8BAfZunozdDwJHWWvdULUPAWIqX0cmQQsBtKYMgxHlCwIbdJsGnukLA+/QGgH5VQ8Bq9V4VgaBCwOaSDvkOs0LAoVRZuNbhQsDAr2GtXqRCwAP12WZXFULAdDZY/4SnQcBu0CcMEndCwHLEK2o8UELAvwPwdK4xQsBh0nSI0MxBwHhkPLkqtUHAlED7J3+kQcAJXsmxxrtBwPIku4TuqUHA9hd18RsUQcDu3+J9T8NAwKWxlyJ42EDAMOfkSoH9P8BN605mRl5AwMJ+0L5sX0DA3fbvZcFrQcDrmxtMSfBBwO181hMxUkHAi43uK8CHQcCJO+f+Vb9AwDlm4cGhv0DAdDiaixC/QMDefrI7Qz5AwBMSWuuI5T/AelJYHaWAQMAZpIQfGKpAwLbonCRnN0HAy7jV/B98QMBuir8ZtG9AwCpvuED8kT/AhBTG/kUAPsA6bG108ss9wCr4EhcgND7ASFSveig8PcBlBP/RjVM+wB7rNTZyoT/AxZ71qJTiQMAat1Dd8F5BwMXReJHeW0DAFiNgORbvP8D0zQW83NU/wAwIeeOmrj7AI9agXLW1P8D9oAPi2YQ/wLX7QNyjV0DAa5ph3xZrQMCCqjKpas5AwNv7/yNlUEHAUvvJ5SWsQcCTYqD98MBBwA2V1QW/UUHAhpt74CrhQMB2DjqPHHZBwINmVPmAGkHAPuFZmF10QMDMet9q4tY/wMhVUsFgAD7A9JUT5AfHPsA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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prQgAAgARW62tCAAAA0Prra0IAAICbn+xrQgAAAGdE7WtCAACAMunta0IAAAD+je5rQgAAgMky72tCAAAAldfva0IAAIBgfPBrQgAAACwh8WtCAACA98Xxa0IAAADDavJrQgAAgI4P82tCAAAAWrTza0IAAIAlWfRrQgAAAPH99GtCAACAvKL1a0IAAACIR/ZrQgAAgFPs9mtCAAAAH5H3a0IAAIDqNfhrQgAAALba+GtCAACAgX/5a0IAAABNJPprQgAAgBjJ+mtCAAAA5G37a0IAAICvEvxrQgAAAHu3/GtCAACARlz9a0IAAAASAf5rQgAAgN2l/mtCAAAAqUr/a0IAAIB07/9rQgAAAECUAGxCAACACzkBbEIAAADX3QFsQgAAgKKCAmxCAAAAbicDbEIAAIA5zANsQgAAAAVxBGxCAACA0BUFbEIAAACcugVsQgAAgGdfBmxCAAAAMwQHbEIAAID+qAdsQgAAAMpNCGxCAACAlfIIbEIAAABhlwlsQgAAgCw8CmxCAAAA+OAKbEIAAIDDhQtsQgAAAI8qDGxCAACAWs8MbEIAAAAmdA1sQgAAgPEYDmxCAAAAvb0ObEIAAICIYg9sQgAAAFQHEGxCAACAH6wQbEIAAADrUBFsQgAAgLb1EWxCAAAAgpoSbEIAAIBNPxNsQgAAABnkE2xCAACA5IgUbEIAAACwLRVsQgAAgHvSFWxCAAAAR3cWbEIAAIASHBdsQgAAAN7AF2xCAACAqWUYbEIAAAB1ChlsQgAAgECvGWxCAAAADFQabEIAAIDX+BpsQgAAAKOdG2xCAACAbkIcbEIAAAA65xxsQgAAgAWMHWxCAAAA0TAebEIAAICc1R5sQgAAAGh6H2xCAACAMx8gbEIAAAD/wyBsQgAAgMpoIWxCAAAAlg0ibEIAAIBhsiJsQgAAAC1XI2xCAACA+PsjbEIAAADEoCRsQgAAgI9FJWxCAAAAW+olbEIAAIAmjyZsQgAAAPIzJ2xCAACAvdgnbEIAAACJfShsQgAAgFQiKWxCAAAAIMcpbEIAAIDraypsQgAAALcQK2xCAACAgrUrbEIAAABOWixsQgAAgBn/LGxCAAAA5aMtbEIAAICwSC5sQgAAAHztLmxCAACAR5IvbEIAAAATNzBsQgAAgN7bMGxCAAAAqoAxbEIAAIB1JTJsQgAAAEHKMmxCAACADG8zbEIAAADYEzRsQgAAgKO4NGxCAAAAb101bEIAAIA6AjZsQgAAAAanNmxCAACA0Us3bEIAAACd8DdsQgAAgGiVOGxCAAAANDo5bEIAAID/3jlsQgAAAMuDOmxCAACAlig7bEIAAABizTtsQgAAgC1yPGxCAAAA+RY9bEIAAIDEuz1sQgAAAJBgPmxCAACAWwU/bEIAAAAnqj9sQgAAgPJOQGxCAAAAvvNAbEIAAICJmEFsQgAAAFU9QmxCAACAIOJCbEIAAADshkNsQgAAgLcrRGxCAAAAg9BEbEIAAIBOdUVsQgAAABoaRmxCAACA5b5GbEIAAACxY0dsQgAAgHwISGxCAAAASK1IbEIAAIATUklsQgAAAN/2SWxCAACAqptKbEIAAAB2QEtsQgAAgEHlS2xCAAAADYpMbEIAAIDYLk1sQgAAAKTTTWxCAACAb3hObEIAAAA7HU9sQgAAgAbCT2xCAAAA0mZQbEIAAICdC1FsQgAAAGmwUWxCAACANFVSbEIAAAAA+lJsQgAAgMueU2xCAAAAl0NUbEIAAIBi6FRsQgAAAC6NVWxCAACA+TFWbEIAAADF1lZsQgAAgJB7V2xCAAAAXCBYbEIAAIAnxVhsQgAAAPNpWWxCAACAvg5abEIAAACKs1psQgAAgFVYW2xCAAAAIf1bbEIAAIDsoVxsQgAAALhGXWxCAACAg+tdbEIAAABPkF5sQgAAgBo1X2xCAAAA5tlfbEIAAICxfmBsQgAAAH0jYWxCAACASMhhbEIAAAAUbWJsQgAAgN8RY2xCAAAAq7ZjbEIAAIB2W2RsQgAAAEIAZWxCAACADaVlbEIAAADZSWZsQgAAgKTuZmxCAAAAcJNnbEIAAIA7OGhsQgAAAAfdaGxCAACA0oFpbEIAAACeJmpsQgAAgGnLamxCAAAANXBrbEIAAIAAFWxsQgAAAMy5bGxCAACAl15tbEIAAABjA25sQgAAgC6obmxCAAAA+kxvbEIAAIDF8W9sQgAAAJGWcGxCAACAXDtxbEIAAAAo4HFsQgAAgPOEcmxCAAAAvylzbEIAAICKznNsQgAAAFZzdGxCAACAIRh1bEIAAADtvHVsQgAAgLhhdmxCAAAAhAZ3bEIAAIBPq3dsQgAAABtQeGxCAACA5vR4bEIAAACymXlsQgAAgH0+emxCAAAASeN6bEIAAIAUiHtsQgAAAOAsfGxCAACAq9F8bEIAAAB3dn1sQgAAgEIbfmxCAAAADsB+bEIAAIDZZH9sQgAAAKUJgGxCAACAcK6AbEIAAAA8U4FsQgAAgAf4gWxCAAAA05yCbEIAAICeQYNsQgAAAGrmg2xCAACANYuEbEIAAAABMIVsQgAAgMzUhWxCAAAAmHmGbEIAAIBjHodsQgAAAC/Dh2xCAACA+meIbEIAAADGDIlsQgAAgJGxiWxCAAAAXVaKbEIAAIAo+4psQgAAAPSfi2xCAACAv0SMbEIAAACL6YxsQgAAgFaOjWxCAAAAIjOObEIAAIDt145sQgAAALl8j2xCAACAhCGQbEIAAABQxpBsQgAAgBtrkWxCAAAA5w+SbEIAAICytJJsQgAAAH5Zk2xCAACASf6TbEIAAAAVo5RsQgAAgOBHlWxCAAAArOyVbEIAAIB3kZZsQgAAAEM2l2xCAACADtuXbEIAAADaf5hsQgAAgKUkmWxCAAAAccmZbEIAAIA8bppsQgAAAAgTm2xCAACA07ebbEIAAACfXJxsQgAAgGoBnWxCAAAANqadbEIAAIABS55sQgAAAM3vnmxCAACAmJSfbEIAAABkOaBsQgAAgC/eoGxCAAAA+4KhbEIAAIDGJ6JsQgAAAJLMomxCAACAXXGjbEIAAAApFqRsQgAAgPS6pGxCAAAAwF+lbEIAAICLBKZsQgAAAFeppmxCAACAIk6nbEIAAADu8qdsQgAAgLmXqGxCAAAAhTypbEIAAIBQ4alsQgAAAByGqmxCAACA5yqrbEIAAACzz6tsQgAAgH50rGxCAAAAShmtbEIAAIAVvq1sQgAAAOFirmxCAACArAevbEIAAAB4rK9sQgAAgENRsGxCAAAAD/awbEIAAIDamrFsQgAAAKY/smxCAACAceSybEIAAAA9ibNsQgAAgAgutGxCAAAA1NK0bEIAAICfd7VsQgAAAGsctmxCAACANsG2bEIAAAACZrdsQgAAgM0KuGxCAAAAma+4bEIAAIBkVLlsQgAAADD5uWxCAACA+526bEIAAADHQrtsQgAAgJLnu2xCAAAAXoy8bEIAAIApMb1sQgAAAPXVvWxCAACAwHq+bEIAAACMH79sQgAAgFfEv2xCAAAAI2nAbEIAAIDuDcFsQgAAALqywWxCAACAhVfCbEIAAABR/MJsQgAAgByhw2xCAAAA6EXEbEIAAICz6sRsQgAAAH+PxWxCAACASjTGbEIAAAAW2cZsQgAAgOF9x2xCAAAArSLIbEIAAIB4x8hsQgAAAERsyWxCAACADxHKbEIAAADbtcpsQgAAgKZay2xCAAAAcv/LbEIAAIA9pMxsQgAAAAlJzWxCAACA1O3NbEIAAACgks5sQgAAgGs3z2xCAAAAN9zPbEIAAIACgdBsQgAAAM4l0WxCAACAmcrRbEIAAABlb9JsQgAAgDAU02xCAAAA/LjTbEIAAIDHXdRsQgAAAJMC1WxCAACAXqfVbEIAAAAqTNZsQgAAgPXw1mxCAAAAwZXXbEIAAICMOthsQgAAAFjf2GxCAACAI4TZbEIAAADvKNpsQgAAgLrN2mxCAAAAhnLbbEIAAIBRF9xsQgAAAB283GxCAACA6GDdbEIAAAC0Bd5sQgAAgH+q3mxCAAAAS0/fbEIAAIAW9N9sQgAAAOKY4GxCAACArT3hbEIAAAB54uFsQgAAgESH4mxCAAAAECzjbEIAAIDb0ONsQgAAAKd15GxCAACAchrlbEIAAAA+v+VsQgAAgAlk5mxCAAAA1QjnbEIAAICgredsQgAAAGxS6GxCAACAN/fobEIAAAADnOlsQgAAgM5A6mxCAAAAmuXqbEIAAIBliutsQgAAADEv7GxCAACA/NPsbEIAAADIeO1sQgAAgJMd7mxCAAAAX8LubEIAAIAqZ+9sQgAAAPYL8GxCAACAwbDwbEIAAACNVfFsQgAAgFj68WxCAAAAJJ/ybEIAAIDvQ/NsQgAAALvo82xCAACAho30bEIAAABSMvVsQgAAgB3X9WxCAAAA6Xv2bEIAAIC0IPdsQgAAAIDF92xCAACAS2r4bEIAAAAXD/lsQgAAgOKz+WxCAAAArlj6bEIAAIB5/fpsQgAAAEWi+2xCAACAEEf8bEIAAADc6/xsQgAAgKeQ/WxCAAAAczX+bEIAAIA+2v5sQgAAAAp//2xCAACA1SMAbUIAAAChyABtQgAAgGxtAW1CAAAAOBICbUIAAIADtwJtQgAAAM9bA21CAACAmgAEbUIAAABmpQRtQgAAgDFKBW1CAAAA/e4FbUIAAIDIkwZtQgAAAJQ4B21CAACAX90HbUIAAAArgghtQgAAgPYmCW1CAAAAwssJbUIAAICNcAptQgAAAFkVC21CAACAJLoLbUIAAADwXgxtQgAAgLsDDW1CAAAAh6gNbUIAAIBSTQ5tQgAAAB7yDm1CAACA6ZYPbUIAAAC1OxBtQgAAgIDgEG1CAAAATIURbUIAAIAXKhJtQgAAAOPOEm1CAACArnMTbUIAAAB6GBRtQgAAgEW9FG1CAAAAEWIVbUIAAIDcBhZtQgAAAKirFm1CAACAc1AXbUIAAAA/9RdtQgAAgA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FCMr8GQBgj93c5FQRAeqH21YRgCED/fzJMAaYIQFc8Xb0SZw1AEL10igIwAUBuIGJFwcwAQMEzKhzXaf8/GHtfV0n6/j/GnuPRM3/8P+cciTn2GwJAuJQrDv8T9j+AgM9TcSYIQDDWLm0SSgZAatbFF57jBkAkJFEw9XsEQCCTaOSKHAlAzsTpZfa6/z9EsBBTgjgHQNIje47scRRAfMoS6fIbEEDESk+cuewLQIZoFSIuyRFAoMFnsWqgA0AZVBbXG/0CQBPC8dUANgFAvcuSkhVMAEC6Z3mzyBD8P0dZ+DHnewNAQhAwhNGMCUAXcC4y/44QQLgdDysdIQ5AIX0Y12bTBkDZtwmbNrQIQKuK0AtUuQFAb3Yxa5/gAECNuGtwnkb1P8Yw33YI2wBAGiZ0mP+C/T9IcY/ViLEOQNJCQKT7rwBAmGB/8HNO+D8AR4Ga2VKav2JJOEV/08e/KLr6a7gd4j9hH62CxrPiPwzQVzmlmMi/9jhz3Ogv1z++SLHeOSD1P0gorT2hv88/jjki7WCv6D9SjnUfdtfqP3TzOAN/zQHAZMTXAxnSCMBUuFChE64BwOJKMfeaRAPAgOWe7ZLC1L+kFLCrxoravwcuyiGykv+/gLruy2hZ9b9GqZv8QU0AwFGd17D6awDAlz3fCgOnBcAabeZxDXgKwGl3GtX/1QDAMnqVZUwD779WJgcNE2Xzv1GuU7jEQAjATmqtOqVlAMCCVk5Jzyr1v8aQQrwp3QLAbFi6iIhEDcBRwpsInHkNwOiLQz4x1g3Av3bWS7ohEMBEr1iye7sPwFrEJaEBrw7AH93eYYG4BcCcZtdrGW4DwPxsH82IuwrAnksniemHBMC1kVafr5kPwLpjA20cmg3A9fqgPGQSC8D4FezBg1kAwEsW/C6zjQLAL7jyyhIyAMAA3pgF3XDxv27RFMDaEOU/ihKlO/EH5D9wzRsG7oTgv/gpZei5gQLAgWMo2emL+b+a5usJt4AFwO8iXu23IQvAMUNupjTo/7+KivUVhr/zv5b67RTcmuy/l64rcVFcBcCZRHTSSPsKwDlYcGHT7hTAOZNX8lPkEcDk7iiW1JoawCW5lCbrmR7ALGLgr0d4IMDFWZhQUmkgwEzDnmLliSHAx1ZAreZQHsC81XwKgEAgwAjWocxC3R/AhKC+SkuHG8C8ocKXJJsewGjaCssGchrAOnfZA9s/GMB417RB5eYYwKgis0r4xR3AXtbYynRMHMBXpVVYKBQdwNZJ+P5PtyLA1Cl8MpTFIcClX3kHoeofwBrzBeBuwh3ARo14UCJYHcDme2iRxeQawGrhtUxMOx7ARJChfGa4HMCPygWrA4sdwBuQE86qThvAUd6l/NLWG8Dwp/wK2HIVwGqjp7WjhR3AWDQl4oZgGcAlWTnvtfkbwDoj0rfImxrAFgAxW5sEIsB+A9AOgoEhwItVWd99WyHAysUChKAQHsAZVmRHrOgfwH7H5FuTeyDADeyVyR0TH8AkJSfqw2kewDjuOK+qHxrADxEW2zTXGMCz8aBTGQMcwAow0iyPDBrA1kcleUt3GsCMxPdkhoAWwM+Sp70lFA/AzFNpa81hAsD0LIV8rK4OwBMOP2MedwzAC62QrNuxDsCLExyDEk0AwBbuaNf2oAjA6qJ1RBxWD8CAX72/ovIEwLFvr/F4JQHA3ld4XXHs+7/4rdT3WUfzv06SWnTmiPq/MemZl9zG6L9+0yeNviHTvzS+xaYI/OG/Wvxfxc5v478m2x/XwNzTPxRsrZqmOfE/BssEcsGmAkAqyhoiRqDmPxT0AccBfgtAyLwZhZtcAkCxxlc66q8BQDwQhXst4fc/RBtDT06vAEBcpCGeY/PzP4cxqK5OowBArp44BeCI8z/03/INh4f3P9JrEG/ZQwBAzRY+U1I99D+ZPVgRfAfhPxVBZebhiOK/0KICCwNR878p22fEi28IwDwrLqFivwTA/bUK8XIFBcAI62HGImgCwKoqn3JnBfq/nI3t5BES+r+EYTkADpz7v58ReZvFpgDATIZ+8D0qDMAwJFV1kdEMwEqhj2tNRBPA1EToO14rFcDhX08hly4UwJ6lheZKexfARkPeXwrTEsAMmftQ/X8VwPQY7/aZThHAtqxFIAhkE8AHzsY66METwOkbAR1MwBXAPZ5sb+VlFcBZh5ckdl4VwLey/THfUhXAY5L1PKWtF8A+Tn6sboEYwBZ1GFRphhbA4htuxcwTF8C0+tS6o+oXwA+YUDDTlhfAI+aLE5LeF8CUTqD+hzYfwHQb5X3kNxvA6Yim0xl6IMD5v5HSXosgwJ+G0Vme5x3AbSDj9ut7HMBRnmsVSiMfwEMXmj478CDA8ojgdazdIsAy/H+6AcIiwKTlHYY4NSLAT/whmKc0J8DlOIGTKtEmwHRK9902PyXAvgrb1XcvI8ByyawqRkkiwKoibzCbLh/AboZJXXUbIsDvpMQZKLQiwGdLwijaXSHA84GKIFQJIcBbuFz4IEgiwKDMgIibbyLAgUuaoiNhIcD0nzYeqvMgwBeRjTatBR7AxSydrebfG8DAkfYinBIdwLu1bXud+xnAbJRXaf9IHMDHAxiArFUWwNWN93Lu+BfAS3cxh0XzGsBTwZBkq/QbwFJOx042AQ7AAjYJ8QHQEcB5cEeBqhEKwJtE8jm8sfe/ZD6CQxGp6L+WmdsASyvxv09CjobLSPC/VrHLSaBf1L+GdrWetEj3v4pVjQ9DhxDAL38IYoLwD8COYL0uE4wUwCJhUJDdUhDANF3lXRicFcAd5VZ56XQTwFdz/fHOJg3Adgfr7i/A+7+UBtyVipP+v1MwgoDzU/W/QDeJUOy6rj8til5iNvz3v5N3Byvv8xDAYvKqzFAtEsB8YwPdvmMRwG59e+sHDgbAhyYNwbLzCcDxBMaLOYoBwM7LxaTdJAvAMP9U5/Ar+b+5efQC2yvqvxB6Rw2Uorw/fK/eU6X1xL8gs8g3QSh7v4PEPNq51eU/AGQScUkWu7+gSfUvyOHnv0x316NFney/TjgqrHnx1r+PaDLXGFvwv6dRPkFZiwTAXnHfOWPs6L+sXHHR51nLvwIrZrEMZfG/qOencq91/r++7en2od/4v3KeS3gmiAjASokU9xUjEMDgEZ5asloVwPvX9XswEBLAR6whme5HFcDm79OFzu8awBpR5ir9GR/AQ4fpMV1iHcAgz36HpGAewB8w2Zv0nSHAv8YMsPjrI8BZfk0WwaMgwDL6pzIABB7AcEP3xQdfIsAa/bhFbwkiwEEWcEZBEBvAHHvtwIlJIMAL6EiDZ1ogwCI0Z9B2JyHAMYokabNRIsCyz9H3Ae0iwFPE46JkiiPATCnND/0XI8DP872PLbMmwD/9SKy8aSfA96NxHtXTKMA0mpAxLosrwMWGI6pUeCzAen83JouBK8ARveqZlr0swHZE3mNeYivAGWxU3qUYJ8DOHAqk7eslwDJK8t4hPCbADsP11FZcJ8D92N8e8qsowEOXJxhixyjAs0V5jETLKMDWznA92GcpwNzc/Pe6/CXAhToT1Ia4KMC7OHRQByIpwFO+Wz6rtyrA5qReuLYBLsCOlFQypysuwAZSRwyJBC3A3BcPKITBLcAQruZwUx8qwFegfIlbsSnAHoLLW5QNLcCcn9fLf3guwP10FsDmyC7ABe0FFZiwL8C4HuWRKeAwwM6d+Lz3jTDADGArG32kL8Apfx3uYt8rwChcosh6yy7A9Oebt8wrLsAYPKZKlfgswLxfR8Fc6C/AahyXl+NkMcDsSACNmAIywCs2QjwUgjHAjOtWqnMCMsAP6JOK2HcwwIAYPSrQxDDAA4R0gbldMsAzcuw/riIywNPS1BzIMzPAP8JvJviyNMD2GZpUp5E2wBLCEXgP8jbAkbjfQ0XiNsCBQLvsBMo1wHn1IMVuODXA5KVNwxOnNsBEdyt1or42wFUfeGkMQzjAuR74DEtROsCrjNQ3mIc7wOks7pfSPTvASFIIPq1bOsDOEA79Ojw6wBRCNyvVTjvABc59rsglO8AssWW5G8E8wAm86CebpzzA9eL/D8g9PsCE/Wbzo+I8wJqazgWPtzvAk+nQX1MEO8Dh32vFEIQ6wIZOYfZcnTrAzvUG/ivROsCtVBDhxNc5wBqeXKeYzznAx/6mPoEpOcC+PaDnywo6wE5QtMG3VDrA/HgNU+zaOcDINy6W5P84wOo7AURlxTfAZMQxwocyOMANvMp6BN03wH/CD6FvfTjAgcu25cKZOMD3r/Qviqw4wLZIePWK/jfA5zM59cSwN8A7phIpl8w2wPu1ESqg+jfAJXcVh12bN8BUueImUoI3wMhjZcX9tTXAo8o6y36dNMCkR/KwdQo0wDfanAk0rjLAk1CqYRcRMsD2V4oReV4ywOoU4gP5nDPAe0lFkLWAMsCI2VtGFJQ0wCDzvgJq4DXAsDXvN0vyNcDR8Xe+VU41wPF1TMdCtTTAnliMsI2+M8CE1/i5DvYzwPV/+4MFhDPAKQNs2YAnNMD1YLGySv8zwPunkGJ3zzPA4z52jnOxMsDLVEcq5m0zwGrOAz3rRTPAPXjWqamuMcAQy/esOWcywFIQc3QrLTPARqoKD1UmM8BqpGSqHRYzwOj15dREezTAw30PDX9dM8Cl1QLO6RMzwJljzuVFoDHAxLWD/+EOMcBrCfGAdaQxwGacnc1FezLAWrT7Jf//MsC95B6UkW8ywCumoIsV2zDA0GdqDiarMMDeDmT9+/QwwGmi3VOwPDHAThmLYJ/YLsBZJs+NgqsswEuLvaVtqC7Ao7DSdF5XLsArw4sQ4pQtwMJprIR/dirATtgxpNdaKcBZBDAHHxAtwEYigdKVpifAl7aqdTXqJsDmqXAesDslwP/aI/llgSTAJFM1uSYaI8ApEQ655I8kwLtwv4xC9yPAnPRTkI32HMAelFhCFfMbwBx9DZePFhnA5o8GCV11FsBTax2cgZgXwFk42KFYJxPAD7eYukzfEsAZzHUK398QwA3OAteWvhTAPebkIY6OCcCAd5F1Zu7mv4Yxx4Q9K+K/9Ghjta8F6L+IDx6FyZW8vwQyrIo+beg/ikzm2QPp6L+M4mG2iybgv3c1rg7OhfC/gnhNp0wa9r8SyfZRKFP4v+aHbOUtBgHA5+z2mNJvAMCBbDD/mD3/v/iSiJeWTQfAFdKKaxFtCMAKc0Nnc8ADwEWIj0wEUgbA2BNtILgNBsAXJGPL3ncAwOgGBAQbtQvAcNQEvl8fCMB+OPjvavcGwHgS0GiDXgnAtz9+sNFT/b/mVoPKijP7v4yRHibdLfu/PnZySMHpAsDSusVWQQEEwHFwlkSNlRHAtcPGeiY+E8BnZPrG67kWwIhuK89xGRHAeTxPUPLnD8CQmIAIV/YPwCWFU5VG2hHAailV47aPB8D3HS2Dv+MMwAxJ+JYo+Q3AFxuqgwFbE8Du4gUUnecbwBariLJTsx/Az0RVnkpDIcDV7mG4n1MgwH8RxHjy7yPAc4XNcH/IIsBLbuPSd2UnwNQSv++kUyfARigMJTneI8DAnII6HHglwJo3jj4F6yHAm2q2kviHIMCvkW0tT28bwJa86HhmqhbAYNFu0xicD8C80HOzIScYwMaFcHAP8xTAP1bEge+6GcCgqx+EtgYdwNO62easyh3AzGPSOGghHMC5c6rTpsoawDhZjo8lTB3AmvrEyxDWGsAue1uXRs8awMidl3D+xRfA+m9N17CIFsBkjj8fH8kdwG1E1yxS7h7AKopi5G3pFcB2247DbUMVwEt07IFptxrAl/SHw7osHcBBCbFT7vcTwNtrt0niDBbAqe6HdaPdFMBXVTNz/SUYwEzdf/tARhrAL3G229wNG8Ax9u+xnqkawHJqVQ11HhbA1nFbYvqcF8DUXF1QOfoPwPqL2g0tyBTA5/TVxlNHGMDLhgYyiRwYwBfcB0mx1xfAead7w2xfFMDYk+Piaj4TwPlaFAtUORLAbeQa929bFsDSnec4w54fwHtUrFo23CLARUq1JUZ1H8CSBL5vCVUlwOfTxeku6CnAgcDV+7/MK8CcsZpfXvYswIVD8vvEYi7AdFWzjh0jMMA2HYljLT4uwHmejirMjizAYP65w6rXLsDVhgVti3wvwN9g6YZ4wzHAMsugXRU3McB1EVqC4xAywMwG6jpk9zPA75W72aBvNMDz7COogug0wL/2lM9VizTApk163yPzM8BrxYeBc+k0wDb1RHOCRjTA/AS3sglBNMAqGTIxwvM0wK1nFoASIjLAhUOYZRE3MMCwJ1t0HdowwOIlX07kGjTAtH5fBNKxM8AGxdKu0XUzwO3EyFuaZTPAraGM3cppMsCbMX6GaBAzwOthaK0ygDLAWZjmdvG/MMCpgakJL18xwHGMPhTsOzPAISxxLC5CM8CmnXulU3oywDR/uy3wejHArVS9VzuSL8CRYmJNMxwwwO8y3PYETC/ASTVfu8PdLsCu1adOmeYvwB+Etg9Vwi3A69qaX7wSKsC/nXlomC8owP7kzArkSSnAVsjjiL4GKsDgAspf6tApwAzDXj/BWC7Ak0Q07rU0LcAmKiY7Zb0swB1AZrvppS7AnAT6Dgp4LMA0BMmH9V4owNQPVouhiijAkuIUs82NKMBxESzkZMgnwCQ8zo1C0SXASaihexmgI8CHhDuGH/cjwDnazkOvliLAHDDnXXibJsBOcIraApwhwITpt6Gv2iHA6kRU0342I8C+6q1V11AgwNdw9wEBtB3AW6+ZjVFsI8AduH9PM+UjwK4WXa9EviDAWK1Sbh+DHcBzmhqWBv8ewDw+FzAlBB7AuxtlfGy7HMClOUIZcqEbwPGwp0U1yxzAnh5CLOr6G8DT9JI+DUMUwLdKL8m/sxXAjiIRZuqSE8CVTNzsRqYQwBKO1zHO7gLAXtFj0msE/r95V9LLrBoCwOxv4fxycgPA5KjZC5/mDcDdb9Vy9CIMwJR7PGfaUA/A4WLqzkZnC8DazlPHMV0OwJ+imdMwzxPAasj1hwI/E8AgvOgd0+kUwNTHLaK6HQnAUCi8l3faEcD5DD/cdoIJwLG8X9hOKQPAQW+IZsyC9b/XPaDgvgb0vwkXujdUnPe/azKMyOBrBMDj/0J/NVcJwGzB6XhIMBLAgZwzL9YgDMBXoGlJsEkQwD3eu6Kk8hDAx0b9rX/xDcA94cP7Q94SwIZJp9ja3xPAemT8YZBWD8DSgGSfRssAwGZFRFY6ZwXABBbku3dpBMATFhWi2pEEwAi+jq0QShDALzX3cIq4EsDmbCYlsSQbwC4mzcwEvhnAwdY50FZhHsCBiU/g0agbwKHxFLwigx7AjacWU/b4HcD/zm+PZlEdwJMmM/EGzB/Ahi9RMp9WJcDzfk1mNSgkwOE8DoejTiTAhZR1t0DlJMCzVXi/9mUjwMWs0jF+cyDAMsaFJBfhIMALr+7U5QUdwL6x0rwcpB7A1M7wWXRwHsBba/hpR3EawMS0SZFl9hfAzCxCgxRKFcBDW7sObakXwCSqPi75LxfAdS2iXWFIFsD5RoXayFkWwDFp8vcuvBPAIxN/UwREEcAJ9yW2NSsUwG0DK1hAnRbAxZljXO8SFsBi2Wey2QIXwMzv0qgNNRzAQBclF6jgG8BITLBMK5wawF2PszZqlBvAhdM/MpEwIMDAZ9EY+FMYwPRPDNgrVRvAxDOTl4geFcDB5F05UZsVwGK6J+n/ChTAe++LS5dQGsBADeyfdkMUwDwR1yEnARbAwKRrgC6uH8C/mA6kLzMewPIn5vCWjhfAnXihlKmxG8AeJ7nmobUWwJM3oKXMFB3AzXfE0Kb+FsBMIzkTOhoTwCA/DqbpDQ/Aty6CNn2FCsA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values_original\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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the box to change the range above.\"},\"id\":\"1037\",\"type\":\"Title\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#ff7f0e\",\"line_width\":2,\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"B\"}},\"id\":\"1098\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1095\"},\"glyph\":{\"id\":\"1097\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1098\"},\"view\":{\"id\":\"1100\"}},\"id\":\"1099\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"end\":1032998400000.0,\"start\":1011484800000.0},\"id\":\"1051\",\"type\":\"Range1d\"},{\"attributes\":{\"source\":{\"id\":\"1095\"}},\"id\":\"1100\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1089\"},\"glyph\":{\"id\":\"1091\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1092\"},\"view\":{\"id\":\"1094\"}},\"id\":\"1093\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"overlay\":{\"id\":\"1053\"},\"x_range\":{\"id\":\"1051\"},\"y_range\":null},\"id\":\"1052\",\"type\":\"RangeTool\"},{\"attributes\":{},\"id\":\"1123\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"1128\"},\"glyph\":{\"id\":\"1130\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1131\"},\"view\":{\"id\":\"1133\"}},\"id\":\"1132\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"B\"}},\"id\":\"1130\",\"type\":\"Line\"},{\"attributes\":{\"label\":{\"value\":\" B\"},\"renderers\":[{\"id\":\"1099\"}]},\"id\":\"1125\",\"type\":\"LegendItem\"}],\"root_ids\":[\"1220\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.1\"}};\n", + " var render_items = [{\"docid\":\"5d6f4c51-da20-48f8-8c5a-e79a6bf18467\",\"root_ids\":[\"1220\"],\"roots\":{\"1220\":\"d32b0690-0ffa-4f06-9755-f7d2507b52a5\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -679,7 +679,7 @@ "\n", "\n", "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -691,8 +691,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = 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Interactive Plots

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The pandas-bokeh library offers \n", "convenient functions for producing interactive Bokeh plots with few lines of code.

\n", - "

Bokeh figures will preserve their default aspect ratio by default - though this behaviour\n", - "can be configured through the Bokeh figure object in some cases. Composite objects, such\n", - "as the line chart with range slider, may need to be created using the Bokeh core API in\n", - "order to configure them correctly.

\n", + "

Bokeh figures have a fixed width and height by default - we can override this behaviour\n", + "for basic plots by setting the sizing mode, width, and height properties as shown in the notebook.\n", + "For composite objects, such as the line chart with range widget, the Bokeh documentation\n", + "should be consulted for advise on achieving the desired format.

\n", "\n", "
\n", "
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"floa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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dt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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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Ek0AwBbuaNf2oAjA6qJ1RBxWD8CAX72/ovIEwLFvr/F4JQHA3ld4XXHs+7/4rdT3WUfzv06SWnTmiPq/MemZl9zG6L9+0yeNviHTvzS+xaYI/OG/Wvxfxc5v478m2x/XwNzTPxRsrZqmOfE/BssEcsGmAkAqyhoiRqDmPxT0AccBfgtAyLwZhZtcAkCxxlc66q8BQDwQhXst4fc/RBtDT06vAEBcpCGeY/PzP4cxqK5OowBArp44BeCI8z/03/INh4f3P9JrEG/ZQwBAzRY+U1I99D+ZPVgRfAfhPxVBZebhiOK/0KICCwNR878p22fEi28IwDwrLqFivwTA/bUK8XIFBcAI62HGImgCwKoqn3JnBfq/nI3t5BES+r+EYTkADpz7v58ReZvFpgDATIZ+8D0qDMAwJFV1kdEMwEqhj2tNRBPA1EToO14rFcDhX08hly4UwJ6lheZKexfARkPeXwrTEsAMmftQ/X8VwPQY7/aZThHAtqxFIAhkE8AHzsY66METwOkbAR1MwBXAPZ5sb+VlFcBZh5ckdl4VwLey/THfUhXAY5L1PKWtF8A+Tn6sboEYwBZ1GFRphhbA4htuxcwTF8C0+tS6o+oXwA+YUDDTlhfAI+aLE5LeF8CUTqD+hzYfwHQb5X3kNxvA6Yim0xl6IMD5v5HSXosgwJ+G0Vme5x3AbSDj9ut7HMBRnmsVSiMfwEMXmj478CDA8ojgdazdIsAy/H+6AcIiwKTlHYY4NSLAT/whmKc0J8DlOIGTKtEmwHRK9902PyXAvgrb1XcvI8ByyawqRkkiwKoibzCbLh/AboZJXXUbIsDvpMQZKLQiwGdLwijaXSHA84GKIFQJIcBbuFz4IEgiwKDMgIibbyLAgUuaoiNhIcD0nzYeqvMgwBeRjTatBR7AxSydrebfG8DAkfYinBIdwLu1bXud+xnAbJRXaf9IHMDHAxiArFUWwNWN93Lu+BfAS3cxh0XzGsBTwZBkq/QbwFJOx042AQ7AAjYJ8QHQEcB5cEeBqhEKwJtE8jm8sfe/ZD6CQxGp6L+WmdsASyvxv09CjobLSPC/VrHLSaBf1L+GdrWetEj3v4pVjQ9DhxDAL38IYoLwD8COYL0uE4wUwCJhUJDdUhDANF3lXRicFcAd5VZ56XQTwFdz/fHOJg3Adgfr7i/A+7+UBtyVipP+v1MwgoDzU/W/QDeJUOy6rj8til5iNvz3v5N3Byvv8xDAYvKqzFAtEsB8YwPdvmMRwG59e+sHDgbAhyYNwbLzCcDxBMaLOYoBwM7LxaTdJAvAMP9U5/Ar+b+5efQC2yvqvxB6Rw2Uorw/fK/eU6X1xL8gs8g3QSh7v4PEPNq51eU/AGQScUkWu7+gSfUvyOHnv0x316NFney/TjgqrHnx1r+PaDLXGFvwv6dRPkFZiwTAXnHfOWPs6L+sXHHR51nLvwIrZrEMZfG/qOencq91/r++7en2od/4v3KeS3gmiAjASokU9xUjEMDgEZ5asloVwPvX9XswEBLAR6whme5HFcDm79OFzu8awBpR5ir9GR/AQ4fpMV1iHcAgz36HpGAewB8w2Zv0nSHAv8YMsPjrI8BZfk0WwaMgwDL6pzIABB7AcEP3xQdfIsAa/bhFbwkiwEEWcEZBEBvAHHvtwIlJIMAL6EiDZ1ogwCI0Z9B2JyHAMYokabNRIsCyz9H3Ae0iwFPE46JkiiPATCnND/0XI8DP872PLbMmwD/9SKy8aSfA96NxHtXTKMA0mpAxLosrwMWGI6pUeCzAen83JouBK8ARveqZlr0swHZE3mNeYivAGWxU3qUYJ8DOHAqk7eslwDJK8t4hPCbADsP11FZcJ8D92N8e8qsowEOXJxhixyjAs0V5jETLKMDWznA92GcpwNzc/Pe6/CXAhToT1Ia4KMC7OHRQByIpwFO+Wz6rtyrA5qReuLYBLsCOlFQypysuwAZSRwyJBC3A3BcPKITBLcAQruZwUx8qwFegfIlbsSnAHoLLW5QNLcCcn9fLf3guwP10FsDmyC7ABe0FFZiwL8C4HuWRKeAwwM6d+Lz3jTDADGArG32kL8Apfx3uYt8rwChcosh6yy7A9Oebt8wrLsAYPKZKlfgswLxfR8Fc6C/AahyXl+NkMcDsSACNmAIywCs2QjwUgjHAjOtWqnMCMsAP6JOK2HcwwIAYPSrQxDDAA4R0gbldMsAzcuw/riIywNPS1BzIMzPAP8JvJviyNMD2GZpUp5E2wBLCEXgP8jbAkbjfQ0XiNsCBQLvsBMo1wHn1IMVuODXA5KVNwxOnNsBEdyt1or42wFUfeGkMQzjAuR74DEtROsCrjNQ3mIc7wOks7pfSPTvASFIIPq1bOsDOEA79Ojw6wBRCNyvVTjvABc59rsglO8AssWW5G8E8wAm86CebpzzA9eL/D8g9PsCE/Wbzo+I8wJqazgWPtzvAk+nQX1MEO8Dh32vFEIQ6wIZOYfZcnTrAzvUG/ivROsCtVBDhxNc5wBqeXKeYzznAx/6mPoEpOcC+PaDnywo6wE5QtMG3VDrA/HgNU+zaOcDINy6W5P84wOo7AURlxTfAZMQxwocyOMANvMp6BN03wH/CD6FvfTjAgcu25cKZOMD3r/Qviqw4wLZIePWK/jfA5zM59cSwN8A7phIpl8w2wPu1ESqg+jfAJXcVh12bN8BUueImUoI3wMhjZcX9tTXAo8o6y36dNMCkR/KwdQo0wDfanAk0rjLAk1CqYRcRMsD2V4oReV4ywOoU4gP5nDPAe0lFkLWAMsCI2VtGFJQ0wCDzvgJq4DXAsDXvN0vyNcDR8Xe+VU41wPF1TMdCtTTAnliMsI2+M8CE1/i5DvYzwPV/+4MFhDPAKQNs2YAnNMD1YLGySv8zwPunkGJ3zzPA4z52jnOxMsDLVEcq5m0zwGrOAz3rRTPAPXjWqamuMcAQy/esOWcywFIQc3QrLTPARqoKD1UmM8BqpGSqHRYzwOj15dREezTAw30PDX9dM8Cl1QLO6RMzwJljzuVFoDHAxLWD/+EOMcBrCfGAdaQxwGacnc1FezLAWrT7Jf//MsC95B6UkW8ywCumoIsV2zDA0GdqDiarMMDeDmT9+/QwwGmi3VOwPDHAThmLYJ/YLsBZJs+NgqsswEuLvaVtqC7Ao7DSdF5XLsArw4sQ4pQtwMJprIR/dirATtgxpNdaKcBZBDAHHxAtwEYigdKVpifAl7aqdTXqJsDmqXAesDslwP/aI/llgSTAJFM1uSYaI8ApEQ655I8kwLtwv4xC9yPAnPRTkI32HMAelFhCFfMbwBx9DZePFhnA5o8GCV11FsBTax2cgZgXwFk42KFYJxPAD7eYukzfEsAZzHUK398QwA3OAteWvhTAPebkIY6OCcCAd5F1Zu7mv4Yxx4Q9K+K/9Ghjta8F6L+IDx6FyZW8vwQyrIo+beg/ikzm2QPp6L+M4mG2iybgv3c1rg7OhfC/gnhNp0wa9r8SyfZRKFP4v+aHbOUtBgHA5+z2mNJvAMCBbDD/mD3/v/iSiJeWTQfAFdKKaxFtCMAKc0Nnc8ADwEWIj0wEUgbA2BNtILgNBsAXJGPL3ncAwOgGBAQbtQvAcNQEvl8fCMB+OPjvavcGwHgS0GiDXgnAtz9+sNFT/b/mVoPKijP7v4yRHibdLfu/PnZySMHpAsDSusVWQQEEwHFwlkSNlRHAtcPGeiY+E8BnZPrG67kWwIhuK89xGRHAeTxPUPLnD8CQmIAIV/YPwCWFU5VG2hHAailV47aPB8D3HS2Dv+MMwAxJ+JYo+Q3AFxuqgwFbE8Du4gUUnecbwBariLJTsx/Az0RVnkpDIcDV7mG4n1MgwH8RxHjy7yPAc4XNcH/IIsBLbuPSd2UnwNQSv++kUyfARigMJTneI8DAnII6HHglwJo3jj4F6yHAm2q2kviHIMCvkW0tT28bwJa86HhmqhbAYNFu0xicD8C80HOzIScYwMaFcHAP8xTAP1bEge+6GcCgqx+EtgYdwNO62easyh3AzGPSOGghHMC5c6rTpsoawDhZjo8lTB3AmvrEyxDWGsAue1uXRs8awMidl3D+xRfA+m9N17CIFsBkjj8fH8kdwG1E1yxS7h7AKopi5G3pFcB2247DbUMVwEt07IFptxrAl/SHw7osHcBBCbFT7vcTwNtrt0niDBbAqe6HdaPdFMBXVTNz/SUYwEzdf/tARhrAL3G229wNG8Ax9u+xnqkawHJqVQ11HhbA1nFbYvqcF8DUXF1QOfoPwPqL2g0tyBTA5/TVxlNHGMDLhgYyiRwYwBfcB0mx1xfAead7w2xfFMDYk+Piaj4TwPlaFAtUORLAbeQa929bFsDSnec4w54fwHtUrFo23CLARUq1JUZ1H8CSBL5vCVUlwOfTxeku6CnAgcDV+7/MK8CcsZpfXvYswIVD8vvEYi7AdFWzjh0jMMA2HYljLT4uwHmejirMjizAYP65w6rXLsDVhgVti3wvwN9g6YZ4wzHAMsugXRU3McB1EVqC4xAywMwG6jpk9zPA75W72aBvNMDz7COogug0wL/2lM9VizTApk163yPzM8BrxYeBc+k0wDb1RHOCRjTA/AS3sglBNMAqGTIxwvM0wK1nFoASIjLAhUOYZRE3MMCwJ1t0HdowwOIlX07kGjTAtH5fBNKxM8AGxdKu0XUzwO3EyFuaZTPAraGM3cppMsCbMX6GaBAzwOthaK0ygDLAWZjmdvG/MMCpgakJL18xwHGMPhTsOzPAISxxLC5CM8CmnXulU3oywDR/uy3wejHArVS9VzuSL8CRYmJNMxwwwO8y3PYETC/ASTVfu8PdLsCu1adOmeYvwB+Etg9Vwi3A69qaX7wSKsC/nXlomC8owP7kzArkSSnAVsjjiL4GKsDgAspf6tApwAzDXj/BWC7Ak0Q07rU0LcAmKiY7Zb0swB1AZrvppS7AnAT6Dgp4LMA0BMmH9V4owNQPVouhiijAkuIUs82NKMBxESzkZMgnwCQ8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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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H7H5FuTeyDADeyVyR0TH8AkJSfqw2kewDjuOK+qHxrADxEW2zTXGMCz8aBTGQMcwAow0iyPDBrA1kcleUt3GsCMxPdkhoAWwM+Sp70lFA/AzFNpa81hAsD0LIV8rK4OwBMOP2MedwzAC62QrNuxDsCLExyDEk0AwBbuaNf2oAjA6qJ1RBxWD8CAX72/ovIEwLFvr/F4JQHA3ld4XXHs+7/4rdT3WUfzv06SWnTmiPq/MemZl9zG6L9+0yeNviHTvzS+xaYI/OG/Wvxfxc5v478m2x/XwNzTPxRsrZqmOfE/BssEcsGmAkAqyhoiRqDmPxT0AccBfgtAyLwZhZtcAkCxxlc66q8BQDwQhXst4fc/RBtDT06vAEBcpCGeY/PzP4cxqK5OowBArp44BeCI8z/03/INh4f3P9JrEG/ZQwBAzRY+U1I99D+ZPVgRfAfhPxVBZebhiOK/0KICCwNR878p22fEi28IwDwrLqFivwTA/bUK8XIFBcAI62HGImgCwKoqn3JnBfq/nI3t5BES+r+EYTkADpz7v58ReZvFpgDATIZ+8D0qDMAwJFV1kdEMwEqhj2tNRBPA1EToO14rFcDhX08hly4UwJ6lheZKexfARkPeXwrTEsAMmftQ/X8VwPQY7/aZThHAtqxFIAhkE8AHzsY66METwOkbAR1MwBXAPZ5sb+VlFcBZh5ckdl4VwLey/THfUhXAY5L1PKWtF8A+Tn6sboEYwBZ1GFRphhbA4htuxcwTF8C0+tS6o+oXwA+YUDDTlhfAI+aLE5LeF8CUTqD+hzYfwHQb5X3kNxvA6Yim0xl6IMD5v5HSXosgwJ+G0Vme5x3AbSDj9ut7HMBRnmsVSiMfwEMXmj478CDA8ojgdazdIsAy/H+6AcIiwKTlHYY4NSLAT/whmKc0J8DlOIGTKtEmwHRK9902PyXAvgrb1XcvI8ByyawqRkkiwKoibzCbLh/AboZJXXUbIsDvpMQZKLQiwGdLwijaXSHA84GKIFQJIcBbuFz4IEgiwKDMgIibbyLAgUuaoiNhIcD0nzYeqvMgwBeRjTatBR7AxSydrebfG8DAkfYinBIdwLu1bXud+xnAbJRXaf9IHMDHAxiArFUWwNWN93Lu+BfAS3cxh0XzGsBTwZBkq/QbwFJOx042AQ7AAjYJ8QHQEcB5cEeBqhEKwJtE8jm8sfe/ZD6CQxGp6L+WmdsASyvxv09CjobLSPC/VrHLSaBf1L+GdrWetEj3v4pVjQ9DhxDAL38IYoLwD8COYL0uE4wUwCJhUJDdUhDANF3lXRicFcAd5VZ56XQTwFdz/fHOJg3Adgfr7i/A+7+UBtyVipP+v1MwgoDzU/W/QDeJUOy6rj8til5iNvz3v5N3Byvv8xDAYvKqzFAtEsB8YwPdvmMRwG59e+sHDgbAhyYNwbLzCcDxBMaLOYoBwM7LxaTdJAvAMP9U5/Ar+b+5efQC2yvqvxB6Rw2Uorw/fK/eU6X1xL8gs8g3QSh7v4PEPNq51eU/AGQScUkWu7+gSfUvyOHnv0x316NFney/TjgqrHnx1r+PaDLXGFvwv6dRPkFZiwTAXnHfOWPs6L+sXHHR51nLvwIrZrEMZfG/qOencq91/r++7en2od/4v3KeS3gmiAjASokU9xUjEMDgEZ5asloVwPvX9XswEBLAR6whme5HFcDm79OFzu8awBpR5ir9GR/AQ4fpMV1iHcAgz36HpGAewB8w2Zv0nSHAv8YMsPjrI8BZfk0WwaMgwDL6pzIABB7AcEP3xQdfIsAa/bhFbwkiwEEWcEZBEBvAHHvtwIlJIMAL6EiDZ1ogwCI0Z9B2JyHAMYokabNRIsCyz9H3Ae0iwFPE46JkiiPATCnND/0XI8DP872PLbMmwD/9SKy8aSfA96NxHtXTKMA0mpAxLosrwMWGI6pUeCzAen83JouBK8ARveqZlr0swHZE3mNeYivAGWxU3qUYJ8DOHAqk7eslwDJK8t4hPCbADsP11FZcJ8D92N8e8qsowEOXJxhixyjAs0V5jETLKMDWznA92GcpwNzc/Pe6/CXAhToT1Ia4KMC7OHRQByIpwFO+Wz6rtyrA5qReuLYBLsCOlFQypysuwAZSRwyJBC3A3BcPKITBLcAQruZwUx8qwFegfIlbsSnAHoLLW5QNLcCcn9fLf3guwP10FsDmyC7ABe0FFZiwL8C4HuWRKeAwwM6d+Lz3jTDADGArG32kL8Apfx3uYt8rwChcosh6yy7A9Oebt8wrLsAYPKZKlfgswLxfR8Fc6C/AahyXl+NkMcDsSACNmAIywCs2QjwUgjHAjOtWqnMCMsAP6JOK2HcwwIAYPSrQxDDAA4R0gbldMsAzcuw/riIywNPS1BzIMzPAP8JvJviyNMD2GZpUp5E2wBLCEXgP8jbAkbjfQ0XiNsCBQLvsBMo1wHn1IMVuODXA5KVNwxOnNsBEdyt1or42wFUfeGkMQzjAuR74DEtROsCrjNQ3mIc7wOks7pfSPTvASFIIPq1bOsDOEA79Ojw6wBRCNyvVTjvABc59rsglO8AssWW5G8E8wAm86CebpzzA9eL/D8g9PsCE/Wbzo+I8wJqazgWPtzvAk+nQX1MEO8Dh32vFEIQ6wIZOYfZcnTrAzvUG/ivROsCtVBDhxNc5wBqeXKeYzznAx/6mPoEpOcC+PaDnywo6wE5QtMG3VDrA/HgNU+zaOcDINy6W5P84wOo7AURlxTfAZMQxwocyOMANvMp6BN03wH/CD6FvfTjAgcu25cKZOMD3r/Qviqw4wLZIePWK/jfA5zM59cSwN8A7phIpl8w2wPu1ESqg+jfAJXcVh12bN8BUueImUoI3wMhjZcX9tTXAo8o6y36dNMCkR/KwdQo0wDfanAk0rjLAk1CqYRcRMsD2V4oReV4ywOoU4gP5nDPAe0lFkLWAMsCI2VtGFJQ0wCDzvgJq4DXAsDXvN0vyNcDR8Xe+VU41wPF1TMdCtTTAnliMsI2+M8CE1/i5DvYzwPV/+4MFhDPAKQNs2YAnNMD1YLGySv8zwPunkGJ3zzPA4z52jnOxMsDLVEcq5m0zwGrOAz3rRTPAPXjWqamuMcAQy/esOWcywFIQc3QrLTPARqoKD1UmM8BqpGSqHRYzwOj15dREezTAw30PDX9dM8Cl1QLO6RMzwJljzuVFoDHAxLWD/+EOMcBrCfGAdaQxwGacnc1FezLAWrT7Jf//MsC95B6UkW8ywCumoIsV2zDA0GdqDiarMMDeDmT9+/QwwGmi3VOwPDHAThmLYJ/YLsBZJs+NgqsswEuLvaVtqC7Ao7DSdF5XLsArw4sQ4pQtwMJprIR/dirATtgxpNdaKcBZBDAHHxAtwEYigdKVpifAl7aqdTXqJsDmqXAesDslwP/aI/llgSTAJFM1uSYaI8ApEQ655I8kwLtwv4xC9yPAnPRTkI32HMAelFhCFfMbwBx9DZePFhnA5o8GCV11FsBTax2cgZgXwFk42KFYJxPAD7eYukzfEsAZzHUK398QwA3OAteWvhTAPebkIY6OCcCAd5F1Zu7mv4Yxx4Q9K+K/9Ghjta8F6L+IDx6FyZW8vwQyrIo+beg/ikzm2QPp6L+M4mG2iybgv3c1rg7OhfC/gnhNp0wa9r8SyfZRKFP4v+aHbOUtBgHA5+z2mNJvAMCBbDD/mD3/v/iSiJeWTQfAFdKKaxFtCMAKc0Nnc8ADwEWIj0wEUgbA2BNtILgNBsAXJGPL3ncAwOgGBAQbtQvAcNQEvl8fCMB+OPjvavcGwHgS0GiDXgnAtz9+sNFT/b/mVoPKijP7v4yRHibdLfu/PnZySMHpAsDSusVWQQEEwHFwlkSNlRHAtcPGeiY+E8BnZPrG67kWwIhuK89xGRHAeTxPUPLnD8CQmIAIV/YPwCWFU5VG2hHAailV47aPB8D3HS2Dv+MMwAxJ+JYo+Q3AFxuqgwFbE8Du4gUUnecbwBariLJTsx/Az0RVnkpDIcDV7mG4n1MgwH8RxHjy7yPAc4XNcH/IIsBLbuPSd2UnwNQSv++kUyfARigMJTneI8DAnII6HHglwJo3jj4F6yHAm2q2kviHIMCvkW0tT28bwJa86HhmqhbAYNFu0xicD8C80HOzIScYwMaFcHAP8xTAP1bEge+6GcCgqx+EtgYdwNO62easyh3AzGPSOGghHMC5c6rTpsoawDhZjo8lTB3AmvrEyxDWGsAue1uXRs8awMidl3D+xRfA+m9N17CIFsBkjj8fH8kdwG1E1yxS7h7AKopi5G3pFcB2247DbUMVwEt07IFptxrAl/SHw7osHcBBCbFT7vcTwNtrt0niDBbAqe6HdaPdFMBXVTNz/SUYwEzdf/tARhrAL3G229wNG8Ax9u+xnqkawHJqVQ11HhbA1nFbYvqcF8DUXF1QOfoPwPqL2g0tyBTA5/TVxlNHGMDLhgYyiRwYwBfcB0mx1xfAead7w2xfFMDYk+Piaj4TwPlaFAtUORLAbeQa929bFsDSnec4w54fwHtUrFo23CLARUq1JUZ1H8CSBL5vCVUlwOfTxeku6CnAgcDV+7/MK8CcsZpfXvYswIVD8vvEYi7AdFWzjh0jMMA2HYljLT4uwHmejirMjizAYP65w6rXLsDVhgVti3wvwN9g6YZ4wzHAMsugXRU3McB1EVqC4xAywMwG6jpk9zPA75W72aBvNMDz7COogug0wL/2lM9VizTApk163yPzM8BrxYeBc+k0wDb1RHOCRjTA/AS3sglBNMAqGTIxwvM0wK1nFoASIjLAhUOYZRE3MMCwJ1t0HdowwOIlX07kGjTAtH5fBNKxM8AGxdKu0XUzwO3EyFuaZTPAraGM3cppMsCbMX6GaBAzwOthaK0ygDLAWZjmdvG/MMCpgakJL18xwHGMPhTsOzPAISxxLC5CM8CmnXulU3oywDR/uy3wejHArVS9VzuSL8CRYmJNMxwwwO8y3PYETC/ASTVfu8PdLsCu1adOmeYvwB+Etg9Vw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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values_original\":{\"__ndarray__\":\"AACA9VmNa0IAAADB/o1rQgAAgIyjjmtCAAAAWEiPa0IAAIAj7Y9rQgAAAO+RkGtCAACAujaRa0IAAACG25FrQgAAgFGAkmtCAAAAHSWTa0IAAIDoyZNrQgAAALRulGtCAACAfxOVa0IAAABLuJVrQgAAgBZdlmtCAAAA4gGXa0IAAICtppdrQgAAAHlLmGtCAACARPCYa0IAAAAQlZlrQgAAgNs5mmtCAAAAp96aa0IAAIByg5trQgAAAD4onGtCAACACc2ca0IAAADVcZ1rQgAAgKAWnmtCAAAAbLuea0IAAIA3YJ9rQgAAAAMFoGtCAACAzqmga0IAAACaTqFrQgAAgGXzoWtCAAAAMZiia0IAAID8PKNrQgAAAMjho2tCAACAk4aka0IAAABfK6VrQgAAgCrQpWtCAAAA9nSma0IAAIDBGadrQgAAAI2+p2tCAACAWGOoa0IAAAAkCKlrQgAAgO+sqWtCAAAAu1Gqa0IAAICG9qprQgAAAFKbq2tCAACAHUCsa0IAAADp5KxrQgAAgLSJrWtCAAAAgC6ua0IAAIBL065rQgAAABd4r2tCAACA4hywa0IAAACuwbBrQgAAgHlmsWtCAAAARQuya0IAAIAQsLJrQgAAANxUs2tCAACAp/mza0IAAABznrRrQgAAgD5DtWtCAAAACui1a0IAAIDVjLZrQgAAAKExt2tCAACAbNa3a0IAAAA4e7hrQgAAgAMguWtCAAAAz8S5a0IAAICaabprQgAAAGYOu2tCAACAMbO7a0IAAAD9V7xrQgAAgMj8vGtCAAAAlKG9a0IAAIBfRr5rQgAAACvrvmtCAACA9o+/a0IAAADCNMBrQgAAgI3ZwGtCAAAAWX7Ba0IAAIAkI8JrQgAAAPDHwmtCAACAu2zDa0IAAACHEcRrQgAAgFK2xGtCAAAAHlvFa0IAAIDp/8VrQgAAALWkxmtCAACAgEnHa0IAAABM7sdrQgAAgBeTyGtCAAAA4zfJa0IAAICu3MlrQgAAAHqBymtCAACARSbLa0IAAAARy8trQgAAgNxvzGtCAAAAqBTNa0IAAIBzuc1rQgAAAD9ezmtCAACACgPPa0IAAADWp89rQgAAgKFM0GtCAAAAbfHQa0IAAIA4ltFrQgAAAAQ70mtCAACAz9/Sa0IAAACbhNNrQgAAgGYp1GtCAAAAMs7Ua0IAAID9ctVrQgAAAMkX1mtCAACAlLzWa0IAAABgYddrQgAAgCsG2GtCAAAA96rYa0IAAIDCT9lrQgAAAI702WtCAACAWZnaa0IAAAAlPttrQgAAgPDi22tCAAAAvIfca0IAAICHLN1rQgAAAFPR3WtCAACAHnbea0IAAADqGt9rQgAAgLW/32tCAAAAgWTga0IAAIBMCeFrQgAAABiu4WtCAACA41Lia0IAAACv9+JrQgAAgHqc42tCAAAARkHka0IAAIAR5uRrQgAAAN2K5WtCAACAqC/ma0IAAAB01OZrQgAAgD9552tCAAAACx7oa0IAAIDWwuhrQgAAAKJn6WtCAACAbQzqa0IAAAA5seprQgAAgARW62tCAAAA0Prra0IAAICbn+xrQgAAAGdE7WtCAACAMunta0IAAAD+je5rQgAAgMky72tCAAAAldfva0IAAIBgfPBrQgAAACwh8WtCAACA98Xxa0IAAADDavJrQgAAgI4P82tCAAAAWrTza0IAAIAlWfRrQgAAAPH99GtCAACAvKL1a0IAAACIR/ZrQgAAgFPs9mtCAAAAH5H3a0IAAIDqNfhrQgAAALba+GtCAACAgX/5a0IAAABNJPprQgAAgBjJ+mtCAAAA5G37a0IAAICvEvxrQgAAAHu3/GtCAACARlz9a0IAAAASAf5rQgAAgN2l/mtCAAAAqUr/a0IAAIB07/9rQgAAAECUAGxCAACACzkBbEIAAADX3QFsQgAAgKKCAmxCAAAAbicDbEIAAIA5zANsQgAAAAVxBGxCAACA0BUFbEIAAACcugVsQgAAgGdfBmxCAAAAMwQHbEIAAID+qAdsQgAAAMpNCGxCAACAlfIIbEIAAABhlwlsQgAAgCw8CmxCAAAA+OAKbEIAAIDDhQtsQgAAAI8qDGxCAACAWs8MbEIAAAAmdA1sQgAAgPEYDmxCAAAAvb0ObEIAAICIYg9sQgAAAFQHEGxCAACAH6wQbEIAAADrUBFsQgAAgLb1EWxCAAAAgpoSbEIAAIBNPxNsQgAAABnkE2xCAACA5IgUbEIAAACwLRVsQgAAgHvSFWxCAAAAR3cWbEIAAIASHBdsQgAAAN7AF2xCAACAqWUYbEIAAAB1ChlsQgAAgECvGWxCAAAADFQabEIAAIDX+BpsQgAAAKOdG2xCAACAbkIcbEIAAAA65xxsQgAAgAWMHWxCAAAA0TAebEIAAICc1R5sQgAAAGh6H2xCAACAMx8gbEIAAAD/wyBsQgAAgMpoIWxCAAAAlg0ibEIAAIBhsiJsQgAAAC1XI2xCAACA+PsjbEIAAADEoCRsQgAAgI9FJWxCAAAAW+olbEIAAIAmjyZsQgAAAPIzJ2xCAACAvdgnbEIAAACJfShsQgAAgFQiKWxCAAAAIMcpbEIAAIDraypsQgAAALcQK2xCAACAgrUrbEIAAABOWixsQgAAgBn/LGxCAAAA5aMtbEIAAICwSC5sQgAAAHztLmxCAACAR5IvbEIAAAATNzBsQgAAgN7bMGxCAAAAqoAxbEIAAIB1JTJsQgAAAEHKMmxCAACADG8zbEIAAADYEzRsQgAAgKO4NGxCAAAAb101bEIAAIA6AjZsQgAAAAanNmxCAACA0Us3bEIAAACd8DdsQgAAgGiVOGxCAAAANDo5bEIAAID/3jlsQgAAAMuDOmxCAACAlig7bEIAAABizTtsQgAAgC1yPGxCAAAA+RY9bEIAAIDEuz1sQgAAAJBgPmxCAACAWwU/bEIAAAAnqj9sQgAAgPJOQGxCAAAAvvNAbEIAAICJmEFsQgAAAFU9QmxCAACAIOJCbEIAAADshkNsQgAAgLcrRGxCAAAAg9BEbEIAAIBOdUVsQgAAABoaRmxCAACA5b5GbEIAAACxY0dsQgAAgHwISGxCAAAASK1IbEIAAIATUklsQgAAAN/2SWxCAACAqptKbEIAAAB2QEtsQgAAgEHlS2xCAAAADYpMbEIAAIDYLk1sQgAAAKTTTWxCAACAb3hObEIAAAA7HU9sQgAAgAbCT2xCAAAA0mZQbEIAAICdC1FsQgAAAGmwUWxCAACANFVSbEIAAAAA+lJsQgAAgMueU2xCAAAAl0NUbEIAAIBi6FRsQgAAAC6NVWxCAACA+TFWbEIAAADF1lZsQgAAgJB7V2xCAAAAXCBYbEIAAIAnxVhsQgAAAPNpWWxCAACAvg5abEIAAACKs1psQgAAgFVYW2xCAAAAIf1bbEIAAIDsoVxsQgAAALhGXWxCAACAg+tdbEIAAABPkF5sQgAAgBo1X2xCAAAA5tlfbEIAAICxfmBsQgAAAH0jYWxCAACASMhhbEIAAAAUbWJsQgAAgN8RY2xCAAAAq7ZjbEIAAIB2W2RsQgAAAEIAZWxCAACADaVlbEIAAADZSWZsQgAAgKTuZmxCAAAAcJNnbEIAAIA7OGhsQgAAAAfdaGxCAACA0oFpbEIAAACeJmpsQgAAgGnLamxCAAAANXBrbEIAAIAAFWxsQgAAAMy5bGxCAACAl15tbEIAAABjA25sQgAAgC6obmxCAAAA+kxvbEIAAIDF8W9sQgAAAJGWcGxCAACAXDtxbEIAAAAo4HFsQgAAgPOEcmxCAAAAvylzbEIAAICKznNsQgAAAFZzdGxCAACAIRh1bEIAAADtvHVsQgAAgLhhdmxCAAAAhAZ3bEIAAIBPq3dsQgAAABtQeGxCAACA5vR4bEIAAACymXlsQgAAgH0+emxCAAAASeN6bEIAAIAUiHtsQgAAAOAsfGxCAACAq9F8bEIAAAB3dn1sQgAAgEIbfmxCAAAADsB+bEIAAIDZZH9sQgAAAKUJgGxCAACAcK6AbEIAAAA8U4FsQgAAgAf4gWxCAAAA05yCbEIAAICeQYNsQgAAAGrmg2xCAACANYuEbEIAAAABMIVsQgAAgMzUhWxCAAAAmHmGbEIAAIBjHodsQgAAAC/Dh2xCAACA+meIbEIAAADGDIlsQgAAgJGxiWxCAAAAXVaKbEIAAIAo+4psQgAAAPSfi2xCAACAv0SMbEIAAACL6YxsQgAAgFaOjWxCAAAAIjOObEIAAIDt145sQgAAALl8j2xCAACAhCGQbEIAAABQxpBsQgAAgBtrkWxCAAAA5w+SbEIAAICytJJsQgAAAH5Zk2xCAACASf6TbEIAAAAVo5RsQgAAgOBHlWxCAAAArOyVbEIAAIB3kZZsQgAAAEM2l2xCAACADtuXbEIAAADaf5hsQgAAgKUkmWxCAAAAccmZbEIAAIA8bppsQgAAAAgTm2xCAACA07ebbEIAAACfXJxsQgAAgGoBnWxCAAAANqadbEIAAIABS55sQgAAAM3vnmxCAACAmJSfbEIAAABkOaBsQgAAgC/eoGxCAAAA+4KhbEIAAIDGJ6JsQgAAAJLMomxCAACAXXGjbEIAAAApFqRsQgAAgPS6pGxCAAAAwF+lbEIAAICLBKZsQgAAAFeppmxCAACAIk6nbEIAAADu8qdsQgAAgLmXqGxCAAAAhTypbEIAAIBQ4alsQgAAAByGqmxCAACA5yqrbEIAAACzz6tsQgAAgH50rGxCAAAAShmtbEIAAIAVvq1sQgAAAOFirmxCAACArAevbEIAAAB4rK9sQgAAgENRsGxCAAAAD/awbEIAAIDamrFsQgAAAKY/smxCAACAceSybEIAAAA9ibNsQgAAgAgutGxCAAAA1NK0bEIAAICfd7VsQgAAAGsctmxCAACANsG2bEIAAAACZrdsQgAAgM0KuGxCAAAAma+4bEIAAIBkVLlsQgAAADD5uWxCAACA+526bEIAAADHQrtsQgAAgJLnu2xCAAAAXoy8bEIAAIApMb1sQgAAAPXVvWxCAACAwHq+bEIAAACMH79sQgAAgFfEv2xCAAAAI2nAbEIAAIDuDcFsQgAAALqywWxCAACAhVfCbEIAAABR/MJsQgAAgByhw2xCAAAA6EXEbEIAAICz6sRsQgAAAH+PxWxCAACASjTGbEIAAAAW2cZsQgAAgOF9x2xCAAAArSLIbEIAAIB4x8hsQgAAAERsyWxCAACADxHKbEIAAADbtcpsQgAAgKZay2xCAAAAcv/LbEIAAIA9pMxsQgAAAAlJzWxCAACA1O3NbEIAAACgks5sQgAAgGs3z2xCAAAAN9zPbEIAAIACgdBsQgAAAM4l0WxCAACAmcrRbEIAAABlb9JsQgAAgDAU02xCAAAA/LjTbEIAAIDHXdRsQgAAAJMC1WxCAACAXqfVbEIAAAAqTNZsQgAAgPXw1mxCAAAAwZXXbEIAAICMOthsQgA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ZO4wt1kIUAGoXdD1TodQMZyVOo//RlArBgLO8l8FUDksJHEiPETQCLyRtCxiRpASgfLrlk/GEAxyHmXfeQgQPemJLCEWB5AUthY1a49FkBhsFQvWn0dQIRh+e7gFiNAK5TaN8ZJIEBN0DW7emsbQCjajJtwYB1A+uU+TQA2EkAt5uNx0YARQOn3j39pWRFAN22gO3yQEUCSD6babLoPQBCXQp+mLxVAq75JnBR3G0AKlSp/insYQKY9AH5+0hlA+/Fwv4MCGEB8hkHkxG8gQL8XSMrdDCNAza8NAVBvIUDv1W2tEi4jQEsDXnxMhiFAcuD9V6uKHUDKFcQzjY8dQJ3KiYww/SFAmWxdpCepJUA7j2V7OAgmQOXM32MaSylA9DkrnmwKK0AB3PHek1wvQPaTb3PlvixALcXT7nsTLUBPwzXnScYvQEy6+xHUqy5ABObIdknGLUBW9S7tuaAsQFCBJjrfVClAkX4XuHGwKEA6JFWWzJ4mQJjCZ3mSzihAQn0n4ZCFKEC3VtN5LkwpQOTW9Vjs9SlAtClXK8KwKEACs64XEsUsQJLTHXtvFS9AODWTQ1zhLkBbFrMh+AAuQAY/IZFRFi1ATWljst77KUDAnfnSD3wrQOnYKERLaSlAPRP3vBvYKUDhSwECEYYpQPyQFiIk6idAsQj21SjIKUAjZyMcX5ooQDQ2lQB9rSZAzc8N0pR5JkAvARzrsD0nQJD9eGnnESZAGKM0ri1eJ0DBA/gWx5smQPNA6v//xihAYoxUFkGGJ0AgZF11kQ0rQGAD7sYxpytAnSyqcyx6L0AVt5AmOXUuQANP7GUwMTBAvCIrS2SjL0DZRvTWzE4tQMzoo82qKStAWDuOL4CQKkAOsa1RpgkoQKHGVWg3xidAVhwbRUTwJkAfzV/U/WskQPuUlRXheSNAAdNuvBGZJED2W4Kos5MlQGa0uLJehCFAhpSOywWFIkB9hsz0e4MlQFzGuX1odyhA2/o8L9VnJUDqfCozW5giQMrZeJyj+R5AV55+tu/RIECk/+KDZEIeQDIiAZ93UhxAN50lkv7FFkAX+Qk9v+kOQIeGXk8Z1wdApgEbJyPSEUC0LHFCMr8GQBgj93c5FQRAeqH21YRgCED/fzJMAaYIQFc8Xb0SZw1AEL10igIwAUBuIGJFwcwAQMEzKhzXaf8/GHtfV0n6/j/GnuPRM3/8P+cciTn2GwJAuJQrDv8T9j+AgM9TcSYIQDDWLm0SSgZAatbFF57jBkAkJFEw9XsEQCCTaOSKHAlAzsTpZfa6/z9EsBBTgjgHQNIje47scRRAfMoS6fIbEEDESk+cuewLQIZoFSIuyRFAoMFnsWqgA0AZVBbXG/0CQBPC8dUANgFAvcuSkhVMAEC6Z3mzyBD8P0dZ+DHnewNAQhAwhNGMCUAXcC4y/44QQLgdDysdIQ5AIX0Y12bTBkDZtwmbNrQIQKuK0AtUuQFAb3Yxa5/gAECNuGtwnkb1P8Yw33YI2wBAGiZ0mP+C/T9IcY/ViLEOQNJCQKT7rwBAmGB/8HNO+D8AR4Ga2VKav2JJOEV/08e/KLr6a7gd4j9hH62CxrPiPwzQVzmlmMi/9jhz3Ogv1z++SLHeOSD1P0gorT2hv88/jjki7WCv6D9SjnUfdtfqP3TzOAN/zQHAZMTXAxnSCMBUuFChE64BwOJKMfeaRAPAgOWe7ZLC1L+kFLCrxoravwcuyiGykv+/gLruy2hZ9b9GqZv8QU0AwFGd17D6awDAlz3fCgOnBcAabeZxDXgKwGl3GtX/1QDAMnqVZUwD779WJgcNE2Xzv1GuU7jEQAjATmqtOqVlAMCCVk5Jzyr1v8aQQrwp3QLAbFi6iIhEDcBRwpsInHkNwOiLQz4x1g3Av3bWS7ohEMBEr1iye7sPwFrEJaEBrw7AH93eYYG4BcCcZtdrGW4DwPxsH82IuwrAnksniemHBMC1kVafr5kPwLpjA20cmg3A9fqgPGQSC8D4FezBg1kAwEsW/C6zjQLAL7jyyhIyAMAA3pgF3XDxv27RFMDaEOU/ihKlO/EH5D9wzRsG7oTgv/gpZei5gQLAgWMo2emL+b+a5usJt4AFwO8iXu23IQvAMUNupjTo/7+KivUVhr/zv5b67RTcmuy/l64rcVFcBcCZRHTSSPsKwDlYcGHT7hTAOZNX8lPkEcDk7iiW1JoawCW5lCbrmR7ALGLgr0d4IMDFWZhQUmkgwEzDnmLliSHAx1ZAreZQHsC81XwKgEAgwAjWocxC3R/AhKC+SkuHG8C8ocKXJJsewGjaCssGchrAOnfZA9s/GMB417RB5eYYwKgis0r4xR3AXtbYynRMHMBXpVVYKBQdwNZJ+P5PtyLA1Cl8MpTFIcClX3kHoeofwBrzBeBuwh3ARo14UCJYHcDme2iRxeQawGrhtUxMOx7ARJChfGa4HMCPygWrA4sdwBuQE86qThvAUd6l/NLWG8Dwp/wK2HIVwGqjp7WjhR3AWDQl4oZgGcAlWTnvtfkbwDoj0rfImxrAFgAxW5sEIsB+A9AOgoEhwItVWd99WyHAysUChKAQHsAZVmRHrOgfwH7H5FuTeyDADeyVyR0TH8AkJSfqw2kewDjuOK+qHxrADxEW2zTXGMCz8aBTGQMcwAow0iyPDBrA1kcleUt3GsCMxPdkhoAWwM+Sp70lFA/AzFNpa81hAsD0LIV8rK4OwBMOP2MedwzAC62QrNuxDsCLExyDEk0AwBbuaNf2oAjA6qJ1RBxWD8CAX72/ovIEwLFvr/F4JQHA3ld4XXHs+7/4rdT3WUfzv06SWnTmiPq/MemZl9zG6L9+0yeNviHTvzS+xaYI/OG/Wvxfxc5v478m2x/XwNzTPxRsrZqmOfE/BssEcsGmAkAqyhoiRqDmPxT0AccBfgtAyLwZhZtcAkCxxlc66q8BQDwQhXst4fc/RBtDT06vAEBcpCGeY/PzP4cxqK5OowBArp44BeCI8z/03/INh4f3P9JrEG/ZQwBAzRY+U1I99D+ZPVgRfAfhPxVBZebhiOK/0KICCwNR878p22fEi28IwDwrLqFivwTA/bUK8XIFBcAI62HGImgCwKoqn3JnBfq/nI3t5BES+r+EYTkADpz7v58ReZvFpgDATIZ+8D0qDMAwJFV1kdEMwEqhj2tNRBPA1EToO14rFcDhX08hly4UwJ6lheZKexfARkPeXwrTEsAMmftQ/X8VwPQY7/aZThHAtqxFIAhkE8AHzsY66METwOkbAR1MwBXAPZ5sb+VlFcBZh5ckdl4VwLey/THfUhXAY5L1PKWtF8A+Tn6sboEYwBZ1GFRphhbA4htuxcwTF8C0+tS6o+oXwA+YUDDTlhfAI+aLE5LeF8CUTqD+hzYfwHQb5X3kNxvA6Yim0xl6IMD5v5HSXosgwJ+G0Vme5x3AbSDj9ut7HMBRnmsVSiMfwEMXmj478CDA8ojgdazdIsAy/H+6AcIiwKTlHYY4NSLAT/whmKc0J8DlOIGTKtEmwHRK9902PyXAvgrb1XcvI8ByyawqRkkiwKoibzCbLh/AboZJXXUbIsDvpMQZKLQiwGdLwijaXSHA84GKIFQJIcBbuFz4IEgiwKDMgIibbyLAgUuaoiNhIcD0nzYeqvMgwBeRjTatBR7AxSydrebfG8DAkfYinBIdwLu1bXud+xnAbJRXaf9IHMDHAxiArFUWwNWN93Lu+BfAS3cxh0XzGsBTwZBkq/QbwFJOx042AQ7AAjYJ8QHQEcB5cEeBqhEKwJtE8jm8sfe/ZD6CQxGp6L+WmdsASyvxv09CjobLSPC/VrHLSaBf1L+GdrWetEj3v4pVjQ9DhxDAL38IYoLwD8COYL0uE4wUwCJhUJDdUhDANF3lXRicFcAd5VZ56XQTwFdz/fHOJg3Adgfr7i/A+7+UBtyVipP+v1MwgoDzU/W/QDeJUOy6rj8til5iNvz3v5N3Byvv8xDAYvKqzFAtEsB8YwPdvmMRwG59e+sHDgbAhyYNwbLzCcDxBMaLOYoBwM7LxaTdJAvAMP9U5/Ar+b+5efQC2yvqvxB6Rw2Uorw/fK/eU6X1xL8gs8g3QSh7v4PEPNq51eU/AGQScUkWu7+gSfUvyOHnv0x316NFney/TjgqrHnx1r+PaDLXGFvwv6dRPkFZiwTAXnHfOWPs6L+sXHHR51nLvwIrZrEMZfG/qOencq91/r++7en2od/4v3KeS3gmiAjASokU9xUjEMDgEZ5asloVwPvX9XswEBLAR6whme5HFcDm79OFzu8awBpR5ir9GR/AQ4fpMV1iHcAgz36HpGAewB8w2Zv0nSHAv8YMsPjrI8BZfk0WwaMgwDL6pzIABB7AcEP3xQdfIsAa/bhFbwkiwEEWcEZBEBvAHHvtwIlJIMAL6EiDZ1ogwCI0Z9B2JyHAMYokabNRIsCyz9H3Ae0iwFPE46JkiiPATCnND/0XI8DP872PLbMmwD/9SKy8aSfA96NxHtXTKMA0mpAxLosrwMWGI6pUeCzAen83JouBK8ARveqZlr0swHZE3mNeYivAGWxU3qUYJ8DOHAqk7eslwDJK8t4hPCbADsP11FZcJ8D92N8e8qsowEOXJxhixyjAs0V5jETLKMDWznA92GcpwNzc/Pe6/CXAhToT1Ia4KMC7OHRQByIpwFO+Wz6rtyrA5qReuLYBLsCOlFQypysuwAZSRwyJBC3A3BcPKITBLcAQruZwUx8qwFegfIlbsSnAHoLLW5QNLcCcn9fLf3guwP10FsDmyC7ABe0FFZiwL8C4HuWRKeAwwM6d+Lz3jTDADGArG32kL8Apfx3uYt8rwChcosh6yy7A9Oebt8wrLsAYPKZKlfgswLxfR8Fc6C/AahyXl+NkMcDsSACNmAIywCs2QjwUgjHAjOtWqnMCMsAP6JOK2HcwwIAYPSrQxDDAA4R0gbldMsAzcuw/riIywNPS1BzIMzPAP8JvJviyNMD2GZpUp5E2wBLCEXgP8jbAkbjfQ0XiNsCBQLvsBMo1wHn1IMVuODXA5KVNwxOnNsBEdyt1or42wFUfeGkMQzjAuR74DEtROsCrjNQ3mIc7wOks7pfSPTvASFIIPq1bOsDOEA79Ojw6wBRCNyvVTjvABc59rsglO8AssWW5G8E8wAm86CebpzzA9eL/D8g9PsCE/Wbzo+I8wJqazgWPtzvAk+nQX1MEO8Dh32vFEIQ6wIZOYfZcnTrAzvUG/ivROsCtVBDhxNc5wBqeXKeYzznAx/6mPoEpOcC+PaDnywo6wE5QtMG3VDrA/HgNU+zaOcDINy6W5P84wOo7AURlxTfAZMQxwocyOMANvMp6BN03wH/CD6FvfTjAgcu25cKZOMD3r/Qviqw4wLZIePWK/jfA5zM59cSwN8A7phIpl8w2wPu1ESqg+jfAJXcVh12bN8BUueImUoI3wMhjZcX9tTXAo8o6y36dNMCkR/KwdQo0wDfanAk0rjLAk1CqYRcRMsD2V4oReV4ywOoU4gP5nDPAe0lFkLWAMsCI2VtGFJQ0wCDzvgJq4DXAsDXvN0vyNcDR8Xe+VU41wPF1TMdCtTTAnliMsI2+M8CE1/i5DvYzwPV/+4MFhDPAKQNs2YAnNMD1YLGySv8zwPunkGJ3zzPA4z52jnOxMsDLVEcq5m0zwGrOAz3rRTPAPXjWqamuMcAQy/esOWcywFIQc3QrLTPARqoKD1UmM8BqpGSqHRYzwOj15dREezTAw30PDX9dM8Cl1QLO6RMzwJljzuVFoDHAxLWD/+EOMcBrCfGAdaQxwGacnc1FezLAWrT7Jf//MsC95B6UkW8ywCumoIsV2zDA0GdqDiarMMDeDmT9+/QwwGmi3VOwPDHAThmLYJ/YLsBZJs+NgqsswEuLvaVtqC7Ao7DSdF5XLsArw4sQ4pQtwMJprIR/dirATtgxpNdaKcBZBDAHHxAtwEYigdKVpifAl7aqdTXqJsDmqXAesDslwP/aI/llgSTAJFM1uSYaI8ApEQ655I8kwLtwv4xC9yPAnPRTkI32HMAelFhCFfMbwBx9DZePFhnA5o8GCV11FsBTax2cgZgXwFk42KFYJxPAD7eYukzfEsAZzHUK398QwA3OAteWvhTAPebkIY6OCcCAd5F1Zu7mv4Yxx4Q9K+K/9Ghjta8F6L+IDx6FyZW8vwQyrIo+beg/ikzm2QPp6L+M4mG2iybgv3c1rg7OhfC/gnhNp0wa9r8SyfZRKFP4v+aHbOUtBgHA5+z2mNJvAMCBbDD/mD3/v/iSiJeWTQfAFdKKaxFtCMAKc0Nnc8ADwEWIj0wEUgbA2BNtILgNBsAXJGPL3ncAwOgGBAQbtQvAcNQEvl8fCMB+OPjvavcGwHgS0GiDXgnAtz9+sNFT/b/mVoPKijP7v4yRHibdLfu/PnZySMHpAsDSusVWQQEEwHFwlkSNlRHAtcPGeiY+E8BnZPrG67kWwIhuK89xGRHAeTxPUPLnD8CQmIAIV/YPwCWFU5VG2hHAailV47aPB8D3HS2Dv+MMwAxJ+JYo+Q3AFxuqgwFbE8Du4gUUnecbwBariLJTsx/Az0RVnkpDIcDV7mG4n1MgwH8RxHjy7yPAc4XNcH/IIsBLbuPSd2UnwNQSv++kUyfARigMJTneI8DAnII6HHglwJo3jj4F6yHAm2q2kviHIMCvkW0tT28bwJa86HhmqhbAYNFu0xicD8C80HOzIScYwMaFcHAP8xTAP1bEge+6GcCgqx+EtgYdwNO62easyh3AzGPSOGghHMC5c6rTpsoawDhZjo8lTB3AmvrEyxDWGsAue1uXRs8awMidl3D+xRfA+m9N17CIFsBkjj8fH8kdwG1E1yxS7h7AKopi5G3pFcB2247DbUMVwEt07IFptxrAl/SHw7osHcBBCbFT7vcTwNtrt0niDBbAqe6HdaPdFMBXVTNz/SUYwEzdf/tARhrAL3G229wNG8Ax9u+xnqkawHJqVQ11HhbA1nFbYvqcF8DUXF1QOfoPwPqL2g0tyBTA5/TVxlNHGMDLhgYyiRwYwBfcB0mx1xfAead7w2xfFMDYk+Piaj4TwPlaFAtUORLAbeQa929bFsDSnec4w54fwHtUrFo23CLARUq1JUZ1H8CSBL5vCVUlwOfTxeku6CnAgcDV+7/MK8CcsZpfXvYswIVD8vvEYi7AdFWzjh0jMMA2HYljLT4uwHmejirMjizAYP65w6rXLsDVhgVti3wvwN9g6YZ4wzHAMsugXRU3McB1EVqC4xAywMwG6jpk9zPA75W72aBvNMDz7COogug0wL/2lM9VizTApk163yPzM8BrxYeBc+k0wDb1RHOCRjTA/AS3sglBNMAqGTIxwvM0wK1nFoASIjLAhUOYZRE3MMCwJ1t0HdowwOIlX07kGjTAtH5fBNKxM8AGxdKu0XUzwO3EyFuaZTPAraGM3cppMsCbMX6GaBAzwOthaK0ygDLAWZjmdvG/MMCpgakJL18xwHGMPhTsOzPAISxxLC5CM8CmnXulU3oywDR/uy3wejHArVS9VzuSL8CRYmJNMxwwwO8y3PYETC/ASTVfu8PdLsCu1adOmeYvwB+Etg9Vwi3A69qaX7wSKsC/nXlomC8owP7kzArkSSnAVsjjiL4GKsDgAspf6tApwAzDXj/BWC7Ak0Q07rU0LcAmKiY7Zb0swB1AZrvppS7AnAT6Dgp4LMA0BMmH9V4owNQPVouhiijAkuIUs82NKMBxESzkZMgnwCQ8zo1C0SXASaihexmgI8CHhDuGH/cjwDnazkOvliLAHDDnXXibJsBOcIraApwhwITpt6Gv2iHA6kRU0342I8C+6q1V11AgwNdw9wEBtB3AW6+ZjVFsI8AduH9PM+UjwK4WXa9EviDAWK1Sbh+DHcBzmhqWBv8ewDw+FzAlBB7AuxtlfGy7HMClOUIZcqEbwPGwp0U1yxzAnh5CLOr6G8DT9JI+DUMUwLdKL8m/sxXAjiIRZuqSE8CVTNzsRqYQwBKO1zHO7gLAXtFj0msE/r95V9LLrBoCwOxv4fxycgPA5KjZC5/mDcDdb9Vy9CIMwJR7PGfaUA/A4WLqzkZnC8DazlPHMV0OwJ+imdMwzxPAasj1hwI/E8AgvOgd0+kUwNTHLaK6HQnAUCi8l3faEcD5DD/cdoIJwLG8X9hOKQPAQW+IZsyC9b/XPaDgvgb0vwkXujdUnPe/azKMyOBrBMDj/0J/NVcJwGzB6XhIMBLAgZwzL9YgDMBXoGlJsEkQwD3eu6Kk8hDAx0b9rX/xDcA94cP7Q94SwIZJp9ja3xPAemT8YZBWD8DSgGSfRssAwGZFRFY6ZwXABBbku3dpBMATFhWi2pEEwAi+jq0QShDALzX3cIq4EsDmbCYlsSQbwC4mzcwEvhnAwdY50FZhHsCBiU/g0agbwKHxFLwigx7AjacWU/b4HcD/zm+PZlEdwJMmM/EGzB/Ahi9RMp9WJcDzfk1mNSgkwOE8DoejTiTAhZR1t0DlJMCzVXi/9mUjwMWs0jF+cyDAMsaFJBfhIMALr+7U5QUdwL6x0rwcpB7A1M7wWXRwHsBba/hpR3EawMS0SZFl9hfAzCxCgxRKFcBDW7sObakXwCSqPi75LxfAdS2iXWFIFsD5RoXayFkWwDFp8vcuvBPAIxN/UwREEcAJ9yW2NSsUwG0DK1hAnRbAxZljXO8SFsBi2Wey2QIXwMzv0qgNNRzAQBclF6jgG8BITLBMK5wawF2PszZqlBvAhdM/MpEwIMDAZ9EY+FMYwPRPDNgrVRvAxDOTl4geFcDB5F05UZsVwGK6J+n/ChTAe++LS5dQGsBADeyfdkMUwDwR1yEnARbAwKRrgC6uH8C/mA6kLzMewPIn5vCWjhfAnXihlKmxG8AeJ7nmobUWwJM3oKXMFB3AzXfE0Kb+FsBMIzkTOhoTwCA/DqbpDQ/Aty6CNn2FCsA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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k3obRANkBR7Ad/Ihk3QKLOZWFRnDdAQPFjnqXYNkCxGZ7xDc42QCB9gkWk2TZAMigrKcwDOEDwA/EatMw4QFJtsjx8fjpA9LxyMP07PkDIv7wYCPU+QOQtHpP39j5AIO/IVXk7QEBOydFzyeI/QE5I801l3T9AYRrKgMy4QECJ1y9EAydBQFDptUMaiUBA0npwYEYmQUB9yaa46m5BQHp8opfS7EFAAI2QC9EvQkAHCc1YDlNCQLbK3xLon0JA1aB3R8MBQ0CEk5oH1NNDQNkFN5eCTUNAOIxJ5JJoQ0AodlvusbNDQC/SikTaVkRA+O4U45LQQ0B9Xf95o/lDQJ/w8krFKERAvbIDhRN8Q0CKEBydGmJDQPqu98hiQkNAiQx0NjWiQkCPFJR1aP9BQLtqVXqQVkFAocq2sjIeQUBVGSsUmi1BQDj94daVAEFAVunt+Mz4QEDsNJasNDBBQKzNQu0cNEFAQ/o2zKSEQECHQusMJAZBQM8LLgGnhkFAHaE3/uVaQkBXyMFn3MNCQNrzAlg+0kJAEqaNmgbfQkDCgWpdUmJDQLDcRrfOb0NASCkkfWq8QkAHwKP0qVBDQI5Pp5Df0kJARxFeS5KJQ0AbEU72TPxDQI3lQuD6S0RAlvHLR2/oQ0CNOqFnWnZEQDHxhBtrqkRAocBM8NUqREB8M6LTrf5DQCTAMnFkLkRAmv5goyFyREDF27385itFQMU6Y/ccbkVAiviteE/dREB/6+YrV0NEQCLK/fSfsURAyRd5v9YlRUCJUt2/+fBEQJtb9kCEW0VAQiY8DeLYRUAIqCWTeLxFQEaAPbqyTkVAJVIxMTmhREChcZdXj1tEQL6SaaDkR0RAO/2AfrOnQ0CcMlqjrDZDQJjkbiuhIENAy0EE5FB3QkB7/Z8jutpBQKZs9d8UJkFACvBJRf/NQEA8XSjJZ+5AQBPt/hmWMUFArqGeVe8IQUDI4w24fo9AQNw8Ajg6+T9Auk1eflLgP0B71zs4/qBAQLDPp+UBQUFAr1wZXjVuQUBo+VDudMlBQPo/cEyOBkJAmxwukevdQUCMrrXCT8NBQOod0wUPOEJAB2bdSvrFQUA+cmTanFVBQMT8phgLD0FAN9z5kBVPQUBX9PZ2RXdBQGlan/iMgkFArtzfGPdSQkBA96+UhYZBQI5WtNOFhkFA17OWyf0XQUDzTQus+YNAQHrEBK5igEBAg2q+t2bGQEDdeoOHMglBQClPlbWOQUFAefdwdMD3QEA5/ryzbpJBQIghPKZdVEBAsN9AadnIP0C2VdrOZzU/QNLoczddH0BAxPGgjNU2QEDyWBtdtmA/QJOL9OTo/D9A3YNYHFEdQEAcqWimtgFAQE2/3enjhj9AjRqK37jBQECJNTy1ViJBQGLHM4zBB0JAE6ciYFUDQkAYTZXWEnZCQIFFzVs/GUJAqCcxWR/ZQUAZLlTaApJBQHxq9ZL390FAVsoav4I9QUCzDWOL3NZAQCGgjlbx1EBAzFaQ4iIgQUBxpuOyrClBQBfQGa5JOUFArAPungoKQUB/V8l1g25BQK6AwrP/YkFAOPHTeiXSQUAnqP9SSOVAQHZ6ZYhoC0FALxpVhdiBQUBPH+CNwWJBQGQz4K5NvEFAMPOyb2c8QkCCErWGCjNCQM1Dx5D7qkJAd8eClU/FQkAXxNk2v5hCQELpMgp2L0NA6sqOu6jMQkCGsT1mHyZCQHFuQ/aD3UJAQRlYvFN3QkAgV70rn1BCQHQLbGeggkFAvDll3MjpQUCuRMVTWRBDQK8cA9cFG0NAVzRmPsYtQ0DRE0BsEMxDQHfzDORbpENAv1l8naydQ0CuP4NgkXRDQKeVVXZfOENAv9e72ZCvQ0CBLuddjKVEQDXFhIkX9URAtQLM6V07RUCRNUOqz4xFQG1VAFl+fEVAewmoOlbZREDrz5vBnGZFQCRMUmUoH0VAfGQET4BzRUAb8EOssUFGQP5+rlH7wEZANS1kbiACR0D50mlmawZHQNhrW5F12UdAGlRrOp7mR0CoaPuxAzJHQD9sOTVquEdAdi4ZmPJaR0Dd6btDqutHQCTEBJMVsUdAcmTtun/hSEBydOAV1MVIQJ8wlmsCJEhAdt0FcP19SEBtXJt/3gdIQH9gxl/IM0hAyO4z6URdSEDIY/+1Th5JQHqGUA32u0lA+ugNnW/jSUABDcK//Z1JQG13P1fvwUlAjVcnfdxxSkBWSuXZbJFJQF5gqhL7U0lACitEGcnLSUC8AI/+oEhKQG66rzXstkpAMtwid2ovSkD93NPC6q9JQDkiO5WEqUhA0o4Rc6e7SEAhGKXOwq5IQBiyE1v3+UdAEILYUHC+R0AJSxHh6YNHQB6HpJecfEhATd17U4PqSEAZbfHmPDBJQDTS+rHt+ElASPLNc2fOSkBxqvDugoNLQKOSowxsektA1ruHdDNxS0Ct4OEMdIxLQPhAbQIbnktAgowFQ0OhTEBVSbo6SMdMQKV/A4PsZ0xAjagu5sioS0AHDx6pvlZLQDSIzhJ1xUpAY7y1qndZS0B3wxmxK+xKQCA+wbp9OExAI0xeJA05TUAj0gi4P/pMQI9GYgBrnU1A/yJ23BjyTUDYy5CYebNNQHklV/sQs01AKR0OixE4TUDn031ixZtNQIXnDtdViU5AZDgbNYHrTkDx/XjuZGhOQHAdmyh+wU5A3sPrXkqhTUCSvC1lADVNQFpRiBFk10xAPvuG2U03TEC+q4cQdWJMQCpbNa+G4ktAVpkCU0HWSkAOEvBLtPRKQKtf1YoCL0pAp70uzRKhSkDS7XaG0fpKQDgu66cIn0tAZ2cn5CUaS0ChAHEU8oRLQCrErueaVUxArYWKsTS1S0AqiPMNjZ9KQNfIfqLG8kpAWhn3GIE2TECND17QiyFMQB0iWYQS6EtASFgQXr3oS0AVjBaeh4JLQFo2UjLnJEtAcR7v+FoxSkDU1JX3bXtKQDE9FB7Dl0pAFeX6FtJsSkDRikunVlVKQJmWXRoMQUpAj2DqxNdeSUAVy+zY4b9IQN+4T0KJnEhAORZXKCHUSECSyrn5MnlHQMyRZ7yaXEZAmUBqVH9fRkBzlKHtP9FGQDHWCxhlJkZAY3AFSMWQRUBalO8xcodEQIummF+lZURAWuAcN6X+Q0CruU6PpXNEQMK8Av3KTERA3ltuOZKnREC96oYZHbJEQJQQRZASQERAoqCn8K0mRUCerVk5ildFQHx5+u/ly0RAWcsSJsPmREBqkVD9OSFFQKraSV7lpEVAxHuG/4JxRUBVxROAi0tFQI8Q1KUba0RAXksPIyDZQ0BGBqYU+XxEQIdXjo7cZURAPdGzSlJ3RUDWmbElT6xFQApMVKUWa0VATr8dJiG/REC1MqaObupEQLCu2JRB6URAvbac0XuXREDRFMe1EkFEQB6MKWvE40RAHGJuHKmPRED0zAF2gItEQDlAxwG76kNAWQESRJgpREC5CQMG3kxDQDVYTFqQOkNATaZBmcFoQ0BsbkuXd6VDQH5ExnPsUENAxwDU4g8qREDWWAStqWdEQJaEUQHIf0RAyn4WrfBiREDO3Ua2lwJEQHpgFdt/BkRAQLHgfOxrREDY8UQThk1EQEeoCkheQUVAfvfNKTrZRUBP6rPCLXZFQLD9GHcB8EVAfw12meGkREBqtEMoQOpEQOMNZpUxNUVAwsVM7tpfRUD+4YaUY3pFQNHXU+c8vkVA8H6TkwRmRUBfypcyCS1GQLm0JXCTPkZARzyImyt8RUDpPIX+ae1EQCJY+kPSk0RACPH/huUFRUAKOZwB2o9EQLl3nxFP8ERAXgzxNfj+RUB+8oE2Rs1FQJuOXYiTa0ZAlvN6YBX8RUDovhxC30tFQEKgwEccuURAUifgk0mrREC3CKD1qpVEQP+PjIDbYURAmy1FjgZQRECH0/8HHHFEQFkDJy8YpURA7Gem1r7zQ0DJOHojL8xDQJflA0aphENAqMVx3Nc0Q0AwU1pYw71CQOWYu6CoZEJAaCFAbv9YQkDLR7ssDE1CQFEOoeNj3UFA8PhwLpLRQUAhrw/cEP5CQDco+WZHCENASkOTv2GEQkDdgcpz69pBQBygy7lQY0JA33NysEnUQkCuMnpKRvdCQKs5G4inaURAnvP3VAl1RECM9CnrZR9EQJV1yn9Y20RA0YB0C/EcRUAVzG/dEDhFQPcP/uEo1ERADT0wqtW9REDGxp7lZVNEQE5deTV3zkNAskV2ctLUQ0CB8vOnPdVEQAfIytWd9kVARPHTfWcYRkB2zX7uamlGQBenhHjwnkZA5AA4cP8FR0BZ+yK14B9HQAtkg9Q95kZAON8ris0iR0Agdt05lkZHQBz60xV8UEdA/vOAuCSaR0BqzSkhB4pHQAD06ZLKzkdAnA4E9TsxSECuRPHF/e9IQECFOvkfUklAPrL9MDzASUDNFCXb+GlKQIYjcSkphkpA5v0bmRCaSkDh067G1JpKQAqlu9uA5UpAyNICS8HiSkAEV4pyqBxKQEacr72OVkpA4JblmzFvSUA1NSfp0k1JQOjzkhNhLklAfYu9ASagSUCBIOQFFyBKQK4rhMHtyUpA6Si7DyVUS0AaPR+Yk6lKQBGS2PkIQUpAhwjmxsdNSUBPX+DjaT1JQMlxw7gqo0lAUmSYRXdnSUDAmN34RgpJQODCg1w+f0lA4eKfmb6NSUCCFkIuBHhJQK5J4P55jkpAAURDtBdzS0AIoJqt31NLQGZBomZOSUtALIROUA9HS0A5rH27extLQKUB3WPJ90pAliNg9Bj8SkCBoP1iPLVLQLcNTLHeC0tARFrfcA1mS0CV/b5Fi4NLQGWX4m+ZkUtA4LhdgqiuS0AcHc+fm61LQPkUcqEWYkxAi7918NEZTUA4T2w6PxBMQAbvAGCOt0tASx4s6w9oS0A9GTvGv+lKQIdSTNVJYEpAJyBtiv6WSkABWwNpk5hKQNuqyyttikpAf0Np1WUpS0Cb18g+vf5LQJ8/vbczYk1AEfJnsPTgTU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The Iris flower data set, or Fisher's Iris data set, is a multivariate data set introduced by \n", "the British statistician, eugenicist, and biologist Ronald Fisher in his 1936 paper \n", "'The use of multiple measurements in taxonomic problems as an example of linear discriminant analysis'. \n", @@ -163,14 +167,19 @@ "discriminant model to distinguish the species from each other.

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Retrieved from Wikipedia on 2021-04-05
\n", "License: CC-BY-SA-3.0

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Photo of Iris Virginica by Eric Hunt
\n", "License: CC-BY-SA-4.0

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Iris Virginica
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Introduction

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The Iris flower data set, or Fisher's Iris data set, is a multivariate data set introduced by \n", "the British statistician, eugenicist, and biologist Ronald Fisher in his 1936 paper \n", "'The use of multiple measurements in taxonomic problems as an example of linear discriminant analysis'. \n", @@ -448,7 +479,7 @@ "

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Retrieved from Wikipedia on 2021-04-05
\n", "License: CC-BY-SA-3.0

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Photo of Iris Virginica by Eric Hunt
\n", @@ -461,14 +492,19 @@ "\n", "

\n", "\n", - "
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\n", + "\n", + "\n", + "\n" ], "text/plain": [ "" ] }, "metadata": { - "isolated": true + "text/html": { + "isolated": true + } }, "output_type": "display_data" }, @@ -481,11 +517,11 @@ }, { "data": { - "text/html": [ - "" + "application/javascript": [ + "$('.output_scroll').removeClass('output_scroll')" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -760,7 +796,11 @@ { "data": { "text/html": [ - "
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Data Analysis

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\n", + "\n", + "\n", + "\n", + "\n", + "
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Image
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Data Analysis

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Iris Report

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The Iris flower data set, or Fisher's Iris data set, is a multivariate data set introduced by \n", "the British statistician, eugenicist, and biologist Ronald Fisher in his 1936 paper \n", "'The use of multiple measurements in taxonomic problems as an example of linear discriminant analysis'. \n", @@ -1671,7 +1747,7 @@ "

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Retrieved from Wikipedia on 2021-04-05
\n", "License: CC-BY-SA-3.0

\n", "

Photo of Iris Virginica by Eric Hunt
\n", @@ -1792,14 +1868,19 @@ "\n", "

\n", "\n", - "
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\n{html}\n
" + html = f"
\n{html}\n
" return html @@ -212,6 +212,7 @@ def __init__( self.alt_text = alt_text self.caption = caption self.scale = scale + self._dependencies = {"bootstrap"} def rescale(self, scale) -> "Image": """Rescale the image prior to rendering. @@ -293,6 +294,7 @@ def __init__( self.content = df self.index = index self.col_space = col_space + self._dependencies = {"bootstrap"} def to_html(self) -> str: classes = "table table-sm table-striped table-hover table-bordered" @@ -332,8 +334,8 @@ class FigureBokeh(Content): Args: figure (bokeh.layouts.LayoutDOM): A Bokeh object. - width (int): Width in pixels. (default = 'auto') - height (int): Height in pixels. (default = 'auto') + width (int): Width in pixels. (default = from figure or 'auto') + height (int): Height in pixels. (default = from figure or 'auto') """ @@ -401,8 +403,11 @@ def __init__( if not issubclass(type(figure), BokehObject): raise TypeError(r"figure must be a Bokeh object") - self.width = width or "auto" - self.height = height or "auto" + fig_width = figure.properties_with_values().get("width") + fig_height = figure.properties_with_values().get("height") + + self.width = width or fig_width or "auto" + self.height = height or fig_height or "auto" # Required as deep copy is not defined for Bokeh figures # Also need to catch some erroneous args that get passed to the function @@ -425,7 +430,7 @@ class FigurePlotly(Content): Args: figure (plotly.graph_objs._figure.Figure): A Plotly figure. width (int): Width in pixels. (default = 'auto') - height (int): Height in pixels. (default = 500') + height (int): Height in pixels. (default = 500) """ @@ -488,8 +493,8 @@ def __init__(self, figure: "PlotlyFigure", width: int = None, height: int = None self.width = width or figure.layout["width"] or "auto" self.height = height or figure.layout["height"] or 500 - self._dependencies = {"plotly"} self.content = figure + self._dependencies = {"plotly"} def to_html(self) -> str: html = plotly_to_html(self.content, include_plotlyjs=False, full_html=False) diff --git a/esparto/_publish.py b/esparto/_publish.py index 5649f81..fca06c4 100644 --- a/esparto/_publish.py +++ b/esparto/_publish.py @@ -128,7 +128,7 @@ def nb_display( head_deps = "\n".join(_get_head_deps(required_deps)) tail_deps = "\n".join(_get_tail_deps(required_deps)) - content_html = f"
\n{item.to_html()}\n
" + content_html = f"
\n{item.to_html()}\n
" render_html = ( f"\n\n{head_deps}\n" @@ -136,11 +136,14 @@ def nb_display( ) print() - display(HTML(render_html), metadata=dict(isolated=True)) # This allows time to download plotly.js from the CDN - otherwise cell renders empty - # TODO: Make this asynchronous if "plotly" in required_deps: - time.sleep(1) + display( + HTML(f"\n{head_deps}\n\n"), metadata=dict(isolated=True) + ) + time.sleep(2) + + display(HTML(render_html, metadata=dict(isolated=True))) print() # Prevent output scrolling diff --git a/pyproject.toml b/pyproject.toml index 73b43e0..31ee62e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "esparto" -version = "0.2.0" +version = "0.2.1" description = "Minimal frontend web framework written in Python." authors = ["Dominic Thorn "] license = "MIT" diff --git a/tests/check_package_version.py b/tests/check_package_version.py index 7f8caa5..bf5d137 100644 --- a/tests/check_package_version.py +++ b/tests/check_package_version.py @@ -1,18 +1,21 @@ -import sys +from pathlib import Path -import esparto +import esparto as es def check_package_version(): - if sys.version >= "3.8.0": - from importlib.metadata import version + pyproject_file = Path("pyproject.toml").read_text() + pyproject_version = pyproject_file.split("version", 1)[1].split('"')[1] + module_version = es.__version__ - if esparto.__version__ == version("esparto"): - print("Version number up to date!") - else: - print("Please bump version number!") + if module_version == pyproject_version: + print("Version number up to date!") + exit(0) else: - assert True + print("Please bump version number!") + print("pyproject.toml:", pyproject_version) + print("esparto.__version__:", module_version) + exit(1) if __name__ == "__main__": diff --git a/tests/test_content.py b/tests/test_content.py index b5113b5..7a0b933 100644 --- a/tests/test_content.py +++ b/tests/test_content.py @@ -15,6 +15,10 @@ def test_all_content_classes_covered(content_list_fn): module_all = set(chain.from_iterable(module_subclasses)) | module_classes assert module_all <= test_classes + def test_all_content_classes_have_deps(content_list_fn): + deps = [c._dependencies for c in content_list_fn] + assert all(deps) + @pytest.mark.parametrize("a", content_list) @pytest.mark.parametrize("b", content_list) diff --git a/tox.ini b/tox.ini index 0fbabfa..a144175 100644 --- a/tox.ini +++ b/tox.ini @@ -9,6 +9,7 @@ commands = alldeps: poetry install -v --no-root -E test mindeps: poetry install -v --no-root --no-dev -E test poetry run coverage run -am pytest + poetry run python -m tests.check_package_version [testenv:setup] deps =